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When it is not found, a full rebuild will be done. -config: d832ae99342413e9277cab63924f1dd4 +config: b9afea4432e35a4ac5dbffb76ed39348 tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/build/html/_sources/dev/extensions.rst b/docs/build/html/_sources/dev/extensions.rst index 196f8bf65..c08614d03 100644 --- a/docs/build/html/_sources/dev/extensions.rst +++ b/docs/build/html/_sources/dev/extensions.rst @@ -420,8 +420,8 @@ element in the output. constant const float& alpha [[buffer(3)]], constant const float& beta [[buffer(4)]], constant const int* shape [[buffer(5)]], - constant const size_t* x_strides [[buffer(6)]], - constant const size_t* y_strides [[buffer(7)]], + constant const int64_t* x_strides [[buffer(6)]], + constant const int64_t* y_strides [[buffer(7)]], constant const int& ndim [[buffer(8)]], uint index [[thread_position_in_grid]]) { // Convert linear indices to offsets in array @@ -438,24 +438,10 @@ each instantiation a unique host name so we can identify it. .. code-block:: C++ - #define instantiate_axpby(type_name, type) \ - template [[host_name("axpby_general_" #type_name)]] \ - [[kernel]] void axpby_general( \ - device const type* x [[buffer(0)]], \ - device const type* y [[buffer(1)]], \ - device type* out [[buffer(2)]], \ - constant const float& alpha [[buffer(3)]], \ - constant const float& beta [[buffer(4)]], \ - constant const int* shape [[buffer(5)]], \ - constant const size_t* x_strides [[buffer(6)]], \ - constant const size_t* y_strides [[buffer(7)]], \ - constant const int& ndim [[buffer(8)]], \ - uint index [[thread_position_in_grid]]); - - instantiate_axpby(float32, float); - instantiate_axpby(float16, half); - instantiate_axpby(bfloat16, bfloat16_t); - instantiate_axpby(complex64, complex64_t); + instantiate_kernel("axpby_general_float32", axpby_general, float) + instantiate_kernel("axpby_general_float16", axpby_general, float16_t) + instantiate_kernel("axpby_general_bfloat16", axpby_general, bfloat16_t) + instantiate_kernel("axpby_general_complex64", axpby_general, complex64_t) The logic to determine the kernel, set the inputs, resolve the grid dimensions, and dispatch to the GPU are contained in :meth:`Axpby::eval_gpu` as shown diff --git a/docs/build/html/_sources/dev/mlx_in_cpp.rst b/docs/build/html/_sources/dev/mlx_in_cpp.rst new file mode 100644 index 000000000..af778b33b --- /dev/null +++ b/docs/build/html/_sources/dev/mlx_in_cpp.rst @@ -0,0 +1,121 @@ +.. _mlx_in_cpp: + +Using MLX in C++ +================ + +You can use MLX in a C++ project with CMake. + +.. note:: + + This guide is based one the following `example using MLX in C++ + `_ + +First install MLX: + +.. code-block:: bash + + pip install -U mlx + +You can also install the MLX Python package from source or just the C++ +library. For more information see the :ref:`documentation on installing MLX +`. + +Next make an example program in ``example.cpp``: + +.. code-block:: C++ + + #include + + #include "mlx/mlx.h" + + namespace mx = mlx::core; + + int main() { + auto x = mx::array({1, 2, 3}); + auto y = mx::array({1, 2, 3}); + std::cout << x + y << std::endl; + return 0; + } + +The next step is to setup a CMake file in ``CMakeLists.txt``: + +.. code-block:: cmake + + cmake_minimum_required(VERSION 3.27) + + project(example LANGUAGES CXX) + + set(CMAKE_CXX_STANDARD 17) + set(CMAKE_CXX_STANDARD_REQUIRED ON) + + +Depending on how you installed MLX, you may need to tell CMake where to +find it. + +If you installed MLX with Python, then add the following to the CMake file: + +.. code-block:: cmake + + find_package( + Python 3.9 + COMPONENTS Interpreter Development.Module + REQUIRED) + execute_process( + COMMAND "${Python_EXECUTABLE}" -m mlx --cmake-dir + OUTPUT_STRIP_TRAILING_WHITESPACE + OUTPUT_VARIABLE MLX_ROOT) + +If you installed the MLX C++ package to a system path, then CMake should be +able to find it. If you installed it to a non-standard location or CMake can't +find MLX then set ``MLX_ROOT`` to the location where MLX is installed: + +.. code-block:: cmake + + set(MLX_ROOT "/path/to/mlx/") + +Next, instruct CMake to find MLX: + +.. code-block:: cmake + + find_package(MLX CONFIG REQUIRED) + +Finally, add the ``example.cpp`` program as an executable and link MLX. + +.. code-block:: cmake + + add_executable(example example.cpp) + target_link_libraries(example PRIVATE mlx) + +You can build the example with: + +.. code-block:: bash + + cmake -B build -DCMAKE_BUILD_TYPE=Release + cmake --build build + +And run it with: + +.. code-block:: bash + + ./build/example + +Note ``find_package(MLX CONFIG REQUIRED)`` sets the following variables: + +.. list-table:: Package Variables + :widths: 20 20 + :header-rows: 1 + + * - Variable + - Description + * - MLX_FOUND + - ``True`` if MLX is found + * - MLX_INCLUDE_DIRS + - Include directory + * - MLX_LIBRARIES + - Libraries to link against + * - MLX_CXX_FLAGS + - Additional compiler flags + * - MLX_BUILD_ACCELERATE + - ``True`` if MLX was built with Accelerate + * - MLX_BUILD_METAL + - ``True`` if MLX was built with Metal diff --git a/docs/build/html/_sources/index.rst b/docs/build/html/_sources/index.rst index 1e5e6ad8a..075861e88 100644 --- a/docs/build/html/_sources/index.rst +++ b/docs/build/html/_sources/index.rst @@ -45,6 +45,7 @@ are the CPU and GPU. usage/numpy usage/distributed usage/using_streams + usage/export .. toctree:: :caption: Examples @@ -61,6 +62,7 @@ are the CPU and GPU. python/array python/data_types python/devices_and_streams + python/export python/ops python/random python/transforms @@ -86,3 +88,4 @@ are the CPU and GPU. dev/extensions dev/metal_debugger dev/custom_metal_kernels + dev/mlx_in_cpp diff --git a/docs/build/html/_sources/install.rst b/docs/build/html/_sources/install.rst index 1566d1f2c..059b2cba4 100644 --- a/docs/build/html/_sources/install.rst +++ b/docs/build/html/_sources/install.rst @@ -1,3 +1,5 @@ +.. _build_and_install: + Build and Install ================= @@ -53,7 +55,7 @@ Build Requirements ^^^^^^^^^^^^^^^^^^ - A C++ compiler with C++17 support (e.g. Clang >= 5.0) -- `cmake `_ -- version 3.24 or later, and ``make`` +- `cmake `_ -- version 3.25 or later, and ``make`` - Xcode >= 15.0 and macOS SDK >= 14.0 .. note:: diff --git a/docs/build/html/_sources/python/_autosummary/mlx.core.export_function.rst b/docs/build/html/_sources/python/_autosummary/mlx.core.export_function.rst new file mode 100644 index 000000000..e7989b936 --- /dev/null +++ b/docs/build/html/_sources/python/_autosummary/mlx.core.export_function.rst @@ -0,0 +1,6 @@ +mlx.core.export\_function +========================= + +.. currentmodule:: mlx.core + +.. autofunction:: export_function \ No newline at end of file diff --git a/docs/build/html/_sources/python/_autosummary/mlx.core.export_to_dot.rst b/docs/build/html/_sources/python/_autosummary/mlx.core.export_to_dot.rst new file mode 100644 index 000000000..3879cd58a --- /dev/null +++ b/docs/build/html/_sources/python/_autosummary/mlx.core.export_to_dot.rst @@ -0,0 +1,6 @@ +mlx.core.export\_to\_dot +======================== + +.. currentmodule:: mlx.core + +.. autofunction:: export_to_dot \ No newline at end of file diff --git a/docs/build/html/_sources/python/_autosummary/mlx.core.exporter.rst b/docs/build/html/_sources/python/_autosummary/mlx.core.exporter.rst new file mode 100644 index 000000000..ba840f245 --- /dev/null +++ b/docs/build/html/_sources/python/_autosummary/mlx.core.exporter.rst @@ -0,0 +1,6 @@ +mlx.core.exporter +================= + +.. currentmodule:: mlx.core + +.. autofunction:: exporter \ No newline at end of file diff --git a/docs/build/html/_sources/python/_autosummary/mlx.core.finfo.rst b/docs/build/html/_sources/python/_autosummary/mlx.core.finfo.rst new file mode 100644 index 000000000..4d3f1846e --- /dev/null +++ b/docs/build/html/_sources/python/_autosummary/mlx.core.finfo.rst @@ -0,0 +1,30 @@ +mlx.core.finfo +============== + +.. currentmodule:: mlx.core + +.. autoclass:: finfo + + + .. automethod:: __init__ + + + .. rubric:: Methods + + .. autosummary:: + + ~finfo.__init__ + + + + + + .. rubric:: Attributes + + .. autosummary:: + + ~finfo.dtype + ~finfo.max + ~finfo.min + + \ No newline at end of file diff --git a/docs/build/html/_sources/python/_autosummary/mlx.core.import_function.rst b/docs/build/html/_sources/python/_autosummary/mlx.core.import_function.rst new file mode 100644 index 000000000..97c48f70d --- /dev/null +++ b/docs/build/html/_sources/python/_autosummary/mlx.core.import_function.rst @@ -0,0 +1,6 @@ +mlx.core.import\_function +========================= + +.. currentmodule:: mlx.core + +.. autofunction:: import_function \ No newline at end of file diff --git a/docs/build/html/_sources/python/_autosummary/mlx.core.kron.rst b/docs/build/html/_sources/python/_autosummary/mlx.core.kron.rst new file mode 100644 index 000000000..f6f4d60d7 --- /dev/null +++ b/docs/build/html/_sources/python/_autosummary/mlx.core.kron.rst @@ -0,0 +1,6 @@ +mlx.core.kron +============= + +.. currentmodule:: mlx.core + +.. autofunction:: kron \ No newline at end of file diff --git a/docs/build/html/_sources/python/_autosummary/mlx.core.slice.rst b/docs/build/html/_sources/python/_autosummary/mlx.core.slice.rst new file mode 100644 index 000000000..a18d1f0ad --- /dev/null +++ b/docs/build/html/_sources/python/_autosummary/mlx.core.slice.rst @@ -0,0 +1,6 @@ +mlx.core.slice +============== + +.. currentmodule:: mlx.core + +.. autofunction:: slice \ No newline at end of file diff --git a/docs/build/html/_sources/python/_autosummary/mlx.core.slice_update.rst b/docs/build/html/_sources/python/_autosummary/mlx.core.slice_update.rst new file mode 100644 index 000000000..ba2d26c42 --- /dev/null +++ b/docs/build/html/_sources/python/_autosummary/mlx.core.slice_update.rst @@ -0,0 +1,6 @@ +mlx.core.slice\_update +====================== + +.. currentmodule:: mlx.core + +.. autofunction:: slice_update \ No newline at end of file diff --git a/docs/build/html/_sources/python/_autosummary/mlx.core.unflatten.rst b/docs/build/html/_sources/python/_autosummary/mlx.core.unflatten.rst new file mode 100644 index 000000000..1a677075a --- /dev/null +++ b/docs/build/html/_sources/python/_autosummary/mlx.core.unflatten.rst @@ -0,0 +1,6 @@ +mlx.core.unflatten +================== + +.. currentmodule:: mlx.core + +.. autofunction:: unflatten \ No newline at end of file diff --git a/docs/build/html/_sources/python/data_types.rst b/docs/build/html/_sources/python/data_types.rst index 549446447..c75bfcb9d 100644 --- a/docs/build/html/_sources/python/data_types.rst +++ b/docs/build/html/_sources/python/data_types.rst @@ -66,3 +66,4 @@ documentation for more information. Use :func:`issubdtype` to determine if one Dtype DtypeCategory issubdtype + finfo diff --git a/docs/build/html/_sources/python/export.rst b/docs/build/html/_sources/python/export.rst new file mode 100644 index 000000000..9a1599096 --- /dev/null +++ b/docs/build/html/_sources/python/export.rst @@ -0,0 +1,14 @@ +.. _export: + +Export Functions +================ + +.. currentmodule:: mlx.core + +.. autosummary:: + :toctree: _autosummary + + export_function + import_function + exporter + export_to_dot diff --git a/docs/build/html/_sources/python/ops.rst b/docs/build/html/_sources/python/ops.rst index 572b02a98..248028575 100644 --- a/docs/build/html/_sources/python/ops.rst +++ b/docs/build/html/_sources/python/ops.rst @@ -89,6 +89,7 @@ Operations isneginf isposinf issubdtype + kron left_shift less less_equal @@ -144,6 +145,8 @@ Operations sign sin sinh + slice + slice_update softmax sort split @@ -168,6 +171,7 @@ Operations tri tril triu + unflatten var view where diff --git a/docs/build/html/_sources/usage/compile.rst b/docs/build/html/_sources/usage/compile.rst index 091505fe4..7fe0ffd4f 100644 --- a/docs/build/html/_sources/usage/compile.rst +++ b/docs/build/html/_sources/usage/compile.rst @@ -421,3 +421,77 @@ the most opportunity to optimize the computation graph: # Compiling the outer function is good to do as it will likely # be faster even though the inner functions are compiled fun = mx.compile(outer) + + + +.. _shapeless_compile: + +Shapeless Compilation +--------------------- + +When the shape of an input to a compiled function changes, the function is +recompiled. You can compile a function once and run it on inputs with +variable shapes by specifying ``shapeless=True`` to :func:`compile`. In this +case changes to the shapes of the inputs do not cause the function to be +recompiled. + +.. code-block:: python + + def fun(x, y): + return mx.abs(x + y) + + compiled_fun = mx.compile(fun, shapeless=True) + + x = mx.array(1.0) + y = mx.array(-2.0) + + # Firt call compiles the function + print(compiled_fun(x, y)) + + # Second call with different shapes + # does not recompile the function + x = mx.array([1.0, -6.0]) + y = mx.array([-2.0, 3.0]) + print(compiled_fun(x, y)) + + +Use shapeless compilations carefully. Since compilation is not triggered when +shapes change, any graphs which are conditional on the input shapes will not +work as expected. Shape-dependent computations are common and sometimes subtle +to detect. For example: + +.. code-block:: python + + def fun(x): + return x.reshape(x.shape[0] * x.shape[1], -1) + + compiled_fun = mx.compile(fun, shapeless=True) + + x = mx.random.uniform(shape=(2, 3, 4)) + + out = compiled_fun(x) + + x = mx.random.uniform(shape=(5, 5, 3)) + + # Error, can't reshape (5, 5, 3) to (6, -1) + out = compiled_fun(x) + +The second call to the ``compiled_fun`` fails because of the call to +:func:`reshape` which uses the static shape of ``x`` in the first call. We can +fix this by using :func:`flatten` to avoid hardcoding the shape of ``x``: + +.. code-block:: python + + def fun(x): + return x.flatten(0, 1) + + compiled_fun = mx.compile(fun, shapeless=True) + + x = mx.random.uniform(shape=(2, 3, 4)) + + out = compiled_fun(x) + + x = mx.random.uniform(shape=(5, 5, 3)) + + # Ok + out = compiled_fun(x) diff --git a/docs/build/html/_sources/usage/distributed.rst b/docs/build/html/_sources/usage/distributed.rst index 702951a0c..ec3accab3 100644 --- a/docs/build/html/_sources/usage/distributed.rst +++ b/docs/build/html/_sources/usage/distributed.rst @@ -141,12 +141,13 @@ everything else remaining the same. from mlx.utils import tree_map def all_reduce_grads(grads): - N = mx.distributed.init() + N = mx.distributed.init().size() if N == 1: return grads return tree_map( - lambda x: mx.distributed.all_sum(x) / N, - grads) + lambda x: mx.distributed.all_sum(x) / N, + grads + ) def step(model, x, y): loss, grads = loss_grad_fn(model, x, y) diff --git a/docs/build/html/_sources/usage/export.rst b/docs/build/html/_sources/usage/export.rst new file mode 100644 index 000000000..812073609 --- /dev/null +++ b/docs/build/html/_sources/usage/export.rst @@ -0,0 +1,288 @@ +.. _export_usage: + +Exporting Functions +=================== + +.. currentmodule:: mlx.core + +MLX has an API to export and import functions to and from a file. This lets you +run computations written in one MLX front-end (e.g. Python) in another MLX +front-end (e.g. C++). + +This guide walks through the basics of the MLX export API with some examples. +To see the full list of functions check-out the :ref:`API documentation +`. + +Basics of Exporting +------------------- + +Let's start with a simple example: + +.. code-block:: python + + def fun(x, y): + return x + y + + x = mx.array(1.0) + y = mx.array(1.0) + mx.export_function("add.mlxfn", fun, x, y) + +To export a function, provide sample input arrays that the function +can be called with. The data doesn't matter, but the shapes and types of the +arrays do. In the above example we exported ``fun`` with two ``float32`` +scalar arrays. We can then import the function and run it: + +.. code-block:: python + + add_fun = mx.import_function("add.mlxfn") + + out, = add_fun(mx.array(1.0), mx.array(2.0)) + # Prints: array(3, dtype=float32) + print(out) + + out, = add_fun(mx.array(1.0), mx.array(3.0)) + # Prints: array(4, dtype=float32) + print(out) + + # Raises an exception + add_fun(mx.array(1), mx.array(3.0)) + + # Raises an exception + add_fun(mx.array([1.0, 2.0]), mx.array(3.0)) + +Notice the third and fourth calls to ``add_fun`` raise exceptions because the +shapes and types of the inputs are different than the shapes and types of the +example inputs we exported the function with. + +Also notice that even though the original ``fun`` returns a single output +array, the imported function always returns a tuple of one or more arrays. + +The inputs to :func:`export_function` and to an imported function can be +specified as variable positional arguments or as a tuple of arrays: + +.. code-block:: python + + def fun(x, y): + return x + y + + x = mx.array(1.0) + y = mx.array(1.0) + + # Both arguments to fun are positional + mx.export_function("add.mlxfn", fun, x, y) + + # Same as above + mx.export_function("add.mlxfn", fun, (x, y)) + + imported_fun = mx.import_function("add.mlxfn") + + # Ok + out, = imported_fun(x, y) + + # Also ok + out, = imported_fun((x, y)) + +You can pass example inputs to functions as positional or keyword arguments. If +you use keyword arguments to export the function, then you have to use the same +keyword arguments when calling the imported function. + +.. code-block:: python + + def fun(x, y): + return x + y + + # One argument to fun is positional, the other is a kwarg + mx.export_function("add.mlxfn", fun, x, y=y) + + imported_fun = mx.import_function("add.mlxfn") + + # Ok + out, = imported_fun(x, y=y) + + # Also ok + out, = imported_fun((x,), {"y": y}) + + # Raises since the keyword argument is missing + out, = imported_fun(x, y) + + # Raises since the keyword argument has the wrong key + out, = imported_fun(x, z=y) + + +Exporting Modules +----------------- + +An :obj:`mlx.nn.Module` can be exported with or without the parameters included +in the exported function. Here's an example: + +.. code-block:: python + + model = nn.Linear(4, 4) + mx.eval(model.parameters()) + + def call(x): + return model(x) + + mx.export_function("model.mlxfn", call, mx.zeros(4)) + +In the above example, the :obj:`mlx.nn.Linear` module is exported. Its +parameters are also saved to the ``model.mlxfn`` file. + +.. note:: + + For enclosed arrays inside an exported function, be extra careful to ensure + they are evaluated. The computation graph that gets exported will include + the computation that produces enclosed inputs. + + If the above example was missing ``mx.eval(model.parameters()``, the + exported function would include the random initialization of the + :obj:`mlx.nn.Module` parameters. + +If you only want to export the ``Module.__call__`` function without the +parameters, pass them as inputs to the ``call`` wrapper: + +.. code-block:: python + + model = nn.Linear(4, 4) + mx.eval(model.parameters()) + + def call(x, **params): + # Set the model's parameters to the input parameters + model.update(tree_unflatten(list(params.items()))) + return model(x) + + params = dict(tree_flatten(model.parameters())) + mx.export_function("model.mlxfn", call, (mx.zeros(4),), params) + + +Shapeless Exports +----------------- + +Just like :func:`compile`, functions can also be exported for dynamically shaped +inputs. Pass ``shapeless=True`` to :func:`export_function` or :func:`exporter` +to export a function which can be used for inputs with variable shapes: + +.. code-block:: python + + mx.export_function("fun.mlxfn", mx.abs, mx.array(0.0), shapeless=True) + imported_abs = mx.import_function("fun.mlxfn") + + # Ok + out, = imported_abs(mx.array(-1.0)) + + # Also ok + out, = imported_abs(mx.array([-1.0, -2.0])) + +With ``shapeless=False`` (which is the default), the second call to +``imported_abs`` would raise an exception with a shape mismatch. + +Shapeless exporting works the same as shapeless compilation and should be +used carefully. See the :ref:`documentation on shapeless compilation +` for more information. + +Exporting Multiple Traces +------------------------- + +In some cases, functions build different computation graphs for different +input arguments. A simple way to manage this is to export to a new file with +each set of inputs. This is a fine option in many cases. But it can be +suboptimal if the exported functions have a large amount of duplicate constant +data (for example the parameters of a :obj:`mlx.nn.Module`). + +The export API in MLX lets you export multiple traces of the same function to +a single file by creating an exporting context manager with :func:`exporter`: + +.. code-block:: python + + def fun(x, y=None): + constant = mx.array(3.0) + if y is not None: + x += y + return x + constant + + with mx.exporter("fun.mlxfn", fun) as exporter: + exporter(mx.array(1.0)) + exporter(mx.array(1.0), y=mx.array(0.0)) + + imported_function = mx.import_function("fun.mlxfn") + + # Call the function with y=None + out, = imported_function(mx.array(1.0)) + print(out) + + # Call the function with y specified + out, = imported_function(mx.array(1.0), y=mx.array(1.0)) + print(out) + +In the above example the function constant data, (i.e. ``constant``), is only +saved once. + +Transformations with Imported Functions +--------------------------------------- + +Function transformations like :func:`grad`, :func:`vmap`, and :func:`compile` work +on imported functions just like regular Python functions: + +.. code-block:: python + + def fun(x): + return mx.sin(x) + + x = mx.array(0.0) + mx.export_function("sine.mlxfn", fun, x) + + imported_fun = mx.import_function("sine.mlxfn") + + # Take the derivative of the imported function + dfdx = mx.grad(lambda x: imported_fun(x)[0]) + # Prints: array(1, dtype=float32) + print(dfdx(x)) + + # Compile the imported function + mx.compile(imported_fun) + # Prints: array(0, dtype=float32) + print(compiled_fun(x)[0]) + + +Importing Functions in C++ +-------------------------- + +Importing and running functions in C++ is basically the same as importing and +running them in Python. First, follow the :ref:`instructions ` to +setup a simple C++ project that uses MLX as a library. + +Next, export a simple function from Python: + +.. code-block:: python + + def fun(x, y): + return mx.exp(x + y) + + x = mx.array(1.0) + y = mx.array(1.0) + mx.export_function("fun.mlxfn", fun, x, y) + + +Import and run the function in C++ with only a few lines of code: + +.. code-block:: c++ + + auto fun = mx::import_function("fun.mlxfn"); + + auto inputs = {mx::array(1.0), mx::array(1.0)}; + auto outputs = fun(inputs); + + // Prints: array(2, dtype=float32) + std::cout << outputs[0] << std::endl; + +Imported functions can be transformed in C++ just like in Python. Use +``std::vector`` for positional arguments and ``std::map`` for keyword arguments when calling imported functions in C++. + +More Examples +------------- + +Here are a few more complete examples exporting more complex functions from +Python and importing and running them in C++: + +* `Inference and training a multi-layer perceptron `_ diff --git a/docs/build/html/_static/basic.css b/docs/build/html/_static/basic.css index 2af6139e6..f316efcb4 100644 --- a/docs/build/html/_static/basic.css +++ b/docs/build/html/_static/basic.css @@ -55,7 +55,7 @@ div.sphinxsidebarwrapper { div.sphinxsidebar { float: left; - width: 270px; + width: 230px; margin-left: -100%; font-size: 90%; word-wrap: break-word; diff --git a/docs/build/html/_static/documentation_options.js b/docs/build/html/_static/documentation_options.js index da9531643..c4eb24305 100644 --- a/docs/build/html/_static/documentation_options.js +++ b/docs/build/html/_static/documentation_options.js @@ -1,5 +1,5 @@ const 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define several functions to replace jQuery methods\n * inspired by https://tobiasahlin.com/blog/move-from-jquery-to-vanilla-javascript/\n */\n\n/**\n * Execute a method if DOM has finished loading\n *\n * @param {function} callback the method to execute\n */\nexport function documentReady(callback) {\n if (document.readyState != \"loading\") callback();\n else document.addEventListener(\"DOMContentLoaded\", callback);\n}\n","/**\n * Compare [semver](https://semver.org/) version strings to find greater, equal or lesser.\n * This library supports the full semver specification, including comparing versions with different number of digits like `1.0.0`, `1.0`, `1`, and pre-release versions like `1.0.0-alpha`.\n * @param v1 - First version to compare\n * @param v2 - Second version to compare\n * @returns Numeric value compatible with the [Array.sort(fn) interface](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/sort#Parameters).\n */\nexport const compareVersions = (v1, v2) => {\n // validate input and split into segments\n const n1 = validateAndParse(v1);\n const n2 = validateAndParse(v2);\n // pop off the patch\n const p1 = n1.pop();\n const p2 = n2.pop();\n // validate numbers\n const r = compareSegments(n1, n2);\n if (r !== 0)\n return r;\n // validate pre-release\n if (p1 && p2) {\n return compareSegments(p1.split('.'), p2.split('.'));\n }\n else if (p1 || p2) {\n return p1 ? -1 : 1;\n }\n return 0;\n};\n/**\n * Validate [semver](https://semver.org/) version strings.\n *\n * @param version Version number to validate\n * @returns `true` if the version number is a valid semver version number, `false` otherwise.\n *\n * @example\n * ```\n * validate('1.0.0-rc.1'); // return true\n * validate('1.0-rc.1'); // return false\n * validate('foo'); // return false\n * ```\n */\nexport const validate = (version) => typeof version === 'string' && /^[v\\d]/.test(version) && semver.test(version);\n/**\n * Compare [semver](https://semver.org/) version strings using the specified operator.\n *\n * @param v1 First version to compare\n * @param v2 Second version to compare\n * @param operator Allowed arithmetic operator to use\n * @returns `true` if the comparison between the firstVersion and the secondVersion satisfies the operator, `false` otherwise.\n *\n * @example\n * ```\n * compare('10.1.8', '10.0.4', '>'); // return true\n * compare('10.0.1', '10.0.1', '='); // return true\n * compare('10.1.1', '10.2.2', '<'); // return true\n * compare('10.1.1', '10.2.2', '<='); // return true\n * compare('10.1.1', '10.2.2', '>='); // return false\n * ```\n */\nexport const compare = (v1, v2, operator) => {\n // validate input operator\n assertValidOperator(operator);\n // since result of compareVersions can only be -1 or 0 or 1\n // a simple map can be used to replace switch\n const res = compareVersions(v1, v2);\n return operatorResMap[operator].includes(res);\n};\n/**\n * Match [npm semver](https://docs.npmjs.com/cli/v6/using-npm/semver) version range.\n *\n * @param version Version number to match\n * @param range Range pattern for version\n * @returns `true` if the version number is within the range, `false` otherwise.\n *\n * @example\n * ```\n * satisfies('1.1.0', '^1.0.0'); // return true\n * satisfies('1.1.0', '~1.0.0'); // return false\n * ```\n */\nexport const satisfies = (version, range) => {\n // if no range operator then \"=\"\n const m = range.match(/^([<>=~^]+)/);\n const op = m ? m[1] : '=';\n // if gt/lt/eq then operator compare\n if (op !== '^' && op !== '~')\n return compare(version, range, op);\n // else range of either \"~\" or \"^\" is assumed\n const [v1, v2, v3, , vp] = validateAndParse(version);\n const [r1, r2, r3, , rp] = validateAndParse(range);\n const v = [v1, v2, v3];\n const r = [r1, r2 !== null && r2 !== void 0 ? r2 : 'x', r3 !== null && r3 !== void 0 ? r3 : 'x'];\n // validate pre-release\n if (rp) {\n if (!vp)\n return false;\n if (compareSegments(v, r) !== 0)\n return false;\n if (compareSegments(vp.split('.'), rp.split('.')) === -1)\n return false;\n }\n // first non-zero number\n const nonZero = r.findIndex((v) => v !== '0') + 1;\n // pointer to where segments can be >=\n const i = op === '~' ? 2 : nonZero > 1 ? nonZero : 1;\n // before pointer must be equal\n if (compareSegments(v.slice(0, i), r.slice(0, i)) !== 0)\n return false;\n // after pointer must be >=\n if (compareSegments(v.slice(i), r.slice(i)) === -1)\n return false;\n return true;\n};\nconst semver = /^[v^~<>=]*?(\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+))?(?:-([\\da-z\\-]+(?:\\.[\\da-z\\-]+)*))?(?:\\+[\\da-z\\-]+(?:\\.[\\da-z\\-]+)*)?)?)?$/i;\nconst validateAndParse = (version) => {\n if (typeof version !== 'string') {\n throw new TypeError('Invalid argument expected string');\n }\n const match = version.match(semver);\n if (!match) {\n throw new Error(`Invalid argument not valid semver ('${version}' received)`);\n }\n match.shift();\n return match;\n};\nconst isWildcard = (s) => s === '*' || s === 'x' || s === 'X';\nconst tryParse = (v) => {\n const n = parseInt(v, 10);\n return isNaN(n) ? v : n;\n};\nconst forceType = (a, b) => typeof a !== typeof b ? [String(a), String(b)] : [a, b];\nconst compareStrings = (a, b) => {\n if (isWildcard(a) || isWildcard(b))\n return 0;\n const [ap, bp] = forceType(tryParse(a), tryParse(b));\n if (ap > bp)\n return 1;\n if (ap < bp)\n return -1;\n return 0;\n};\nconst compareSegments = (a, b) => {\n for (let i = 0; i < Math.max(a.length, b.length); i++) {\n const r = compareStrings(a[i] || '0', b[i] || '0');\n if (r !== 0)\n return r;\n }\n return 0;\n};\nconst operatorResMap = {\n '>': [1],\n '>=': [0, 1],\n '=': [0],\n '<=': [-1, 0],\n '<': [-1],\n};\nconst allowedOperators = Object.keys(operatorResMap);\nconst assertValidOperator = (op) => {\n if (typeof op !== 'string') {\n throw new TypeError(`Invalid operator type, expected string but got ${typeof op}`);\n }\n if (allowedOperators.indexOf(op) === -1) {\n throw new Error(`Invalid operator, expected one of ${allowedOperators.join('|')}`);\n }\n};\n//# sourceMappingURL=index.js.map","// Define the custom behavior of the page\nimport { documentReady } from \"./mixin\";\nimport { compare, validate } from \"compare-versions\";\n\nimport \"../styles/pydata-sphinx-theme.scss\";\n\n/*******************************************************************************\n * Theme interaction\n */\n\nvar prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\");\n\n/**\n * set the the body theme to the one specified by the user browser\n *\n * @param {event} e\n */\nfunction autoTheme(e) {\n document.documentElement.dataset.theme = prefersDark.matches\n ? \"dark\"\n : \"light\";\n}\n\n/**\n * Set the theme using the specified mode.\n * It can be one of [\"auto\", \"dark\", \"light\"]\n *\n * @param {str} mode\n */\nfunction setTheme(mode) {\n if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n mode = \"auto\";\n }\n\n // get the theme\n var colorScheme = prefersDark.matches ? \"dark\" : \"light\";\n document.documentElement.dataset.mode = mode;\n var theme = mode == \"auto\" ? colorScheme : mode;\n document.documentElement.dataset.theme = theme;\n // TODO: remove this line after Bootstrap upgrade\n // v5.3 has a colors mode: https://getbootstrap.com/docs/5.3/customize/color-modes/\n document.querySelectorAll(\".dropdown-menu\").forEach((el) => {\n if (theme === \"dark\") {\n el.classList.add(\"dropdown-menu-dark\");\n } else {\n el.classList.remove(\"dropdown-menu-dark\");\n }\n });\n\n // save mode and theme\n localStorage.setItem(\"mode\", mode);\n localStorage.setItem(\"theme\", theme);\n console.log(`[PST]: Changed to ${mode} mode using the ${theme} theme.`);\n\n // add a listener if set on auto\n prefersDark.onchange = mode == \"auto\" ? autoTheme : \"\";\n}\n\n/**\n * Change the theme option order so that clicking on the btn is always a change\n * from \"auto\"\n */\nfunction cycleMode() {\n const defaultMode = document.documentElement.dataset.defaultMode || \"auto\";\n const currentMode = localStorage.getItem(\"mode\") || defaultMode;\n\n var loopArray = (arr, current) => {\n var nextPosition = arr.indexOf(current) + 1;\n if (nextPosition === arr.length) {\n nextPosition = 0;\n }\n return arr[nextPosition];\n };\n\n // make sure the next theme after auto is always a change\n var modeList = prefersDark.matches\n ? [\"auto\", \"light\", \"dark\"]\n : [\"auto\", \"dark\", \"light\"];\n var newMode = loopArray(modeList, currentMode);\n setTheme(newMode);\n}\n\n/**\n * add the theme listener on the btns of the navbar\n */\nfunction addModeListener() {\n // the theme was set a first time using the initial mini-script\n // running setMode will ensure the use of the dark mode if auto is selected\n setTheme(document.documentElement.dataset.mode);\n\n // Attach event handlers for toggling themes colors\n document.querySelectorAll(\".theme-switch-button\").forEach((el) => {\n el.addEventListener(\"click\", cycleMode);\n });\n}\n\n/*******************************************************************************\n * TOC interactivity\n */\n\n/**\n * TOC sidebar - add \"active\" class to parent list\n *\n * Bootstrap's scrollspy adds the active class to the link,\n * but for the automatic collapsing we need this on the parent list item.\n *\n * The event is triggered on \"window\" (and not the nav item as documented),\n * see https://github.com/twbs/bootstrap/issues/20086\n */\nfunction addTOCInteractivity() {\n window.addEventListener(\"activate.bs.scrollspy\", function () {\n const navLinks = document.querySelectorAll(\".bd-toc-nav a\");\n\n navLinks.forEach((navLink) => {\n navLink.parentElement.classList.remove(\"active\");\n });\n\n const activeNavLinks = document.querySelectorAll(\".bd-toc-nav a.active\");\n activeNavLinks.forEach((navLink) => {\n navLink.parentElement.classList.add(\"active\");\n });\n });\n}\n\n/*******************************************************************************\n * Scroll\n */\n\n/**\n * Navigation sidebar scrolling to active page\n */\nfunction scrollToActive() {\n // If the docs nav doesn't exist, do nothing (e.g., on search page)\n if (!document.querySelector(\".bd-docs-nav\")) {\n return;\n }\n\n var sidebar = document.querySelector(\"div.bd-sidebar\");\n\n // Remember the sidebar scroll position between page loads\n // Inspired on source of revealjs.com\n let storedScrollTop = parseInt(\n sessionStorage.getItem(\"sidebar-scroll-top\"),\n 10,\n );\n\n if (!isNaN(storedScrollTop)) {\n // If we've got a saved scroll position, just use that\n sidebar.scrollTop = storedScrollTop;\n console.log(\"[PST]: Scrolled sidebar using stored browser position...\");\n } else {\n // Otherwise, calculate a position to scroll to based on the lowest `active` link\n var sidebarNav = document.querySelector(\".bd-docs-nav\");\n var active_pages = sidebarNav.querySelectorAll(\".active\");\n if (active_pages.length > 0) {\n // Use the last active page as the offset since it's the page we're on\n var latest_active = active_pages[active_pages.length - 1];\n var offset =\n latest_active.getBoundingClientRect().y -\n sidebar.getBoundingClientRect().y;\n // Only scroll the navbar if the active link is lower than 50% of the page\n if (latest_active.getBoundingClientRect().y > window.innerHeight * 0.5) {\n let buffer = 0.25; // Buffer so we have some space above the scrolled item\n sidebar.scrollTop = offset - sidebar.clientHeight * buffer;\n console.log(\"[PST]: Scrolled sidebar using last active link...\");\n }\n }\n }\n\n // Store the sidebar scroll position\n window.addEventListener(\"beforeunload\", () => {\n sessionStorage.setItem(\"sidebar-scroll-top\", sidebar.scrollTop);\n });\n}\n\n/*******************************************************************************\n * Search\n */\n\n/**\n * Find any search forms on the page and return their input element\n */\nvar findSearchInput = () => {\n let forms = document.querySelectorAll(\"form.bd-search\");\n if (!forms.length) {\n // no search form found\n return;\n } else {\n var form;\n if (forms.length == 1) {\n // there is exactly one search form (persistent or hidden)\n form = forms[0];\n } else {\n // must be at least one persistent form, use the first persistent one\n form = document.querySelector(\n \":not(#pst-search-dialog) > form.bd-search\",\n );\n }\n return form.querySelector(\"input\");\n }\n};\n\n/**\n * Activate the search field on the page.\n * - If there is a search field already visible it will be activated.\n * - If not, then a search field will pop up.\n */\nvar toggleSearchField = () => {\n // Find the search input to highlight\n const input = findSearchInput();\n\n // if the input field is the hidden one (the one associated with the\n // search button) then toggle the button state (to show/hide the field)\n const searchDialog = document.getElementById(\"pst-search-dialog\");\n const hiddenInput = searchDialog.querySelector(\"input\");\n if (input === hiddenInput) {\n if (searchDialog.open) {\n searchDialog.close();\n } else {\n // Note: browsers should focus the input field inside the modal dialog\n // automatically when it is opened.\n searchDialog.showModal();\n }\n } else {\n // if the input field is not the hidden one, then toggle its focus state\n\n if (document.activeElement === input) {\n input.blur();\n } else {\n input.focus();\n input.select();\n input.scrollIntoView({ block: \"center\" });\n }\n }\n};\n\n/**\n * Add an event listener for toggleSearchField() for Ctrl/Cmd + K\n */\nvar addEventListenerForSearchKeyboard = () => {\n window.addEventListener(\n \"keydown\",\n (event) => {\n let input = findSearchInput();\n // toggle on Ctrl+k or ⌘+k\n if (\n // Ignore if shift or alt are pressed\n !event.shiftKey &&\n !event.altKey &&\n // On Mac use ⌘, all other OS use Ctrl\n (useCommandKey\n ? event.metaKey && !event.ctrlKey\n : !event.metaKey && event.ctrlKey) &&\n // Case-insensitive so the shortcut still works with caps lock\n /^k$/i.test(event.key)\n ) {\n event.preventDefault();\n toggleSearchField();\n }\n // also allow Escape key to hide (but not show) the dynamic search field\n else if (document.activeElement === input && /Escape/i.test(event.key)) {\n toggleSearchField();\n }\n },\n true,\n );\n};\n\n/**\n * If the user is on a Mac, use command (⌘) instead of control (ctrl) key\n *\n * Note: `navigator.platform` is deprecated; however MDN still recommends using\n * it for the one specific use case of detecting whether a keyboard shortcut\n * should use control or command:\n * https://developer.mozilla.org/en-US/docs/Web/API/Navigator/platform#examples\n */\nvar useCommandKey =\n navigator.platform.indexOf(\"Mac\") === 0 || navigator.platform === \"iPhone\";\n\n/**\n * Change the search hint to `meta key` if we are a Mac\n */\n\nvar changeSearchShortcutKey = () => {\n let shortcuts = document.querySelectorAll(\".search-button__kbd-shortcut\");\n if (useCommandKey) {\n shortcuts.forEach(\n (f) => (f.querySelector(\"kbd.kbd-shortcut__modifier\").innerText = \"⌘\"),\n );\n }\n};\n\nconst closeDialogOnBackdropClick = ({\n currentTarget: dialog,\n clientX,\n clientY,\n}) => {\n if (!dialog.open) {\n return;\n }\n\n // Dialog.getBoundingClientRect() does not include ::backdrop. (This is the\n // trick that allows us to determine if click was inside or outside of the\n // dialog: click handler includes backdrop, getBoundingClientRect does not.)\n const { left, right, top, bottom } = dialog.getBoundingClientRect();\n\n // 0, 0 means top left\n const clickWasOutsideDialog =\n clientX < left || right < clientX || clientY < top || bottom < clientY;\n\n if (clickWasOutsideDialog) {\n dialog.close();\n }\n};\n\n/**\n * Activate callbacks for search button popup\n */\nvar setupSearchButtons = () => {\n changeSearchShortcutKey();\n addEventListenerForSearchKeyboard();\n\n // Add the search button trigger event callback\n document.querySelectorAll(\".search-button__button\").forEach((btn) => {\n btn.onclick = toggleSearchField;\n });\n\n // If user clicks outside the search modal dialog, then close it.\n const searchDialog = document.getElementById(\"pst-search-dialog\");\n // Dialog click handler includes clicks on dialog ::backdrop.\n searchDialog.addEventListener(\"click\", closeDialogOnBackdropClick);\n};\n\n/*******************************************************************************\n * Version Switcher\n * Note that this depends on two variables existing that are defined in\n * and `html-page-context` hook:\n *\n * - DOCUMENTATION_OPTIONS.pagename\n * - DOCUMENTATION_OPTIONS.theme_switcher_url\n */\n\n/**\n * path component of URL\n */\nvar getCurrentUrlPath = () => {\n if (DOCUMENTATION_OPTIONS.BUILDER == \"dirhtml\") {\n return DOCUMENTATION_OPTIONS.pagename.endsWith(\"index\")\n ? `${DOCUMENTATION_OPTIONS.pagename.substring(0, DOCUMENTATION_OPTIONS.pagename.length - 'index'.length)}`\n : `${DOCUMENTATION_OPTIONS.pagename}/`;\n }\n return `${DOCUMENTATION_OPTIONS.pagename}.html`;\n};\n\n/**\n * Allow user to dismiss the warning banner about the docs version being dev / old.\n * We store the dismissal date and version, to give us flexibility about making the\n * dismissal last for longer than one browser session, if we decide to do that.\n *\n * @param {event} event the event that trigger the check\n */\nasync function DismissBannerAndStorePref(event) {\n const banner = document.querySelector(\"#bd-header-version-warning\");\n banner.remove();\n const version = DOCUMENTATION_OPTIONS.VERSION;\n const now = new Date();\n const banner_pref = JSON.parse(\n localStorage.getItem(\"pst_banner_pref\") || \"{}\",\n );\n console.debug(\n `[PST] Dismissing the version warning banner on ${version} starting ${now}.`,\n );\n banner_pref[version] = now;\n localStorage.setItem(\"pst_banner_pref\", JSON.stringify(banner_pref));\n}\n\n/**\n * Check if corresponding page path exists in other version of docs\n * and, if so, go there instead of the homepage of the other docs version\n *\n * @param {event} event the event that trigger the check\n */\nasync function checkPageExistsAndRedirect(event) {\n // ensure we don't follow the initial link\n event.preventDefault();\n const currentFilePath = getCurrentUrlPath();\n let tryUrl = event.currentTarget.getAttribute(\"href\");\n let otherDocsHomepage = tryUrl.replace(currentFilePath, \"\");\n try {\n let head = await fetch(tryUrl, { method: \"HEAD\" });\n if (head.ok) {\n location.href = tryUrl; // the page exists, go there\n } else {\n location.href = otherDocsHomepage;\n }\n } catch (err) {\n // something went wrong, probably CORS restriction, fallback to other docs homepage\n location.href = otherDocsHomepage;\n }\n}\n\n/**\n * Load and parse the version switcher JSON file from an absolute or relative URL.\n *\n * @param {string} url The URL to load version switcher entries from.\n */\nasync function fetchVersionSwitcherJSON(url) {\n // first check if it's a valid URL\n try {\n var result = new URL(url);\n } catch (err) {\n if (err instanceof TypeError) {\n if (!window.location.origin) {\n // window.location.origin is null for local static sites\n // (ie. window.location.protocol == 'file:')\n //\n // TODO: Fix this to return the static version switcher by working out\n // how to get the correct path to the switcher JSON file on local static builds\n return null;\n }\n // assume we got a relative path, and fix accordingly. But first, we need to\n // use `fetch()` to follow redirects so we get the correct final base URL\n const origin = await fetch(window.location.origin, { method: \"HEAD\" });\n result = new URL(url, origin.url);\n } else {\n // something unexpected happened\n throw err;\n }\n }\n // load and return the JSON\n const response = await fetch(result);\n const data = await response.json();\n return data;\n}\n\n// Populate the version switcher from the JSON data\nfunction populateVersionSwitcher(data, versionSwitcherBtns) {\n const currentFilePath = getCurrentUrlPath();\n versionSwitcherBtns.forEach((btn) => {\n // Set empty strings by default so that these attributes exist and can be used in CSS selectors\n btn.dataset[\"activeVersionName\"] = \"\";\n btn.dataset[\"activeVersion\"] = \"\";\n });\n // in case there are multiple entries with the same version string, this helps us\n // decide which entry's `name` to put on the button itself. Without this, it would\n // always be the *last* version-matching entry; now it will be either the\n // version-matching entry that is also marked as `\"preferred\": true`, or if that\n // doesn't exist: the *first* version-matching entry.\n data = data.map((entry) => {\n // does this entry match the version that we're currently building/viewing?\n entry.match =\n entry.version == DOCUMENTATION_OPTIONS.theme_switcher_version_match;\n entry.preferred = entry.preferred || false;\n // if no custom name specified (e.g., \"latest\"), use version string\n if (!(\"name\" in entry)) {\n entry.name = entry.version;\n }\n return entry;\n });\n const hasMatchingPreferredEntry = data\n .map((entry) => entry.preferred && entry.match)\n .some(Boolean);\n var foundMatch = false;\n // create links to the corresponding page in the other docs versions\n data.forEach((entry) => {\n // create the node\n const anchor = document.createElement(\"a\");\n anchor.setAttribute(\n \"class\",\n \"dropdown-item list-group-item list-group-item-action py-1\",\n );\n anchor.setAttribute(\"href\", `${entry.url}${currentFilePath}`);\n anchor.setAttribute(\"role\", \"option\");\n const span = document.createElement(\"span\");\n span.textContent = `${entry.name}`;\n anchor.appendChild(span);\n // Add dataset values for the version and name in case people want\n // to apply CSS styling based on this information.\n anchor.dataset[\"versionName\"] = entry.name;\n anchor.dataset[\"version\"] = entry.version;\n // replace dropdown button text with the preferred display name of the\n // currently-viewed version, rather than using sphinx's {{ version }} variable.\n // also highlight the dropdown entry for the currently-viewed version's entry\n let matchesAndIsPreferred = hasMatchingPreferredEntry && entry.preferred;\n let matchesAndIsFirst =\n !hasMatchingPreferredEntry && !foundMatch && entry.match;\n if (matchesAndIsPreferred || matchesAndIsFirst) {\n anchor.classList.add(\"active\");\n versionSwitcherBtns.forEach((btn) => {\n btn.innerText = entry.name;\n btn.dataset[\"activeVersionName\"] = entry.name;\n btn.dataset[\"activeVersion\"] = entry.version;\n });\n foundMatch = true;\n }\n // There may be multiple version-switcher elements, e.g. one\n // in a slide-over panel displayed on smaller screens.\n document.querySelectorAll(\".version-switcher__menu\").forEach((menu) => {\n // we need to clone the node for each menu, but onclick attributes are not\n // preserved by `.cloneNode()` so we add onclick here after cloning.\n let node = anchor.cloneNode(true);\n node.onclick = checkPageExistsAndRedirect;\n // on click, AJAX calls will check if the linked page exists before\n // trying to redirect, and if not, will redirect to the homepage\n // for that version of the docs.\n menu.append(node);\n });\n });\n}\n\n/*******************************************************************************\n * Warning banner when viewing non-stable version of the docs.\n */\n\n/**\n * Show a warning banner when viewing a non-stable version of the docs.\n *\n * adapted 2023-06 from https://mne.tools/versionwarning.js, which was\n * originally adapted 2020-05 from https://scikit-learn.org/versionwarning.js\n *\n * @param {Array} data The version data used to populate the switcher menu.\n */\nfunction showVersionWarningBanner(data) {\n var version = DOCUMENTATION_OPTIONS.VERSION;\n // figure out what latest stable version is\n var preferredEntries = data.filter((entry) => entry.preferred);\n if (preferredEntries.length !== 1) {\n const howMany = preferredEntries.length == 0 ? \"No\" : \"Multiple\";\n console.log(\n `[PST] ${howMany} versions marked \"preferred\" found in versions JSON, ignoring.`,\n );\n return;\n }\n const preferredVersion = preferredEntries[0].version;\n const preferredURL = preferredEntries[0].url;\n // if already on preferred version, nothing to do\n const versionsAreComparable = validate(version) && validate(preferredVersion);\n if (versionsAreComparable && compare(version, preferredVersion, \"=\")) {\n console.log(\n \"[PST]: This is the preferred version of the docs, not showing the warning banner.\",\n );\n return;\n }\n // check if banner has been dismissed recently\n const dismiss_date_str = JSON.parse(\n localStorage.getItem(\"pst_banner_pref\") || \"{}\",\n )[version];\n if (dismiss_date_str != null) {\n const dismiss_date = new Date(dismiss_date_str);\n const now = new Date();\n const milliseconds_in_a_day = 24 * 60 * 60 * 1000;\n const days_passed = (now - dismiss_date) / milliseconds_in_a_day;\n const timeout_in_days = 14;\n if (days_passed < timeout_in_days) {\n console.info(\n `[PST] Suppressing version warning banner; was dismissed ${Math.floor(\n days_passed,\n )} day(s) ago`,\n );\n return;\n }\n }\n\n // now construct the warning banner\n const banner = document.querySelector(\"#bd-header-version-warning\");\n const middle = document.createElement(\"div\");\n const inner = document.createElement(\"div\");\n const bold = document.createElement(\"strong\");\n const button = document.createElement(\"a\");\n const close_btn = document.createElement(\"a\");\n // these classes exist since pydata-sphinx-theme v0.10.0\n // the init class is used for animation\n middle.classList = \"bd-header-announcement__content ms-auto me-auto\";\n inner.classList = \"sidebar-message\";\n button.classList =\n \"btn text-wrap font-weight-bold ms-3 my-1 align-baseline pst-button-link-to-stable-version\";\n button.href = `${preferredURL}${getCurrentUrlPath()}`;\n button.innerText = \"Switch to stable version\";\n button.onclick = checkPageExistsAndRedirect;\n close_btn.classList = \"ms-3 my-1 align-baseline\";\n const close_x = document.createElement(\"i\");\n close_btn.append(close_x);\n close_x.classList = \"fa-solid fa-xmark\";\n close_btn.onclick = DismissBannerAndStorePref;\n // add the version-dependent text\n inner.innerText = \"This is documentation for \";\n const isDev =\n version.includes(\"dev\") ||\n version.includes(\"rc\") ||\n version.includes(\"pre\");\n const newerThanPreferred =\n versionsAreComparable && compare(version, preferredVersion, \">\");\n if (isDev || newerThanPreferred) {\n bold.innerText = \"an unstable development version\";\n } else if (versionsAreComparable && compare(version, preferredVersion, \"<\")) {\n bold.innerText = `an old version (${version})`;\n } else if (!version) {\n bold.innerText = \"an unknown version\"; // e.g., an empty string\n } else {\n bold.innerText = `version ${version}`;\n }\n banner.appendChild(middle);\n banner.append(close_btn);\n middle.appendChild(inner);\n inner.appendChild(bold);\n inner.appendChild(document.createTextNode(\".\"));\n inner.appendChild(button);\n banner.classList.remove(\"d-none\");\n}\n\n/*******************************************************************************\n * MutationObserver to move the ReadTheDocs button\n */\n\n/**\n * intercept the RTD flyout and place it in the rtd-footer-container if existing\n * if not it stays where on top of the page\n */\nfunction initRTDObserver() {\n const mutatedCallback = (mutationList, observer) => {\n mutationList.forEach((mutation) => {\n // Check whether the mutation is for RTD, which will have a specific structure\n if (mutation.addedNodes.length === 0) {\n return;\n }\n if (mutation.addedNodes[0].data === undefined) {\n return;\n }\n if (mutation.addedNodes[0].data.search(\"Inserted RTD Footer\") != -1) {\n mutation.addedNodes.forEach((node) => {\n document.getElementById(\"rtd-footer-container\").append(node);\n });\n }\n });\n };\n\n const observer = new MutationObserver(mutatedCallback);\n const config = { childList: true };\n observer.observe(document.body, config);\n}\n\nasync function fetchAndUseVersions() {\n // fetch the JSON version data (only once), then use it to populate the version\n // switcher and maybe show the version warning bar\n var versionSwitcherBtns = document.querySelectorAll(\n \".version-switcher__button\",\n );\n const hasSwitcherMenu = versionSwitcherBtns.length > 0;\n const hasVersionsJSON = DOCUMENTATION_OPTIONS.hasOwnProperty(\n \"theme_switcher_json_url\",\n );\n const wantsWarningBanner = DOCUMENTATION_OPTIONS.show_version_warning_banner;\n\n if (hasVersionsJSON && (hasSwitcherMenu || wantsWarningBanner)) {\n const data = await fetchVersionSwitcherJSON(\n DOCUMENTATION_OPTIONS.theme_switcher_json_url,\n );\n // TODO: remove the `if(data)` once the `return null` is fixed within fetchVersionSwitcherJSON.\n // We don't really want the switcher and warning bar to silently not work.\n if (data) {\n populateVersionSwitcher(data, versionSwitcherBtns);\n if (wantsWarningBanner) {\n showVersionWarningBanner(data);\n }\n }\n }\n}\n\n/*******************************************************************************\n * Sidebar modals (for mobile / narrow screens)\n */\nfunction setupMobileSidebarKeyboardHandlers() {\n // These are the left and right sidebars for wider screens. We cut and paste\n // the content from these widescreen sidebars into the mobile dialogs, when\n // the user clicks the hamburger icon button\n const primarySidebar = document.getElementById(\"pst-primary-sidebar\");\n const secondarySidebar = document.getElementById(\"pst-secondary-sidebar\");\n\n // These are the corresponding left/right elements, which are empty\n // until the user clicks the hamburger icon\n const primaryDialog = document.getElementById(\"pst-primary-sidebar-modal\");\n const secondaryDialog = document.getElementById(\n \"pst-secondary-sidebar-modal\",\n );\n\n // These are the hamburger-style buttons in the header nav bar. They only\n // appear at narrow screen width.\n const primaryToggle = document.querySelector(\".primary-toggle\");\n const secondaryToggle = document.querySelector(\".secondary-toggle\");\n\n // Cut nodes and classes from `from`, paste into/onto `to`\n const cutAndPasteNodesAndClasses = (from, to) => {\n Array.from(from.childNodes).forEach((node) => to.appendChild(node));\n Array.from(from.classList).forEach((cls) => {\n from.classList.remove(cls);\n to.classList.add(cls);\n });\n };\n\n // Hook up the ways to open and close the dialog\n [\n [primaryToggle, primaryDialog, primarySidebar],\n [secondaryToggle, secondaryDialog, secondarySidebar],\n ].forEach(([toggleButton, dialog, sidebar]) => {\n if (!toggleButton || !dialog || !sidebar) {\n return;\n }\n\n // Clicking the button can only open the sidebar, not close it.\n // Clicking the button is also the *only* way to open the sidebar.\n toggleButton.addEventListener(\"click\", (event) => {\n event.preventDefault();\n event.stopPropagation();\n\n // When we open the dialog, we cut and paste the nodes and classes from\n // the widescreen sidebar into the dialog\n cutAndPasteNodesAndClasses(sidebar, dialog);\n\n dialog.showModal();\n });\n\n // Listen for clicks on the backdrop in order to close the dialog\n dialog.addEventListener(\"click\", closeDialogOnBackdropClick);\n\n // We have to manually attach the escape key because there's some code in\n // Sphinx's Sphinx_highlight.js that prevents the default behavior of the\n // escape key\n dialog.addEventListener(\"keydown\", (event) => {\n if (event.key === \"Escape\") {\n event.preventDefault();\n event.stopPropagation();\n dialog.close();\n }\n });\n\n // When the dialog is closed, move the nodes (and classes) back to their\n // original place\n dialog.addEventListener(\"close\", () => {\n cutAndPasteNodesAndClasses(dialog, sidebar);\n });\n });\n}\n\n/**\n * When the page loads, or the window resizes, or descendant nodes are added or\n * removed from the main element, check all code blocks and Jupyter notebook\n * outputs, and for each one that has scrollable overflow, set tabIndex = 0.\n */\nfunction addTabStopsToScrollableElements() {\n const updateTabStops = () => {\n document\n .querySelectorAll(\n [\n // code blocks\n \"pre\",\n // NBSphinx notebook output\n \".nboutput > .output_area\",\n // Myst-NB\n \".cell_output > .output\",\n // ipywidgets\n \".jp-RenderedHTMLCommon\",\n // [rST table nodes](https://www.docutils.org/docs/ref/doctree.html#table)\n \".pst-scrollable-table-container\",\n ].join(\", \"),\n )\n .forEach((el) => {\n el.tabIndex =\n el.scrollWidth > el.clientWidth || el.scrollHeight > el.clientHeight\n ? 0\n : -1;\n });\n };\n const debouncedUpdateTabStops = debounce(updateTabStops, 300);\n\n // On window resize\n window.addEventListener(\"resize\", debouncedUpdateTabStops);\n\n // The following MutationObserver is for ipywidgets, which take some time to\n // finish loading and rendering on the page (so even after the \"load\" event is\n // fired, they still have not finished rendering). Would be nice to replace\n // the MutationObserver if there is a way to hook into the ipywidgets code to\n // know when it is done.\n const mainObserver = new MutationObserver(debouncedUpdateTabStops);\n\n // On descendant nodes added/removed from main element\n mainObserver.observe(document.getElementById(\"main-content\"), {\n subtree: true,\n childList: true,\n });\n\n // On page load (when this function gets called)\n updateTabStops();\n}\nfunction debounce(callback, wait) {\n let timeoutId = null;\n return (...args) => {\n clearTimeout(timeoutId);\n timeoutId = setTimeout(() => {\n callback(...args);\n }, wait);\n };\n}\n\n/*******************************************************************************\n * Announcement banner - fetch and load remote HTML\n */\nasync function setupAnnouncementBanner() {\n const banner = document.querySelector(\".bd-header-announcement\");\n const { pstAnnouncementUrl } = banner ? banner.dataset : null;\n\n if (!pstAnnouncementUrl) {\n return;\n }\n\n try {\n const response = await fetch(pstAnnouncementUrl);\n if (!response.ok) {\n throw new Error(\n `[PST]: HTTP response status not ok: ${response.status} ${response.statusText}`,\n );\n }\n const data = await response.text();\n if (data.length === 0) {\n console.log(`[PST]: Empty announcement at: ${pstAnnouncementUrl}`);\n return;\n }\n banner.innerHTML = `
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define several functions to replace jQuery methods\n * inspired by https://tobiasahlin.com/blog/move-from-jquery-to-vanilla-javascript/\n */\n\n/**\n * Execute a method if DOM has finished loading\n *\n * @param {function} callback the method to execute\n */\nexport function documentReady(callback) {\n if (document.readyState != \"loading\") callback();\n else document.addEventListener(\"DOMContentLoaded\", callback);\n}\n","/**\n * Compare [semver](https://semver.org/) version strings to find greater, equal or lesser.\n * This library supports the full semver specification, including comparing versions with different number of digits like `1.0.0`, `1.0`, `1`, and pre-release versions like `1.0.0-alpha`.\n * @param v1 - First version to compare\n * @param v2 - Second version to compare\n * @returns Numeric value compatible with the [Array.sort(fn) interface](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/sort#Parameters).\n */\nexport const compareVersions = (v1, v2) => {\n // validate input and split into segments\n const n1 = validateAndParse(v1);\n const n2 = validateAndParse(v2);\n // pop off the patch\n const p1 = n1.pop();\n const p2 = n2.pop();\n // validate numbers\n const r = compareSegments(n1, n2);\n if (r !== 0)\n return r;\n // validate pre-release\n if (p1 && p2) {\n return compareSegments(p1.split('.'), p2.split('.'));\n }\n else if (p1 || p2) {\n return p1 ? -1 : 1;\n }\n return 0;\n};\n/**\n * Validate [semver](https://semver.org/) version strings.\n *\n * @param version Version number to validate\n * @returns `true` if the version number is a valid semver version number, `false` otherwise.\n *\n * @example\n * ```\n * validate('1.0.0-rc.1'); // return true\n * validate('1.0-rc.1'); // return false\n * validate('foo'); // return false\n * ```\n */\nexport const validate = (version) => typeof version === 'string' && /^[v\\d]/.test(version) && semver.test(version);\n/**\n * Compare [semver](https://semver.org/) version strings using the specified operator.\n *\n * @param v1 First version to compare\n * @param v2 Second version to compare\n * @param operator Allowed arithmetic operator to use\n * @returns `true` if the comparison between the firstVersion and the secondVersion satisfies the operator, `false` otherwise.\n *\n * @example\n * ```\n * compare('10.1.8', '10.0.4', '>'); // return true\n * compare('10.0.1', '10.0.1', '='); // return true\n * compare('10.1.1', '10.2.2', '<'); // return true\n * compare('10.1.1', '10.2.2', '<='); // return true\n * compare('10.1.1', '10.2.2', '>='); // return false\n * ```\n */\nexport const compare = (v1, v2, operator) => {\n // validate input operator\n assertValidOperator(operator);\n // since result of compareVersions can only be -1 or 0 or 1\n // a simple map can be used to replace switch\n const res = compareVersions(v1, v2);\n return operatorResMap[operator].includes(res);\n};\n/**\n * Match [npm semver](https://docs.npmjs.com/cli/v6/using-npm/semver) version range.\n *\n * @param version Version number to match\n * @param range Range pattern for version\n * @returns `true` if the version number is within the range, `false` otherwise.\n *\n * @example\n * ```\n * satisfies('1.1.0', '^1.0.0'); // return true\n * satisfies('1.1.0', '~1.0.0'); // return false\n * ```\n */\nexport const satisfies = (version, range) => {\n // if no range operator then \"=\"\n const m = range.match(/^([<>=~^]+)/);\n const op = m ? m[1] : '=';\n // if gt/lt/eq then operator compare\n if (op !== '^' && op !== '~')\n return compare(version, range, op);\n // else range of either \"~\" or \"^\" is assumed\n const [v1, v2, v3, , vp] = validateAndParse(version);\n const [r1, r2, r3, , rp] = validateAndParse(range);\n const v = [v1, v2, v3];\n const r = [r1, r2 !== null && r2 !== void 0 ? r2 : 'x', r3 !== null && r3 !== void 0 ? r3 : 'x'];\n // validate pre-release\n if (rp) {\n if (!vp)\n return false;\n if (compareSegments(v, r) !== 0)\n return false;\n if (compareSegments(vp.split('.'), rp.split('.')) === -1)\n return false;\n }\n // first non-zero number\n const nonZero = r.findIndex((v) => v !== '0') + 1;\n // pointer to where segments can be >=\n const i = op === '~' ? 2 : nonZero > 1 ? nonZero : 1;\n // before pointer must be equal\n if (compareSegments(v.slice(0, i), r.slice(0, i)) !== 0)\n return false;\n // after pointer must be >=\n if (compareSegments(v.slice(i), r.slice(i)) === -1)\n return false;\n return true;\n};\nconst semver = /^[v^~<>=]*?(\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+))?(?:-([\\da-z\\-]+(?:\\.[\\da-z\\-]+)*))?(?:\\+[\\da-z\\-]+(?:\\.[\\da-z\\-]+)*)?)?)?$/i;\nconst validateAndParse = (version) => {\n if (typeof version !== 'string') {\n throw new TypeError('Invalid argument expected string');\n }\n const match = version.match(semver);\n if (!match) {\n throw new Error(`Invalid argument not valid semver ('${version}' received)`);\n }\n match.shift();\n return match;\n};\nconst isWildcard = (s) => s === '*' || s === 'x' || s === 'X';\nconst tryParse = (v) => {\n const n = parseInt(v, 10);\n return isNaN(n) ? v : n;\n};\nconst forceType = (a, b) => typeof a !== typeof b ? [String(a), String(b)] : [a, b];\nconst compareStrings = (a, b) => {\n if (isWildcard(a) || isWildcard(b))\n return 0;\n const [ap, bp] = forceType(tryParse(a), tryParse(b));\n if (ap > bp)\n return 1;\n if (ap < bp)\n return -1;\n return 0;\n};\nconst compareSegments = (a, b) => {\n for (let i = 0; i < Math.max(a.length, b.length); i++) {\n const r = compareStrings(a[i] || '0', b[i] || '0');\n if (r !== 0)\n return r;\n }\n return 0;\n};\nconst operatorResMap = {\n '>': [1],\n '>=': [0, 1],\n '=': [0],\n '<=': [-1, 0],\n '<': [-1],\n};\nconst allowedOperators = Object.keys(operatorResMap);\nconst assertValidOperator = (op) => {\n if (typeof op !== 'string') {\n throw new TypeError(`Invalid operator type, expected string but got ${typeof op}`);\n }\n if (allowedOperators.indexOf(op) === -1) {\n throw new Error(`Invalid operator, expected one of ${allowedOperators.join('|')}`);\n }\n};\n//# sourceMappingURL=index.js.map","// Define the custom behavior of the page\nimport { documentReady } from \"./mixin\";\nimport { compare, validate } from \"compare-versions\";\n\nimport \"../styles/pydata-sphinx-theme.scss\";\n\n/*******************************************************************************\n * Theme interaction\n */\n\nvar prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\");\n\n/**\n * set the the body theme to the one specified by the user browser\n *\n * @param {event} e\n */\nfunction autoTheme(e) {\n document.documentElement.dataset.theme = prefersDark.matches\n ? \"dark\"\n : \"light\";\n}\n\n/**\n * Set the theme using the specified mode.\n * It can be one of [\"auto\", \"dark\", \"light\"]\n *\n * @param {str} mode\n */\nfunction setTheme(mode) {\n if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n mode = \"auto\";\n }\n\n // get the theme\n var colorScheme = prefersDark.matches ? \"dark\" : \"light\";\n document.documentElement.dataset.mode = mode;\n var theme = mode == \"auto\" ? colorScheme : mode;\n document.documentElement.dataset.theme = theme;\n // TODO: remove this line after Bootstrap upgrade\n // v5.3 has a colors mode: https://getbootstrap.com/docs/5.3/customize/color-modes/\n document.querySelectorAll(\".dropdown-menu\").forEach((el) => {\n if (theme === \"dark\") {\n el.classList.add(\"dropdown-menu-dark\");\n } else {\n el.classList.remove(\"dropdown-menu-dark\");\n }\n });\n\n // save mode and theme\n localStorage.setItem(\"mode\", mode);\n localStorage.setItem(\"theme\", theme);\n console.log(`[PST]: Changed to ${mode} mode using the ${theme} theme.`);\n\n // add a listener if set on auto\n prefersDark.onchange = mode == \"auto\" ? autoTheme : \"\";\n}\n\n/**\n * Change the theme option order so that clicking on the btn is always a change\n * from \"auto\"\n */\nfunction cycleMode() {\n const defaultMode = document.documentElement.dataset.defaultMode || \"auto\";\n const currentMode = localStorage.getItem(\"mode\") || defaultMode;\n\n var loopArray = (arr, current) => {\n var nextPosition = arr.indexOf(current) + 1;\n if (nextPosition === arr.length) {\n nextPosition = 0;\n }\n return arr[nextPosition];\n };\n\n // make sure the next theme after auto is always a change\n var modeList = prefersDark.matches\n ? [\"auto\", \"light\", \"dark\"]\n : [\"auto\", \"dark\", \"light\"];\n var newMode = loopArray(modeList, currentMode);\n setTheme(newMode);\n}\n\n/**\n * add the theme listener on the btns of the navbar\n */\nfunction addModeListener() {\n // the theme was set a first time using the initial mini-script\n // running setMode will ensure the use of the dark mode if auto is selected\n setTheme(document.documentElement.dataset.mode);\n\n // Attach event handlers for toggling themes colors\n document.querySelectorAll(\".theme-switch-button\").forEach((el) => {\n el.addEventListener(\"click\", cycleMode);\n });\n}\n\n/*******************************************************************************\n * TOC interactivity\n */\n\n/**\n * TOC sidebar - add \"active\" class to parent list\n *\n * Bootstrap's scrollspy adds the active class to the link,\n * but for the automatic collapsing we need this on the parent list item.\n *\n * The event is triggered on \"window\" (and not the nav item as documented),\n * see https://github.com/twbs/bootstrap/issues/20086\n */\nfunction addTOCInteractivity() {\n window.addEventListener(\"activate.bs.scrollspy\", function () {\n const navLinks = document.querySelectorAll(\".bd-toc-nav a\");\n\n navLinks.forEach((navLink) => {\n navLink.parentElement.classList.remove(\"active\");\n });\n\n const activeNavLinks = document.querySelectorAll(\".bd-toc-nav a.active\");\n activeNavLinks.forEach((navLink) => {\n navLink.parentElement.classList.add(\"active\");\n });\n });\n}\n\n/*******************************************************************************\n * Scroll\n */\n\n/**\n * Navigation sidebar scrolling to active page\n */\nfunction scrollToActive() {\n // If the docs nav doesn't exist, do nothing (e.g., on search page)\n if (!document.querySelector(\".bd-docs-nav\")) {\n return;\n }\n\n var sidebar = document.querySelector(\"div.bd-sidebar\");\n\n // Remember the sidebar scroll position between page loads\n // Inspired on source of revealjs.com\n let storedScrollTop = parseInt(\n sessionStorage.getItem(\"sidebar-scroll-top\"),\n 10,\n );\n\n if (!isNaN(storedScrollTop)) {\n // If we've got a saved scroll position, just use that\n sidebar.scrollTop = storedScrollTop;\n console.log(\"[PST]: Scrolled sidebar using stored browser position...\");\n } else {\n // Otherwise, calculate a position to scroll to based on the lowest `active` link\n var sidebarNav = document.querySelector(\".bd-docs-nav\");\n var active_pages = sidebarNav.querySelectorAll(\".active\");\n if (active_pages.length > 0) {\n // Use the last active page as the offset since it's the page we're on\n var latest_active = active_pages[active_pages.length - 1];\n var offset =\n latest_active.getBoundingClientRect().y -\n sidebar.getBoundingClientRect().y;\n // Only scroll the navbar if the active link is lower than 50% of the page\n if (latest_active.getBoundingClientRect().y > window.innerHeight * 0.5) {\n let buffer = 0.25; // Buffer so we have some space above the scrolled item\n sidebar.scrollTop = offset - sidebar.clientHeight * buffer;\n console.log(\"[PST]: Scrolled sidebar using last active link...\");\n }\n }\n }\n\n // Store the sidebar scroll position\n window.addEventListener(\"beforeunload\", () => {\n sessionStorage.setItem(\"sidebar-scroll-top\", sidebar.scrollTop);\n });\n}\n\n/*******************************************************************************\n * Search\n */\n\n/**\n * Find any search forms on the page and return their input element\n */\nvar findSearchInput = () => {\n let forms = document.querySelectorAll(\"form.bd-search\");\n if (!forms.length) {\n // no search form found\n return;\n } else {\n var form;\n if (forms.length == 1) {\n // there is exactly one search form (persistent or hidden)\n form = forms[0];\n } else {\n // must be at least one persistent form, use the first persistent one\n form = document.querySelector(\n \":not(#pst-search-dialog) > form.bd-search\",\n );\n }\n return form.querySelector(\"input\");\n }\n};\n\n/**\n * Activate the search field on the page.\n * - If there is a search field already visible it will be activated.\n * - If not, then a search field will pop up.\n */\nvar toggleSearchField = () => {\n // Find the search input to highlight\n const input = findSearchInput();\n\n // if the input field is the hidden one (the one associated with the\n // search button) then toggle the button state (to show/hide the field)\n const searchDialog = document.getElementById(\"pst-search-dialog\");\n const hiddenInput = searchDialog.querySelector(\"input\");\n if (input === hiddenInput) {\n if (searchDialog.open) {\n searchDialog.close();\n } else {\n // Note: browsers should focus the input field inside the modal dialog\n // automatically when it is opened.\n searchDialog.showModal();\n }\n } else {\n // if the input field is not the hidden one, then toggle its focus state\n\n if (document.activeElement === input) {\n input.blur();\n } else {\n input.focus();\n input.select();\n input.scrollIntoView({ block: \"center\" });\n }\n }\n};\n\n/**\n * Add an event listener for toggleSearchField() for Ctrl/Cmd + K\n */\nvar addEventListenerForSearchKeyboard = () => {\n window.addEventListener(\n \"keydown\",\n (event) => {\n let input = findSearchInput();\n // toggle on Ctrl+k or ⌘+k\n if (\n // Ignore if shift or alt are pressed\n !event.shiftKey &&\n !event.altKey &&\n // On Mac use ⌘, all other OS use Ctrl\n (useCommandKey\n ? event.metaKey && !event.ctrlKey\n : !event.metaKey && event.ctrlKey) &&\n // Case-insensitive so the shortcut still works with caps lock\n /^k$/i.test(event.key)\n ) {\n event.preventDefault();\n toggleSearchField();\n }\n // also allow Escape key to hide (but not show) the dynamic search field\n else if (document.activeElement === input && /Escape/i.test(event.key)) {\n toggleSearchField();\n }\n },\n true,\n );\n};\n\n/**\n * If the user is on a Mac, use command (⌘) instead of control (ctrl) key\n *\n * Note: `navigator.platform` is deprecated; however MDN still recommends using\n * it for the one specific use case of detecting whether a keyboard shortcut\n * should use control or command:\n * https://developer.mozilla.org/en-US/docs/Web/API/Navigator/platform#examples\n */\nvar useCommandKey =\n navigator.platform.indexOf(\"Mac\") === 0 || navigator.platform === \"iPhone\";\n\n/**\n * Change the search hint to `meta key` if we are a Mac\n */\n\nvar changeSearchShortcutKey = () => {\n let shortcuts = document.querySelectorAll(\".search-button__kbd-shortcut\");\n if (useCommandKey) {\n shortcuts.forEach(\n (f) => (f.querySelector(\"kbd.kbd-shortcut__modifier\").innerText = \"⌘\"),\n );\n }\n};\n\nconst closeDialogOnBackdropClick = ({\n currentTarget: dialog,\n clientX,\n clientY,\n}) => {\n if (!dialog.open) {\n return;\n }\n\n // Dialog.getBoundingClientRect() does not include ::backdrop. (This is the\n // trick that allows us to determine if click was inside or outside of the\n // dialog: click handler includes backdrop, getBoundingClientRect does not.)\n const { left, right, top, bottom } = dialog.getBoundingClientRect();\n\n // 0, 0 means top left\n const clickWasOutsideDialog =\n clientX < left || right < clientX || clientY < top || bottom < clientY;\n\n if (clickWasOutsideDialog) {\n dialog.close();\n }\n};\n\n/**\n * Activate callbacks for search button popup\n */\nvar setupSearchButtons = () => {\n changeSearchShortcutKey();\n addEventListenerForSearchKeyboard();\n\n // Add the search button trigger event callback\n document.querySelectorAll(\".search-button__button\").forEach((btn) => {\n btn.onclick = toggleSearchField;\n });\n\n // If user clicks outside the search modal dialog, then close it.\n const searchDialog = document.getElementById(\"pst-search-dialog\");\n // Dialog click handler includes clicks on dialog ::backdrop.\n searchDialog.addEventListener(\"click\", closeDialogOnBackdropClick);\n};\n\n/*******************************************************************************\n * Version Switcher\n * Note that this depends on two variables existing that are defined in\n * and `html-page-context` hook:\n *\n * - DOCUMENTATION_OPTIONS.pagename\n * - DOCUMENTATION_OPTIONS.theme_switcher_url\n */\n\n/**\n * path component of URL\n */\nvar getCurrentUrlPath = () => {\n if (DOCUMENTATION_OPTIONS.BUILDER == \"dirhtml\") {\n return DOCUMENTATION_OPTIONS.pagename.endsWith(\"index\")\n ? `${DOCUMENTATION_OPTIONS.pagename.substring(0, DOCUMENTATION_OPTIONS.pagename.length - \"index\".length)}`\n : `${DOCUMENTATION_OPTIONS.pagename}/`;\n }\n return `${DOCUMENTATION_OPTIONS.pagename}.html`;\n};\n\n/**\n * Allow user to dismiss the warning banner about the docs version being dev / old.\n * We store the dismissal date and version, to give us flexibility about making the\n * dismissal last for longer than one browser session, if we decide to do that.\n *\n * @param {event} event the event that trigger the check\n */\nasync function DismissBannerAndStorePref(event) {\n const banner = document.querySelector(\"#bd-header-version-warning\");\n banner.remove();\n const version = DOCUMENTATION_OPTIONS.VERSION;\n const now = new Date();\n const banner_pref = JSON.parse(\n localStorage.getItem(\"pst_banner_pref\") || \"{}\",\n );\n console.debug(\n `[PST] Dismissing the version warning banner on ${version} starting ${now}.`,\n );\n banner_pref[version] = now;\n localStorage.setItem(\"pst_banner_pref\", JSON.stringify(banner_pref));\n}\n\n/**\n * Check if corresponding page path exists in other version of docs\n * and, if so, go there instead of the homepage of the other docs version\n *\n * @param {event} event the event that trigger the check\n */\nasync function checkPageExistsAndRedirect(event) {\n // ensure we don't follow the initial link\n event.preventDefault();\n const currentFilePath = getCurrentUrlPath();\n let tryUrl = event.currentTarget.getAttribute(\"href\");\n let otherDocsHomepage = tryUrl.replace(currentFilePath, \"\");\n try {\n let head = await fetch(tryUrl, { method: \"HEAD\" });\n if (head.ok) {\n location.href = tryUrl; // the page exists, go there\n } else {\n location.href = otherDocsHomepage;\n }\n } catch (err) {\n // something went wrong, probably CORS restriction, fallback to other docs homepage\n location.href = otherDocsHomepage;\n }\n}\n\n/**\n * Load and parse the version switcher JSON file from an absolute or relative URL.\n *\n * @param {string} url The URL to load version switcher entries from.\n */\nasync function fetchVersionSwitcherJSON(url) {\n const currentPath = getCurrentUrlPath();\n // first check if it's a valid URL\n try {\n var result = new URL(url);\n } catch (err) {\n if (err instanceof TypeError) {\n // Assume we got a relative path, and fix accordingly.\n if (window.location.protocol == \"file:\") {\n // Here instead of returning `null` we work out what the file path would be\n // anyway (same code path as for served docs), as a convenience to folks who\n // routinely disable CORS when they boot up their browser.\n console.info(\n \"[PST] looks like you're viewing this site from a local filesystem, so \" +\n \"the version switcher won't work unless you've disabled CORS. See \" +\n \"https://pydata-sphinx-theme.readthedocs.io/en/stable/user_guide/version-dropdown.html\",\n );\n }\n const cutoff = window.location.href.indexOf(currentPath);\n // cutoff == -1 can happen e.g. on the homepage of locally served docs, where you\n // get something like http://127.0.0.1:8000/ (no trailing `index.html`)\n const origin =\n cutoff == -1\n ? window.location.href\n : window.location.href.substring(0, cutoff);\n result = new URL(url, origin);\n } else {\n // something unexpected happened\n throw err;\n }\n }\n // load and return the JSON\n const response = await fetch(result);\n const data = await response.json();\n return data;\n}\n\n// Populate the version switcher from the JSON data\nfunction populateVersionSwitcher(data, versionSwitcherBtns) {\n const currentFilePath = getCurrentUrlPath();\n versionSwitcherBtns.forEach((btn) => {\n // Set empty strings by default so that these attributes exist and can be used in CSS selectors\n btn.dataset[\"activeVersionName\"] = \"\";\n btn.dataset[\"activeVersion\"] = \"\";\n });\n // in case there are multiple entries with the same version string, this helps us\n // decide which entry's `name` to put on the button itself. Without this, it would\n // always be the *last* version-matching entry; now it will be either the\n // version-matching entry that is also marked as `\"preferred\": true`, or if that\n // doesn't exist: the *first* version-matching entry.\n data = data.map((entry) => {\n // does this entry match the version that we're currently building/viewing?\n entry.match =\n entry.version == DOCUMENTATION_OPTIONS.theme_switcher_version_match;\n entry.preferred = entry.preferred || false;\n // if no custom name specified (e.g., \"latest\"), use version string\n if (!(\"name\" in entry)) {\n entry.name = entry.version;\n }\n return entry;\n });\n const hasMatchingPreferredEntry = data\n .map((entry) => entry.preferred && entry.match)\n .some(Boolean);\n var foundMatch = false;\n // create links to the corresponding page in the other docs versions\n data.forEach((entry) => {\n // create the node\n const anchor = document.createElement(\"a\");\n anchor.setAttribute(\n \"class\",\n \"dropdown-item list-group-item list-group-item-action py-1\",\n );\n anchor.setAttribute(\"href\", `${entry.url}${currentFilePath}`);\n anchor.setAttribute(\"role\", \"option\");\n const span = document.createElement(\"span\");\n span.textContent = `${entry.name}`;\n anchor.appendChild(span);\n // Add dataset values for the version and name in case people want\n // to apply CSS styling based on this information.\n anchor.dataset[\"versionName\"] = entry.name;\n anchor.dataset[\"version\"] = entry.version;\n // replace dropdown button text with the preferred display name of the\n // currently-viewed version, rather than using sphinx's {{ version }} variable.\n // also highlight the dropdown entry for the currently-viewed version's entry\n let matchesAndIsPreferred = hasMatchingPreferredEntry && entry.preferred;\n let matchesAndIsFirst =\n !hasMatchingPreferredEntry && !foundMatch && entry.match;\n if (matchesAndIsPreferred || matchesAndIsFirst) {\n anchor.classList.add(\"active\");\n versionSwitcherBtns.forEach((btn) => {\n btn.innerText = entry.name;\n btn.dataset[\"activeVersionName\"] = entry.name;\n btn.dataset[\"activeVersion\"] = entry.version;\n });\n foundMatch = true;\n }\n // There may be multiple version-switcher elements, e.g. one\n // in a slide-over panel displayed on smaller screens.\n document.querySelectorAll(\".version-switcher__menu\").forEach((menu) => {\n // we need to clone the node for each menu, but onclick attributes are not\n // preserved by `.cloneNode()` so we add onclick here after cloning.\n let node = anchor.cloneNode(true);\n node.onclick = checkPageExistsAndRedirect;\n // on click, AJAX calls will check if the linked page exists before\n // trying to redirect, and if not, will redirect to the homepage\n // for that version of the docs.\n menu.append(node);\n });\n });\n}\n\n/*******************************************************************************\n * Warning banner when viewing non-stable version of the docs.\n */\n\n/**\n * Show a warning banner when viewing a non-stable version of the docs.\n *\n * adapted 2023-06 from https://mne.tools/versionwarning.js, which was\n * originally adapted 2020-05 from https://scikit-learn.org/versionwarning.js\n *\n * @param {Array} data The version data used to populate the switcher menu.\n */\nfunction showVersionWarningBanner(data) {\n var version = DOCUMENTATION_OPTIONS.VERSION;\n // figure out what latest stable version is\n var preferredEntries = data.filter((entry) => entry.preferred);\n if (preferredEntries.length !== 1) {\n const howMany = preferredEntries.length == 0 ? \"No\" : \"Multiple\";\n console.log(\n `[PST] ${howMany} versions marked \"preferred\" found in versions JSON, ignoring.`,\n );\n return;\n }\n const preferredVersion = preferredEntries[0].version;\n const preferredURL = preferredEntries[0].url;\n // if already on preferred version, nothing to do\n const versionsAreComparable = validate(version) && validate(preferredVersion);\n if (versionsAreComparable && compare(version, preferredVersion, \"=\")) {\n console.log(\n \"[PST]: This is the preferred version of the docs, not showing the warning banner.\",\n );\n return;\n }\n // check if banner has been dismissed recently\n const dismiss_date_str = JSON.parse(\n localStorage.getItem(\"pst_banner_pref\") || \"{}\",\n )[version];\n if (dismiss_date_str != null) {\n const dismiss_date = new Date(dismiss_date_str);\n const now = new Date();\n const milliseconds_in_a_day = 24 * 60 * 60 * 1000;\n const days_passed = (now - dismiss_date) / milliseconds_in_a_day;\n const timeout_in_days = 14;\n if (days_passed < timeout_in_days) {\n console.info(\n `[PST] Suppressing version warning banner; was dismissed ${Math.floor(\n days_passed,\n )} day(s) ago`,\n );\n return;\n }\n }\n\n // now construct the warning banner\n const banner = document.querySelector(\"#bd-header-version-warning\");\n const middle = document.createElement(\"div\");\n const inner = document.createElement(\"div\");\n const bold = document.createElement(\"strong\");\n const button = document.createElement(\"a\");\n const close_btn = document.createElement(\"a\");\n // these classes exist since pydata-sphinx-theme v0.10.0\n // the init class is used for animation\n middle.classList = \"bd-header-announcement__content ms-auto me-auto\";\n inner.classList = \"sidebar-message\";\n button.classList =\n \"btn text-wrap font-weight-bold ms-3 my-1 align-baseline pst-button-link-to-stable-version\";\n button.href = `${preferredURL}${getCurrentUrlPath()}`;\n button.innerText = \"Switch to stable version\";\n button.onclick = checkPageExistsAndRedirect;\n close_btn.classList = \"ms-3 my-1 align-baseline\";\n const close_x = document.createElement(\"i\");\n close_btn.append(close_x);\n close_x.classList = \"fa-solid fa-xmark\";\n close_btn.onclick = DismissBannerAndStorePref;\n // add the version-dependent text\n inner.innerText = \"This is documentation for \";\n const isDev =\n version.includes(\"dev\") ||\n version.includes(\"rc\") ||\n version.includes(\"pre\");\n const newerThanPreferred =\n versionsAreComparable && compare(version, preferredVersion, \">\");\n if (isDev || newerThanPreferred) {\n bold.innerText = \"an unstable development version\";\n } else if (versionsAreComparable && compare(version, preferredVersion, \"<\")) {\n bold.innerText = `an old version (${version})`;\n } else if (!version) {\n bold.innerText = \"an unknown version\"; // e.g., an empty string\n } else {\n bold.innerText = `version ${version}`;\n }\n banner.appendChild(middle);\n banner.append(close_btn);\n middle.appendChild(inner);\n inner.appendChild(bold);\n inner.appendChild(document.createTextNode(\".\"));\n inner.appendChild(button);\n banner.classList.remove(\"d-none\");\n}\n\nasync function fetchAndUseVersions() {\n // fetch the JSON version data (only once), then use it to populate the version\n // switcher and maybe show the version warning bar\n var versionSwitcherBtns = document.querySelectorAll(\n \".version-switcher__button\",\n );\n const hasSwitcherMenu = versionSwitcherBtns.length > 0;\n const hasVersionsJSON = DOCUMENTATION_OPTIONS.hasOwnProperty(\n \"theme_switcher_json_url\",\n );\n const wantsWarningBanner = DOCUMENTATION_OPTIONS.show_version_warning_banner;\n\n if (hasVersionsJSON && (hasSwitcherMenu || wantsWarningBanner)) {\n const data = await fetchVersionSwitcherJSON(\n DOCUMENTATION_OPTIONS.theme_switcher_json_url,\n );\n // TODO: remove the `if(data)` once the `return null` is fixed within fetchVersionSwitcherJSON.\n // We don't really want the switcher and warning bar to silently not work.\n if (data) {\n populateVersionSwitcher(data, versionSwitcherBtns);\n if (wantsWarningBanner) {\n showVersionWarningBanner(data);\n }\n }\n }\n}\n\n/*******************************************************************************\n * Sidebar modals (for mobile / narrow screens)\n */\nfunction setupMobileSidebarKeyboardHandlers() {\n // These are the left and right sidebars for wider screens. We cut and paste\n // the content from these widescreen sidebars into the mobile dialogs, when\n // the user clicks the hamburger icon button\n const primarySidebar = document.getElementById(\"pst-primary-sidebar\");\n const secondarySidebar = document.getElementById(\"pst-secondary-sidebar\");\n\n // These are the corresponding left/right elements, which are empty\n // until the user clicks the hamburger icon\n const primaryDialog = document.getElementById(\"pst-primary-sidebar-modal\");\n const secondaryDialog = document.getElementById(\n \"pst-secondary-sidebar-modal\",\n );\n\n // These are the hamburger-style buttons in the header nav bar. They only\n // appear at narrow screen width.\n const primaryToggle = document.querySelector(\".primary-toggle\");\n const secondaryToggle = document.querySelector(\".secondary-toggle\");\n\n // Cut nodes and classes from `from`, paste into/onto `to`\n const cutAndPasteNodesAndClasses = (from, to) => {\n Array.from(from.childNodes).forEach((node) => to.appendChild(node));\n Array.from(from.classList).forEach((cls) => {\n from.classList.remove(cls);\n to.classList.add(cls);\n });\n };\n\n // Hook up the ways to open and close the dialog\n [\n [primaryToggle, primaryDialog, primarySidebar],\n [secondaryToggle, secondaryDialog, secondarySidebar],\n ].forEach(([toggleButton, dialog, sidebar]) => {\n if (!toggleButton || !dialog || !sidebar) {\n return;\n }\n\n // Clicking the button can only open the sidebar, not close it.\n // Clicking the button is also the *only* way to open the sidebar.\n toggleButton.addEventListener(\"click\", (event) => {\n event.preventDefault();\n event.stopPropagation();\n\n // When we open the dialog, we cut and paste the nodes and classes from\n // the widescreen sidebar into the dialog\n cutAndPasteNodesAndClasses(sidebar, dialog);\n\n dialog.showModal();\n });\n\n // Listen for clicks on the backdrop in order to close the dialog\n dialog.addEventListener(\"click\", closeDialogOnBackdropClick);\n\n // We have to manually attach the escape key because there's some code in\n // Sphinx's Sphinx_highlight.js that prevents the default behavior of the\n // escape key\n dialog.addEventListener(\"keydown\", (event) => {\n if (event.key === \"Escape\") {\n event.preventDefault();\n event.stopPropagation();\n dialog.close();\n }\n });\n\n // When the dialog is closed, move the nodes (and classes) back to their\n // original place\n dialog.addEventListener(\"close\", () => {\n cutAndPasteNodesAndClasses(dialog, sidebar);\n });\n });\n}\n\n/**\n * When the page loads, or the window resizes, or descendant nodes are added or\n * removed from the main element, check all code blocks and Jupyter notebook\n * outputs, and for each one that has scrollable overflow, set tabIndex = 0.\n */\nfunction addTabStopsToScrollableElements() {\n const updateTabStops = () => {\n document\n .querySelectorAll(\n [\n // code blocks\n \"pre\",\n // NBSphinx notebook output\n \".nboutput > .output_area\",\n // Myst-NB\n \".cell_output > .output\",\n // ipywidgets\n \".jp-RenderedHTMLCommon\",\n // [rST table nodes](https://www.docutils.org/docs/ref/doctree.html#table)\n \".pst-scrollable-table-container\",\n ].join(\", \"),\n )\n .forEach((el) => {\n el.tabIndex =\n el.scrollWidth > el.clientWidth || el.scrollHeight > el.clientHeight\n ? 0\n : -1;\n });\n };\n const debouncedUpdateTabStops = debounce(updateTabStops, 300);\n\n // On window resize\n window.addEventListener(\"resize\", debouncedUpdateTabStops);\n\n // The following MutationObserver is for ipywidgets, which take some time to\n // finish loading and rendering on the page (so even after the \"load\" event is\n // fired, they still have not finished rendering). Would be nice to replace\n // the MutationObserver if there is a way to hook into the ipywidgets code to\n // know when it is done.\n const mainObserver = new MutationObserver(debouncedUpdateTabStops);\n\n // On descendant nodes added/removed from main element\n mainObserver.observe(document.getElementById(\"main-content\"), {\n subtree: true,\n childList: true,\n });\n\n // On page load (when this function gets called)\n updateTabStops();\n}\nfunction debounce(callback, wait) {\n let timeoutId = null;\n return (...args) => {\n clearTimeout(timeoutId);\n timeoutId = setTimeout(() => {\n callback(...args);\n }, wait);\n };\n}\n\n/*******************************************************************************\n * Announcement banner - fetch and load remote HTML\n */\nasync function setupAnnouncementBanner() {\n const banner = document.querySelector(\".bd-header-announcement\");\n const { pstAnnouncementUrl } = banner ? banner.dataset : null;\n\n if (!pstAnnouncementUrl) {\n return;\n }\n\n try {\n const response = await fetch(pstAnnouncementUrl);\n if (!response.ok) {\n throw new Error(\n `[PST]: HTTP response status not ok: ${response.status} ${response.statusText}`,\n );\n }\n const data = await response.text();\n if (data.length === 0) {\n console.log(`[PST]: Empty announcement at: ${pstAnnouncementUrl}`);\n return;\n }\n banner.innerHTML = `
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var(--bs-badge-padding-x);text-align:center;vertical-align:baseline;white-space:nowrap}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg:transparent;--bs-alert-padding-x:1rem;--bs-alert-padding-y:1rem;--bs-alert-margin-bottom:1rem;--bs-alert-color:inherit;--bs-alert-border-color:transparent;--bs-alert-border:var(--bs-border-width) solid var(--bs-alert-border-color);--bs-alert-border-radius:var(--bs-border-radius);--bs-alert-link-color:inherit;background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius);color:var(--bs-alert-color);margin-bottom:var(--bs-alert-margin-bottom);padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);position:relative}.alert-heading{color:inherit}.alert-link{color:var(--bs-alert-link-color);font-weight:700}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{padding:1.25rem 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var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-primary{--bs-list-group-color:var(--bs-primary-text-emphasis);--bs-list-group-bg:var(--bs-primary-bg-subtle);--bs-list-group-border-color:var(--bs-primary-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-primary-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-primary-border-subtle);--bs-list-group-active-color:var(--bs-primary-bg-subtle);--bs-list-group-active-bg:var(--bs-primary-text-emphasis);--bs-list-group-active-border-color:var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color:var(--bs-secondary-text-emphasis);--bs-list-group-bg:var(--bs-secondary-bg-subtle);--bs-list-group-border-color:var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-secondary-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-secondary-border-subtle);--bs-list-group-active-color:var(--bs-secondary-bg-subtle);--bs-list-group-active-bg:var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color:var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color:var(--bs-success-text-emphasis);--bs-list-group-bg:var(--bs-success-bg-subtle);--bs-list-group-border-color:var(--bs-success-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-success-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-success-border-subtle);--bs-list-group-active-color:var(--bs-success-bg-subtle);--bs-list-group-active-bg:var(--bs-success-text-emphasis);--bs-list-group-active-border-color:var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color:var(--bs-info-text-emphasis);--bs-list-group-bg:var(--bs-info-bg-subtle);--bs-list-group-border-color:var(--bs-info-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-info-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-info-border-subtle);--bs-list-group-active-color:var(--bs-info-bg-subtle);--bs-list-group-active-bg:var(--bs-info-text-emphasis);--bs-list-group-active-border-color:var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color:var(--bs-warning-text-emphasis);--bs-list-group-bg:var(--bs-warning-bg-subtle);--bs-list-group-border-color:var(--bs-warning-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-warning-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-warning-border-subtle);--bs-list-group-active-color:var(--bs-warning-bg-subtle);--bs-list-group-active-bg:var(--bs-warning-text-emphasis);--bs-list-group-active-border-color:var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color:var(--bs-danger-text-emphasis);--bs-list-group-bg:var(--bs-danger-bg-subtle);--bs-list-group-border-color:var(--bs-danger-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-danger-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-danger-border-subtle);--bs-list-group-active-color:var(--bs-danger-bg-subtle);--bs-list-group-active-bg:var(--bs-danger-text-emphasis);--bs-list-group-active-border-color:var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color:var(--bs-light-text-emphasis);--bs-list-group-bg:var(--bs-light-bg-subtle);--bs-list-group-border-color:var(--bs-light-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-light-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-light-border-subtle);--bs-list-group-active-color:var(--bs-light-bg-subtle);--bs-list-group-active-bg:var(--bs-light-text-emphasis);--bs-list-group-active-border-color:var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color:var(--bs-dark-text-emphasis);--bs-list-group-bg:var(--bs-dark-bg-subtle);--bs-list-group-border-color:var(--bs-dark-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-dark-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-dark-border-subtle);--bs-list-group-active-color:var(--bs-dark-bg-subtle);--bs-list-group-active-bg:var(--bs-dark-text-emphasis);--bs-list-group-active-border-color:var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color:#000;--bs-btn-close-bg:url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3E%3Cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3E%3C/svg%3E");--bs-btn-close-opacity:0.5;--bs-btn-close-hover-opacity:0.75;--bs-btn-close-focus-shadow:0 0 0 0.25rem rgba(13,110,253,.25);--bs-btn-close-focus-opacity:1;--bs-btn-close-disabled-opacity:0.25;--bs-btn-close-white-filter:invert(1) grayscale(100%) brightness(200%);background:transparent var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;box-sizing:content-box;height:1em;opacity:var(--bs-btn-close-opacity);padding:.25em;width:1em}.btn-close,.btn-close:hover{color:var(--bs-btn-close-color)}.btn-close:hover{opacity:var(--bs-btn-close-hover-opacity);text-decoration:none}.btn-close:focus{box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity);outline:0}.btn-close.disabled,.btn-close:disabled{opacity:var(--bs-btn-close-disabled-opacity);pointer-events:none;user-select:none}.btn-close-white,[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex:1090;--bs-toast-padding-x:0.75rem;--bs-toast-padding-y:0.5rem;--bs-toast-spacing:1.5rem;--bs-toast-max-width:350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg:rgba(var(--bs-body-bg-rgb),0.85);--bs-toast-border-width:var(--bs-border-width);--bs-toast-border-color:var(--bs-border-color-translucent);--bs-toast-border-radius:var(--bs-border-radius);--bs-toast-box-shadow:var(--bs-box-shadow);--bs-toast-header-color:var(--bs-secondary-color);--bs-toast-header-bg:rgba(var(--bs-body-bg-rgb),0.85);--bs-toast-header-border-color:var(--bs-border-color-translucent);background-clip:padding-box;background-color:var(--bs-toast-bg);border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);border-radius:var(--bs-toast-border-radius);box-shadow:var(--bs-toast-box-shadow);color:var(--bs-toast-color);font-size:var(--bs-toast-font-size);max-width:100%;pointer-events:auto;width:var(--bs-toast-max-width)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex:1090;max-width:100%;pointer-events:none;position:absolute;width:max-content;z-index:var(--bs-toast-zindex)}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{align-items:center;background-clip:padding-box;background-color:var(--bs-toast-header-bg);border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));color:var(--bs-toast-header-color);display:flex;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x)}.toast-header .btn-close{margin-left:var(--bs-toast-padding-x);margin-right:calc(var(--bs-toast-padding-x)*-.5)}.toast-body{word-wrap:break-word;padding:var(--bs-toast-padding-x)}.modal{--bs-modal-zindex:1055;--bs-modal-width:500px;--bs-modal-padding:1rem;--bs-modal-margin:0.5rem;--bs-modal-color: ;--bs-modal-bg:var(--bs-body-bg);--bs-modal-border-color:var(--bs-border-color-translucent);--bs-modal-border-width:var(--bs-border-width);--bs-modal-border-radius:var(--bs-border-radius-lg);--bs-modal-box-shadow:var(--bs-box-shadow-sm);--bs-modal-inner-border-radius:calc(var(--bs-border-radius-lg) - var(--bs-border-width));--bs-modal-header-padding-x:1rem;--bs-modal-header-padding-y:1rem;--bs-modal-header-padding:1rem 1rem;--bs-modal-header-border-color:var(--bs-border-color);--bs-modal-header-border-width:var(--bs-border-width);--bs-modal-title-line-height:1.5;--bs-modal-footer-gap:0.5rem;--bs-modal-footer-bg: 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var(--bs-modal-margin)*2)}.modal-content{background-clip:padding-box;background-color:var(--bs-modal-bg);border:var(--bs-modal-border-width) solid var(--bs-modal-border-color);border-radius:var(--bs-modal-border-radius);color:var(--bs-modal-color);display:flex;flex-direction:column;outline:0;pointer-events:auto;position:relative;width:100%}.modal-backdrop{--bs-backdrop-zindex:1050;--bs-backdrop-bg:#000;--bs-backdrop-opacity:0.5;background-color:var(--bs-backdrop-bg);height:100vh;left:0;position:fixed;top:0;width:100vw;z-index:var(--bs-backdrop-zindex)}.modal-backdrop.fade{opacity:0}.modal-backdrop.show{opacity:var(--bs-backdrop-opacity)}.modal-header{align-items:center;border-bottom:var(--bs-modal-header-border-width) solid var(--bs-modal-header-border-color);border-top-left-radius:var(--bs-modal-inner-border-radius);border-top-right-radius:var(--bs-modal-inner-border-radius);display:flex;flex-shrink:0;padding:var(--bs-modal-header-padding)}.modal-header .btn-close{margin:calc(var(--bs-modal-header-padding-y)*-.5) calc(var(--bs-modal-header-padding-x)*-.5) calc(var(--bs-modal-header-padding-y)*-.5) auto;padding:calc(var(--bs-modal-header-padding-y)*.5) calc(var(--bs-modal-header-padding-x)*.5)}.modal-title{line-height:var(--bs-modal-title-line-height);margin-bottom:0}.modal-body{flex:1 1 auto;padding:var(--bs-modal-padding);position:relative}.modal-footer{align-items:center;background-color:var(--bs-modal-footer-bg);border-bottom-left-radius:var(--bs-modal-inner-border-radius);border-bottom-right-radius:var(--bs-modal-inner-border-radius);border-top:var(--bs-modal-footer-border-width) solid var(--bs-modal-footer-border-color);display:flex;flex-shrink:0;flex-wrap:wrap;justify-content:flex-end;padding:calc(var(--bs-modal-padding) - var(--bs-modal-footer-gap)*.5)}.modal-footer>*{margin:calc(var(--bs-modal-footer-gap)*.5)}@media (min-width:576px){.modal{--bs-modal-margin:1.75rem;--bs-modal-box-shadow:var(--bs-box-shadow)}.modal-dialog{margin-left:auto;margin-right:auto;max-width:var(--bs-modal-width)}.modal-sm{--bs-modal-width:300px}}@media (min-width:992px){.modal-lg,.modal-xl{--bs-modal-width:800px}}@media (min-width:1200px){.modal-xl{--bs-modal-width:1140px}}.modal-fullscreen{height:100%;margin:0;max-width:none;width:100vw}.modal-fullscreen .modal-content{border:0;border-radius:0;height:100%}.modal-fullscreen .modal-footer,.modal-fullscreen .modal-header{border-radius:0}.modal-fullscreen .modal-body{overflow-y:auto}@media (max-width:575.98px){.modal-fullscreen-sm-down{height:100%;margin:0;max-width:none;width:100vw}.modal-fullscreen-sm-down .modal-content{border:0;border-radius:0;height:100%}.modal-fullscreen-sm-down .modal-footer,.modal-fullscreen-sm-down .modal-header{border-radius:0}.modal-fullscreen-sm-down .modal-body{overflow-y:auto}}@media (max-width:767.98px){.modal-fullscreen-md-down{height:100%;margin:0;max-width:none;width:100vw}.modal-fullscreen-md-down .modal-content{border:0;border-radius:0;height:100%}.modal-fullscreen-md-down .modal-footer,.modal-fullscreen-md-down .modal-header{border-radius:0}.modal-fullscreen-md-down .modal-body{overflow-y:auto}}@media (max-width:991.98px){.modal-fullscreen-lg-down{height:100%;margin:0;max-width:none;width:100vw}.modal-fullscreen-lg-down .modal-content{border:0;border-radius:0;height:100%}.modal-fullscreen-lg-down .modal-footer,.modal-fullscreen-lg-down .modal-header{border-radius:0}.modal-fullscreen-lg-down .modal-body{overflow-y:auto}}@media (max-width:1199.98px){.modal-fullscreen-xl-down{height:100%;margin:0;max-width:none;width:100vw}.modal-fullscreen-xl-down .modal-content{border:0;border-radius:0;height:100%}.modal-fullscreen-xl-down .modal-footer,.modal-fullscreen-xl-down .modal-header{border-radius:0}.modal-fullscreen-xl-down .modal-body{overflow-y:auto}}@media (max-width:1399.98px){.modal-fullscreen-xxl-down{height:100%;margin:0;max-width:none;width:100vw}.modal-fullscreen-xxl-down .modal-content{border:0;border-radius:0;height:100%}.modal-fullscreen-xxl-down .modal-footer,.modal-fullscreen-xxl-down .modal-header{border-radius:0}.modal-fullscreen-xxl-down .modal-body{overflow-y:auto}}.tooltip{--bs-tooltip-zindex:1080;--bs-tooltip-max-width:200px;--bs-tooltip-padding-x:0.5rem;--bs-tooltip-padding-y:0.25rem;--bs-tooltip-margin: ;--bs-tooltip-font-size:0.875rem;--bs-tooltip-color:var(--bs-body-bg);--bs-tooltip-bg:var(--bs-emphasis-color);--bs-tooltip-border-radius:var(--bs-border-radius);--bs-tooltip-opacity:0.9;--bs-tooltip-arrow-width:0.8rem;--bs-tooltip-arrow-height:0.4rem;word-wrap:break-word;display:block;font-family:var(--bs-font-sans-serif);font-size:var(--bs-tooltip-font-size);font-style:normal;font-weight:400;letter-spacing:normal;line-break:auto;line-height:1.5;margin:var(--bs-tooltip-margin);opacity:0;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;white-space:normal;word-break:normal;word-spacing:normal;z-index:var(--bs-tooltip-zindex)}.tooltip.show{opacity:var(--bs-tooltip-opacity)}.tooltip .tooltip-arrow{display:block;height:var(--bs-tooltip-arrow-height);width:var(--bs-tooltip-arrow-width)}.tooltip .tooltip-arrow:before{border-color:transparent;border-style:solid;content:"";position:absolute}.bs-tooltip-auto[data-popper-placement^=top] 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var(--bs-tooltip-arrow-height);left:-1px}.tooltip-inner{background-color:var(--bs-tooltip-bg);border-radius:var(--bs-tooltip-border-radius);color:var(--bs-tooltip-color);max-width:var(--bs-tooltip-max-width);padding:var(--bs-tooltip-padding-y) var(--bs-tooltip-padding-x);text-align:center}.popover{--bs-popover-zindex:1070;--bs-popover-max-width:276px;--bs-popover-font-size:0.875rem;--bs-popover-bg:var(--bs-body-bg);--bs-popover-border-width:var(--bs-border-width);--bs-popover-border-color:var(--bs-border-color-translucent);--bs-popover-border-radius:var(--bs-border-radius-lg);--bs-popover-inner-border-radius:calc(var(--bs-border-radius-lg) - 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var(--bs-breadcrumb-padding-x)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item:before{color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider,"/");float:left;padding-right:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x:0.75rem;--bs-pagination-padding-y:0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color:var(--bs-link-color);--bs-pagination-bg:var(--bs-body-bg);--bs-pagination-border-width:var(--bs-border-width);--bs-pagination-border-color:var(--bs-border-color);--bs-pagination-border-radius:var(--bs-border-radius);--bs-pagination-hover-color:var(--bs-link-hover-color);--bs-pagination-hover-bg:var(--bs-tertiary-bg);--bs-pagination-hover-border-color:var(--bs-border-color);--bs-pagination-focus-color:var(--bs-link-hover-color);--bs-pagination-focus-bg:var(--bs-secondary-bg);--bs-pagination-focus-box-shadow:0 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var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-primary{--bs-list-group-color:var(--bs-primary-text-emphasis);--bs-list-group-bg:var(--bs-primary-bg-subtle);--bs-list-group-border-color:var(--bs-primary-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-primary-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-primary-border-subtle);--bs-list-group-active-color:var(--bs-primary-bg-subtle);--bs-list-group-active-bg:var(--bs-primary-text-emphasis);--bs-list-group-active-border-color:var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color:var(--bs-secondary-text-emphasis);--bs-list-group-bg:var(--bs-secondary-bg-subtle);--bs-list-group-border-color:var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-secondary-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-secondary-border-subtle);--bs-list-group-active-color:var(--bs-secondary-bg-subtle);--bs-list-group-active-bg:var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color:var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color:var(--bs-success-text-emphasis);--bs-list-group-bg:var(--bs-success-bg-subtle);--bs-list-group-border-color:var(--bs-success-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-success-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-success-border-subtle);--bs-list-group-active-color:var(--bs-success-bg-subtle);--bs-list-group-active-bg:var(--bs-success-text-emphasis);--bs-list-group-active-border-color:var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color:var(--bs-info-text-emphasis);--bs-list-group-bg:var(--bs-info-bg-subtle);--bs-list-group-border-color:var(--bs-info-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-info-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-info-border-subtle);--bs-list-group-active-color:var(--bs-info-bg-subtle);--bs-list-group-active-bg:var(--bs-info-text-emphasis);--bs-list-group-active-border-color:var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color:var(--bs-warning-text-emphasis);--bs-list-group-bg:var(--bs-warning-bg-subtle);--bs-list-group-border-color:var(--bs-warning-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-warning-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-warning-border-subtle);--bs-list-group-active-color:var(--bs-warning-bg-subtle);--bs-list-group-active-bg:var(--bs-warning-text-emphasis);--bs-list-group-active-border-color:var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color:var(--bs-danger-text-emphasis);--bs-list-group-bg:var(--bs-danger-bg-subtle);--bs-list-group-border-color:var(--bs-danger-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-danger-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-danger-border-subtle);--bs-list-group-active-color:var(--bs-danger-bg-subtle);--bs-list-group-active-bg:var(--bs-danger-text-emphasis);--bs-list-group-active-border-color:var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color:var(--bs-light-text-emphasis);--bs-list-group-bg:var(--bs-light-bg-subtle);--bs-list-group-border-color:var(--bs-light-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-light-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-light-border-subtle);--bs-list-group-active-color:var(--bs-light-bg-subtle);--bs-list-group-active-bg:var(--bs-light-text-emphasis);--bs-list-group-active-border-color:var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color:var(--bs-dark-text-emphasis);--bs-list-group-bg:var(--bs-dark-bg-subtle);--bs-list-group-border-color:var(--bs-dark-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-dark-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-dark-border-subtle);--bs-list-group-active-color:var(--bs-dark-bg-subtle);--bs-list-group-active-bg:var(--bs-dark-text-emphasis);--bs-list-group-active-border-color:var(--bs-dark-text-emphasis)}.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var(--bs-toast-padding-x)}.toast-header .btn-close{margin-left:var(--bs-toast-padding-x);margin-right:calc(var(--bs-toast-padding-x)*-.5)}.toast-body{word-wrap:break-word;padding:var(--bs-toast-padding-x)}.modal{--bs-modal-zindex:1055;--bs-modal-width:500px;--bs-modal-padding:1rem;--bs-modal-margin:0.5rem;--bs-modal-color: ;--bs-modal-bg:var(--bs-body-bg);--bs-modal-border-color:var(--bs-border-color-translucent);--bs-modal-border-width:var(--bs-border-width);--bs-modal-border-radius:var(--bs-border-radius-lg);--bs-modal-box-shadow:var(--bs-box-shadow-sm);--bs-modal-inner-border-radius:calc(var(--bs-border-radius-lg) - var(--bs-border-width));--bs-modal-header-padding-x:1rem;--bs-modal-header-padding-y:1rem;--bs-modal-header-padding:1rem 1rem;--bs-modal-header-border-color:var(--bs-border-color);--bs-modal-header-border-width:var(--bs-border-width);--bs-modal-title-line-height:1.5;--bs-modal-footer-gap:0.5rem;--bs-modal-footer-bg: 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font-size($initialism-font-size);\n text-transform: uppercase;\n}\n\n// Blockquotes\n.blockquote {\n margin-bottom: $blockquote-margin-y;\n @include font-size($blockquote-font-size);\n\n > :last-child {\n margin-bottom: 0;\n }\n}\n\n.blockquote-footer {\n margin-top: -$blockquote-margin-y;\n margin-bottom: $blockquote-margin-y;\n @include font-size($blockquote-footer-font-size);\n color: $blockquote-footer-color;\n\n &::before {\n content: \"\\2014\\00A0\"; // em dash, nbsp\n }\n}\n","@charset \"UTF-8\";\n/*!\n * Bootstrap v5.3.3 (https://getbootstrap.com/)\n * Copyright 2011-2024 The Bootstrap Authors\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n */\n:root,\n[data-bs-theme=light] {\n --bs-blue: #0d6efd;\n --bs-indigo: #6610f2;\n --bs-purple: #6f42c1;\n --bs-pink: #d63384;\n --bs-red: #dc3545;\n --bs-orange: #fd7e14;\n --bs-yellow: #ffc107;\n --bs-green: #198754;\n --bs-teal: #20c997;\n --bs-cyan: #0dcaf0;\n --bs-black: #000;\n --bs-white: #fff;\n --bs-gray: #6c757d;\n --bs-gray-dark: #343a40;\n --bs-gray-100: #f8f9fa;\n --bs-gray-200: #e9ecef;\n --bs-gray-300: #dee2e6;\n --bs-gray-400: #ced4da;\n --bs-gray-500: #adb5bd;\n --bs-gray-600: #6c757d;\n --bs-gray-700: #495057;\n --bs-gray-800: #343a40;\n --bs-gray-900: #212529;\n --bs-primary: #0d6efd;\n --bs-secondary: #6c757d;\n --bs-success: #198754;\n --bs-info: #0dcaf0;\n --bs-warning: #ffc107;\n --bs-danger: #dc3545;\n --bs-light: #f8f9fa;\n --bs-dark: #212529;\n --bs-primary-rgb: 13, 110, 253;\n --bs-secondary-rgb: 108, 117, 125;\n --bs-success-rgb: 25, 135, 84;\n --bs-info-rgb: 13, 202, 240;\n --bs-warning-rgb: 255, 193, 7;\n --bs-danger-rgb: 220, 53, 69;\n --bs-light-rgb: 248, 249, 250;\n --bs-dark-rgb: 33, 37, 41;\n --bs-primary-text-emphasis: #052c65;\n --bs-secondary-text-emphasis: #2b2f32;\n --bs-success-text-emphasis: #0a3622;\n --bs-info-text-emphasis: #055160;\n --bs-warning-text-emphasis: #664d03;\n --bs-danger-text-emphasis: #58151c;\n --bs-light-text-emphasis: #495057;\n --bs-dark-text-emphasis: #495057;\n --bs-primary-bg-subtle: #cfe2ff;\n --bs-secondary-bg-subtle: #e2e3e5;\n --bs-success-bg-subtle: #d1e7dd;\n --bs-info-bg-subtle: #cff4fc;\n --bs-warning-bg-subtle: #fff3cd;\n --bs-danger-bg-subtle: #f8d7da;\n --bs-light-bg-subtle: #fcfcfd;\n --bs-dark-bg-subtle: #ced4da;\n --bs-primary-border-subtle: #9ec5fe;\n --bs-secondary-border-subtle: #c4c8cb;\n --bs-success-border-subtle: #a3cfbb;\n --bs-info-border-subtle: #9eeaf9;\n --bs-warning-border-subtle: #ffe69c;\n --bs-danger-border-subtle: #f1aeb5;\n --bs-light-border-subtle: #e9ecef;\n --bs-dark-border-subtle: #adb5bd;\n --bs-white-rgb: 255, 255, 255;\n --bs-black-rgb: 0, 0, 0;\n --bs-font-sans-serif: system-ui, -apple-system, \"Segoe UI\", Roboto, \"Helvetica Neue\", \"Noto Sans\", \"Liberation Sans\", Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\", \"Noto Color Emoji\";\n --bs-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, \"Liberation Mono\", \"Courier New\", monospace;\n --bs-gradient: linear-gradient(180deg, rgba(255, 255, 255, 0.15), rgba(255, 255, 255, 0));\n --bs-body-font-family: var(--bs-font-sans-serif);\n --bs-body-font-size: 1rem;\n --bs-body-font-weight: 400;\n --bs-body-line-height: 1.5;\n --bs-body-color: #212529;\n --bs-body-color-rgb: 33, 37, 41;\n --bs-body-bg: #fff;\n --bs-body-bg-rgb: 255, 255, 255;\n --bs-emphasis-color: #000;\n --bs-emphasis-color-rgb: 0, 0, 0;\n --bs-secondary-color: rgba(33, 37, 41, 0.75);\n --bs-secondary-color-rgb: 33, 37, 41;\n --bs-secondary-bg: #e9ecef;\n --bs-secondary-bg-rgb: 233, 236, 239;\n --bs-tertiary-color: rgba(33, 37, 41, 0.5);\n --bs-tertiary-color-rgb: 33, 37, 41;\n --bs-tertiary-bg: #f8f9fa;\n --bs-tertiary-bg-rgb: 248, 249, 250;\n --bs-heading-color: inherit;\n --bs-link-color: #0d6efd;\n --bs-link-color-rgb: 13, 110, 253;\n --bs-link-decoration: underline;\n --bs-link-hover-color: #0a58ca;\n --bs-link-hover-color-rgb: 10, 88, 202;\n --bs-code-color: #d63384;\n --bs-highlight-color: #212529;\n --bs-highlight-bg: #fff3cd;\n --bs-border-width: 1px;\n --bs-border-style: solid;\n --bs-border-color: #dee2e6;\n --bs-border-color-translucent: rgba(0, 0, 0, 0.175);\n --bs-border-radius: 0.375rem;\n --bs-border-radius-sm: 0.25rem;\n --bs-border-radius-lg: 0.5rem;\n --bs-border-radius-xl: 1rem;\n --bs-border-radius-xxl: 2rem;\n --bs-border-radius-2xl: var(--bs-border-radius-xxl);\n --bs-border-radius-pill: 50rem;\n --bs-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);\n --bs-box-shadow-sm: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);\n --bs-box-shadow-lg: 0 1rem 3rem rgba(0, 0, 0, 0.175);\n --bs-box-shadow-inset: inset 0 1px 2px rgba(0, 0, 0, 0.075);\n --bs-focus-ring-width: 0.25rem;\n --bs-focus-ring-opacity: 0.25;\n --bs-focus-ring-color: rgba(13, 110, 253, 0.25);\n --bs-form-valid-color: #198754;\n --bs-form-valid-border-color: #198754;\n --bs-form-invalid-color: #dc3545;\n --bs-form-invalid-border-color: #dc3545;\n}\n\n[data-bs-theme=dark] {\n color-scheme: dark;\n --bs-body-color: #dee2e6;\n --bs-body-color-rgb: 222, 226, 230;\n --bs-body-bg: #212529;\n --bs-body-bg-rgb: 33, 37, 41;\n --bs-emphasis-color: #fff;\n --bs-emphasis-color-rgb: 255, 255, 255;\n --bs-secondary-color: rgba(222, 226, 230, 0.75);\n --bs-secondary-color-rgb: 222, 226, 230;\n --bs-secondary-bg: #343a40;\n --bs-secondary-bg-rgb: 52, 58, 64;\n --bs-tertiary-color: rgba(222, 226, 230, 0.5);\n --bs-tertiary-color-rgb: 222, 226, 230;\n --bs-tertiary-bg: #2b3035;\n --bs-tertiary-bg-rgb: 43, 48, 53;\n --bs-primary-text-emphasis: #6ea8fe;\n --bs-secondary-text-emphasis: #a7acb1;\n --bs-success-text-emphasis: #75b798;\n --bs-info-text-emphasis: #6edff6;\n --bs-warning-text-emphasis: #ffda6a;\n --bs-danger-text-emphasis: #ea868f;\n --bs-light-text-emphasis: #f8f9fa;\n --bs-dark-text-emphasis: #dee2e6;\n --bs-primary-bg-subtle: #031633;\n --bs-secondary-bg-subtle: #161719;\n --bs-success-bg-subtle: #051b11;\n --bs-info-bg-subtle: #032830;\n --bs-warning-bg-subtle: #332701;\n --bs-danger-bg-subtle: #2c0b0e;\n --bs-light-bg-subtle: #343a40;\n --bs-dark-bg-subtle: #1a1d20;\n --bs-primary-border-subtle: #084298;\n --bs-secondary-border-subtle: #41464b;\n --bs-success-border-subtle: #0f5132;\n --bs-info-border-subtle: #087990;\n --bs-warning-border-subtle: #997404;\n --bs-danger-border-subtle: #842029;\n --bs-light-border-subtle: #495057;\n --bs-dark-border-subtle: #343a40;\n --bs-heading-color: inherit;\n --bs-link-color: #6ea8fe;\n --bs-link-hover-color: #8bb9fe;\n --bs-link-color-rgb: 110, 168, 254;\n --bs-link-hover-color-rgb: 139, 185, 254;\n --bs-code-color: #e685b5;\n --bs-highlight-color: #dee2e6;\n --bs-highlight-bg: #664d03;\n --bs-border-color: #495057;\n --bs-border-color-translucent: rgba(255, 255, 255, 0.15);\n --bs-form-valid-color: #75b798;\n --bs-form-valid-border-color: #75b798;\n --bs-form-invalid-color: #ea868f;\n --bs-form-invalid-border-color: #ea868f;\n}\n\n*,\n*::before,\n*::after {\n box-sizing: border-box;\n}\n\n@media (prefers-reduced-motion: no-preference) {\n :root {\n scroll-behavior: smooth;\n }\n}\n\nbody {\n margin: 0;\n font-family: var(--bs-body-font-family);\n font-size: var(--bs-body-font-size);\n font-weight: var(--bs-body-font-weight);\n line-height: var(--bs-body-line-height);\n color: var(--bs-body-color);\n text-align: var(--bs-body-text-align);\n background-color: var(--bs-body-bg);\n -webkit-text-size-adjust: 100%;\n -webkit-tap-highlight-color: rgba(0, 0, 0, 0);\n}\n\nhr {\n margin: 1rem 0;\n color: inherit;\n border: 0;\n border-top: var(--bs-border-width) solid;\n opacity: 0.25;\n}\n\nh6, .h6, h5, .h5, h4, .h4, h3, .h3, h2, .h2, h1, .h1 {\n margin-top: 0;\n margin-bottom: 0.5rem;\n font-weight: 500;\n line-height: 1.2;\n color: var(--bs-heading-color);\n}\n\nh1, .h1 {\n font-size: calc(1.375rem + 1.5vw);\n}\n@media (min-width: 1200px) {\n h1, .h1 {\n font-size: 2.5rem;\n }\n}\n\nh2, .h2 {\n font-size: calc(1.325rem + 0.9vw);\n}\n@media (min-width: 1200px) {\n h2, .h2 {\n font-size: 2rem;\n }\n}\n\nh3, .h3 {\n font-size: calc(1.3rem + 0.6vw);\n}\n@media (min-width: 1200px) {\n h3, .h3 {\n font-size: 1.75rem;\n }\n}\n\nh4, .h4 {\n font-size: calc(1.275rem + 0.3vw);\n}\n@media (min-width: 1200px) {\n h4, .h4 {\n font-size: 1.5rem;\n }\n}\n\nh5, .h5 {\n font-size: 1.25rem;\n}\n\nh6, .h6 {\n font-size: 1rem;\n}\n\np {\n margin-top: 0;\n margin-bottom: 1rem;\n}\n\nabbr[title] {\n text-decoration: underline dotted;\n cursor: help;\n text-decoration-skip-ink: none;\n}\n\naddress {\n margin-bottom: 1rem;\n font-style: normal;\n line-height: inherit;\n}\n\nol,\nul {\n padding-left: 2rem;\n}\n\nol,\nul,\ndl {\n margin-top: 0;\n margin-bottom: 1rem;\n}\n\nol ol,\nul ul,\nol ul,\nul ol {\n margin-bottom: 0;\n}\n\ndt {\n font-weight: 700;\n}\n\ndd {\n margin-bottom: 0.5rem;\n margin-left: 0;\n}\n\nblockquote {\n margin: 0 0 1rem;\n}\n\nb,\nstrong {\n font-weight: bolder;\n}\n\nsmall, .small {\n font-size: 0.875em;\n}\n\nmark, .mark {\n padding: 0.1875em;\n color: var(--bs-highlight-color);\n background-color: var(--bs-highlight-bg);\n}\n\nsub,\nsup {\n position: relative;\n font-size: 0.75em;\n line-height: 0;\n vertical-align: baseline;\n}\n\nsub {\n bottom: -0.25em;\n}\n\nsup {\n top: -0.5em;\n}\n\na {\n color: rgba(var(--bs-link-color-rgb), var(--bs-link-opacity, 1));\n text-decoration: underline;\n}\na:hover {\n --bs-link-color-rgb: var(--bs-link-hover-color-rgb);\n}\n\na:not([href]):not([class]), a:not([href]):not([class]):hover {\n color: inherit;\n text-decoration: none;\n}\n\npre,\ncode,\nkbd,\nsamp {\n font-family: var(--bs-font-monospace);\n font-size: 1em;\n}\n\npre {\n display: block;\n margin-top: 0;\n margin-bottom: 1rem;\n overflow: auto;\n font-size: 0.875em;\n}\npre code {\n font-size: inherit;\n color: inherit;\n word-break: normal;\n}\n\ncode {\n font-size: 0.875em;\n color: var(--bs-code-color);\n word-wrap: break-word;\n}\na > code {\n color: inherit;\n}\n\nkbd {\n padding: 0.1875rem 0.375rem;\n font-size: 0.875em;\n color: var(--bs-body-bg);\n background-color: var(--bs-body-color);\n border-radius: 0.25rem;\n}\nkbd kbd {\n padding: 0;\n font-size: 1em;\n}\n\nfigure {\n margin: 0 0 1rem;\n}\n\nimg,\nsvg {\n vertical-align: middle;\n}\n\ntable {\n caption-side: bottom;\n border-collapse: collapse;\n}\n\ncaption {\n padding-top: 0.5rem;\n padding-bottom: 0.5rem;\n color: var(--bs-secondary-color);\n text-align: left;\n}\n\nth {\n text-align: inherit;\n text-align: -webkit-match-parent;\n}\n\nthead,\ntbody,\ntfoot,\ntr,\ntd,\nth {\n border-color: inherit;\n border-style: solid;\n border-width: 0;\n}\n\nlabel {\n display: inline-block;\n}\n\nbutton {\n border-radius: 0;\n}\n\nbutton:focus:not(:focus-visible) {\n outline: 0;\n}\n\ninput,\nbutton,\nselect,\noptgroup,\ntextarea {\n margin: 0;\n font-family: inherit;\n font-size: inherit;\n line-height: inherit;\n}\n\nbutton,\nselect {\n text-transform: none;\n}\n\n[role=button] {\n cursor: pointer;\n}\n\nselect {\n word-wrap: normal;\n}\nselect:disabled {\n opacity: 1;\n}\n\n[list]:not([type=date]):not([type=datetime-local]):not([type=month]):not([type=week]):not([type=time])::-webkit-calendar-picker-indicator {\n display: none !important;\n}\n\nbutton,\n[type=button],\n[type=reset],\n[type=submit] {\n -webkit-appearance: button;\n}\nbutton:not(:disabled),\n[type=button]:not(:disabled),\n[type=reset]:not(:disabled),\n[type=submit]:not(:disabled) {\n cursor: pointer;\n}\n\n::-moz-focus-inner {\n padding: 0;\n border-style: none;\n}\n\ntextarea {\n resize: vertical;\n}\n\nfieldset {\n min-width: 0;\n padding: 0;\n margin: 0;\n border: 0;\n}\n\nlegend {\n float: left;\n width: 100%;\n padding: 0;\n margin-bottom: 0.5rem;\n font-size: calc(1.275rem + 0.3vw);\n line-height: inherit;\n}\n@media (min-width: 1200px) {\n legend {\n font-size: 1.5rem;\n }\n}\nlegend + * {\n clear: left;\n}\n\n::-webkit-datetime-edit-fields-wrapper,\n::-webkit-datetime-edit-text,\n::-webkit-datetime-edit-minute,\n::-webkit-datetime-edit-hour-field,\n::-webkit-datetime-edit-day-field,\n::-webkit-datetime-edit-month-field,\n::-webkit-datetime-edit-year-field {\n padding: 0;\n}\n\n::-webkit-inner-spin-button {\n height: auto;\n}\n\n[type=search] {\n -webkit-appearance: textfield;\n outline-offset: -2px;\n}\n\n/* rtl:raw:\n[type=\"tel\"],\n[type=\"url\"],\n[type=\"email\"],\n[type=\"number\"] {\n direction: ltr;\n}\n*/\n::-webkit-search-decoration {\n -webkit-appearance: none;\n}\n\n::-webkit-color-swatch-wrapper {\n padding: 0;\n}\n\n::file-selector-button {\n font: inherit;\n -webkit-appearance: button;\n}\n\noutput {\n display: inline-block;\n}\n\niframe {\n border: 0;\n}\n\nsummary {\n display: list-item;\n cursor: pointer;\n}\n\nprogress {\n vertical-align: baseline;\n}\n\n[hidden] {\n display: none !important;\n}\n\n.lead {\n font-size: 1.25rem;\n font-weight: 300;\n}\n\n.display-1 {\n font-size: calc(1.625rem + 4.5vw);\n font-weight: 300;\n line-height: 1.2;\n}\n@media (min-width: 1200px) {\n .display-1 {\n font-size: 5rem;\n }\n}\n\n.display-2 {\n font-size: calc(1.575rem + 3.9vw);\n font-weight: 300;\n line-height: 1.2;\n}\n@media (min-width: 1200px) {\n .display-2 {\n font-size: 4.5rem;\n }\n}\n\n.display-3 {\n font-size: calc(1.525rem + 3.3vw);\n font-weight: 300;\n line-height: 1.2;\n}\n@media (min-width: 1200px) {\n .display-3 {\n font-size: 4rem;\n }\n}\n\n.display-4 {\n font-size: calc(1.475rem + 2.7vw);\n font-weight: 300;\n line-height: 1.2;\n}\n@media (min-width: 1200px) {\n .display-4 {\n font-size: 3.5rem;\n }\n}\n\n.display-5 {\n font-size: calc(1.425rem + 2.1vw);\n font-weight: 300;\n line-height: 1.2;\n}\n@media (min-width: 1200px) {\n .display-5 {\n font-size: 3rem;\n }\n}\n\n.display-6 {\n font-size: calc(1.375rem + 1.5vw);\n font-weight: 300;\n line-height: 1.2;\n}\n@media (min-width: 1200px) {\n .display-6 {\n font-size: 2.5rem;\n }\n}\n\n.list-unstyled {\n padding-left: 0;\n list-style: none;\n}\n\n.list-inline {\n padding-left: 0;\n list-style: none;\n}\n\n.list-inline-item {\n display: inline-block;\n}\n.list-inline-item:not(:last-child) {\n margin-right: 0.5rem;\n}\n\n.initialism {\n font-size: 0.875em;\n text-transform: uppercase;\n}\n\n.blockquote {\n margin-bottom: 1rem;\n font-size: 1.25rem;\n}\n.blockquote > :last-child {\n margin-bottom: 0;\n}\n\n.blockquote-footer {\n margin-top: -1rem;\n margin-bottom: 1rem;\n font-size: 0.875em;\n color: #6c757d;\n}\n.blockquote-footer::before {\n content: \"— \";\n}\n\n.img-fluid {\n max-width: 100%;\n height: auto;\n}\n\n.img-thumbnail {\n padding: 0.25rem;\n background-color: var(--bs-body-bg);\n border: var(--bs-border-width) solid var(--bs-border-color);\n border-radius: var(--bs-border-radius);\n max-width: 100%;\n height: auto;\n}\n\n.figure {\n display: inline-block;\n}\n\n.figure-img {\n margin-bottom: 0.5rem;\n line-height: 1;\n}\n\n.figure-caption {\n font-size: 0.875em;\n color: var(--bs-secondary-color);\n}\n\n.container,\n.container-fluid,\n.container-xxl,\n.container-xl,\n.container-lg,\n.container-md,\n.container-sm {\n --bs-gutter-x: 1.5rem;\n --bs-gutter-y: 0;\n width: 100%;\n padding-right: calc(var(--bs-gutter-x) * 0.5);\n padding-left: calc(var(--bs-gutter-x) * 0.5);\n margin-right: auto;\n margin-left: auto;\n}\n\n@media (min-width: 576px) {\n .container-sm, .container {\n max-width: 540px;\n }\n}\n@media (min-width: 768px) {\n .container-md, .container-sm, .container {\n max-width: 720px;\n }\n}\n@media (min-width: 992px) {\n .container-lg, .container-md, .container-sm, .container {\n max-width: 960px;\n }\n}\n@media (min-width: 1200px) {\n .container-xl, .container-lg, .container-md, .container-sm, .container {\n max-width: 1140px;\n }\n}\n@media (min-width: 1400px) {\n .container-xxl, .container-xl, .container-lg, .container-md, .container-sm, .container {\n max-width: 1320px;\n }\n}\n:root {\n --bs-breakpoint-xs: 0;\n --bs-breakpoint-sm: 576px;\n --bs-breakpoint-md: 768px;\n --bs-breakpoint-lg: 992px;\n --bs-breakpoint-xl: 1200px;\n --bs-breakpoint-xxl: 1400px;\n}\n\n.row {\n --bs-gutter-x: 1.5rem;\n --bs-gutter-y: 0;\n display: flex;\n flex-wrap: wrap;\n margin-top: calc(-1 * var(--bs-gutter-y));\n margin-right: calc(-0.5 * var(--bs-gutter-x));\n margin-left: calc(-0.5 * var(--bs-gutter-x));\n}\n.row > * {\n flex-shrink: 0;\n width: 100%;\n max-width: 100%;\n padding-right: calc(var(--bs-gutter-x) * 0.5);\n padding-left: calc(var(--bs-gutter-x) * 0.5);\n margin-top: var(--bs-gutter-y);\n}\n\n.col {\n flex: 1 0 0%;\n}\n\n.row-cols-auto > * {\n flex: 0 0 auto;\n width: auto;\n}\n\n.row-cols-1 > * {\n flex: 0 0 auto;\n width: 100%;\n}\n\n.row-cols-2 > * {\n flex: 0 0 auto;\n width: 50%;\n}\n\n.row-cols-3 > * {\n flex: 0 0 auto;\n width: 33.33333333%;\n}\n\n.row-cols-4 > * {\n flex: 0 0 auto;\n width: 25%;\n}\n\n.row-cols-5 > * {\n flex: 0 0 auto;\n width: 20%;\n}\n\n.row-cols-6 > * {\n flex: 0 0 auto;\n width: 16.66666667%;\n}\n\n.col-auto {\n flex: 0 0 auto;\n width: auto;\n}\n\n.col-1 {\n flex: 0 0 auto;\n width: 8.33333333%;\n}\n\n.col-2 {\n flex: 0 0 auto;\n width: 16.66666667%;\n}\n\n.col-3 {\n flex: 0 0 auto;\n width: 25%;\n}\n\n.col-4 {\n flex: 0 0 auto;\n width: 33.33333333%;\n}\n\n.col-5 {\n flex: 0 0 auto;\n width: 41.66666667%;\n}\n\n.col-6 {\n flex: 0 0 auto;\n width: 50%;\n}\n\n.col-7 {\n flex: 0 0 auto;\n width: 58.33333333%;\n}\n\n.col-8 {\n flex: 0 0 auto;\n width: 66.66666667%;\n}\n\n.col-9 {\n flex: 0 0 auto;\n width: 75%;\n}\n\n.col-10 {\n flex: 0 0 auto;\n width: 83.33333333%;\n}\n\n.col-11 {\n flex: 0 0 auto;\n width: 91.66666667%;\n}\n\n.col-12 {\n flex: 0 0 auto;\n width: 100%;\n}\n\n.offset-1 {\n margin-left: 8.33333333%;\n}\n\n.offset-2 {\n margin-left: 16.66666667%;\n}\n\n.offset-3 {\n margin-left: 25%;\n}\n\n.offset-4 {\n margin-left: 33.33333333%;\n}\n\n.offset-5 {\n margin-left: 41.66666667%;\n}\n\n.offset-6 {\n margin-left: 50%;\n}\n\n.offset-7 {\n margin-left: 58.33333333%;\n}\n\n.offset-8 {\n margin-left: 66.66666667%;\n}\n\n.offset-9 {\n margin-left: 75%;\n}\n\n.offset-10 {\n margin-left: 83.33333333%;\n}\n\n.offset-11 {\n margin-left: 91.66666667%;\n}\n\n.g-0,\n.gx-0 {\n --bs-gutter-x: 0;\n}\n\n.g-0,\n.gy-0 {\n --bs-gutter-y: 0;\n}\n\n.g-1,\n.gx-1 {\n --bs-gutter-x: 0.25rem;\n}\n\n.g-1,\n.gy-1 {\n --bs-gutter-y: 0.25rem;\n}\n\n.g-2,\n.gx-2 {\n --bs-gutter-x: 0.5rem;\n}\n\n.g-2,\n.gy-2 {\n --bs-gutter-y: 0.5rem;\n}\n\n.g-3,\n.gx-3 {\n --bs-gutter-x: 1rem;\n}\n\n.g-3,\n.gy-3 {\n --bs-gutter-y: 1rem;\n}\n\n.g-4,\n.gx-4 {\n --bs-gutter-x: 1.5rem;\n}\n\n.g-4,\n.gy-4 {\n --bs-gutter-y: 1.5rem;\n}\n\n.g-5,\n.gx-5 {\n --bs-gutter-x: 3rem;\n}\n\n.g-5,\n.gy-5 {\n --bs-gutter-y: 3rem;\n}\n\n@media (min-width: 576px) {\n .col-sm {\n flex: 1 0 0%;\n }\n .row-cols-sm-auto > * {\n flex: 0 0 auto;\n width: auto;\n }\n .row-cols-sm-1 > * {\n flex: 0 0 auto;\n width: 100%;\n }\n .row-cols-sm-2 > * {\n flex: 0 0 auto;\n width: 50%;\n }\n .row-cols-sm-3 > * {\n flex: 0 0 auto;\n width: 33.33333333%;\n }\n .row-cols-sm-4 > * {\n flex: 0 0 auto;\n width: 25%;\n }\n .row-cols-sm-5 > * {\n flex: 0 0 auto;\n width: 20%;\n }\n .row-cols-sm-6 > * {\n flex: 0 0 auto;\n width: 16.66666667%;\n }\n .col-sm-auto {\n flex: 0 0 auto;\n width: auto;\n }\n .col-sm-1 {\n flex: 0 0 auto;\n width: 8.33333333%;\n }\n .col-sm-2 {\n flex: 0 0 auto;\n width: 16.66666667%;\n }\n .col-sm-3 {\n flex: 0 0 auto;\n width: 25%;\n }\n .col-sm-4 {\n flex: 0 0 auto;\n width: 33.33333333%;\n }\n .col-sm-5 {\n flex: 0 0 auto;\n width: 41.66666667%;\n }\n .col-sm-6 {\n flex: 0 0 auto;\n width: 50%;\n }\n .col-sm-7 {\n flex: 0 0 auto;\n width: 58.33333333%;\n }\n .col-sm-8 {\n flex: 0 0 auto;\n width: 66.66666667%;\n }\n .col-sm-9 {\n flex: 0 0 auto;\n width: 75%;\n }\n .col-sm-10 {\n flex: 0 0 auto;\n width: 83.33333333%;\n }\n .col-sm-11 {\n flex: 0 0 auto;\n width: 91.66666667%;\n }\n .col-sm-12 {\n flex: 0 0 auto;\n width: 100%;\n }\n .offset-sm-0 {\n margin-left: 0;\n }\n .offset-sm-1 {\n margin-left: 8.33333333%;\n }\n .offset-sm-2 {\n margin-left: 16.66666667%;\n }\n .offset-sm-3 {\n margin-left: 25%;\n }\n .offset-sm-4 {\n margin-left: 33.33333333%;\n }\n .offset-sm-5 {\n margin-left: 41.66666667%;\n }\n .offset-sm-6 {\n margin-left: 50%;\n }\n .offset-sm-7 {\n margin-left: 58.33333333%;\n }\n .offset-sm-8 {\n margin-left: 66.66666667%;\n }\n .offset-sm-9 {\n margin-left: 75%;\n }\n .offset-sm-10 {\n margin-left: 83.33333333%;\n }\n .offset-sm-11 {\n margin-left: 91.66666667%;\n }\n .g-sm-0,\n .gx-sm-0 {\n --bs-gutter-x: 0;\n }\n .g-sm-0,\n .gy-sm-0 {\n --bs-gutter-y: 0;\n }\n .g-sm-1,\n .gx-sm-1 {\n --bs-gutter-x: 0.25rem;\n }\n .g-sm-1,\n .gy-sm-1 {\n --bs-gutter-y: 0.25rem;\n }\n .g-sm-2,\n .gx-sm-2 {\n --bs-gutter-x: 0.5rem;\n }\n .g-sm-2,\n .gy-sm-2 {\n --bs-gutter-y: 0.5rem;\n }\n .g-sm-3,\n .gx-sm-3 {\n --bs-gutter-x: 1rem;\n }\n .g-sm-3,\n .gy-sm-3 {\n --bs-gutter-y: 1rem;\n }\n .g-sm-4,\n .gx-sm-4 {\n --bs-gutter-x: 1.5rem;\n }\n .g-sm-4,\n .gy-sm-4 {\n --bs-gutter-y: 1.5rem;\n }\n .g-sm-5,\n .gx-sm-5 {\n --bs-gutter-x: 3rem;\n }\n .g-sm-5,\n .gy-sm-5 {\n --bs-gutter-y: 3rem;\n }\n}\n@media (min-width: 768px) {\n .col-md {\n flex: 1 0 0%;\n }\n .row-cols-md-auto > * {\n flex: 0 0 auto;\n width: auto;\n }\n .row-cols-md-1 > * {\n flex: 0 0 auto;\n width: 100%;\n }\n .row-cols-md-2 > * {\n flex: 0 0 auto;\n width: 50%;\n }\n .row-cols-md-3 > * {\n flex: 0 0 auto;\n width: 33.33333333%;\n }\n .row-cols-md-4 > * {\n flex: 0 0 auto;\n width: 25%;\n }\n .row-cols-md-5 > * {\n flex: 0 0 auto;\n width: 20%;\n }\n .row-cols-md-6 > * {\n flex: 0 0 auto;\n width: 16.66666667%;\n }\n .col-md-auto {\n flex: 0 0 auto;\n width: auto;\n }\n .col-md-1 {\n flex: 0 0 auto;\n width: 8.33333333%;\n }\n .col-md-2 {\n flex: 0 0 auto;\n width: 16.66666667%;\n }\n .col-md-3 {\n flex: 0 0 auto;\n width: 25%;\n }\n .col-md-4 {\n flex: 0 0 auto;\n width: 33.33333333%;\n }\n .col-md-5 {\n flex: 0 0 auto;\n width: 41.66666667%;\n }\n .col-md-6 {\n flex: 0 0 auto;\n width: 50%;\n }\n .col-md-7 {\n flex: 0 0 auto;\n width: 58.33333333%;\n }\n .col-md-8 {\n flex: 0 0 auto;\n width: 66.66666667%;\n }\n .col-md-9 {\n flex: 0 0 auto;\n width: 75%;\n }\n .col-md-10 {\n flex: 0 0 auto;\n width: 83.33333333%;\n }\n .col-md-11 {\n flex: 0 0 auto;\n width: 91.66666667%;\n }\n .col-md-12 {\n flex: 0 0 auto;\n width: 100%;\n }\n .offset-md-0 {\n margin-left: 0;\n }\n .offset-md-1 {\n margin-left: 8.33333333%;\n }\n .offset-md-2 {\n margin-left: 16.66666667%;\n }\n .offset-md-3 {\n margin-left: 25%;\n }\n .offset-md-4 {\n margin-left: 33.33333333%;\n }\n .offset-md-5 {\n margin-left: 41.66666667%;\n }\n .offset-md-6 {\n margin-left: 50%;\n }\n .offset-md-7 {\n margin-left: 58.33333333%;\n }\n .offset-md-8 {\n margin-left: 66.66666667%;\n }\n .offset-md-9 {\n margin-left: 75%;\n }\n .offset-md-10 {\n margin-left: 83.33333333%;\n }\n .offset-md-11 {\n margin-left: 91.66666667%;\n }\n .g-md-0,\n .gx-md-0 {\n --bs-gutter-x: 0;\n }\n .g-md-0,\n .gy-md-0 {\n --bs-gutter-y: 0;\n }\n .g-md-1,\n .gx-md-1 {\n --bs-gutter-x: 0.25rem;\n }\n .g-md-1,\n .gy-md-1 {\n --bs-gutter-y: 0.25rem;\n }\n .g-md-2,\n .gx-md-2 {\n --bs-gutter-x: 0.5rem;\n }\n .g-md-2,\n .gy-md-2 {\n --bs-gutter-y: 0.5rem;\n }\n .g-md-3,\n .gx-md-3 {\n --bs-gutter-x: 1rem;\n }\n .g-md-3,\n .gy-md-3 {\n --bs-gutter-y: 1rem;\n }\n .g-md-4,\n .gx-md-4 {\n --bs-gutter-x: 1.5rem;\n }\n .g-md-4,\n .gy-md-4 {\n --bs-gutter-y: 1.5rem;\n }\n .g-md-5,\n .gx-md-5 {\n --bs-gutter-x: 3rem;\n }\n .g-md-5,\n .gy-md-5 {\n --bs-gutter-y: 3rem;\n }\n}\n@media (min-width: 992px) {\n .col-lg {\n flex: 1 0 0%;\n }\n .row-cols-lg-auto > * {\n flex: 0 0 auto;\n width: auto;\n }\n .row-cols-lg-1 > * {\n flex: 0 0 auto;\n width: 100%;\n }\n .row-cols-lg-2 > * {\n flex: 0 0 auto;\n width: 50%;\n }\n .row-cols-lg-3 > * {\n flex: 0 0 auto;\n width: 33.33333333%;\n }\n .row-cols-lg-4 > * {\n flex: 0 0 auto;\n width: 25%;\n }\n .row-cols-lg-5 > * {\n flex: 0 0 auto;\n width: 20%;\n }\n .row-cols-lg-6 > * {\n flex: 0 0 auto;\n width: 16.66666667%;\n }\n .col-lg-auto {\n flex: 0 0 auto;\n width: auto;\n }\n .col-lg-1 {\n flex: 0 0 auto;\n width: 8.33333333%;\n }\n .col-lg-2 {\n flex: 0 0 auto;\n width: 16.66666667%;\n }\n .col-lg-3 {\n flex: 0 0 auto;\n width: 25%;\n }\n .col-lg-4 {\n flex: 0 0 auto;\n width: 33.33333333%;\n }\n .col-lg-5 {\n flex: 0 0 auto;\n width: 41.66666667%;\n }\n .col-lg-6 {\n flex: 0 0 auto;\n width: 50%;\n }\n .col-lg-7 {\n flex: 0 0 auto;\n width: 58.33333333%;\n }\n .col-lg-8 {\n flex: 0 0 auto;\n width: 66.66666667%;\n }\n .col-lg-9 {\n flex: 0 0 auto;\n width: 75%;\n }\n .col-lg-10 {\n flex: 0 0 auto;\n width: 83.33333333%;\n }\n .col-lg-11 {\n flex: 0 0 auto;\n width: 91.66666667%;\n }\n .col-lg-12 {\n flex: 0 0 auto;\n width: 100%;\n }\n .offset-lg-0 {\n margin-left: 0;\n }\n .offset-lg-1 {\n margin-left: 8.33333333%;\n }\n .offset-lg-2 {\n margin-left: 16.66666667%;\n }\n .offset-lg-3 {\n margin-left: 25%;\n }\n .offset-lg-4 {\n margin-left: 33.33333333%;\n }\n .offset-lg-5 {\n margin-left: 41.66666667%;\n }\n .offset-lg-6 {\n margin-left: 50%;\n }\n .offset-lg-7 {\n margin-left: 58.33333333%;\n }\n .offset-lg-8 {\n margin-left: 66.66666667%;\n }\n .offset-lg-9 {\n margin-left: 75%;\n }\n .offset-lg-10 {\n margin-left: 83.33333333%;\n }\n .offset-lg-11 {\n margin-left: 91.66666667%;\n }\n .g-lg-0,\n .gx-lg-0 {\n --bs-gutter-x: 0;\n }\n .g-lg-0,\n .gy-lg-0 {\n --bs-gutter-y: 0;\n }\n .g-lg-1,\n .gx-lg-1 {\n --bs-gutter-x: 0.25rem;\n }\n .g-lg-1,\n .gy-lg-1 {\n --bs-gutter-y: 0.25rem;\n }\n .g-lg-2,\n .gx-lg-2 {\n --bs-gutter-x: 0.5rem;\n }\n .g-lg-2,\n .gy-lg-2 {\n --bs-gutter-y: 0.5rem;\n }\n .g-lg-3,\n .gx-lg-3 {\n --bs-gutter-x: 1rem;\n }\n .g-lg-3,\n .gy-lg-3 {\n --bs-gutter-y: 1rem;\n }\n .g-lg-4,\n .gx-lg-4 {\n --bs-gutter-x: 1.5rem;\n }\n .g-lg-4,\n .gy-lg-4 {\n --bs-gutter-y: 1.5rem;\n }\n .g-lg-5,\n .gx-lg-5 {\n --bs-gutter-x: 3rem;\n }\n .g-lg-5,\n .gy-lg-5 {\n --bs-gutter-y: 3rem;\n }\n}\n@media (min-width: 1200px) {\n .col-xl {\n flex: 1 0 0%;\n }\n .row-cols-xl-auto > * {\n flex: 0 0 auto;\n width: auto;\n }\n .row-cols-xl-1 > * {\n flex: 0 0 auto;\n width: 100%;\n }\n .row-cols-xl-2 > * {\n flex: 0 0 auto;\n width: 50%;\n }\n .row-cols-xl-3 > * {\n flex: 0 0 auto;\n width: 33.33333333%;\n }\n .row-cols-xl-4 > * {\n flex: 0 0 auto;\n width: 25%;\n }\n .row-cols-xl-5 > * {\n flex: 0 0 auto;\n width: 20%;\n }\n .row-cols-xl-6 > * {\n flex: 0 0 auto;\n width: 16.66666667%;\n }\n .col-xl-auto {\n flex: 0 0 auto;\n width: auto;\n }\n .col-xl-1 {\n flex: 0 0 auto;\n width: 8.33333333%;\n }\n .col-xl-2 {\n flex: 0 0 auto;\n width: 16.66666667%;\n }\n .col-xl-3 {\n flex: 0 0 auto;\n width: 25%;\n }\n .col-xl-4 {\n flex: 0 0 auto;\n width: 33.33333333%;\n }\n .col-xl-5 {\n flex: 0 0 auto;\n width: 41.66666667%;\n }\n .col-xl-6 {\n flex: 0 0 auto;\n width: 50%;\n }\n .col-xl-7 {\n flex: 0 0 auto;\n width: 58.33333333%;\n }\n .col-xl-8 {\n flex: 0 0 auto;\n width: 66.66666667%;\n }\n .col-xl-9 {\n flex: 0 0 auto;\n width: 75%;\n }\n .col-xl-10 {\n flex: 0 0 auto;\n width: 83.33333333%;\n }\n .col-xl-11 {\n flex: 0 0 auto;\n width: 91.66666667%;\n }\n .col-xl-12 {\n flex: 0 0 auto;\n width: 100%;\n }\n .offset-xl-0 {\n margin-left: 0;\n }\n .offset-xl-1 {\n margin-left: 8.33333333%;\n }\n .offset-xl-2 {\n margin-left: 16.66666667%;\n }\n .offset-xl-3 {\n margin-left: 25%;\n }\n .offset-xl-4 {\n margin-left: 33.33333333%;\n }\n .offset-xl-5 {\n margin-left: 41.66666667%;\n }\n .offset-xl-6 {\n margin-left: 50%;\n }\n .offset-xl-7 {\n margin-left: 58.33333333%;\n }\n .offset-xl-8 {\n margin-left: 66.66666667%;\n }\n .offset-xl-9 {\n margin-left: 75%;\n }\n .offset-xl-10 {\n margin-left: 83.33333333%;\n }\n .offset-xl-11 {\n margin-left: 91.66666667%;\n }\n .g-xl-0,\n .gx-xl-0 {\n --bs-gutter-x: 0;\n }\n .g-xl-0,\n .gy-xl-0 {\n --bs-gutter-y: 0;\n }\n .g-xl-1,\n .gx-xl-1 {\n --bs-gutter-x: 0.25rem;\n }\n .g-xl-1,\n .gy-xl-1 {\n --bs-gutter-y: 0.25rem;\n }\n .g-xl-2,\n .gx-xl-2 {\n --bs-gutter-x: 0.5rem;\n }\n .g-xl-2,\n .gy-xl-2 {\n --bs-gutter-y: 0.5rem;\n }\n .g-xl-3,\n .gx-xl-3 {\n --bs-gutter-x: 1rem;\n }\n .g-xl-3,\n .gy-xl-3 {\n --bs-gutter-y: 1rem;\n }\n .g-xl-4,\n .gx-xl-4 {\n --bs-gutter-x: 1.5rem;\n }\n .g-xl-4,\n .gy-xl-4 {\n --bs-gutter-y: 1.5rem;\n }\n .g-xl-5,\n .gx-xl-5 {\n --bs-gutter-x: 3rem;\n }\n .g-xl-5,\n .gy-xl-5 {\n --bs-gutter-y: 3rem;\n }\n}\n@media (min-width: 1400px) {\n .col-xxl {\n flex: 1 0 0%;\n }\n .row-cols-xxl-auto > * {\n flex: 0 0 auto;\n width: auto;\n }\n .row-cols-xxl-1 > * {\n flex: 0 0 auto;\n width: 100%;\n }\n .row-cols-xxl-2 > * {\n flex: 0 0 auto;\n width: 50%;\n }\n .row-cols-xxl-3 > * {\n flex: 0 0 auto;\n width: 33.33333333%;\n }\n .row-cols-xxl-4 > * {\n flex: 0 0 auto;\n width: 25%;\n }\n .row-cols-xxl-5 > * {\n flex: 0 0 auto;\n width: 20%;\n }\n .row-cols-xxl-6 > * {\n flex: 0 0 auto;\n width: 16.66666667%;\n }\n .col-xxl-auto {\n flex: 0 0 auto;\n width: auto;\n }\n .col-xxl-1 {\n flex: 0 0 auto;\n width: 8.33333333%;\n }\n .col-xxl-2 {\n flex: 0 0 auto;\n width: 16.66666667%;\n }\n .col-xxl-3 {\n flex: 0 0 auto;\n width: 25%;\n }\n .col-xxl-4 {\n flex: 0 0 auto;\n width: 33.33333333%;\n }\n .col-xxl-5 {\n flex: 0 0 auto;\n width: 41.66666667%;\n }\n .col-xxl-6 {\n flex: 0 0 auto;\n width: 50%;\n }\n .col-xxl-7 {\n flex: 0 0 auto;\n width: 58.33333333%;\n }\n .col-xxl-8 {\n flex: 0 0 auto;\n width: 66.66666667%;\n }\n .col-xxl-9 {\n flex: 0 0 auto;\n width: 75%;\n }\n .col-xxl-10 {\n flex: 0 0 auto;\n width: 83.33333333%;\n }\n .col-xxl-11 {\n flex: 0 0 auto;\n width: 91.66666667%;\n }\n .col-xxl-12 {\n flex: 0 0 auto;\n width: 100%;\n }\n .offset-xxl-0 {\n margin-left: 0;\n }\n .offset-xxl-1 {\n margin-left: 8.33333333%;\n }\n .offset-xxl-2 {\n margin-left: 16.66666667%;\n }\n .offset-xxl-3 {\n margin-left: 25%;\n }\n .offset-xxl-4 {\n margin-left: 33.33333333%;\n }\n .offset-xxl-5 {\n margin-left: 41.66666667%;\n }\n .offset-xxl-6 {\n margin-left: 50%;\n }\n .offset-xxl-7 {\n margin-left: 58.33333333%;\n }\n .offset-xxl-8 {\n margin-left: 66.66666667%;\n }\n .offset-xxl-9 {\n margin-left: 75%;\n }\n .offset-xxl-10 {\n margin-left: 83.33333333%;\n }\n .offset-xxl-11 {\n margin-left: 91.66666667%;\n }\n .g-xxl-0,\n .gx-xxl-0 {\n --bs-gutter-x: 0;\n }\n .g-xxl-0,\n .gy-xxl-0 {\n --bs-gutter-y: 0;\n }\n .g-xxl-1,\n .gx-xxl-1 {\n --bs-gutter-x: 0.25rem;\n }\n .g-xxl-1,\n .gy-xxl-1 {\n --bs-gutter-y: 0.25rem;\n }\n .g-xxl-2,\n .gx-xxl-2 {\n --bs-gutter-x: 0.5rem;\n }\n .g-xxl-2,\n .gy-xxl-2 {\n --bs-gutter-y: 0.5rem;\n }\n .g-xxl-3,\n .gx-xxl-3 {\n --bs-gutter-x: 1rem;\n }\n .g-xxl-3,\n .gy-xxl-3 {\n --bs-gutter-y: 1rem;\n }\n .g-xxl-4,\n .gx-xxl-4 {\n --bs-gutter-x: 1.5rem;\n }\n .g-xxl-4,\n .gy-xxl-4 {\n --bs-gutter-y: 1.5rem;\n }\n .g-xxl-5,\n .gx-xxl-5 {\n --bs-gutter-x: 3rem;\n }\n .g-xxl-5,\n .gy-xxl-5 {\n --bs-gutter-y: 3rem;\n }\n}\n.table {\n --bs-table-color-type: initial;\n --bs-table-bg-type: initial;\n --bs-table-color-state: initial;\n --bs-table-bg-state: initial;\n --bs-table-color: var(--bs-emphasis-color);\n --bs-table-bg: var(--bs-body-bg);\n --bs-table-border-color: var(--bs-border-color);\n --bs-table-accent-bg: transparent;\n --bs-table-striped-color: var(--bs-emphasis-color);\n --bs-table-striped-bg: rgba(var(--bs-emphasis-color-rgb), 0.05);\n --bs-table-active-color: var(--bs-emphasis-color);\n --bs-table-active-bg: rgba(var(--bs-emphasis-color-rgb), 0.1);\n --bs-table-hover-color: var(--bs-emphasis-color);\n --bs-table-hover-bg: rgba(var(--bs-emphasis-color-rgb), 0.075);\n width: 100%;\n margin-bottom: 1rem;\n vertical-align: top;\n border-color: var(--bs-table-border-color);\n}\n.table > :not(caption) > * > * {\n padding: 0.5rem 0.5rem;\n color: var(--bs-table-color-state, var(--bs-table-color-type, var(--bs-table-color)));\n background-color: var(--bs-table-bg);\n border-bottom-width: var(--bs-border-width);\n box-shadow: inset 0 0 0 9999px var(--bs-table-bg-state, var(--bs-table-bg-type, var(--bs-table-accent-bg)));\n}\n.table > tbody {\n vertical-align: inherit;\n}\n.table > thead {\n vertical-align: bottom;\n}\n\n.table-group-divider {\n border-top: calc(var(--bs-border-width) * 2) solid currentcolor;\n}\n\n.caption-top {\n caption-side: top;\n}\n\n.table-sm > :not(caption) > * > * {\n padding: 0.25rem 0.25rem;\n}\n\n.table-bordered > :not(caption) > * {\n border-width: var(--bs-border-width) 0;\n}\n.table-bordered > :not(caption) > * > * {\n border-width: 0 var(--bs-border-width);\n}\n\n.table-borderless > :not(caption) > * > * {\n border-bottom-width: 0;\n}\n.table-borderless > :not(:first-child) {\n border-top-width: 0;\n}\n\n.table-striped > tbody > tr:nth-of-type(odd) > * {\n --bs-table-color-type: var(--bs-table-striped-color);\n --bs-table-bg-type: var(--bs-table-striped-bg);\n}\n\n.table-striped-columns > :not(caption) > tr > :nth-child(even) {\n --bs-table-color-type: var(--bs-table-striped-color);\n --bs-table-bg-type: var(--bs-table-striped-bg);\n}\n\n.table-active {\n --bs-table-color-state: var(--bs-table-active-color);\n --bs-table-bg-state: var(--bs-table-active-bg);\n}\n\n.table-hover > tbody > tr:hover > * {\n --bs-table-color-state: var(--bs-table-hover-color);\n --bs-table-bg-state: var(--bs-table-hover-bg);\n}\n\n.table-primary {\n --bs-table-color: #000;\n --bs-table-bg: #cfe2ff;\n --bs-table-border-color: #a6b5cc;\n --bs-table-striped-bg: #c5d7f2;\n --bs-table-striped-color: #000;\n --bs-table-active-bg: #bacbe6;\n --bs-table-active-color: #000;\n --bs-table-hover-bg: #bfd1ec;\n --bs-table-hover-color: #000;\n color: var(--bs-table-color);\n border-color: var(--bs-table-border-color);\n}\n\n.table-secondary {\n --bs-table-color: #000;\n --bs-table-bg: #e2e3e5;\n --bs-table-border-color: #b5b6b7;\n --bs-table-striped-bg: #d7d8da;\n --bs-table-striped-color: #000;\n --bs-table-active-bg: #cbccce;\n --bs-table-active-color: #000;\n --bs-table-hover-bg: #d1d2d4;\n --bs-table-hover-color: #000;\n color: var(--bs-table-color);\n border-color: var(--bs-table-border-color);\n}\n\n.table-success {\n --bs-table-color: #000;\n --bs-table-bg: #d1e7dd;\n --bs-table-border-color: #a7b9b1;\n --bs-table-striped-bg: #c7dbd2;\n --bs-table-striped-color: #000;\n --bs-table-active-bg: #bcd0c7;\n --bs-table-active-color: #000;\n --bs-table-hover-bg: #c1d6cc;\n --bs-table-hover-color: #000;\n color: var(--bs-table-color);\n border-color: var(--bs-table-border-color);\n}\n\n.table-info {\n --bs-table-color: #000;\n --bs-table-bg: #cff4fc;\n --bs-table-border-color: #a6c3ca;\n --bs-table-striped-bg: #c5e8ef;\n --bs-table-striped-color: #000;\n --bs-table-active-bg: #badce3;\n --bs-table-active-color: #000;\n --bs-table-hover-bg: #bfe2e9;\n --bs-table-hover-color: #000;\n color: var(--bs-table-color);\n border-color: var(--bs-table-border-color);\n}\n\n.table-warning {\n --bs-table-color: #000;\n --bs-table-bg: #fff3cd;\n --bs-table-border-color: #ccc2a4;\n --bs-table-striped-bg: #f2e7c3;\n --bs-table-striped-color: #000;\n --bs-table-active-bg: #e6dbb9;\n --bs-table-active-color: #000;\n --bs-table-hover-bg: #ece1be;\n --bs-table-hover-color: #000;\n color: var(--bs-table-color);\n border-color: var(--bs-table-border-color);\n}\n\n.table-danger {\n --bs-table-color: #000;\n --bs-table-bg: #f8d7da;\n --bs-table-border-color: #c6acae;\n --bs-table-striped-bg: #eccccf;\n --bs-table-striped-color: #000;\n --bs-table-active-bg: #dfc2c4;\n --bs-table-active-color: #000;\n --bs-table-hover-bg: #e5c7ca;\n --bs-table-hover-color: #000;\n color: var(--bs-table-color);\n border-color: var(--bs-table-border-color);\n}\n\n.table-light {\n --bs-table-color: #000;\n --bs-table-bg: #f8f9fa;\n --bs-table-border-color: #c6c7c8;\n --bs-table-striped-bg: #ecedee;\n --bs-table-striped-color: #000;\n --bs-table-active-bg: #dfe0e1;\n --bs-table-active-color: #000;\n --bs-table-hover-bg: #e5e6e7;\n --bs-table-hover-color: #000;\n color: var(--bs-table-color);\n border-color: var(--bs-table-border-color);\n}\n\n.table-dark {\n --bs-table-color: #fff;\n --bs-table-bg: #212529;\n --bs-table-border-color: #4d5154;\n --bs-table-striped-bg: #2c3034;\n --bs-table-striped-color: #fff;\n --bs-table-active-bg: #373b3e;\n --bs-table-active-color: #fff;\n --bs-table-hover-bg: #323539;\n --bs-table-hover-color: #fff;\n color: var(--bs-table-color);\n border-color: var(--bs-table-border-color);\n}\n\n.table-responsive {\n overflow-x: auto;\n -webkit-overflow-scrolling: touch;\n}\n\n@media (max-width: 575.98px) {\n .table-responsive-sm {\n overflow-x: auto;\n -webkit-overflow-scrolling: touch;\n }\n}\n@media (max-width: 767.98px) {\n .table-responsive-md {\n overflow-x: auto;\n -webkit-overflow-scrolling: touch;\n }\n}\n@media (max-width: 991.98px) {\n .table-responsive-lg {\n overflow-x: auto;\n -webkit-overflow-scrolling: touch;\n }\n}\n@media (max-width: 1199.98px) {\n .table-responsive-xl {\n overflow-x: auto;\n -webkit-overflow-scrolling: touch;\n }\n}\n@media (max-width: 1399.98px) {\n .table-responsive-xxl {\n overflow-x: auto;\n -webkit-overflow-scrolling: touch;\n }\n}\n.form-label {\n margin-bottom: 0.5rem;\n}\n\n.col-form-label {\n padding-top: calc(0.375rem + var(--bs-border-width));\n padding-bottom: calc(0.375rem + var(--bs-border-width));\n margin-bottom: 0;\n font-size: inherit;\n line-height: 1.5;\n}\n\n.col-form-label-lg {\n padding-top: calc(0.5rem + var(--bs-border-width));\n padding-bottom: calc(0.5rem + var(--bs-border-width));\n font-size: 1.25rem;\n}\n\n.col-form-label-sm {\n padding-top: calc(0.25rem + var(--bs-border-width));\n padding-bottom: calc(0.25rem + var(--bs-border-width));\n font-size: 0.875rem;\n}\n\n.form-text {\n margin-top: 0.25rem;\n font-size: 0.875em;\n color: var(--bs-secondary-color);\n}\n\n.form-control {\n display: block;\n width: 100%;\n padding: 0.375rem 0.75rem;\n font-size: 1rem;\n font-weight: 400;\n line-height: 1.5;\n color: var(--bs-body-color);\n appearance: none;\n background-color: var(--bs-body-bg);\n background-clip: padding-box;\n border: var(--bs-border-width) solid var(--bs-border-color);\n border-radius: var(--bs-border-radius);\n transition: border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out;\n}\n@media (prefers-reduced-motion: reduce) {\n .form-control {\n transition: none;\n }\n}\n.form-control[type=file] {\n overflow: hidden;\n}\n.form-control[type=file]:not(:disabled):not([readonly]) {\n cursor: pointer;\n}\n.form-control:focus {\n color: var(--bs-body-color);\n background-color: var(--bs-body-bg);\n border-color: #86b7fe;\n outline: 0;\n box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);\n}\n.form-control::-webkit-date-and-time-value {\n min-width: 85px;\n height: 1.5em;\n margin: 0;\n}\n.form-control::-webkit-datetime-edit {\n display: block;\n padding: 0;\n}\n.form-control::placeholder {\n color: var(--bs-secondary-color);\n opacity: 1;\n}\n.form-control:disabled {\n background-color: var(--bs-secondary-bg);\n opacity: 1;\n}\n.form-control::file-selector-button {\n padding: 0.375rem 0.75rem;\n margin: -0.375rem -0.75rem;\n margin-inline-end: 0.75rem;\n color: var(--bs-body-color);\n background-color: var(--bs-tertiary-bg);\n pointer-events: none;\n border-color: inherit;\n border-style: solid;\n border-width: 0;\n border-inline-end-width: var(--bs-border-width);\n border-radius: 0;\n transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out;\n}\n@media (prefers-reduced-motion: reduce) {\n .form-control::file-selector-button {\n transition: none;\n }\n}\n.form-control:hover:not(:disabled):not([readonly])::file-selector-button {\n background-color: var(--bs-secondary-bg);\n}\n\n.form-control-plaintext {\n display: block;\n width: 100%;\n padding: 0.375rem 0;\n margin-bottom: 0;\n line-height: 1.5;\n color: var(--bs-body-color);\n background-color: transparent;\n border: solid transparent;\n border-width: var(--bs-border-width) 0;\n}\n.form-control-plaintext:focus {\n outline: 0;\n}\n.form-control-plaintext.form-control-sm, .form-control-plaintext.form-control-lg {\n padding-right: 0;\n padding-left: 0;\n}\n\n.form-control-sm {\n min-height: calc(1.5em + 0.5rem + calc(var(--bs-border-width) * 2));\n padding: 0.25rem 0.5rem;\n font-size: 0.875rem;\n border-radius: var(--bs-border-radius-sm);\n}\n.form-control-sm::file-selector-button {\n padding: 0.25rem 0.5rem;\n margin: -0.25rem -0.5rem;\n margin-inline-end: 0.5rem;\n}\n\n.form-control-lg {\n min-height: calc(1.5em + 1rem + calc(var(--bs-border-width) * 2));\n padding: 0.5rem 1rem;\n font-size: 1.25rem;\n border-radius: var(--bs-border-radius-lg);\n}\n.form-control-lg::file-selector-button {\n padding: 0.5rem 1rem;\n margin: -0.5rem -1rem;\n margin-inline-end: 1rem;\n}\n\ntextarea.form-control {\n min-height: calc(1.5em + 0.75rem + calc(var(--bs-border-width) * 2));\n}\ntextarea.form-control-sm {\n min-height: calc(1.5em + 0.5rem + calc(var(--bs-border-width) * 2));\n}\ntextarea.form-control-lg {\n min-height: calc(1.5em + 1rem + calc(var(--bs-border-width) * 2));\n}\n\n.form-control-color {\n width: 3rem;\n height: calc(1.5em + 0.75rem + calc(var(--bs-border-width) * 2));\n padding: 0.375rem;\n}\n.form-control-color:not(:disabled):not([readonly]) {\n cursor: pointer;\n}\n.form-control-color::-moz-color-swatch {\n border: 0 !important;\n border-radius: var(--bs-border-radius);\n}\n.form-control-color::-webkit-color-swatch {\n border: 0 !important;\n border-radius: var(--bs-border-radius);\n}\n.form-control-color.form-control-sm {\n height: calc(1.5em + 0.5rem + calc(var(--bs-border-width) * 2));\n}\n.form-control-color.form-control-lg {\n height: calc(1.5em + 1rem + calc(var(--bs-border-width) * 2));\n}\n\n.form-select {\n --bs-form-select-bg-img: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill='none' stroke='%23343a40' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='m2 5 6 6 6-6'/%3e%3c/svg%3e\");\n display: block;\n width: 100%;\n padding: 0.375rem 2.25rem 0.375rem 0.75rem;\n font-size: 1rem;\n font-weight: 400;\n line-height: 1.5;\n color: var(--bs-body-color);\n appearance: none;\n background-color: var(--bs-body-bg);\n background-image: var(--bs-form-select-bg-img), var(--bs-form-select-bg-icon, none);\n background-repeat: no-repeat;\n background-position: right 0.75rem center;\n background-size: 16px 12px;\n border: var(--bs-border-width) solid var(--bs-border-color);\n border-radius: var(--bs-border-radius);\n transition: border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out;\n}\n@media (prefers-reduced-motion: reduce) {\n .form-select {\n transition: none;\n }\n}\n.form-select:focus {\n border-color: #86b7fe;\n outline: 0;\n box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);\n}\n.form-select[multiple], .form-select[size]:not([size=\"1\"]) {\n padding-right: 0.75rem;\n background-image: none;\n}\n.form-select:disabled {\n background-color: var(--bs-secondary-bg);\n}\n.form-select:-moz-focusring {\n color: transparent;\n text-shadow: 0 0 0 var(--bs-body-color);\n}\n\n.form-select-sm {\n padding-top: 0.25rem;\n padding-bottom: 0.25rem;\n padding-left: 0.5rem;\n font-size: 0.875rem;\n border-radius: var(--bs-border-radius-sm);\n}\n\n.form-select-lg {\n padding-top: 0.5rem;\n padding-bottom: 0.5rem;\n padding-left: 1rem;\n font-size: 1.25rem;\n border-radius: var(--bs-border-radius-lg);\n}\n\n[data-bs-theme=dark] .form-select {\n --bs-form-select-bg-img: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill='none' stroke='%23dee2e6' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='m2 5 6 6 6-6'/%3e%3c/svg%3e\");\n}\n\n.form-check {\n display: block;\n min-height: 1.5rem;\n padding-left: 1.5em;\n margin-bottom: 0.125rem;\n}\n.form-check .form-check-input {\n float: left;\n margin-left: -1.5em;\n}\n\n.form-check-reverse {\n padding-right: 1.5em;\n padding-left: 0;\n text-align: right;\n}\n.form-check-reverse .form-check-input {\n float: right;\n margin-right: -1.5em;\n margin-left: 0;\n}\n\n.form-check-input {\n --bs-form-check-bg: var(--bs-body-bg);\n flex-shrink: 0;\n width: 1em;\n height: 1em;\n margin-top: 0.25em;\n vertical-align: top;\n appearance: none;\n background-color: var(--bs-form-check-bg);\n background-image: var(--bs-form-check-bg-image);\n background-repeat: no-repeat;\n background-position: center;\n background-size: contain;\n border: var(--bs-border-width) solid var(--bs-border-color);\n print-color-adjust: exact;\n}\n.form-check-input[type=checkbox] {\n border-radius: 0.25em;\n}\n.form-check-input[type=radio] {\n border-radius: 50%;\n}\n.form-check-input:active {\n filter: brightness(90%);\n}\n.form-check-input:focus {\n border-color: #86b7fe;\n outline: 0;\n box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);\n}\n.form-check-input:checked {\n background-color: #0d6efd;\n border-color: #0d6efd;\n}\n.form-check-input:checked[type=checkbox] {\n --bs-form-check-bg-image: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'%3e%3cpath fill='none' stroke='%23fff' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='m6 10 3 3 6-6'/%3e%3c/svg%3e\");\n}\n.form-check-input:checked[type=radio] {\n --bs-form-check-bg-image: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'%3e%3ccircle r='2' fill='%23fff'/%3e%3c/svg%3e\");\n}\n.form-check-input[type=checkbox]:indeterminate {\n background-color: #0d6efd;\n border-color: #0d6efd;\n --bs-form-check-bg-image: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'%3e%3cpath fill='none' stroke='%23fff' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='M6 10h8'/%3e%3c/svg%3e\");\n}\n.form-check-input:disabled {\n pointer-events: none;\n filter: none;\n opacity: 0.5;\n}\n.form-check-input[disabled] ~ .form-check-label, .form-check-input:disabled ~ .form-check-label {\n cursor: default;\n opacity: 0.5;\n}\n\n.form-switch {\n padding-left: 2.5em;\n}\n.form-switch .form-check-input {\n --bs-form-switch-bg: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'%3e%3ccircle r='3' fill='rgba%280, 0, 0, 0.25%29'/%3e%3c/svg%3e\");\n width: 2em;\n margin-left: -2.5em;\n background-image: var(--bs-form-switch-bg);\n background-position: left center;\n border-radius: 2em;\n transition: background-position 0.15s ease-in-out;\n}\n@media (prefers-reduced-motion: reduce) {\n .form-switch .form-check-input {\n transition: none;\n }\n}\n.form-switch .form-check-input:focus {\n --bs-form-switch-bg: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'%3e%3ccircle r='3' fill='%2386b7fe'/%3e%3c/svg%3e\");\n}\n.form-switch .form-check-input:checked {\n background-position: right center;\n --bs-form-switch-bg: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'%3e%3ccircle r='3' fill='%23fff'/%3e%3c/svg%3e\");\n}\n.form-switch.form-check-reverse {\n padding-right: 2.5em;\n padding-left: 0;\n}\n.form-switch.form-check-reverse .form-check-input {\n margin-right: -2.5em;\n margin-left: 0;\n}\n\n.form-check-inline {\n display: inline-block;\n margin-right: 1rem;\n}\n\n.btn-check {\n position: absolute;\n clip: rect(0, 0, 0, 0);\n pointer-events: none;\n}\n.btn-check[disabled] + .btn, .btn-check:disabled + .btn {\n pointer-events: none;\n filter: none;\n opacity: 0.65;\n}\n\n[data-bs-theme=dark] .form-switch .form-check-input:not(:checked):not(:focus) {\n --bs-form-switch-bg: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'%3e%3ccircle r='3' fill='rgba%28255, 255, 255, 0.25%29'/%3e%3c/svg%3e\");\n}\n\n.form-range {\n width: 100%;\n height: 1.5rem;\n padding: 0;\n appearance: none;\n background-color: transparent;\n}\n.form-range:focus {\n outline: 0;\n}\n.form-range:focus::-webkit-slider-thumb {\n box-shadow: 0 0 0 1px #fff, 0 0 0 0.25rem rgba(13, 110, 253, 0.25);\n}\n.form-range:focus::-moz-range-thumb {\n box-shadow: 0 0 0 1px #fff, 0 0 0 0.25rem rgba(13, 110, 253, 0.25);\n}\n.form-range::-moz-focus-outer {\n border: 0;\n}\n.form-range::-webkit-slider-thumb {\n width: 1rem;\n height: 1rem;\n margin-top: -0.25rem;\n appearance: none;\n background-color: #0d6efd;\n border: 0;\n border-radius: 1rem;\n transition: background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out;\n}\n@media (prefers-reduced-motion: reduce) {\n .form-range::-webkit-slider-thumb {\n transition: none;\n }\n}\n.form-range::-webkit-slider-thumb:active {\n background-color: #b6d4fe;\n}\n.form-range::-webkit-slider-runnable-track {\n width: 100%;\n height: 0.5rem;\n color: transparent;\n cursor: pointer;\n background-color: var(--bs-secondary-bg);\n border-color: transparent;\n border-radius: 1rem;\n}\n.form-range::-moz-range-thumb {\n width: 1rem;\n height: 1rem;\n appearance: none;\n background-color: #0d6efd;\n border: 0;\n border-radius: 1rem;\n transition: background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out;\n}\n@media (prefers-reduced-motion: reduce) {\n .form-range::-moz-range-thumb {\n transition: none;\n }\n}\n.form-range::-moz-range-thumb:active {\n background-color: #b6d4fe;\n}\n.form-range::-moz-range-track {\n width: 100%;\n height: 0.5rem;\n color: transparent;\n cursor: pointer;\n background-color: var(--bs-secondary-bg);\n border-color: transparent;\n border-radius: 1rem;\n}\n.form-range:disabled {\n pointer-events: none;\n}\n.form-range:disabled::-webkit-slider-thumb {\n background-color: var(--bs-secondary-color);\n}\n.form-range:disabled::-moz-range-thumb {\n background-color: var(--bs-secondary-color);\n}\n\n.form-floating {\n position: relative;\n}\n.form-floating > .form-control,\n.form-floating > .form-control-plaintext,\n.form-floating > .form-select {\n height: calc(3.5rem + calc(var(--bs-border-width) * 2));\n min-height: calc(3.5rem + calc(var(--bs-border-width) * 2));\n line-height: 1.25;\n}\n.form-floating > label {\n position: absolute;\n top: 0;\n left: 0;\n z-index: 2;\n height: 100%;\n padding: 1rem 0.75rem;\n overflow: hidden;\n text-align: start;\n text-overflow: ellipsis;\n white-space: nowrap;\n pointer-events: none;\n border: var(--bs-border-width) solid transparent;\n transform-origin: 0 0;\n transition: opacity 0.1s ease-in-out, transform 0.1s ease-in-out;\n}\n@media (prefers-reduced-motion: reduce) {\n .form-floating > label {\n transition: none;\n }\n}\n.form-floating > .form-control,\n.form-floating > .form-control-plaintext {\n padding: 1rem 0.75rem;\n}\n.form-floating > .form-control::placeholder,\n.form-floating > .form-control-plaintext::placeholder {\n color: transparent;\n}\n.form-floating > .form-control:focus, .form-floating > .form-control:not(:placeholder-shown),\n.form-floating > .form-control-plaintext:focus,\n.form-floating > .form-control-plaintext:not(:placeholder-shown) {\n padding-top: 1.625rem;\n padding-bottom: 0.625rem;\n}\n.form-floating > .form-control:-webkit-autofill,\n.form-floating > .form-control-plaintext:-webkit-autofill {\n padding-top: 1.625rem;\n padding-bottom: 0.625rem;\n}\n.form-floating > .form-select {\n padding-top: 1.625rem;\n padding-bottom: 0.625rem;\n}\n.form-floating > .form-control:focus ~ label,\n.form-floating > .form-control:not(:placeholder-shown) ~ label,\n.form-floating > .form-control-plaintext ~ label,\n.form-floating > .form-select ~ label {\n color: rgba(var(--bs-body-color-rgb), 0.65);\n transform: scale(0.85) translateY(-0.5rem) translateX(0.15rem);\n}\n.form-floating > .form-control:focus ~ label::after,\n.form-floating > .form-control:not(:placeholder-shown) ~ label::after,\n.form-floating > .form-control-plaintext ~ label::after,\n.form-floating > .form-select ~ label::after {\n position: absolute;\n inset: 1rem 0.375rem;\n z-index: -1;\n height: 1.5em;\n content: \"\";\n background-color: var(--bs-body-bg);\n border-radius: var(--bs-border-radius);\n}\n.form-floating > .form-control:-webkit-autofill ~ label {\n color: rgba(var(--bs-body-color-rgb), 0.65);\n transform: scale(0.85) translateY(-0.5rem) translateX(0.15rem);\n}\n.form-floating > .form-control-plaintext ~ label {\n border-width: var(--bs-border-width) 0;\n}\n.form-floating > :disabled ~ label,\n.form-floating > .form-control:disabled ~ label {\n color: #6c757d;\n}\n.form-floating > :disabled ~ label::after,\n.form-floating > .form-control:disabled ~ label::after {\n background-color: var(--bs-secondary-bg);\n}\n\n.input-group {\n position: relative;\n display: flex;\n flex-wrap: wrap;\n align-items: stretch;\n width: 100%;\n}\n.input-group > .form-control,\n.input-group > .form-select,\n.input-group > .form-floating {\n position: relative;\n flex: 1 1 auto;\n width: 1%;\n min-width: 0;\n}\n.input-group > .form-control:focus,\n.input-group > .form-select:focus,\n.input-group > .form-floating:focus-within {\n z-index: 5;\n}\n.input-group .btn {\n position: relative;\n z-index: 2;\n}\n.input-group .btn:focus {\n z-index: 5;\n}\n\n.input-group-text {\n display: flex;\n align-items: center;\n padding: 0.375rem 0.75rem;\n font-size: 1rem;\n font-weight: 400;\n line-height: 1.5;\n color: var(--bs-body-color);\n text-align: center;\n white-space: nowrap;\n background-color: var(--bs-tertiary-bg);\n border: var(--bs-border-width) solid var(--bs-border-color);\n border-radius: var(--bs-border-radius);\n}\n\n.input-group-lg > .form-control,\n.input-group-lg > .form-select,\n.input-group-lg > .input-group-text,\n.input-group-lg > .btn {\n padding: 0.5rem 1rem;\n font-size: 1.25rem;\n border-radius: var(--bs-border-radius-lg);\n}\n\n.input-group-sm > .form-control,\n.input-group-sm > .form-select,\n.input-group-sm > .input-group-text,\n.input-group-sm > .btn {\n padding: 0.25rem 0.5rem;\n font-size: 0.875rem;\n border-radius: var(--bs-border-radius-sm);\n}\n\n.input-group-lg > .form-select,\n.input-group-sm > .form-select {\n padding-right: 3rem;\n}\n\n.input-group:not(.has-validation) > :not(:last-child):not(.dropdown-toggle):not(.dropdown-menu):not(.form-floating),\n.input-group:not(.has-validation) > .dropdown-toggle:nth-last-child(n+3),\n.input-group:not(.has-validation) > .form-floating:not(:last-child) > .form-control,\n.input-group:not(.has-validation) > .form-floating:not(:last-child) > .form-select {\n border-top-right-radius: 0;\n border-bottom-right-radius: 0;\n}\n.input-group.has-validation > :nth-last-child(n+3):not(.dropdown-toggle):not(.dropdown-menu):not(.form-floating),\n.input-group.has-validation > .dropdown-toggle:nth-last-child(n+4),\n.input-group.has-validation > .form-floating:nth-last-child(n+3) > .form-control,\n.input-group.has-validation > .form-floating:nth-last-child(n+3) > .form-select {\n border-top-right-radius: 0;\n border-bottom-right-radius: 0;\n}\n.input-group > :not(:first-child):not(.dropdown-menu):not(.valid-tooltip):not(.valid-feedback):not(.invalid-tooltip):not(.invalid-feedback) {\n margin-left: calc(var(--bs-border-width) * -1);\n border-top-left-radius: 0;\n border-bottom-left-radius: 0;\n}\n.input-group > .form-floating:not(:first-child) > .form-control,\n.input-group > .form-floating:not(:first-child) > .form-select {\n border-top-left-radius: 0;\n border-bottom-left-radius: 0;\n}\n\n.valid-feedback {\n display: none;\n width: 100%;\n margin-top: 0.25rem;\n font-size: 0.875em;\n color: var(--bs-form-valid-color);\n}\n\n.valid-tooltip {\n position: absolute;\n top: 100%;\n z-index: 5;\n display: none;\n max-width: 100%;\n padding: 0.25rem 0.5rem;\n margin-top: 0.1rem;\n font-size: 0.875rem;\n color: #fff;\n background-color: var(--bs-success);\n border-radius: var(--bs-border-radius);\n}\n\n.was-validated :valid ~ .valid-feedback,\n.was-validated :valid ~ .valid-tooltip,\n.is-valid ~ .valid-feedback,\n.is-valid ~ .valid-tooltip {\n display: block;\n}\n\n.was-validated .form-control:valid, .form-control.is-valid {\n border-color: var(--bs-form-valid-border-color);\n padding-right: calc(1.5em + 0.75rem);\n background-image: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 8 8'%3e%3cpath fill='%23198754' d='M2.3 6.73.6 4.53c-.4-1.04.46-1.4 1.1-.8l1.1 1.4 3.4-3.8c.6-.63 1.6-.27 1.2.7l-4 4.6c-.43.5-.8.4-1.1.1z'/%3e%3c/svg%3e\");\n background-repeat: no-repeat;\n background-position: right calc(0.375em + 0.1875rem) center;\n background-size: calc(0.75em + 0.375rem) calc(0.75em + 0.375rem);\n}\n.was-validated .form-control:valid:focus, .form-control.is-valid:focus {\n border-color: var(--bs-form-valid-border-color);\n box-shadow: 0 0 0 0.25rem rgba(var(--bs-success-rgb), 0.25);\n}\n\n.was-validated textarea.form-control:valid, textarea.form-control.is-valid {\n padding-right: calc(1.5em + 0.75rem);\n background-position: top calc(0.375em + 0.1875rem) right calc(0.375em + 0.1875rem);\n}\n\n.was-validated .form-select:valid, .form-select.is-valid {\n border-color: var(--bs-form-valid-border-color);\n}\n.was-validated .form-select:valid:not([multiple]):not([size]), .was-validated .form-select:valid:not([multiple])[size=\"1\"], .form-select.is-valid:not([multiple]):not([size]), .form-select.is-valid:not([multiple])[size=\"1\"] {\n --bs-form-select-bg-icon: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 8 8'%3e%3cpath fill='%23198754' d='M2.3 6.73.6 4.53c-.4-1.04.46-1.4 1.1-.8l1.1 1.4 3.4-3.8c.6-.63 1.6-.27 1.2.7l-4 4.6c-.43.5-.8.4-1.1.1z'/%3e%3c/svg%3e\");\n padding-right: 4.125rem;\n background-position: right 0.75rem center, center right 2.25rem;\n background-size: 16px 12px, calc(0.75em + 0.375rem) calc(0.75em + 0.375rem);\n}\n.was-validated .form-select:valid:focus, .form-select.is-valid:focus {\n border-color: var(--bs-form-valid-border-color);\n box-shadow: 0 0 0 0.25rem rgba(var(--bs-success-rgb), 0.25);\n}\n\n.was-validated .form-control-color:valid, .form-control-color.is-valid {\n width: calc(3rem + calc(1.5em + 0.75rem));\n}\n\n.was-validated .form-check-input:valid, .form-check-input.is-valid {\n border-color: var(--bs-form-valid-border-color);\n}\n.was-validated .form-check-input:valid:checked, .form-check-input.is-valid:checked {\n background-color: var(--bs-form-valid-color);\n}\n.was-validated .form-check-input:valid:focus, .form-check-input.is-valid:focus {\n box-shadow: 0 0 0 0.25rem rgba(var(--bs-success-rgb), 0.25);\n}\n.was-validated .form-check-input:valid ~ .form-check-label, .form-check-input.is-valid ~ .form-check-label {\n color: var(--bs-form-valid-color);\n}\n\n.form-check-inline .form-check-input ~ .valid-feedback {\n margin-left: 0.5em;\n}\n\n.was-validated .input-group > .form-control:not(:focus):valid, .input-group > .form-control:not(:focus).is-valid,\n.was-validated .input-group > .form-select:not(:focus):valid,\n.input-group > .form-select:not(:focus).is-valid,\n.was-validated .input-group > .form-floating:not(:focus-within):valid,\n.input-group > .form-floating:not(:focus-within).is-valid {\n z-index: 3;\n}\n\n.invalid-feedback {\n display: none;\n width: 100%;\n margin-top: 0.25rem;\n font-size: 0.875em;\n color: var(--bs-form-invalid-color);\n}\n\n.invalid-tooltip {\n position: absolute;\n top: 100%;\n z-index: 5;\n display: none;\n max-width: 100%;\n padding: 0.25rem 0.5rem;\n margin-top: 0.1rem;\n font-size: 0.875rem;\n color: #fff;\n background-color: var(--bs-danger);\n border-radius: var(--bs-border-radius);\n}\n\n.was-validated :invalid ~ .invalid-feedback,\n.was-validated :invalid ~ .invalid-tooltip,\n.is-invalid ~ .invalid-feedback,\n.is-invalid ~ .invalid-tooltip {\n display: block;\n}\n\n.was-validated .form-control:invalid, .form-control.is-invalid {\n border-color: var(--bs-form-invalid-border-color);\n padding-right: calc(1.5em + 0.75rem);\n background-image: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 12 12' width='12' height='12' fill='none' stroke='%23dc3545'%3e%3ccircle cx='6' cy='6' r='4.5'/%3e%3cpath stroke-linejoin='round' d='M5.8 3.6h.4L6 6.5z'/%3e%3ccircle cx='6' cy='8.2' r='.6' fill='%23dc3545' stroke='none'/%3e%3c/svg%3e\");\n background-repeat: no-repeat;\n background-position: right calc(0.375em + 0.1875rem) center;\n background-size: calc(0.75em + 0.375rem) calc(0.75em + 0.375rem);\n}\n.was-validated .form-control:invalid:focus, .form-control.is-invalid:focus {\n border-color: var(--bs-form-invalid-border-color);\n box-shadow: 0 0 0 0.25rem rgba(var(--bs-danger-rgb), 0.25);\n}\n\n.was-validated textarea.form-control:invalid, textarea.form-control.is-invalid {\n padding-right: calc(1.5em + 0.75rem);\n background-position: top calc(0.375em + 0.1875rem) right calc(0.375em + 0.1875rem);\n}\n\n.was-validated .form-select:invalid, .form-select.is-invalid {\n border-color: var(--bs-form-invalid-border-color);\n}\n.was-validated .form-select:invalid:not([multiple]):not([size]), .was-validated .form-select:invalid:not([multiple])[size=\"1\"], .form-select.is-invalid:not([multiple]):not([size]), .form-select.is-invalid:not([multiple])[size=\"1\"] {\n --bs-form-select-bg-icon: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 12 12' width='12' height='12' fill='none' stroke='%23dc3545'%3e%3ccircle cx='6' cy='6' r='4.5'/%3e%3cpath stroke-linejoin='round' d='M5.8 3.6h.4L6 6.5z'/%3e%3ccircle cx='6' cy='8.2' r='.6' fill='%23dc3545' stroke='none'/%3e%3c/svg%3e\");\n padding-right: 4.125rem;\n background-position: right 0.75rem center, center right 2.25rem;\n background-size: 16px 12px, calc(0.75em + 0.375rem) calc(0.75em + 0.375rem);\n}\n.was-validated .form-select:invalid:focus, .form-select.is-invalid:focus {\n border-color: var(--bs-form-invalid-border-color);\n box-shadow: 0 0 0 0.25rem rgba(var(--bs-danger-rgb), 0.25);\n}\n\n.was-validated .form-control-color:invalid, .form-control-color.is-invalid {\n width: calc(3rem + calc(1.5em + 0.75rem));\n}\n\n.was-validated .form-check-input:invalid, .form-check-input.is-invalid {\n border-color: var(--bs-form-invalid-border-color);\n}\n.was-validated .form-check-input:invalid:checked, .form-check-input.is-invalid:checked {\n background-color: var(--bs-form-invalid-color);\n}\n.was-validated .form-check-input:invalid:focus, .form-check-input.is-invalid:focus {\n box-shadow: 0 0 0 0.25rem rgba(var(--bs-danger-rgb), 0.25);\n}\n.was-validated .form-check-input:invalid ~ .form-check-label, .form-check-input.is-invalid ~ .form-check-label {\n color: var(--bs-form-invalid-color);\n}\n\n.form-check-inline .form-check-input ~ .invalid-feedback {\n margin-left: 0.5em;\n}\n\n.was-validated .input-group > .form-control:not(:focus):invalid, .input-group > .form-control:not(:focus).is-invalid,\n.was-validated .input-group > .form-select:not(:focus):invalid,\n.input-group > .form-select:not(:focus).is-invalid,\n.was-validated .input-group > .form-floating:not(:focus-within):invalid,\n.input-group > .form-floating:not(:focus-within).is-invalid {\n z-index: 4;\n}\n\n.btn {\n --bs-btn-padding-x: 0.75rem;\n --bs-btn-padding-y: 0.375rem;\n --bs-btn-font-family: ;\n --bs-btn-font-size: 1rem;\n --bs-btn-font-weight: 400;\n --bs-btn-line-height: 1.5;\n --bs-btn-color: var(--bs-body-color);\n --bs-btn-bg: transparent;\n --bs-btn-border-width: var(--bs-border-width);\n --bs-btn-border-color: transparent;\n --bs-btn-border-radius: var(--bs-border-radius);\n --bs-btn-hover-border-color: transparent;\n --bs-btn-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.15), 0 1px 1px rgba(0, 0, 0, 0.075);\n --bs-btn-disabled-opacity: 0.65;\n --bs-btn-focus-box-shadow: 0 0 0 0.25rem rgba(var(--bs-btn-focus-shadow-rgb), .5);\n display: inline-block;\n padding: var(--bs-btn-padding-y) var(--bs-btn-padding-x);\n font-family: var(--bs-btn-font-family);\n font-size: var(--bs-btn-font-size);\n font-weight: var(--bs-btn-font-weight);\n line-height: var(--bs-btn-line-height);\n color: var(--bs-btn-color);\n text-align: center;\n text-decoration: none;\n vertical-align: middle;\n cursor: pointer;\n user-select: none;\n border: var(--bs-btn-border-width) solid var(--bs-btn-border-color);\n border-radius: var(--bs-btn-border-radius);\n background-color: var(--bs-btn-bg);\n transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out;\n}\n@media (prefers-reduced-motion: reduce) {\n .btn {\n transition: none;\n }\n}\n.btn:hover {\n color: var(--bs-btn-hover-color);\n background-color: var(--bs-btn-hover-bg);\n border-color: var(--bs-btn-hover-border-color);\n}\n.btn-check + .btn:hover {\n color: var(--bs-btn-color);\n background-color: var(--bs-btn-bg);\n border-color: var(--bs-btn-border-color);\n}\n.btn:focus-visible {\n color: var(--bs-btn-hover-color);\n background-color: var(--bs-btn-hover-bg);\n border-color: var(--bs-btn-hover-border-color);\n outline: 0;\n box-shadow: var(--bs-btn-focus-box-shadow);\n}\n.btn-check:focus-visible + .btn {\n border-color: var(--bs-btn-hover-border-color);\n outline: 0;\n box-shadow: var(--bs-btn-focus-box-shadow);\n}\n.btn-check:checked + .btn, :not(.btn-check) + .btn:active, .btn:first-child:active, .btn.active, .btn.show {\n color: var(--bs-btn-active-color);\n background-color: var(--bs-btn-active-bg);\n border-color: var(--bs-btn-active-border-color);\n}\n.btn-check:checked + .btn:focus-visible, :not(.btn-check) + .btn:active:focus-visible, .btn:first-child:active:focus-visible, .btn.active:focus-visible, .btn.show:focus-visible {\n box-shadow: var(--bs-btn-focus-box-shadow);\n}\n.btn-check:checked:focus-visible + .btn {\n box-shadow: var(--bs-btn-focus-box-shadow);\n}\n.btn:disabled, .btn.disabled, fieldset:disabled .btn {\n color: var(--bs-btn-disabled-color);\n pointer-events: none;\n background-color: var(--bs-btn-disabled-bg);\n border-color: var(--bs-btn-disabled-border-color);\n opacity: var(--bs-btn-disabled-opacity);\n}\n\n.btn-primary {\n --bs-btn-color: #fff;\n --bs-btn-bg: #0d6efd;\n --bs-btn-border-color: #0d6efd;\n --bs-btn-hover-color: #fff;\n --bs-btn-hover-bg: #0b5ed7;\n --bs-btn-hover-border-color: #0a58ca;\n --bs-btn-focus-shadow-rgb: 49, 132, 253;\n --bs-btn-active-color: #fff;\n --bs-btn-active-bg: #0a58ca;\n --bs-btn-active-border-color: #0a53be;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #fff;\n --bs-btn-disabled-bg: #0d6efd;\n --bs-btn-disabled-border-color: #0d6efd;\n}\n\n.btn-secondary {\n --bs-btn-color: #fff;\n --bs-btn-bg: #6c757d;\n --bs-btn-border-color: #6c757d;\n --bs-btn-hover-color: #fff;\n --bs-btn-hover-bg: #5c636a;\n --bs-btn-hover-border-color: #565e64;\n --bs-btn-focus-shadow-rgb: 130, 138, 145;\n --bs-btn-active-color: #fff;\n --bs-btn-active-bg: #565e64;\n --bs-btn-active-border-color: #51585e;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #fff;\n --bs-btn-disabled-bg: #6c757d;\n --bs-btn-disabled-border-color: #6c757d;\n}\n\n.btn-success {\n --bs-btn-color: #fff;\n --bs-btn-bg: #198754;\n --bs-btn-border-color: #198754;\n --bs-btn-hover-color: #fff;\n --bs-btn-hover-bg: #157347;\n --bs-btn-hover-border-color: #146c43;\n --bs-btn-focus-shadow-rgb: 60, 153, 110;\n --bs-btn-active-color: #fff;\n --bs-btn-active-bg: #146c43;\n --bs-btn-active-border-color: #13653f;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #fff;\n --bs-btn-disabled-bg: #198754;\n --bs-btn-disabled-border-color: #198754;\n}\n\n.btn-info {\n --bs-btn-color: #000;\n --bs-btn-bg: #0dcaf0;\n --bs-btn-border-color: #0dcaf0;\n --bs-btn-hover-color: #000;\n --bs-btn-hover-bg: #31d2f2;\n --bs-btn-hover-border-color: #25cff2;\n --bs-btn-focus-shadow-rgb: 11, 172, 204;\n --bs-btn-active-color: #000;\n --bs-btn-active-bg: #3dd5f3;\n --bs-btn-active-border-color: #25cff2;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #000;\n --bs-btn-disabled-bg: #0dcaf0;\n --bs-btn-disabled-border-color: #0dcaf0;\n}\n\n.btn-warning {\n --bs-btn-color: #000;\n --bs-btn-bg: #ffc107;\n --bs-btn-border-color: #ffc107;\n --bs-btn-hover-color: #000;\n --bs-btn-hover-bg: #ffca2c;\n --bs-btn-hover-border-color: #ffc720;\n --bs-btn-focus-shadow-rgb: 217, 164, 6;\n --bs-btn-active-color: #000;\n --bs-btn-active-bg: #ffcd39;\n --bs-btn-active-border-color: #ffc720;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #000;\n --bs-btn-disabled-bg: #ffc107;\n --bs-btn-disabled-border-color: #ffc107;\n}\n\n.btn-danger {\n --bs-btn-color: #fff;\n --bs-btn-bg: #dc3545;\n --bs-btn-border-color: #dc3545;\n --bs-btn-hover-color: #fff;\n --bs-btn-hover-bg: #bb2d3b;\n --bs-btn-hover-border-color: #b02a37;\n --bs-btn-focus-shadow-rgb: 225, 83, 97;\n --bs-btn-active-color: #fff;\n --bs-btn-active-bg: #b02a37;\n --bs-btn-active-border-color: #a52834;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #fff;\n --bs-btn-disabled-bg: #dc3545;\n --bs-btn-disabled-border-color: #dc3545;\n}\n\n.btn-light {\n --bs-btn-color: #000;\n --bs-btn-bg: #f8f9fa;\n --bs-btn-border-color: #f8f9fa;\n --bs-btn-hover-color: #000;\n --bs-btn-hover-bg: #d3d4d5;\n --bs-btn-hover-border-color: #c6c7c8;\n --bs-btn-focus-shadow-rgb: 211, 212, 213;\n --bs-btn-active-color: #000;\n --bs-btn-active-bg: #c6c7c8;\n --bs-btn-active-border-color: #babbbc;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #000;\n --bs-btn-disabled-bg: #f8f9fa;\n --bs-btn-disabled-border-color: #f8f9fa;\n}\n\n.btn-dark {\n --bs-btn-color: #fff;\n --bs-btn-bg: #212529;\n --bs-btn-border-color: #212529;\n --bs-btn-hover-color: #fff;\n --bs-btn-hover-bg: #424649;\n --bs-btn-hover-border-color: #373b3e;\n --bs-btn-focus-shadow-rgb: 66, 70, 73;\n --bs-btn-active-color: #fff;\n --bs-btn-active-bg: #4d5154;\n --bs-btn-active-border-color: #373b3e;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #fff;\n --bs-btn-disabled-bg: #212529;\n --bs-btn-disabled-border-color: #212529;\n}\n\n.btn-outline-primary {\n --bs-btn-color: #0d6efd;\n --bs-btn-border-color: #0d6efd;\n --bs-btn-hover-color: #fff;\n --bs-btn-hover-bg: #0d6efd;\n --bs-btn-hover-border-color: #0d6efd;\n --bs-btn-focus-shadow-rgb: 13, 110, 253;\n --bs-btn-active-color: #fff;\n --bs-btn-active-bg: #0d6efd;\n --bs-btn-active-border-color: #0d6efd;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #0d6efd;\n --bs-btn-disabled-bg: transparent;\n --bs-btn-disabled-border-color: #0d6efd;\n --bs-gradient: none;\n}\n\n.btn-outline-secondary {\n --bs-btn-color: #6c757d;\n --bs-btn-border-color: #6c757d;\n --bs-btn-hover-color: #fff;\n --bs-btn-hover-bg: #6c757d;\n --bs-btn-hover-border-color: #6c757d;\n --bs-btn-focus-shadow-rgb: 108, 117, 125;\n --bs-btn-active-color: #fff;\n --bs-btn-active-bg: #6c757d;\n --bs-btn-active-border-color: #6c757d;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #6c757d;\n --bs-btn-disabled-bg: transparent;\n --bs-btn-disabled-border-color: #6c757d;\n --bs-gradient: none;\n}\n\n.btn-outline-success {\n --bs-btn-color: #198754;\n --bs-btn-border-color: #198754;\n --bs-btn-hover-color: #fff;\n --bs-btn-hover-bg: #198754;\n --bs-btn-hover-border-color: #198754;\n --bs-btn-focus-shadow-rgb: 25, 135, 84;\n --bs-btn-active-color: #fff;\n --bs-btn-active-bg: #198754;\n --bs-btn-active-border-color: #198754;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #198754;\n --bs-btn-disabled-bg: transparent;\n --bs-btn-disabled-border-color: #198754;\n --bs-gradient: none;\n}\n\n.btn-outline-info {\n --bs-btn-color: #0dcaf0;\n --bs-btn-border-color: #0dcaf0;\n --bs-btn-hover-color: #000;\n --bs-btn-hover-bg: #0dcaf0;\n --bs-btn-hover-border-color: #0dcaf0;\n --bs-btn-focus-shadow-rgb: 13, 202, 240;\n --bs-btn-active-color: #000;\n --bs-btn-active-bg: #0dcaf0;\n --bs-btn-active-border-color: #0dcaf0;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #0dcaf0;\n --bs-btn-disabled-bg: transparent;\n --bs-btn-disabled-border-color: #0dcaf0;\n --bs-gradient: none;\n}\n\n.btn-outline-warning {\n --bs-btn-color: #ffc107;\n --bs-btn-border-color: #ffc107;\n --bs-btn-hover-color: #000;\n --bs-btn-hover-bg: #ffc107;\n --bs-btn-hover-border-color: #ffc107;\n --bs-btn-focus-shadow-rgb: 255, 193, 7;\n --bs-btn-active-color: #000;\n --bs-btn-active-bg: #ffc107;\n --bs-btn-active-border-color: #ffc107;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #ffc107;\n --bs-btn-disabled-bg: transparent;\n --bs-btn-disabled-border-color: #ffc107;\n --bs-gradient: none;\n}\n\n.btn-outline-danger {\n --bs-btn-color: #dc3545;\n --bs-btn-border-color: #dc3545;\n --bs-btn-hover-color: #fff;\n --bs-btn-hover-bg: #dc3545;\n --bs-btn-hover-border-color: #dc3545;\n --bs-btn-focus-shadow-rgb: 220, 53, 69;\n --bs-btn-active-color: #fff;\n --bs-btn-active-bg: #dc3545;\n --bs-btn-active-border-color: #dc3545;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #dc3545;\n --bs-btn-disabled-bg: transparent;\n --bs-btn-disabled-border-color: #dc3545;\n --bs-gradient: none;\n}\n\n.btn-outline-light {\n --bs-btn-color: #f8f9fa;\n --bs-btn-border-color: #f8f9fa;\n --bs-btn-hover-color: #000;\n --bs-btn-hover-bg: #f8f9fa;\n --bs-btn-hover-border-color: #f8f9fa;\n --bs-btn-focus-shadow-rgb: 248, 249, 250;\n --bs-btn-active-color: #000;\n --bs-btn-active-bg: #f8f9fa;\n --bs-btn-active-border-color: #f8f9fa;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #f8f9fa;\n --bs-btn-disabled-bg: transparent;\n --bs-btn-disabled-border-color: #f8f9fa;\n --bs-gradient: none;\n}\n\n.btn-outline-dark {\n --bs-btn-color: #212529;\n --bs-btn-border-color: #212529;\n --bs-btn-hover-color: #fff;\n --bs-btn-hover-bg: #212529;\n --bs-btn-hover-border-color: #212529;\n --bs-btn-focus-shadow-rgb: 33, 37, 41;\n --bs-btn-active-color: #fff;\n --bs-btn-active-bg: #212529;\n --bs-btn-active-border-color: #212529;\n --bs-btn-active-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);\n --bs-btn-disabled-color: #212529;\n --bs-btn-disabled-bg: transparent;\n --bs-btn-disabled-border-color: #212529;\n --bs-gradient: none;\n}\n\n.btn-link {\n --bs-btn-font-weight: 400;\n --bs-btn-color: var(--bs-link-color);\n --bs-btn-bg: transparent;\n --bs-btn-border-color: transparent;\n --bs-btn-hover-color: var(--bs-link-hover-color);\n --bs-btn-hover-border-color: transparent;\n --bs-btn-active-color: var(--bs-link-hover-color);\n --bs-btn-active-border-color: transparent;\n --bs-btn-disabled-color: #6c757d;\n --bs-btn-disabled-border-color: transparent;\n --bs-btn-box-shadow: 0 0 0 #000;\n --bs-btn-focus-shadow-rgb: 49, 132, 253;\n text-decoration: underline;\n}\n.btn-link:focus-visible {\n color: var(--bs-btn-color);\n}\n.btn-link:hover {\n color: var(--bs-btn-hover-color);\n}\n\n.btn-lg, .btn-group-lg > .btn {\n --bs-btn-padding-y: 0.5rem;\n --bs-btn-padding-x: 1rem;\n --bs-btn-font-size: 1.25rem;\n --bs-btn-border-radius: var(--bs-border-radius-lg);\n}\n\n.btn-sm, .btn-group-sm > .btn {\n --bs-btn-padding-y: 0.25rem;\n --bs-btn-padding-x: 0.5rem;\n --bs-btn-font-size: 0.875rem;\n --bs-btn-border-radius: var(--bs-border-radius-sm);\n}\n\n.fade {\n transition: opacity 0.15s linear;\n}\n@media (prefers-reduced-motion: reduce) {\n .fade {\n transition: none;\n }\n}\n.fade:not(.show) {\n opacity: 0;\n}\n\n.collapse:not(.show) {\n display: none;\n}\n\n.collapsing {\n height: 0;\n overflow: hidden;\n transition: height 0.35s ease;\n}\n@media (prefers-reduced-motion: reduce) {\n .collapsing {\n transition: none;\n }\n}\n.collapsing.collapse-horizontal {\n width: 0;\n height: auto;\n transition: width 0.35s ease;\n}\n@media (prefers-reduced-motion: reduce) {\n .collapsing.collapse-horizontal {\n transition: none;\n }\n}\n\n.dropup,\n.dropend,\n.dropdown,\n.dropstart,\n.dropup-center,\n.dropdown-center {\n position: relative;\n}\n\n.dropdown-toggle {\n white-space: nowrap;\n}\n.dropdown-toggle::after {\n display: inline-block;\n margin-left: 0.255em;\n vertical-align: 0.255em;\n content: \"\";\n border-top: 0.3em solid;\n border-right: 0.3em solid transparent;\n border-bottom: 0;\n border-left: 0.3em solid transparent;\n}\n.dropdown-toggle:empty::after {\n margin-left: 0;\n}\n\n.dropdown-menu {\n --bs-dropdown-zindex: 1000;\n --bs-dropdown-min-width: 10rem;\n --bs-dropdown-padding-x: 0;\n --bs-dropdown-padding-y: 0.5rem;\n --bs-dropdown-spacer: 0.125rem;\n --bs-dropdown-font-size: 1rem;\n --bs-dropdown-color: var(--bs-body-color);\n --bs-dropdown-bg: var(--bs-body-bg);\n --bs-dropdown-border-color: var(--bs-border-color-translucent);\n --bs-dropdown-border-radius: var(--bs-border-radius);\n --bs-dropdown-border-width: var(--bs-border-width);\n --bs-dropdown-inner-border-radius: calc(var(--bs-border-radius) - var(--bs-border-width));\n --bs-dropdown-divider-bg: var(--bs-border-color-translucent);\n --bs-dropdown-divider-margin-y: 0.5rem;\n --bs-dropdown-box-shadow: var(--bs-box-shadow);\n --bs-dropdown-link-color: var(--bs-body-color);\n --bs-dropdown-link-hover-color: var(--bs-body-color);\n --bs-dropdown-link-hover-bg: var(--bs-tertiary-bg);\n --bs-dropdown-link-active-color: #fff;\n --bs-dropdown-link-active-bg: #0d6efd;\n --bs-dropdown-link-disabled-color: var(--bs-tertiary-color);\n --bs-dropdown-item-padding-x: 1rem;\n --bs-dropdown-item-padding-y: 0.25rem;\n --bs-dropdown-header-color: #6c757d;\n --bs-dropdown-header-padding-x: 1rem;\n --bs-dropdown-header-padding-y: 0.5rem;\n position: absolute;\n z-index: var(--bs-dropdown-zindex);\n display: none;\n min-width: var(--bs-dropdown-min-width);\n padding: var(--bs-dropdown-padding-y) var(--bs-dropdown-padding-x);\n margin: 0;\n font-size: var(--bs-dropdown-font-size);\n color: var(--bs-dropdown-color);\n text-align: left;\n list-style: none;\n background-color: var(--bs-dropdown-bg);\n background-clip: padding-box;\n border: var(--bs-dropdown-border-width) solid var(--bs-dropdown-border-color);\n border-radius: var(--bs-dropdown-border-radius);\n}\n.dropdown-menu[data-bs-popper] {\n top: 100%;\n left: 0;\n margin-top: var(--bs-dropdown-spacer);\n}\n\n.dropdown-menu-start {\n --bs-position: start;\n}\n.dropdown-menu-start[data-bs-popper] {\n right: auto;\n left: 0;\n}\n\n.dropdown-menu-end {\n --bs-position: end;\n}\n.dropdown-menu-end[data-bs-popper] {\n right: 0;\n left: auto;\n}\n\n@media (min-width: 576px) {\n .dropdown-menu-sm-start {\n --bs-position: start;\n }\n .dropdown-menu-sm-start[data-bs-popper] {\n right: auto;\n left: 0;\n }\n .dropdown-menu-sm-end {\n --bs-position: end;\n }\n .dropdown-menu-sm-end[data-bs-popper] {\n right: 0;\n left: auto;\n }\n}\n@media (min-width: 768px) {\n .dropdown-menu-md-start {\n --bs-position: start;\n }\n .dropdown-menu-md-start[data-bs-popper] {\n right: auto;\n left: 0;\n }\n .dropdown-menu-md-end {\n --bs-position: end;\n }\n .dropdown-menu-md-end[data-bs-popper] {\n right: 0;\n left: auto;\n }\n}\n@media (min-width: 992px) {\n .dropdown-menu-lg-start {\n --bs-position: start;\n }\n .dropdown-menu-lg-start[data-bs-popper] {\n right: auto;\n left: 0;\n }\n .dropdown-menu-lg-end {\n --bs-position: end;\n }\n .dropdown-menu-lg-end[data-bs-popper] {\n right: 0;\n left: auto;\n }\n}\n@media (min-width: 1200px) {\n .dropdown-menu-xl-start {\n --bs-position: start;\n }\n .dropdown-menu-xl-start[data-bs-popper] {\n right: auto;\n left: 0;\n }\n .dropdown-menu-xl-end {\n --bs-position: end;\n }\n .dropdown-menu-xl-end[data-bs-popper] {\n right: 0;\n left: auto;\n }\n}\n@media (min-width: 1400px) {\n .dropdown-menu-xxl-start {\n --bs-position: start;\n }\n .dropdown-menu-xxl-start[data-bs-popper] {\n right: auto;\n left: 0;\n }\n .dropdown-menu-xxl-end {\n --bs-position: end;\n }\n .dropdown-menu-xxl-end[data-bs-popper] {\n right: 0;\n left: auto;\n }\n}\n.dropup .dropdown-menu[data-bs-popper] {\n top: auto;\n bottom: 100%;\n margin-top: 0;\n margin-bottom: var(--bs-dropdown-spacer);\n}\n.dropup .dropdown-toggle::after {\n display: inline-block;\n margin-left: 0.255em;\n vertical-align: 0.255em;\n content: \"\";\n border-top: 0;\n border-right: 0.3em solid transparent;\n border-bottom: 0.3em solid;\n border-left: 0.3em solid transparent;\n}\n.dropup .dropdown-toggle:empty::after {\n margin-left: 0;\n}\n\n.dropend .dropdown-menu[data-bs-popper] {\n top: 0;\n right: auto;\n left: 100%;\n margin-top: 0;\n margin-left: var(--bs-dropdown-spacer);\n}\n.dropend .dropdown-toggle::after {\n display: inline-block;\n margin-left: 0.255em;\n vertical-align: 0.255em;\n content: \"\";\n border-top: 0.3em solid transparent;\n border-right: 0;\n border-bottom: 0.3em solid transparent;\n border-left: 0.3em solid;\n}\n.dropend .dropdown-toggle:empty::after {\n margin-left: 0;\n}\n.dropend .dropdown-toggle::after {\n vertical-align: 0;\n}\n\n.dropstart .dropdown-menu[data-bs-popper] {\n top: 0;\n right: 100%;\n left: auto;\n margin-top: 0;\n margin-right: var(--bs-dropdown-spacer);\n}\n.dropstart .dropdown-toggle::after {\n display: inline-block;\n margin-left: 0.255em;\n vertical-align: 0.255em;\n content: \"\";\n}\n.dropstart .dropdown-toggle::after {\n display: none;\n}\n.dropstart .dropdown-toggle::before {\n display: inline-block;\n margin-right: 0.255em;\n vertical-align: 0.255em;\n content: \"\";\n border-top: 0.3em solid transparent;\n border-right: 0.3em solid;\n border-bottom: 0.3em solid transparent;\n}\n.dropstart .dropdown-toggle:empty::after {\n margin-left: 0;\n}\n.dropstart .dropdown-toggle::before {\n vertical-align: 0;\n}\n\n.dropdown-divider {\n height: 0;\n margin: var(--bs-dropdown-divider-margin-y) 0;\n overflow: hidden;\n border-top: 1px solid var(--bs-dropdown-divider-bg);\n opacity: 1;\n}\n\n.dropdown-item {\n display: block;\n width: 100%;\n padding: var(--bs-dropdown-item-padding-y) var(--bs-dropdown-item-padding-x);\n clear: both;\n font-weight: 400;\n color: var(--bs-dropdown-link-color);\n text-align: inherit;\n text-decoration: none;\n white-space: nowrap;\n background-color: transparent;\n border: 0;\n border-radius: var(--bs-dropdown-item-border-radius, 0);\n}\n.dropdown-item:hover, .dropdown-item:focus {\n color: var(--bs-dropdown-link-hover-color);\n background-color: var(--bs-dropdown-link-hover-bg);\n}\n.dropdown-item.active, .dropdown-item:active {\n color: var(--bs-dropdown-link-active-color);\n text-decoration: none;\n background-color: var(--bs-dropdown-link-active-bg);\n}\n.dropdown-item.disabled, .dropdown-item:disabled {\n color: var(--bs-dropdown-link-disabled-color);\n pointer-events: none;\n background-color: transparent;\n}\n\n.dropdown-menu.show {\n display: block;\n}\n\n.dropdown-header {\n display: block;\n padding: var(--bs-dropdown-header-padding-y) var(--bs-dropdown-header-padding-x);\n margin-bottom: 0;\n font-size: 0.875rem;\n color: var(--bs-dropdown-header-color);\n white-space: nowrap;\n}\n\n.dropdown-item-text {\n display: block;\n padding: var(--bs-dropdown-item-padding-y) var(--bs-dropdown-item-padding-x);\n color: var(--bs-dropdown-link-color);\n}\n\n.dropdown-menu-dark {\n --bs-dropdown-color: #dee2e6;\n --bs-dropdown-bg: #343a40;\n --bs-dropdown-border-color: var(--bs-border-color-translucent);\n --bs-dropdown-box-shadow: ;\n --bs-dropdown-link-color: #dee2e6;\n --bs-dropdown-link-hover-color: #fff;\n --bs-dropdown-divider-bg: var(--bs-border-color-translucent);\n --bs-dropdown-link-hover-bg: rgba(255, 255, 255, 0.15);\n --bs-dropdown-link-active-color: #fff;\n --bs-dropdown-link-active-bg: #0d6efd;\n --bs-dropdown-link-disabled-color: #adb5bd;\n --bs-dropdown-header-color: #adb5bd;\n}\n\n.btn-group,\n.btn-group-vertical {\n position: relative;\n display: inline-flex;\n vertical-align: middle;\n}\n.btn-group > .btn,\n.btn-group-vertical > .btn {\n position: relative;\n flex: 1 1 auto;\n}\n.btn-group > .btn-check:checked + .btn,\n.btn-group > .btn-check:focus + .btn,\n.btn-group > .btn:hover,\n.btn-group > .btn:focus,\n.btn-group > .btn:active,\n.btn-group > .btn.active,\n.btn-group-vertical > .btn-check:checked + .btn,\n.btn-group-vertical > .btn-check:focus + .btn,\n.btn-group-vertical > .btn:hover,\n.btn-group-vertical > .btn:focus,\n.btn-group-vertical > .btn:active,\n.btn-group-vertical > .btn.active {\n z-index: 1;\n}\n\n.btn-toolbar {\n display: flex;\n flex-wrap: wrap;\n justify-content: flex-start;\n}\n.btn-toolbar .input-group {\n width: auto;\n}\n\n.btn-group {\n border-radius: var(--bs-border-radius);\n}\n.btn-group > :not(.btn-check:first-child) + .btn,\n.btn-group > .btn-group:not(:first-child) {\n margin-left: calc(var(--bs-border-width) * -1);\n}\n.btn-group > .btn:not(:last-child):not(.dropdown-toggle),\n.btn-group > .btn.dropdown-toggle-split:first-child,\n.btn-group > .btn-group:not(:last-child) > .btn {\n border-top-right-radius: 0;\n border-bottom-right-radius: 0;\n}\n.btn-group > .btn:nth-child(n+3),\n.btn-group > :not(.btn-check) + .btn,\n.btn-group > .btn-group:not(:first-child) > .btn {\n border-top-left-radius: 0;\n border-bottom-left-radius: 0;\n}\n\n.dropdown-toggle-split {\n padding-right: 0.5625rem;\n padding-left: 0.5625rem;\n}\n.dropdown-toggle-split::after, .dropup .dropdown-toggle-split::after, .dropend .dropdown-toggle-split::after {\n margin-left: 0;\n}\n.dropstart .dropdown-toggle-split::before {\n margin-right: 0;\n}\n\n.btn-sm + .dropdown-toggle-split, .btn-group-sm > .btn + .dropdown-toggle-split {\n padding-right: 0.375rem;\n padding-left: 0.375rem;\n}\n\n.btn-lg + .dropdown-toggle-split, .btn-group-lg > .btn + .dropdown-toggle-split {\n padding-right: 0.75rem;\n padding-left: 0.75rem;\n}\n\n.btn-group-vertical {\n flex-direction: column;\n align-items: flex-start;\n justify-content: center;\n}\n.btn-group-vertical > .btn,\n.btn-group-vertical > .btn-group {\n width: 100%;\n}\n.btn-group-vertical > .btn:not(:first-child),\n.btn-group-vertical > .btn-group:not(:first-child) {\n margin-top: calc(var(--bs-border-width) * -1);\n}\n.btn-group-vertical > .btn:not(:last-child):not(.dropdown-toggle),\n.btn-group-vertical > .btn-group:not(:last-child) > .btn {\n border-bottom-right-radius: 0;\n border-bottom-left-radius: 0;\n}\n.btn-group-vertical > .btn ~ .btn,\n.btn-group-vertical > .btn-group:not(:first-child) > .btn {\n border-top-left-radius: 0;\n border-top-right-radius: 0;\n}\n\n.nav {\n --bs-nav-link-padding-x: 1rem;\n --bs-nav-link-padding-y: 0.5rem;\n --bs-nav-link-font-weight: ;\n --bs-nav-link-color: var(--bs-link-color);\n --bs-nav-link-hover-color: var(--bs-link-hover-color);\n --bs-nav-link-disabled-color: var(--bs-secondary-color);\n display: flex;\n flex-wrap: wrap;\n padding-left: 0;\n margin-bottom: 0;\n list-style: none;\n}\n\n.nav-link {\n display: block;\n padding: var(--bs-nav-link-padding-y) var(--bs-nav-link-padding-x);\n font-size: var(--bs-nav-link-font-size);\n font-weight: var(--bs-nav-link-font-weight);\n color: var(--bs-nav-link-color);\n text-decoration: none;\n background: none;\n border: 0;\n transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out;\n}\n@media (prefers-reduced-motion: reduce) {\n .nav-link {\n transition: none;\n }\n}\n.nav-link:hover, .nav-link:focus {\n color: var(--bs-nav-link-hover-color);\n}\n.nav-link:focus-visible {\n outline: 0;\n box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);\n}\n.nav-link.disabled, .nav-link:disabled {\n color: var(--bs-nav-link-disabled-color);\n pointer-events: none;\n cursor: default;\n}\n\n.nav-tabs {\n --bs-nav-tabs-border-width: var(--bs-border-width);\n --bs-nav-tabs-border-color: var(--bs-border-color);\n --bs-nav-tabs-border-radius: var(--bs-border-radius);\n --bs-nav-tabs-link-hover-border-color: var(--bs-secondary-bg) var(--bs-secondary-bg) var(--bs-border-color);\n --bs-nav-tabs-link-active-color: var(--bs-emphasis-color);\n --bs-nav-tabs-link-active-bg: var(--bs-body-bg);\n --bs-nav-tabs-link-active-border-color: var(--bs-border-color) var(--bs-border-color) var(--bs-body-bg);\n border-bottom: var(--bs-nav-tabs-border-width) solid var(--bs-nav-tabs-border-color);\n}\n.nav-tabs .nav-link {\n margin-bottom: calc(-1 * var(--bs-nav-tabs-border-width));\n border: var(--bs-nav-tabs-border-width) solid transparent;\n border-top-left-radius: var(--bs-nav-tabs-border-radius);\n border-top-right-radius: var(--bs-nav-tabs-border-radius);\n}\n.nav-tabs .nav-link:hover, .nav-tabs .nav-link:focus {\n isolation: isolate;\n border-color: var(--bs-nav-tabs-link-hover-border-color);\n}\n.nav-tabs .nav-link.active,\n.nav-tabs .nav-item.show .nav-link {\n color: var(--bs-nav-tabs-link-active-color);\n background-color: var(--bs-nav-tabs-link-active-bg);\n border-color: var(--bs-nav-tabs-link-active-border-color);\n}\n.nav-tabs .dropdown-menu {\n margin-top: calc(-1 * var(--bs-nav-tabs-border-width));\n border-top-left-radius: 0;\n border-top-right-radius: 0;\n}\n\n.nav-pills {\n --bs-nav-pills-border-radius: var(--bs-border-radius);\n --bs-nav-pills-link-active-color: #fff;\n --bs-nav-pills-link-active-bg: #0d6efd;\n}\n.nav-pills .nav-link {\n border-radius: var(--bs-nav-pills-border-radius);\n}\n.nav-pills .nav-link.active,\n.nav-pills .show > .nav-link {\n color: var(--bs-nav-pills-link-active-color);\n background-color: var(--bs-nav-pills-link-active-bg);\n}\n\n.nav-underline {\n --bs-nav-underline-gap: 1rem;\n --bs-nav-underline-border-width: 0.125rem;\n --bs-nav-underline-link-active-color: var(--bs-emphasis-color);\n gap: var(--bs-nav-underline-gap);\n}\n.nav-underline .nav-link {\n padding-right: 0;\n padding-left: 0;\n border-bottom: var(--bs-nav-underline-border-width) solid transparent;\n}\n.nav-underline .nav-link:hover, .nav-underline .nav-link:focus {\n border-bottom-color: currentcolor;\n}\n.nav-underline .nav-link.active,\n.nav-underline .show > .nav-link {\n font-weight: 700;\n color: var(--bs-nav-underline-link-active-color);\n border-bottom-color: currentcolor;\n}\n\n.nav-fill > .nav-link,\n.nav-fill .nav-item {\n flex: 1 1 auto;\n text-align: center;\n}\n\n.nav-justified > .nav-link,\n.nav-justified .nav-item {\n flex-basis: 0;\n flex-grow: 1;\n text-align: center;\n}\n\n.nav-fill .nav-item .nav-link,\n.nav-justified .nav-item .nav-link {\n width: 100%;\n}\n\n.tab-content > .tab-pane {\n display: none;\n}\n.tab-content > .active {\n display: block;\n}\n\n.navbar {\n --bs-navbar-padding-x: 0;\n --bs-navbar-padding-y: 0.5rem;\n --bs-navbar-color: rgba(var(--bs-emphasis-color-rgb), 0.65);\n --bs-navbar-hover-color: rgba(var(--bs-emphasis-color-rgb), 0.8);\n --bs-navbar-disabled-color: rgba(var(--bs-emphasis-color-rgb), 0.3);\n --bs-navbar-active-color: rgba(var(--bs-emphasis-color-rgb), 1);\n --bs-navbar-brand-padding-y: 0.3125rem;\n --bs-navbar-brand-margin-end: 1rem;\n --bs-navbar-brand-font-size: 1.25rem;\n --bs-navbar-brand-color: rgba(var(--bs-emphasis-color-rgb), 1);\n --bs-navbar-brand-hover-color: rgba(var(--bs-emphasis-color-rgb), 1);\n --bs-navbar-nav-link-padding-x: 0.5rem;\n --bs-navbar-toggler-padding-y: 0.25rem;\n --bs-navbar-toggler-padding-x: 0.75rem;\n --bs-navbar-toggler-font-size: 1.25rem;\n --bs-navbar-toggler-icon-bg: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%2833, 37, 41, 0.75%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e\");\n --bs-navbar-toggler-border-color: rgba(var(--bs-emphasis-color-rgb), 0.15);\n --bs-navbar-toggler-border-radius: var(--bs-border-radius);\n --bs-navbar-toggler-focus-width: 0.25rem;\n --bs-navbar-toggler-transition: box-shadow 0.15s ease-in-out;\n position: relative;\n display: flex;\n flex-wrap: wrap;\n align-items: center;\n justify-content: space-between;\n padding: var(--bs-navbar-padding-y) var(--bs-navbar-padding-x);\n}\n.navbar > .container,\n.navbar > .container-fluid,\n.navbar > .container-sm,\n.navbar > .container-md,\n.navbar > .container-lg,\n.navbar > .container-xl,\n.navbar > .container-xxl {\n display: flex;\n flex-wrap: inherit;\n align-items: center;\n justify-content: space-between;\n}\n.navbar-brand {\n padding-top: var(--bs-navbar-brand-padding-y);\n padding-bottom: var(--bs-navbar-brand-padding-y);\n margin-right: var(--bs-navbar-brand-margin-end);\n font-size: var(--bs-navbar-brand-font-size);\n color: var(--bs-navbar-brand-color);\n text-decoration: none;\n white-space: nowrap;\n}\n.navbar-brand:hover, .navbar-brand:focus {\n color: var(--bs-navbar-brand-hover-color);\n}\n\n.navbar-nav {\n --bs-nav-link-padding-x: 0;\n --bs-nav-link-padding-y: 0.5rem;\n --bs-nav-link-font-weight: ;\n --bs-nav-link-color: var(--bs-navbar-color);\n --bs-nav-link-hover-color: var(--bs-navbar-hover-color);\n --bs-nav-link-disabled-color: var(--bs-navbar-disabled-color);\n display: flex;\n flex-direction: column;\n padding-left: 0;\n margin-bottom: 0;\n list-style: none;\n}\n.navbar-nav .nav-link.active, .navbar-nav .nav-link.show {\n color: var(--bs-navbar-active-color);\n}\n.navbar-nav .dropdown-menu {\n position: static;\n}\n\n.navbar-text {\n padding-top: 0.5rem;\n padding-bottom: 0.5rem;\n color: var(--bs-navbar-color);\n}\n.navbar-text a,\n.navbar-text a:hover,\n.navbar-text a:focus {\n color: var(--bs-navbar-active-color);\n}\n\n.navbar-collapse {\n flex-basis: 100%;\n flex-grow: 1;\n align-items: center;\n}\n\n.navbar-toggler {\n padding: var(--bs-navbar-toggler-padding-y) var(--bs-navbar-toggler-padding-x);\n font-size: var(--bs-navbar-toggler-font-size);\n line-height: 1;\n color: var(--bs-navbar-color);\n background-color: transparent;\n border: var(--bs-border-width) solid var(--bs-navbar-toggler-border-color);\n border-radius: var(--bs-navbar-toggler-border-radius);\n transition: var(--bs-navbar-toggler-transition);\n}\n@media (prefers-reduced-motion: reduce) {\n .navbar-toggler {\n transition: none;\n }\n}\n.navbar-toggler:hover {\n text-decoration: none;\n}\n.navbar-toggler:focus {\n text-decoration: none;\n outline: 0;\n box-shadow: 0 0 0 var(--bs-navbar-toggler-focus-width);\n}\n\n.navbar-toggler-icon {\n display: inline-block;\n width: 1.5em;\n height: 1.5em;\n vertical-align: middle;\n background-image: var(--bs-navbar-toggler-icon-bg);\n background-repeat: no-repeat;\n background-position: center;\n background-size: 100%;\n}\n\n.navbar-nav-scroll {\n max-height: var(--bs-scroll-height, 75vh);\n overflow-y: auto;\n}\n\n@media (min-width: 576px) {\n .navbar-expand-sm {\n flex-wrap: nowrap;\n justify-content: flex-start;\n }\n .navbar-expand-sm .navbar-nav {\n flex-direction: row;\n }\n .navbar-expand-sm .navbar-nav .dropdown-menu {\n position: absolute;\n }\n .navbar-expand-sm .navbar-nav .nav-link {\n padding-right: var(--bs-navbar-nav-link-padding-x);\n padding-left: var(--bs-navbar-nav-link-padding-x);\n }\n .navbar-expand-sm .navbar-nav-scroll {\n overflow: visible;\n }\n .navbar-expand-sm .navbar-collapse {\n display: flex !important;\n flex-basis: auto;\n }\n .navbar-expand-sm .navbar-toggler {\n display: none;\n }\n .navbar-expand-sm .offcanvas {\n position: static;\n z-index: auto;\n flex-grow: 1;\n width: auto !important;\n height: auto !important;\n visibility: visible !important;\n background-color: transparent !important;\n border: 0 !important;\n transform: none !important;\n transition: none;\n }\n .navbar-expand-sm .offcanvas .offcanvas-header {\n display: none;\n }\n .navbar-expand-sm .offcanvas .offcanvas-body {\n display: flex;\n flex-grow: 0;\n padding: 0;\n overflow-y: visible;\n }\n}\n@media (min-width: 768px) {\n .navbar-expand-md {\n flex-wrap: nowrap;\n justify-content: flex-start;\n }\n .navbar-expand-md .navbar-nav {\n flex-direction: row;\n }\n .navbar-expand-md .navbar-nav .dropdown-menu {\n position: absolute;\n }\n .navbar-expand-md .navbar-nav .nav-link {\n padding-right: var(--bs-navbar-nav-link-padding-x);\n padding-left: var(--bs-navbar-nav-link-padding-x);\n }\n .navbar-expand-md .navbar-nav-scroll {\n overflow: visible;\n }\n .navbar-expand-md .navbar-collapse {\n display: flex !important;\n flex-basis: auto;\n }\n .navbar-expand-md .navbar-toggler {\n display: none;\n }\n .navbar-expand-md .offcanvas {\n position: static;\n z-index: auto;\n flex-grow: 1;\n width: auto !important;\n height: auto !important;\n visibility: visible !important;\n background-color: transparent !important;\n border: 0 !important;\n transform: none !important;\n transition: none;\n }\n .navbar-expand-md .offcanvas .offcanvas-header {\n display: none;\n }\n .navbar-expand-md .offcanvas .offcanvas-body {\n display: flex;\n flex-grow: 0;\n padding: 0;\n overflow-y: visible;\n }\n}\n@media (min-width: 992px) {\n .navbar-expand-lg {\n flex-wrap: nowrap;\n justify-content: flex-start;\n }\n .navbar-expand-lg .navbar-nav {\n flex-direction: row;\n }\n .navbar-expand-lg .navbar-nav .dropdown-menu {\n position: absolute;\n }\n .navbar-expand-lg .navbar-nav .nav-link {\n padding-right: var(--bs-navbar-nav-link-padding-x);\n padding-left: var(--bs-navbar-nav-link-padding-x);\n }\n .navbar-expand-lg .navbar-nav-scroll {\n overflow: visible;\n }\n .navbar-expand-lg .navbar-collapse {\n display: flex !important;\n flex-basis: auto;\n }\n .navbar-expand-lg .navbar-toggler {\n display: none;\n }\n .navbar-expand-lg .offcanvas {\n position: static;\n z-index: auto;\n flex-grow: 1;\n width: auto !important;\n height: auto !important;\n visibility: visible !important;\n background-color: transparent !important;\n border: 0 !important;\n transform: none !important;\n transition: none;\n }\n .navbar-expand-lg .offcanvas .offcanvas-header {\n display: none;\n }\n .navbar-expand-lg .offcanvas .offcanvas-body {\n display: flex;\n flex-grow: 0;\n padding: 0;\n overflow-y: visible;\n }\n}\n@media (min-width: 1200px) {\n .navbar-expand-xl {\n flex-wrap: nowrap;\n justify-content: flex-start;\n }\n .navbar-expand-xl .navbar-nav {\n flex-direction: row;\n }\n .navbar-expand-xl .navbar-nav .dropdown-menu {\n position: absolute;\n }\n .navbar-expand-xl .navbar-nav .nav-link {\n padding-right: var(--bs-navbar-nav-link-padding-x);\n padding-left: var(--bs-navbar-nav-link-padding-x);\n }\n .navbar-expand-xl .navbar-nav-scroll {\n overflow: visible;\n }\n .navbar-expand-xl .navbar-collapse {\n display: flex !important;\n flex-basis: auto;\n }\n .navbar-expand-xl .navbar-toggler {\n display: none;\n }\n .navbar-expand-xl .offcanvas {\n position: static;\n z-index: auto;\n flex-grow: 1;\n width: auto !important;\n height: auto !important;\n visibility: visible !important;\n background-color: transparent !important;\n border: 0 !important;\n transform: none !important;\n transition: none;\n }\n .navbar-expand-xl .offcanvas .offcanvas-header {\n display: none;\n }\n .navbar-expand-xl .offcanvas .offcanvas-body {\n display: flex;\n flex-grow: 0;\n padding: 0;\n overflow-y: visible;\n }\n}\n@media (min-width: 1400px) {\n .navbar-expand-xxl {\n flex-wrap: nowrap;\n justify-content: flex-start;\n }\n .navbar-expand-xxl .navbar-nav {\n flex-direction: row;\n }\n .navbar-expand-xxl .navbar-nav .dropdown-menu {\n position: absolute;\n }\n .navbar-expand-xxl .navbar-nav .nav-link {\n padding-right: var(--bs-navbar-nav-link-padding-x);\n padding-left: var(--bs-navbar-nav-link-padding-x);\n }\n .navbar-expand-xxl .navbar-nav-scroll {\n overflow: visible;\n }\n .navbar-expand-xxl .navbar-collapse {\n display: flex !important;\n flex-basis: auto;\n }\n .navbar-expand-xxl .navbar-toggler {\n display: none;\n }\n .navbar-expand-xxl .offcanvas {\n position: static;\n z-index: auto;\n flex-grow: 1;\n width: auto !important;\n height: auto !important;\n visibility: visible !important;\n background-color: transparent !important;\n border: 0 !important;\n transform: none !important;\n transition: none;\n }\n .navbar-expand-xxl .offcanvas .offcanvas-header {\n display: none;\n }\n .navbar-expand-xxl .offcanvas .offcanvas-body {\n display: flex;\n flex-grow: 0;\n padding: 0;\n overflow-y: visible;\n }\n}\n.navbar-expand {\n flex-wrap: nowrap;\n justify-content: flex-start;\n}\n.navbar-expand .navbar-nav {\n flex-direction: row;\n}\n.navbar-expand .navbar-nav .dropdown-menu {\n position: absolute;\n}\n.navbar-expand .navbar-nav .nav-link {\n padding-right: var(--bs-navbar-nav-link-padding-x);\n padding-left: var(--bs-navbar-nav-link-padding-x);\n}\n.navbar-expand .navbar-nav-scroll {\n overflow: visible;\n}\n.navbar-expand .navbar-collapse {\n display: flex !important;\n flex-basis: auto;\n}\n.navbar-expand .navbar-toggler {\n display: none;\n}\n.navbar-expand .offcanvas {\n position: static;\n z-index: auto;\n flex-grow: 1;\n width: auto !important;\n height: auto !important;\n visibility: visible !important;\n background-color: transparent !important;\n border: 0 !important;\n transform: none !important;\n transition: none;\n}\n.navbar-expand .offcanvas .offcanvas-header {\n display: none;\n}\n.navbar-expand .offcanvas .offcanvas-body {\n display: flex;\n flex-grow: 0;\n padding: 0;\n overflow-y: visible;\n}\n\n.navbar-dark,\n.navbar[data-bs-theme=dark] {\n --bs-navbar-color: rgba(255, 255, 255, 0.55);\n --bs-navbar-hover-color: rgba(255, 255, 255, 0.75);\n --bs-navbar-disabled-color: rgba(255, 255, 255, 0.25);\n --bs-navbar-active-color: #fff;\n --bs-navbar-brand-color: #fff;\n --bs-navbar-brand-hover-color: #fff;\n --bs-navbar-toggler-border-color: rgba(255, 255, 255, 0.1);\n --bs-navbar-toggler-icon-bg: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e\");\n}\n\n[data-bs-theme=dark] .navbar-toggler-icon {\n --bs-navbar-toggler-icon-bg: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e\");\n}\n\n.card {\n --bs-card-spacer-y: 1rem;\n --bs-card-spacer-x: 1rem;\n --bs-card-title-spacer-y: 0.5rem;\n --bs-card-title-color: ;\n --bs-card-subtitle-color: ;\n --bs-card-border-width: var(--bs-border-width);\n --bs-card-border-color: var(--bs-border-color-translucent);\n --bs-card-border-radius: var(--bs-border-radius);\n --bs-card-box-shadow: ;\n --bs-card-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));\n --bs-card-cap-padding-y: 0.5rem;\n --bs-card-cap-padding-x: 1rem;\n --bs-card-cap-bg: rgba(var(--bs-body-color-rgb), 0.03);\n --bs-card-cap-color: ;\n --bs-card-height: ;\n --bs-card-color: ;\n --bs-card-bg: var(--bs-body-bg);\n --bs-card-img-overlay-padding: 1rem;\n --bs-card-group-margin: 0.75rem;\n position: relative;\n display: flex;\n flex-direction: column;\n min-width: 0;\n height: var(--bs-card-height);\n color: var(--bs-body-color);\n word-wrap: break-word;\n background-color: var(--bs-card-bg);\n background-clip: border-box;\n border: var(--bs-card-border-width) solid var(--bs-card-border-color);\n border-radius: var(--bs-card-border-radius);\n}\n.card > hr {\n margin-right: 0;\n margin-left: 0;\n}\n.card > .list-group {\n border-top: inherit;\n border-bottom: inherit;\n}\n.card > .list-group:first-child {\n border-top-width: 0;\n border-top-left-radius: var(--bs-card-inner-border-radius);\n border-top-right-radius: var(--bs-card-inner-border-radius);\n}\n.card > .list-group:last-child {\n border-bottom-width: 0;\n border-bottom-right-radius: var(--bs-card-inner-border-radius);\n border-bottom-left-radius: var(--bs-card-inner-border-radius);\n}\n.card > .card-header + .list-group,\n.card > .list-group + .card-footer {\n border-top: 0;\n}\n\n.card-body {\n flex: 1 1 auto;\n padding: var(--bs-card-spacer-y) var(--bs-card-spacer-x);\n color: var(--bs-card-color);\n}\n\n.card-title {\n margin-bottom: var(--bs-card-title-spacer-y);\n color: var(--bs-card-title-color);\n}\n\n.card-subtitle {\n margin-top: calc(-0.5 * var(--bs-card-title-spacer-y));\n margin-bottom: 0;\n color: var(--bs-card-subtitle-color);\n}\n\n.card-text:last-child {\n margin-bottom: 0;\n}\n\n.card-link + .card-link {\n margin-left: var(--bs-card-spacer-x);\n}\n\n.card-header {\n padding: var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);\n margin-bottom: 0;\n color: var(--bs-card-cap-color);\n background-color: var(--bs-card-cap-bg);\n border-bottom: var(--bs-card-border-width) solid var(--bs-card-border-color);\n}\n.card-header:first-child {\n border-radius: var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0;\n}\n\n.card-footer {\n padding: var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);\n color: var(--bs-card-cap-color);\n background-color: var(--bs-card-cap-bg);\n border-top: var(--bs-card-border-width) solid var(--bs-card-border-color);\n}\n.card-footer:last-child {\n border-radius: 0 0 var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius);\n}\n\n.card-header-tabs {\n margin-right: calc(-0.5 * var(--bs-card-cap-padding-x));\n margin-bottom: calc(-1 * var(--bs-card-cap-padding-y));\n margin-left: calc(-0.5 * var(--bs-card-cap-padding-x));\n border-bottom: 0;\n}\n.card-header-tabs .nav-link.active {\n background-color: var(--bs-card-bg);\n border-bottom-color: var(--bs-card-bg);\n}\n\n.card-header-pills {\n margin-right: calc(-0.5 * var(--bs-card-cap-padding-x));\n margin-left: calc(-0.5 * var(--bs-card-cap-padding-x));\n}\n\n.card-img-overlay {\n position: absolute;\n top: 0;\n right: 0;\n bottom: 0;\n left: 0;\n padding: var(--bs-card-img-overlay-padding);\n border-radius: var(--bs-card-inner-border-radius);\n}\n\n.card-img,\n.card-img-top,\n.card-img-bottom {\n width: 100%;\n}\n\n.card-img,\n.card-img-top {\n border-top-left-radius: var(--bs-card-inner-border-radius);\n border-top-right-radius: var(--bs-card-inner-border-radius);\n}\n\n.card-img,\n.card-img-bottom {\n border-bottom-right-radius: var(--bs-card-inner-border-radius);\n border-bottom-left-radius: var(--bs-card-inner-border-radius);\n}\n\n.card-group > .card {\n margin-bottom: var(--bs-card-group-margin);\n}\n@media (min-width: 576px) {\n .card-group {\n display: flex;\n flex-flow: row wrap;\n }\n .card-group > .card {\n flex: 1 0 0%;\n margin-bottom: 0;\n }\n .card-group > .card + .card {\n margin-left: 0;\n border-left: 0;\n }\n .card-group > .card:not(:last-child) {\n border-top-right-radius: 0;\n border-bottom-right-radius: 0;\n }\n .card-group > .card:not(:last-child) .card-img-top,\n .card-group > .card:not(:last-child) .card-header {\n border-top-right-radius: 0;\n }\n .card-group > .card:not(:last-child) .card-img-bottom,\n .card-group > .card:not(:last-child) .card-footer {\n border-bottom-right-radius: 0;\n }\n .card-group > .card:not(:first-child) {\n border-top-left-radius: 0;\n border-bottom-left-radius: 0;\n }\n .card-group > .card:not(:first-child) .card-img-top,\n .card-group > .card:not(:first-child) .card-header {\n border-top-left-radius: 0;\n }\n .card-group > .card:not(:first-child) .card-img-bottom,\n .card-group > .card:not(:first-child) .card-footer {\n border-bottom-left-radius: 0;\n }\n}\n\n.accordion {\n --bs-accordion-color: var(--bs-body-color);\n --bs-accordion-bg: var(--bs-body-bg);\n --bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;\n --bs-accordion-border-color: var(--bs-border-color);\n --bs-accordion-border-width: var(--bs-border-width);\n --bs-accordion-border-radius: var(--bs-border-radius);\n --bs-accordion-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));\n --bs-accordion-btn-padding-x: 1.25rem;\n --bs-accordion-btn-padding-y: 1rem;\n --bs-accordion-btn-color: var(--bs-body-color);\n --bs-accordion-btn-bg: var(--bs-accordion-bg);\n --bs-accordion-btn-icon: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='none' stroke='%23212529' stroke-linecap='round' stroke-linejoin='round'%3e%3cpath d='M2 5L8 11L14 5'/%3e%3c/svg%3e\");\n --bs-accordion-btn-icon-width: 1.25rem;\n --bs-accordion-btn-icon-transform: rotate(-180deg);\n --bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;\n --bs-accordion-btn-active-icon: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='none' stroke='%23052c65' stroke-linecap='round' stroke-linejoin='round'%3e%3cpath d='M2 5L8 11L14 5'/%3e%3c/svg%3e\");\n --bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);\n --bs-accordion-body-padding-x: 1.25rem;\n --bs-accordion-body-padding-y: 1rem;\n --bs-accordion-active-color: var(--bs-primary-text-emphasis);\n --bs-accordion-active-bg: var(--bs-primary-bg-subtle);\n}\n\n.accordion-button {\n position: relative;\n display: flex;\n align-items: center;\n width: 100%;\n padding: var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);\n font-size: 1rem;\n color: var(--bs-accordion-btn-color);\n text-align: left;\n background-color: var(--bs-accordion-btn-bg);\n border: 0;\n border-radius: 0;\n overflow-anchor: none;\n transition: var(--bs-accordion-transition);\n}\n@media (prefers-reduced-motion: reduce) {\n .accordion-button {\n transition: none;\n }\n}\n.accordion-button:not(.collapsed) {\n color: var(--bs-accordion-active-color);\n background-color: var(--bs-accordion-active-bg);\n box-shadow: inset 0 calc(-1 * var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color);\n}\n.accordion-button:not(.collapsed)::after {\n background-image: var(--bs-accordion-btn-active-icon);\n transform: var(--bs-accordion-btn-icon-transform);\n}\n.accordion-button::after {\n flex-shrink: 0;\n width: var(--bs-accordion-btn-icon-width);\n height: var(--bs-accordion-btn-icon-width);\n margin-left: auto;\n content: \"\";\n background-image: var(--bs-accordion-btn-icon);\n background-repeat: no-repeat;\n background-size: var(--bs-accordion-btn-icon-width);\n transition: var(--bs-accordion-btn-icon-transition);\n}\n@media (prefers-reduced-motion: reduce) {\n .accordion-button::after {\n transition: none;\n }\n}\n.accordion-button:hover {\n z-index: 2;\n}\n.accordion-button:focus {\n z-index: 3;\n outline: 0;\n box-shadow: var(--bs-accordion-btn-focus-box-shadow);\n}\n\n.accordion-header {\n margin-bottom: 0;\n}\n\n.accordion-item {\n color: var(--bs-accordion-color);\n background-color: var(--bs-accordion-bg);\n border: var(--bs-accordion-border-width) solid var(--bs-accordion-border-color);\n}\n.accordion-item:first-of-type {\n border-top-left-radius: var(--bs-accordion-border-radius);\n border-top-right-radius: var(--bs-accordion-border-radius);\n}\n.accordion-item:first-of-type > .accordion-header .accordion-button {\n border-top-left-radius: var(--bs-accordion-inner-border-radius);\n border-top-right-radius: var(--bs-accordion-inner-border-radius);\n}\n.accordion-item:not(:first-of-type) {\n border-top: 0;\n}\n.accordion-item:last-of-type {\n border-bottom-right-radius: var(--bs-accordion-border-radius);\n border-bottom-left-radius: var(--bs-accordion-border-radius);\n}\n.accordion-item:last-of-type > .accordion-header .accordion-button.collapsed {\n border-bottom-right-radius: var(--bs-accordion-inner-border-radius);\n border-bottom-left-radius: var(--bs-accordion-inner-border-radius);\n}\n.accordion-item:last-of-type > .accordion-collapse {\n border-bottom-right-radius: var(--bs-accordion-border-radius);\n border-bottom-left-radius: var(--bs-accordion-border-radius);\n}\n\n.accordion-body {\n padding: var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x);\n}\n\n.accordion-flush > .accordion-item {\n border-right: 0;\n border-left: 0;\n border-radius: 0;\n}\n.accordion-flush > .accordion-item:first-child {\n border-top: 0;\n}\n.accordion-flush > .accordion-item:last-child {\n border-bottom: 0;\n}\n.accordion-flush > .accordion-item > .accordion-header .accordion-button, .accordion-flush > .accordion-item > .accordion-header .accordion-button.collapsed {\n border-radius: 0;\n}\n.accordion-flush > .accordion-item > .accordion-collapse {\n border-radius: 0;\n}\n\n[data-bs-theme=dark] .accordion-button::after {\n --bs-accordion-btn-icon: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e\");\n --bs-accordion-btn-active-icon: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e\");\n}\n\n.breadcrumb {\n --bs-breadcrumb-padding-x: 0;\n --bs-breadcrumb-padding-y: 0;\n --bs-breadcrumb-margin-bottom: 1rem;\n --bs-breadcrumb-bg: ;\n --bs-breadcrumb-border-radius: ;\n --bs-breadcrumb-divider-color: var(--bs-secondary-color);\n --bs-breadcrumb-item-padding-x: 0.5rem;\n --bs-breadcrumb-item-active-color: var(--bs-secondary-color);\n display: flex;\n flex-wrap: wrap;\n padding: var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);\n margin-bottom: var(--bs-breadcrumb-margin-bottom);\n font-size: var(--bs-breadcrumb-font-size);\n list-style: none;\n background-color: var(--bs-breadcrumb-bg);\n border-radius: var(--bs-breadcrumb-border-radius);\n}\n\n.breadcrumb-item + .breadcrumb-item {\n padding-left: var(--bs-breadcrumb-item-padding-x);\n}\n.breadcrumb-item + .breadcrumb-item::before {\n float: left;\n padding-right: var(--bs-breadcrumb-item-padding-x);\n color: var(--bs-breadcrumb-divider-color);\n content: var(--bs-breadcrumb-divider, \"/\") /* rtl: var(--bs-breadcrumb-divider, \"/\") */;\n}\n.breadcrumb-item.active {\n color: var(--bs-breadcrumb-item-active-color);\n}\n\n.pagination {\n --bs-pagination-padding-x: 0.75rem;\n --bs-pagination-padding-y: 0.375rem;\n --bs-pagination-font-size: 1rem;\n --bs-pagination-color: var(--bs-link-color);\n --bs-pagination-bg: var(--bs-body-bg);\n --bs-pagination-border-width: var(--bs-border-width);\n --bs-pagination-border-color: var(--bs-border-color);\n --bs-pagination-border-radius: var(--bs-border-radius);\n --bs-pagination-hover-color: var(--bs-link-hover-color);\n --bs-pagination-hover-bg: var(--bs-tertiary-bg);\n --bs-pagination-hover-border-color: var(--bs-border-color);\n --bs-pagination-focus-color: var(--bs-link-hover-color);\n --bs-pagination-focus-bg: var(--bs-secondary-bg);\n --bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);\n --bs-pagination-active-color: #fff;\n --bs-pagination-active-bg: #0d6efd;\n --bs-pagination-active-border-color: #0d6efd;\n --bs-pagination-disabled-color: var(--bs-secondary-color);\n --bs-pagination-disabled-bg: var(--bs-secondary-bg);\n --bs-pagination-disabled-border-color: var(--bs-border-color);\n display: flex;\n padding-left: 0;\n list-style: none;\n}\n\n.page-link {\n position: relative;\n display: block;\n padding: var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);\n font-size: var(--bs-pagination-font-size);\n color: var(--bs-pagination-color);\n text-decoration: none;\n background-color: var(--bs-pagination-bg);\n border: var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);\n transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out;\n}\n@media (prefers-reduced-motion: reduce) {\n .page-link {\n transition: none;\n }\n}\n.page-link:hover {\n z-index: 2;\n color: var(--bs-pagination-hover-color);\n background-color: var(--bs-pagination-hover-bg);\n border-color: var(--bs-pagination-hover-border-color);\n}\n.page-link:focus {\n z-index: 3;\n color: var(--bs-pagination-focus-color);\n background-color: var(--bs-pagination-focus-bg);\n outline: 0;\n box-shadow: var(--bs-pagination-focus-box-shadow);\n}\n.page-link.active, .active > .page-link {\n z-index: 3;\n color: var(--bs-pagination-active-color);\n background-color: var(--bs-pagination-active-bg);\n border-color: var(--bs-pagination-active-border-color);\n}\n.page-link.disabled, .disabled > .page-link {\n color: var(--bs-pagination-disabled-color);\n pointer-events: none;\n background-color: var(--bs-pagination-disabled-bg);\n border-color: var(--bs-pagination-disabled-border-color);\n}\n\n.page-item:not(:first-child) .page-link {\n margin-left: calc(var(--bs-border-width) * -1);\n}\n.page-item:first-child .page-link {\n border-top-left-radius: var(--bs-pagination-border-radius);\n border-bottom-left-radius: var(--bs-pagination-border-radius);\n}\n.page-item:last-child .page-link {\n border-top-right-radius: var(--bs-pagination-border-radius);\n border-bottom-right-radius: var(--bs-pagination-border-radius);\n}\n\n.pagination-lg {\n --bs-pagination-padding-x: 1.5rem;\n --bs-pagination-padding-y: 0.75rem;\n --bs-pagination-font-size: 1.25rem;\n --bs-pagination-border-radius: var(--bs-border-radius-lg);\n}\n\n.pagination-sm {\n --bs-pagination-padding-x: 0.5rem;\n --bs-pagination-padding-y: 0.25rem;\n --bs-pagination-font-size: 0.875rem;\n --bs-pagination-border-radius: var(--bs-border-radius-sm);\n}\n\n.badge {\n --bs-badge-padding-x: 0.65em;\n --bs-badge-padding-y: 0.35em;\n --bs-badge-font-size: 0.75em;\n --bs-badge-font-weight: 700;\n --bs-badge-color: #fff;\n --bs-badge-border-radius: var(--bs-border-radius);\n display: inline-block;\n padding: var(--bs-badge-padding-y) var(--bs-badge-padding-x);\n font-size: var(--bs-badge-font-size);\n font-weight: var(--bs-badge-font-weight);\n line-height: 1;\n color: var(--bs-badge-color);\n text-align: center;\n white-space: nowrap;\n vertical-align: baseline;\n border-radius: var(--bs-badge-border-radius);\n}\n.badge:empty {\n display: none;\n}\n\n.btn .badge {\n position: relative;\n top: -1px;\n}\n\n.alert {\n --bs-alert-bg: transparent;\n --bs-alert-padding-x: 1rem;\n --bs-alert-padding-y: 1rem;\n --bs-alert-margin-bottom: 1rem;\n --bs-alert-color: inherit;\n --bs-alert-border-color: transparent;\n --bs-alert-border: var(--bs-border-width) solid var(--bs-alert-border-color);\n --bs-alert-border-radius: var(--bs-border-radius);\n --bs-alert-link-color: inherit;\n position: relative;\n padding: var(--bs-alert-padding-y) var(--bs-alert-padding-x);\n margin-bottom: var(--bs-alert-margin-bottom);\n color: var(--bs-alert-color);\n background-color: var(--bs-alert-bg);\n border: var(--bs-alert-border);\n border-radius: var(--bs-alert-border-radius);\n}\n\n.alert-heading {\n color: inherit;\n}\n\n.alert-link {\n font-weight: 700;\n color: var(--bs-alert-link-color);\n}\n\n.alert-dismissible {\n padding-right: 3rem;\n}\n.alert-dismissible .btn-close {\n position: absolute;\n top: 0;\n right: 0;\n z-index: 2;\n padding: 1.25rem 1rem;\n}\n\n.alert-primary {\n --bs-alert-color: var(--bs-primary-text-emphasis);\n --bs-alert-bg: var(--bs-primary-bg-subtle);\n --bs-alert-border-color: var(--bs-primary-border-subtle);\n --bs-alert-link-color: var(--bs-primary-text-emphasis);\n}\n\n.alert-secondary {\n --bs-alert-color: var(--bs-secondary-text-emphasis);\n --bs-alert-bg: var(--bs-secondary-bg-subtle);\n --bs-alert-border-color: var(--bs-secondary-border-subtle);\n --bs-alert-link-color: var(--bs-secondary-text-emphasis);\n}\n\n.alert-success {\n --bs-alert-color: var(--bs-success-text-emphasis);\n --bs-alert-bg: var(--bs-success-bg-subtle);\n --bs-alert-border-color: var(--bs-success-border-subtle);\n --bs-alert-link-color: var(--bs-success-text-emphasis);\n}\n\n.alert-info {\n --bs-alert-color: var(--bs-info-text-emphasis);\n --bs-alert-bg: var(--bs-info-bg-subtle);\n --bs-alert-border-color: var(--bs-info-border-subtle);\n --bs-alert-link-color: var(--bs-info-text-emphasis);\n}\n\n.alert-warning {\n --bs-alert-color: var(--bs-warning-text-emphasis);\n --bs-alert-bg: var(--bs-warning-bg-subtle);\n --bs-alert-border-color: var(--bs-warning-border-subtle);\n --bs-alert-link-color: var(--bs-warning-text-emphasis);\n}\n\n.alert-danger {\n --bs-alert-color: var(--bs-danger-text-emphasis);\n --bs-alert-bg: var(--bs-danger-bg-subtle);\n --bs-alert-border-color: var(--bs-danger-border-subtle);\n --bs-alert-link-color: var(--bs-danger-text-emphasis);\n}\n\n.alert-light {\n --bs-alert-color: var(--bs-light-text-emphasis);\n --bs-alert-bg: var(--bs-light-bg-subtle);\n --bs-alert-border-color: var(--bs-light-border-subtle);\n --bs-alert-link-color: var(--bs-light-text-emphasis);\n}\n\n.alert-dark {\n --bs-alert-color: var(--bs-dark-text-emphasis);\n --bs-alert-bg: var(--bs-dark-bg-subtle);\n --bs-alert-border-color: var(--bs-dark-border-subtle);\n --bs-alert-link-color: var(--bs-dark-text-emphasis);\n}\n\n@keyframes progress-bar-stripes {\n 0% {\n background-position-x: 1rem;\n }\n}\n.progress,\n.progress-stacked {\n --bs-progress-height: 1rem;\n --bs-progress-font-size: 0.75rem;\n --bs-progress-bg: var(--bs-secondary-bg);\n --bs-progress-border-radius: var(--bs-border-radius);\n --bs-progress-box-shadow: var(--bs-box-shadow-inset);\n --bs-progress-bar-color: #fff;\n --bs-progress-bar-bg: #0d6efd;\n --bs-progress-bar-transition: width 0.6s ease;\n display: flex;\n height: var(--bs-progress-height);\n overflow: hidden;\n font-size: var(--bs-progress-font-size);\n background-color: var(--bs-progress-bg);\n border-radius: var(--bs-progress-border-radius);\n}\n\n.progress-bar {\n display: flex;\n flex-direction: column;\n justify-content: center;\n overflow: hidden;\n color: var(--bs-progress-bar-color);\n text-align: center;\n white-space: nowrap;\n background-color: var(--bs-progress-bar-bg);\n transition: var(--bs-progress-bar-transition);\n}\n@media (prefers-reduced-motion: reduce) {\n .progress-bar {\n transition: none;\n }\n}\n\n.progress-bar-striped {\n background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);\n background-size: var(--bs-progress-height) var(--bs-progress-height);\n}\n\n.progress-stacked > .progress {\n overflow: visible;\n}\n\n.progress-stacked > .progress > .progress-bar {\n width: 100%;\n}\n\n.progress-bar-animated {\n animation: 1s linear infinite progress-bar-stripes;\n}\n@media (prefers-reduced-motion: reduce) {\n .progress-bar-animated {\n animation: none;\n }\n}\n\n.list-group {\n --bs-list-group-color: var(--bs-body-color);\n --bs-list-group-bg: var(--bs-body-bg);\n --bs-list-group-border-color: var(--bs-border-color);\n --bs-list-group-border-width: var(--bs-border-width);\n --bs-list-group-border-radius: var(--bs-border-radius);\n --bs-list-group-item-padding-x: 1rem;\n --bs-list-group-item-padding-y: 0.5rem;\n --bs-list-group-action-color: var(--bs-secondary-color);\n --bs-list-group-action-hover-color: var(--bs-emphasis-color);\n --bs-list-group-action-hover-bg: var(--bs-tertiary-bg);\n --bs-list-group-action-active-color: var(--bs-body-color);\n --bs-list-group-action-active-bg: var(--bs-secondary-bg);\n --bs-list-group-disabled-color: var(--bs-secondary-color);\n --bs-list-group-disabled-bg: var(--bs-body-bg);\n --bs-list-group-active-color: #fff;\n --bs-list-group-active-bg: #0d6efd;\n --bs-list-group-active-border-color: #0d6efd;\n display: flex;\n flex-direction: column;\n padding-left: 0;\n margin-bottom: 0;\n border-radius: var(--bs-list-group-border-radius);\n}\n\n.list-group-numbered {\n list-style-type: none;\n counter-reset: section;\n}\n.list-group-numbered > .list-group-item::before {\n content: counters(section, \".\") \". \";\n counter-increment: section;\n}\n\n.list-group-item-action {\n width: 100%;\n color: var(--bs-list-group-action-color);\n text-align: inherit;\n}\n.list-group-item-action:hover, .list-group-item-action:focus {\n z-index: 1;\n color: var(--bs-list-group-action-hover-color);\n text-decoration: none;\n background-color: var(--bs-list-group-action-hover-bg);\n}\n.list-group-item-action:active {\n color: var(--bs-list-group-action-active-color);\n background-color: var(--bs-list-group-action-active-bg);\n}\n\n.list-group-item {\n position: relative;\n display: block;\n padding: var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);\n color: var(--bs-list-group-color);\n text-decoration: none;\n background-color: var(--bs-list-group-bg);\n border: var(--bs-list-group-border-width) solid var(--bs-list-group-border-color);\n}\n.list-group-item:first-child {\n border-top-left-radius: inherit;\n border-top-right-radius: inherit;\n}\n.list-group-item:last-child {\n border-bottom-right-radius: inherit;\n border-bottom-left-radius: inherit;\n}\n.list-group-item.disabled, .list-group-item:disabled {\n color: var(--bs-list-group-disabled-color);\n pointer-events: none;\n background-color: var(--bs-list-group-disabled-bg);\n}\n.list-group-item.active {\n z-index: 2;\n color: var(--bs-list-group-active-color);\n background-color: var(--bs-list-group-active-bg);\n border-color: var(--bs-list-group-active-border-color);\n}\n.list-group-item + .list-group-item {\n border-top-width: 0;\n}\n.list-group-item + .list-group-item.active {\n margin-top: calc(-1 * var(--bs-list-group-border-width));\n border-top-width: var(--bs-list-group-border-width);\n}\n\n.list-group-horizontal {\n flex-direction: row;\n}\n.list-group-horizontal > .list-group-item:first-child:not(:last-child) {\n border-bottom-left-radius: var(--bs-list-group-border-radius);\n border-top-right-radius: 0;\n}\n.list-group-horizontal > .list-group-item:last-child:not(:first-child) {\n border-top-right-radius: var(--bs-list-group-border-radius);\n border-bottom-left-radius: 0;\n}\n.list-group-horizontal > .list-group-item.active {\n margin-top: 0;\n}\n.list-group-horizontal > .list-group-item + .list-group-item {\n border-top-width: var(--bs-list-group-border-width);\n border-left-width: 0;\n}\n.list-group-horizontal > .list-group-item + .list-group-item.active {\n margin-left: calc(-1 * var(--bs-list-group-border-width));\n border-left-width: var(--bs-list-group-border-width);\n}\n\n@media (min-width: 576px) {\n .list-group-horizontal-sm {\n flex-direction: row;\n }\n .list-group-horizontal-sm > .list-group-item:first-child:not(:last-child) {\n border-bottom-left-radius: var(--bs-list-group-border-radius);\n border-top-right-radius: 0;\n }\n .list-group-horizontal-sm > .list-group-item:last-child:not(:first-child) {\n border-top-right-radius: var(--bs-list-group-border-radius);\n border-bottom-left-radius: 0;\n }\n .list-group-horizontal-sm > .list-group-item.active {\n margin-top: 0;\n }\n .list-group-horizontal-sm > .list-group-item + .list-group-item {\n border-top-width: var(--bs-list-group-border-width);\n border-left-width: 0;\n }\n .list-group-horizontal-sm > .list-group-item + .list-group-item.active {\n margin-left: calc(-1 * var(--bs-list-group-border-width));\n border-left-width: var(--bs-list-group-border-width);\n }\n}\n@media (min-width: 768px) {\n .list-group-horizontal-md {\n flex-direction: row;\n }\n .list-group-horizontal-md > .list-group-item:first-child:not(:last-child) {\n border-bottom-left-radius: var(--bs-list-group-border-radius);\n border-top-right-radius: 0;\n }\n .list-group-horizontal-md > .list-group-item:last-child:not(:first-child) {\n border-top-right-radius: var(--bs-list-group-border-radius);\n border-bottom-left-radius: 0;\n }\n .list-group-horizontal-md > .list-group-item.active {\n margin-top: 0;\n }\n .list-group-horizontal-md > .list-group-item + .list-group-item {\n border-top-width: var(--bs-list-group-border-width);\n border-left-width: 0;\n }\n .list-group-horizontal-md > .list-group-item + .list-group-item.active {\n margin-left: calc(-1 * var(--bs-list-group-border-width));\n border-left-width: var(--bs-list-group-border-width);\n }\n}\n@media (min-width: 992px) {\n .list-group-horizontal-lg {\n flex-direction: row;\n }\n .list-group-horizontal-lg > .list-group-item:first-child:not(:last-child) {\n border-bottom-left-radius: var(--bs-list-group-border-radius);\n border-top-right-radius: 0;\n }\n .list-group-horizontal-lg > .list-group-item:last-child:not(:first-child) {\n border-top-right-radius: var(--bs-list-group-border-radius);\n border-bottom-left-radius: 0;\n }\n .list-group-horizontal-lg > .list-group-item.active {\n margin-top: 0;\n }\n .list-group-horizontal-lg > .list-group-item + .list-group-item {\n border-top-width: var(--bs-list-group-border-width);\n border-left-width: 0;\n }\n .list-group-horizontal-lg > .list-group-item + .list-group-item.active {\n margin-left: calc(-1 * var(--bs-list-group-border-width));\n border-left-width: var(--bs-list-group-border-width);\n }\n}\n@media (min-width: 1200px) {\n .list-group-horizontal-xl {\n flex-direction: row;\n }\n .list-group-horizontal-xl > .list-group-item:first-child:not(:last-child) {\n border-bottom-left-radius: var(--bs-list-group-border-radius);\n border-top-right-radius: 0;\n }\n .list-group-horizontal-xl > .list-group-item:last-child:not(:first-child) {\n border-top-right-radius: var(--bs-list-group-border-radius);\n border-bottom-left-radius: 0;\n }\n .list-group-horizontal-xl > .list-group-item.active {\n margin-top: 0;\n }\n .list-group-horizontal-xl > .list-group-item + .list-group-item {\n border-top-width: var(--bs-list-group-border-width);\n border-left-width: 0;\n }\n .list-group-horizontal-xl > .list-group-item + .list-group-item.active {\n margin-left: calc(-1 * var(--bs-list-group-border-width));\n border-left-width: var(--bs-list-group-border-width);\n }\n}\n@media (min-width: 1400px) {\n .list-group-horizontal-xxl {\n flex-direction: row;\n }\n .list-group-horizontal-xxl > .list-group-item:first-child:not(:last-child) {\n border-bottom-left-radius: var(--bs-list-group-border-radius);\n border-top-right-radius: 0;\n }\n .list-group-horizontal-xxl > .list-group-item:last-child:not(:first-child) {\n border-top-right-radius: var(--bs-list-group-border-radius);\n border-bottom-left-radius: 0;\n }\n .list-group-horizontal-xxl > .list-group-item.active {\n margin-top: 0;\n }\n .list-group-horizontal-xxl > .list-group-item + .list-group-item {\n border-top-width: var(--bs-list-group-border-width);\n border-left-width: 0;\n }\n .list-group-horizontal-xxl > .list-group-item + .list-group-item.active {\n margin-left: calc(-1 * var(--bs-list-group-border-width));\n border-left-width: var(--bs-list-group-border-width);\n }\n}\n.list-group-flush {\n border-radius: 0;\n}\n.list-group-flush > .list-group-item {\n border-width: 0 0 var(--bs-list-group-border-width);\n}\n.list-group-flush > .list-group-item:last-child {\n border-bottom-width: 0;\n}\n\n.list-group-item-primary {\n --bs-list-group-color: var(--bs-primary-text-emphasis);\n --bs-list-group-bg: var(--bs-primary-bg-subtle);\n --bs-list-group-border-color: var(--bs-primary-border-subtle);\n --bs-list-group-action-hover-color: var(--bs-emphasis-color);\n --bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);\n --bs-list-group-action-active-color: var(--bs-emphasis-color);\n --bs-list-group-action-active-bg: var(--bs-primary-border-subtle);\n --bs-list-group-active-color: var(--bs-primary-bg-subtle);\n --bs-list-group-active-bg: var(--bs-primary-text-emphasis);\n --bs-list-group-active-border-color: var(--bs-primary-text-emphasis);\n}\n\n.list-group-item-secondary {\n --bs-list-group-color: var(--bs-secondary-text-emphasis);\n --bs-list-group-bg: var(--bs-secondary-bg-subtle);\n --bs-list-group-border-color: var(--bs-secondary-border-subtle);\n --bs-list-group-action-hover-color: var(--bs-emphasis-color);\n --bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);\n --bs-list-group-action-active-color: var(--bs-emphasis-color);\n --bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);\n --bs-list-group-active-color: var(--bs-secondary-bg-subtle);\n --bs-list-group-active-bg: var(--bs-secondary-text-emphasis);\n --bs-list-group-active-border-color: var(--bs-secondary-text-emphasis);\n}\n\n.list-group-item-success {\n --bs-list-group-color: var(--bs-success-text-emphasis);\n --bs-list-group-bg: var(--bs-success-bg-subtle);\n --bs-list-group-border-color: var(--bs-success-border-subtle);\n --bs-list-group-action-hover-color: var(--bs-emphasis-color);\n --bs-list-group-action-hover-bg: var(--bs-success-border-subtle);\n --bs-list-group-action-active-color: var(--bs-emphasis-color);\n --bs-list-group-action-active-bg: var(--bs-success-border-subtle);\n --bs-list-group-active-color: var(--bs-success-bg-subtle);\n --bs-list-group-active-bg: var(--bs-success-text-emphasis);\n --bs-list-group-active-border-color: var(--bs-success-text-emphasis);\n}\n\n.list-group-item-info {\n --bs-list-group-color: var(--bs-info-text-emphasis);\n --bs-list-group-bg: var(--bs-info-bg-subtle);\n --bs-list-group-border-color: var(--bs-info-border-subtle);\n --bs-list-group-action-hover-color: var(--bs-emphasis-color);\n --bs-list-group-action-hover-bg: var(--bs-info-border-subtle);\n --bs-list-group-action-active-color: var(--bs-emphasis-color);\n --bs-list-group-action-active-bg: var(--bs-info-border-subtle);\n --bs-list-group-active-color: var(--bs-info-bg-subtle);\n --bs-list-group-active-bg: var(--bs-info-text-emphasis);\n --bs-list-group-active-border-color: var(--bs-info-text-emphasis);\n}\n\n.list-group-item-warning {\n --bs-list-group-color: var(--bs-warning-text-emphasis);\n --bs-list-group-bg: var(--bs-warning-bg-subtle);\n --bs-list-group-border-color: var(--bs-warning-border-subtle);\n --bs-list-group-action-hover-color: var(--bs-emphasis-color);\n --bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);\n --bs-list-group-action-active-color: var(--bs-emphasis-color);\n --bs-list-group-action-active-bg: var(--bs-warning-border-subtle);\n --bs-list-group-active-color: var(--bs-warning-bg-subtle);\n --bs-list-group-active-bg: var(--bs-warning-text-emphasis);\n --bs-list-group-active-border-color: var(--bs-warning-text-emphasis);\n}\n\n.list-group-item-danger {\n --bs-list-group-color: var(--bs-danger-text-emphasis);\n --bs-list-group-bg: var(--bs-danger-bg-subtle);\n --bs-list-group-border-color: var(--bs-danger-border-subtle);\n --bs-list-group-action-hover-color: var(--bs-emphasis-color);\n --bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);\n --bs-list-group-action-active-color: var(--bs-emphasis-color);\n --bs-list-group-action-active-bg: var(--bs-danger-border-subtle);\n --bs-list-group-active-color: var(--bs-danger-bg-subtle);\n --bs-list-group-active-bg: var(--bs-danger-text-emphasis);\n --bs-list-group-active-border-color: var(--bs-danger-text-emphasis);\n}\n\n.list-group-item-light {\n --bs-list-group-color: var(--bs-light-text-emphasis);\n --bs-list-group-bg: var(--bs-light-bg-subtle);\n --bs-list-group-border-color: var(--bs-light-border-subtle);\n --bs-list-group-action-hover-color: var(--bs-emphasis-color);\n --bs-list-group-action-hover-bg: var(--bs-light-border-subtle);\n --bs-list-group-action-active-color: var(--bs-emphasis-color);\n --bs-list-group-action-active-bg: var(--bs-light-border-subtle);\n --bs-list-group-active-color: var(--bs-light-bg-subtle);\n --bs-list-group-active-bg: var(--bs-light-text-emphasis);\n --bs-list-group-active-border-color: var(--bs-light-text-emphasis);\n}\n\n.list-group-item-dark {\n --bs-list-group-color: var(--bs-dark-text-emphasis);\n --bs-list-group-bg: var(--bs-dark-bg-subtle);\n --bs-list-group-border-color: var(--bs-dark-border-subtle);\n --bs-list-group-action-hover-color: var(--bs-emphasis-color);\n --bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);\n --bs-list-group-action-active-color: var(--bs-emphasis-color);\n --bs-list-group-action-active-bg: var(--bs-dark-border-subtle);\n --bs-list-group-active-color: var(--bs-dark-bg-subtle);\n --bs-list-group-active-bg: var(--bs-dark-text-emphasis);\n --bs-list-group-active-border-color: var(--bs-dark-text-emphasis);\n}\n\n.btn-close {\n --bs-btn-close-color: #000;\n --bs-btn-close-bg: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e\");\n --bs-btn-close-opacity: 0.5;\n --bs-btn-close-hover-opacity: 0.75;\n --bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);\n --bs-btn-close-focus-opacity: 1;\n --bs-btn-close-disabled-opacity: 0.25;\n --bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);\n box-sizing: content-box;\n width: 1em;\n height: 1em;\n padding: 0.25em 0.25em;\n color: var(--bs-btn-close-color);\n background: transparent var(--bs-btn-close-bg) center/1em auto no-repeat;\n border: 0;\n border-radius: 0.375rem;\n opacity: var(--bs-btn-close-opacity);\n}\n.btn-close:hover {\n color: var(--bs-btn-close-color);\n text-decoration: none;\n opacity: var(--bs-btn-close-hover-opacity);\n}\n.btn-close:focus {\n outline: 0;\n box-shadow: var(--bs-btn-close-focus-shadow);\n opacity: var(--bs-btn-close-focus-opacity);\n}\n.btn-close:disabled, .btn-close.disabled {\n pointer-events: none;\n user-select: none;\n opacity: var(--bs-btn-close-disabled-opacity);\n}\n\n.btn-close-white {\n filter: var(--bs-btn-close-white-filter);\n}\n\n[data-bs-theme=dark] .btn-close {\n filter: var(--bs-btn-close-white-filter);\n}\n\n.toast {\n --bs-toast-zindex: 1090;\n --bs-toast-padding-x: 0.75rem;\n --bs-toast-padding-y: 0.5rem;\n --bs-toast-spacing: 1.5rem;\n --bs-toast-max-width: 350px;\n --bs-toast-font-size: 0.875rem;\n --bs-toast-color: ;\n --bs-toast-bg: rgba(var(--bs-body-bg-rgb), 0.85);\n --bs-toast-border-width: var(--bs-border-width);\n --bs-toast-border-color: var(--bs-border-color-translucent);\n --bs-toast-border-radius: var(--bs-border-radius);\n --bs-toast-box-shadow: var(--bs-box-shadow);\n --bs-toast-header-color: var(--bs-secondary-color);\n --bs-toast-header-bg: rgba(var(--bs-body-bg-rgb), 0.85);\n --bs-toast-header-border-color: var(--bs-border-color-translucent);\n width: var(--bs-toast-max-width);\n max-width: 100%;\n font-size: var(--bs-toast-font-size);\n color: var(--bs-toast-color);\n pointer-events: auto;\n background-color: var(--bs-toast-bg);\n background-clip: padding-box;\n border: var(--bs-toast-border-width) solid var(--bs-toast-border-color);\n box-shadow: var(--bs-toast-box-shadow);\n border-radius: var(--bs-toast-border-radius);\n}\n.toast.showing {\n opacity: 0;\n}\n.toast:not(.show) {\n display: none;\n}\n\n.toast-container {\n --bs-toast-zindex: 1090;\n position: absolute;\n z-index: var(--bs-toast-zindex);\n width: max-content;\n max-width: 100%;\n pointer-events: none;\n}\n.toast-container > :not(:last-child) {\n margin-bottom: var(--bs-toast-spacing);\n}\n\n.toast-header {\n display: flex;\n align-items: center;\n padding: var(--bs-toast-padding-y) var(--bs-toast-padding-x);\n color: var(--bs-toast-header-color);\n background-color: var(--bs-toast-header-bg);\n background-clip: padding-box;\n border-bottom: var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);\n border-top-left-radius: calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));\n border-top-right-radius: calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));\n}\n.toast-header .btn-close {\n margin-right: calc(-0.5 * var(--bs-toast-padding-x));\n margin-left: var(--bs-toast-padding-x);\n}\n\n.toast-body {\n padding: var(--bs-toast-padding-x);\n word-wrap: break-word;\n}\n\n.modal {\n --bs-modal-zindex: 1055;\n --bs-modal-width: 500px;\n --bs-modal-padding: 1rem;\n --bs-modal-margin: 0.5rem;\n --bs-modal-color: ;\n --bs-modal-bg: var(--bs-body-bg);\n --bs-modal-border-color: var(--bs-border-color-translucent);\n --bs-modal-border-width: var(--bs-border-width);\n --bs-modal-border-radius: var(--bs-border-radius-lg);\n --bs-modal-box-shadow: var(--bs-box-shadow-sm);\n --bs-modal-inner-border-radius: calc(var(--bs-border-radius-lg) - (var(--bs-border-width)));\n --bs-modal-header-padding-x: 1rem;\n --bs-modal-header-padding-y: 1rem;\n --bs-modal-header-padding: 1rem 1rem;\n --bs-modal-header-border-color: var(--bs-border-color);\n --bs-modal-header-border-width: var(--bs-border-width);\n --bs-modal-title-line-height: 1.5;\n --bs-modal-footer-gap: 0.5rem;\n --bs-modal-footer-bg: ;\n --bs-modal-footer-border-color: var(--bs-border-color);\n --bs-modal-footer-border-width: var(--bs-border-width);\n position: fixed;\n top: 0;\n left: 0;\n z-index: var(--bs-modal-zindex);\n display: none;\n width: 100%;\n height: 100%;\n overflow-x: hidden;\n overflow-y: auto;\n outline: 0;\n}\n\n.modal-dialog {\n position: relative;\n width: auto;\n margin: var(--bs-modal-margin);\n pointer-events: none;\n}\n.modal.fade .modal-dialog {\n transition: transform 0.3s ease-out;\n transform: translate(0, -50px);\n}\n@media (prefers-reduced-motion: reduce) {\n .modal.fade .modal-dialog {\n transition: none;\n }\n}\n.modal.show .modal-dialog {\n transform: none;\n}\n.modal.modal-static .modal-dialog {\n transform: scale(1.02);\n}\n\n.modal-dialog-scrollable {\n height: calc(100% - var(--bs-modal-margin) * 2);\n}\n.modal-dialog-scrollable .modal-content {\n max-height: 100%;\n overflow: hidden;\n}\n.modal-dialog-scrollable .modal-body {\n overflow-y: auto;\n}\n\n.modal-dialog-centered {\n display: flex;\n align-items: center;\n min-height: calc(100% - var(--bs-modal-margin) * 2);\n}\n\n.modal-content {\n position: relative;\n display: flex;\n flex-direction: column;\n width: 100%;\n color: var(--bs-modal-color);\n pointer-events: auto;\n background-color: var(--bs-modal-bg);\n background-clip: padding-box;\n border: var(--bs-modal-border-width) solid var(--bs-modal-border-color);\n border-radius: var(--bs-modal-border-radius);\n outline: 0;\n}\n\n.modal-backdrop {\n --bs-backdrop-zindex: 1050;\n --bs-backdrop-bg: #000;\n --bs-backdrop-opacity: 0.5;\n position: fixed;\n top: 0;\n left: 0;\n z-index: var(--bs-backdrop-zindex);\n width: 100vw;\n height: 100vh;\n background-color: var(--bs-backdrop-bg);\n}\n.modal-backdrop.fade {\n opacity: 0;\n}\n.modal-backdrop.show {\n opacity: var(--bs-backdrop-opacity);\n}\n\n.modal-header {\n display: flex;\n flex-shrink: 0;\n align-items: center;\n padding: var(--bs-modal-header-padding);\n border-bottom: var(--bs-modal-header-border-width) solid var(--bs-modal-header-border-color);\n border-top-left-radius: var(--bs-modal-inner-border-radius);\n border-top-right-radius: var(--bs-modal-inner-border-radius);\n}\n.modal-header .btn-close {\n padding: calc(var(--bs-modal-header-padding-y) * 0.5) calc(var(--bs-modal-header-padding-x) * 0.5);\n margin: calc(-0.5 * var(--bs-modal-header-padding-y)) calc(-0.5 * var(--bs-modal-header-padding-x)) calc(-0.5 * var(--bs-modal-header-padding-y)) auto;\n}\n\n.modal-title {\n margin-bottom: 0;\n line-height: var(--bs-modal-title-line-height);\n}\n\n.modal-body {\n position: relative;\n flex: 1 1 auto;\n padding: var(--bs-modal-padding);\n}\n\n.modal-footer {\n display: flex;\n flex-shrink: 0;\n flex-wrap: wrap;\n align-items: center;\n justify-content: flex-end;\n padding: calc(var(--bs-modal-padding) - var(--bs-modal-footer-gap) * 0.5);\n background-color: var(--bs-modal-footer-bg);\n border-top: var(--bs-modal-footer-border-width) solid var(--bs-modal-footer-border-color);\n border-bottom-right-radius: var(--bs-modal-inner-border-radius);\n border-bottom-left-radius: var(--bs-modal-inner-border-radius);\n}\n.modal-footer > * {\n margin: calc(var(--bs-modal-footer-gap) * 0.5);\n}\n\n@media (min-width: 576px) {\n .modal {\n --bs-modal-margin: 1.75rem;\n --bs-modal-box-shadow: var(--bs-box-shadow);\n }\n .modal-dialog {\n max-width: var(--bs-modal-width);\n margin-right: auto;\n margin-left: auto;\n }\n .modal-sm {\n --bs-modal-width: 300px;\n }\n}\n@media (min-width: 992px) {\n .modal-lg,\n .modal-xl {\n --bs-modal-width: 800px;\n }\n}\n@media (min-width: 1200px) {\n .modal-xl {\n --bs-modal-width: 1140px;\n }\n}\n.modal-fullscreen {\n width: 100vw;\n max-width: none;\n height: 100%;\n margin: 0;\n}\n.modal-fullscreen .modal-content {\n height: 100%;\n border: 0;\n border-radius: 0;\n}\n.modal-fullscreen .modal-header,\n.modal-fullscreen .modal-footer {\n border-radius: 0;\n}\n.modal-fullscreen .modal-body {\n overflow-y: auto;\n}\n\n@media (max-width: 575.98px) {\n .modal-fullscreen-sm-down {\n width: 100vw;\n max-width: none;\n height: 100%;\n margin: 0;\n }\n .modal-fullscreen-sm-down .modal-content {\n height: 100%;\n border: 0;\n border-radius: 0;\n }\n .modal-fullscreen-sm-down .modal-header,\n .modal-fullscreen-sm-down .modal-footer {\n border-radius: 0;\n }\n .modal-fullscreen-sm-down .modal-body {\n overflow-y: auto;\n }\n}\n@media (max-width: 767.98px) {\n .modal-fullscreen-md-down {\n width: 100vw;\n max-width: none;\n height: 100%;\n margin: 0;\n }\n .modal-fullscreen-md-down .modal-content {\n height: 100%;\n border: 0;\n border-radius: 0;\n }\n .modal-fullscreen-md-down .modal-header,\n .modal-fullscreen-md-down .modal-footer {\n border-radius: 0;\n }\n .modal-fullscreen-md-down .modal-body {\n overflow-y: auto;\n }\n}\n@media (max-width: 991.98px) {\n .modal-fullscreen-lg-down {\n width: 100vw;\n max-width: none;\n height: 100%;\n margin: 0;\n }\n .modal-fullscreen-lg-down .modal-content {\n height: 100%;\n border: 0;\n border-radius: 0;\n }\n .modal-fullscreen-lg-down .modal-header,\n .modal-fullscreen-lg-down .modal-footer {\n border-radius: 0;\n }\n .modal-fullscreen-lg-down .modal-body {\n overflow-y: auto;\n }\n}\n@media (max-width: 1199.98px) {\n .modal-fullscreen-xl-down {\n width: 100vw;\n max-width: none;\n height: 100%;\n margin: 0;\n }\n .modal-fullscreen-xl-down .modal-content {\n height: 100%;\n border: 0;\n border-radius: 0;\n }\n .modal-fullscreen-xl-down .modal-header,\n .modal-fullscreen-xl-down .modal-footer {\n border-radius: 0;\n }\n .modal-fullscreen-xl-down .modal-body {\n overflow-y: auto;\n }\n}\n@media (max-width: 1399.98px) {\n .modal-fullscreen-xxl-down {\n width: 100vw;\n max-width: none;\n height: 100%;\n margin: 0;\n }\n .modal-fullscreen-xxl-down .modal-content {\n height: 100%;\n border: 0;\n border-radius: 0;\n }\n .modal-fullscreen-xxl-down .modal-header,\n .modal-fullscreen-xxl-down .modal-footer {\n border-radius: 0;\n }\n .modal-fullscreen-xxl-down .modal-body {\n overflow-y: auto;\n }\n}\n.tooltip {\n --bs-tooltip-zindex: 1080;\n --bs-tooltip-max-width: 200px;\n --bs-tooltip-padding-x: 0.5rem;\n --bs-tooltip-padding-y: 0.25rem;\n --bs-tooltip-margin: ;\n --bs-tooltip-font-size: 0.875rem;\n --bs-tooltip-color: var(--bs-body-bg);\n --bs-tooltip-bg: var(--bs-emphasis-color);\n --bs-tooltip-border-radius: var(--bs-border-radius);\n --bs-tooltip-opacity: 0.9;\n --bs-tooltip-arrow-width: 0.8rem;\n --bs-tooltip-arrow-height: 0.4rem;\n z-index: var(--bs-tooltip-zindex);\n display: block;\n margin: var(--bs-tooltip-margin);\n font-family: var(--bs-font-sans-serif);\n font-style: normal;\n font-weight: 400;\n line-height: 1.5;\n text-align: left;\n text-align: start;\n text-decoration: none;\n text-shadow: none;\n text-transform: none;\n letter-spacing: normal;\n word-break: normal;\n white-space: normal;\n word-spacing: normal;\n line-break: auto;\n font-size: var(--bs-tooltip-font-size);\n word-wrap: break-word;\n opacity: 0;\n}\n.tooltip.show {\n opacity: var(--bs-tooltip-opacity);\n}\n.tooltip .tooltip-arrow {\n display: block;\n width: var(--bs-tooltip-arrow-width);\n height: var(--bs-tooltip-arrow-height);\n}\n.tooltip .tooltip-arrow::before {\n position: absolute;\n content: \"\";\n border-color: transparent;\n border-style: solid;\n}\n\n.bs-tooltip-top .tooltip-arrow, .bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow {\n bottom: calc(-1 * var(--bs-tooltip-arrow-height));\n}\n.bs-tooltip-top .tooltip-arrow::before, .bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow::before {\n top: -1px;\n border-width: var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width) * 0.5) 0;\n border-top-color: var(--bs-tooltip-bg);\n}\n\n/* rtl:begin:ignore */\n.bs-tooltip-end .tooltip-arrow, .bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow {\n left: calc(-1 * var(--bs-tooltip-arrow-height));\n width: var(--bs-tooltip-arrow-height);\n height: var(--bs-tooltip-arrow-width);\n}\n.bs-tooltip-end .tooltip-arrow::before, .bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow::before {\n right: -1px;\n border-width: calc(var(--bs-tooltip-arrow-width) * 0.5) var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width) * 0.5) 0;\n border-right-color: var(--bs-tooltip-bg);\n}\n\n/* rtl:end:ignore */\n.bs-tooltip-bottom .tooltip-arrow, .bs-tooltip-auto[data-popper-placement^=bottom] .tooltip-arrow {\n top: calc(-1 * var(--bs-tooltip-arrow-height));\n}\n.bs-tooltip-bottom .tooltip-arrow::before, .bs-tooltip-auto[data-popper-placement^=bottom] .tooltip-arrow::before {\n bottom: -1px;\n border-width: 0 calc(var(--bs-tooltip-arrow-width) * 0.5) var(--bs-tooltip-arrow-height);\n border-bottom-color: var(--bs-tooltip-bg);\n}\n\n/* rtl:begin:ignore */\n.bs-tooltip-start .tooltip-arrow, .bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow {\n right: calc(-1 * var(--bs-tooltip-arrow-height));\n width: var(--bs-tooltip-arrow-height);\n height: var(--bs-tooltip-arrow-width);\n}\n.bs-tooltip-start .tooltip-arrow::before, .bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow::before {\n left: -1px;\n border-width: calc(var(--bs-tooltip-arrow-width) * 0.5) 0 calc(var(--bs-tooltip-arrow-width) * 0.5) var(--bs-tooltip-arrow-height);\n border-left-color: var(--bs-tooltip-bg);\n}\n\n/* rtl:end:ignore */\n.tooltip-inner {\n max-width: var(--bs-tooltip-max-width);\n padding: var(--bs-tooltip-padding-y) var(--bs-tooltip-padding-x);\n color: var(--bs-tooltip-color);\n text-align: center;\n background-color: var(--bs-tooltip-bg);\n border-radius: var(--bs-tooltip-border-radius);\n}\n\n.popover {\n --bs-popover-zindex: 1070;\n --bs-popover-max-width: 276px;\n --bs-popover-font-size: 0.875rem;\n --bs-popover-bg: var(--bs-body-bg);\n --bs-popover-border-width: var(--bs-border-width);\n --bs-popover-border-color: var(--bs-border-color-translucent);\n --bs-popover-border-radius: var(--bs-border-radius-lg);\n --bs-popover-inner-border-radius: calc(var(--bs-border-radius-lg) - var(--bs-border-width));\n --bs-popover-box-shadow: var(--bs-box-shadow);\n --bs-popover-header-padding-x: 1rem;\n --bs-popover-header-padding-y: 0.5rem;\n --bs-popover-header-font-size: 1rem;\n --bs-popover-header-color: inherit;\n --bs-popover-header-bg: var(--bs-secondary-bg);\n --bs-popover-body-padding-x: 1rem;\n --bs-popover-body-padding-y: 1rem;\n --bs-popover-body-color: var(--bs-body-color);\n --bs-popover-arrow-width: 1rem;\n --bs-popover-arrow-height: 0.5rem;\n --bs-popover-arrow-border: var(--bs-popover-border-color);\n z-index: var(--bs-popover-zindex);\n display: block;\n max-width: var(--bs-popover-max-width);\n font-family: var(--bs-font-sans-serif);\n font-style: normal;\n font-weight: 400;\n line-height: 1.5;\n text-align: left;\n text-align: start;\n text-decoration: none;\n text-shadow: none;\n text-transform: none;\n letter-spacing: normal;\n word-break: normal;\n white-space: normal;\n word-spacing: normal;\n line-break: auto;\n font-size: var(--bs-popover-font-size);\n word-wrap: break-word;\n background-color: var(--bs-popover-bg);\n background-clip: padding-box;\n border: var(--bs-popover-border-width) solid var(--bs-popover-border-color);\n border-radius: var(--bs-popover-border-radius);\n}\n.popover .popover-arrow {\n display: block;\n width: var(--bs-popover-arrow-width);\n height: var(--bs-popover-arrow-height);\n}\n.popover .popover-arrow::before, .popover .popover-arrow::after {\n position: absolute;\n display: block;\n content: \"\";\n border-color: transparent;\n border-style: solid;\n border-width: 0;\n}\n\n.bs-popover-top > .popover-arrow, .bs-popover-auto[data-popper-placement^=top] > .popover-arrow {\n bottom: calc(-1 * (var(--bs-popover-arrow-height)) - var(--bs-popover-border-width));\n}\n.bs-popover-top > .popover-arrow::before, .bs-popover-auto[data-popper-placement^=top] > .popover-arrow::before, .bs-popover-top > .popover-arrow::after, .bs-popover-auto[data-popper-placement^=top] > .popover-arrow::after {\n border-width: var(--bs-popover-arrow-height) calc(var(--bs-popover-arrow-width) * 0.5) 0;\n}\n.bs-popover-top > .popover-arrow::before, .bs-popover-auto[data-popper-placement^=top] > .popover-arrow::before {\n bottom: 0;\n border-top-color: var(--bs-popover-arrow-border);\n}\n.bs-popover-top > .popover-arrow::after, .bs-popover-auto[data-popper-placement^=top] > .popover-arrow::after {\n bottom: var(--bs-popover-border-width);\n border-top-color: var(--bs-popover-bg);\n}\n\n/* rtl:begin:ignore */\n.bs-popover-end > .popover-arrow, .bs-popover-auto[data-popper-placement^=right] > .popover-arrow {\n left: calc(-1 * (var(--bs-popover-arrow-height)) - var(--bs-popover-border-width));\n width: var(--bs-popover-arrow-height);\n height: var(--bs-popover-arrow-width);\n}\n.bs-popover-end > .popover-arrow::before, .bs-popover-auto[data-popper-placement^=right] > .popover-arrow::before, .bs-popover-end > .popover-arrow::after, .bs-popover-auto[data-popper-placement^=right] > .popover-arrow::after {\n border-width: calc(var(--bs-popover-arrow-width) * 0.5) var(--bs-popover-arrow-height) calc(var(--bs-popover-arrow-width) * 0.5) 0;\n}\n.bs-popover-end > .popover-arrow::before, .bs-popover-auto[data-popper-placement^=right] > .popover-arrow::before {\n left: 0;\n border-right-color: var(--bs-popover-arrow-border);\n}\n.bs-popover-end > .popover-arrow::after, .bs-popover-auto[data-popper-placement^=right] > .popover-arrow::after {\n left: var(--bs-popover-border-width);\n border-right-color: var(--bs-popover-bg);\n}\n\n/* rtl:end:ignore */\n.bs-popover-bottom > .popover-arrow, .bs-popover-auto[data-popper-placement^=bottom] > .popover-arrow {\n top: calc(-1 * (var(--bs-popover-arrow-height)) - var(--bs-popover-border-width));\n}\n.bs-popover-bottom > .popover-arrow::before, .bs-popover-auto[data-popper-placement^=bottom] > .popover-arrow::before, .bs-popover-bottom > .popover-arrow::after, .bs-popover-auto[data-popper-placement^=bottom] > .popover-arrow::after {\n border-width: 0 calc(var(--bs-popover-arrow-width) * 0.5) var(--bs-popover-arrow-height);\n}\n.bs-popover-bottom > .popover-arrow::before, .bs-popover-auto[data-popper-placement^=bottom] > .popover-arrow::before {\n top: 0;\n border-bottom-color: var(--bs-popover-arrow-border);\n}\n.bs-popover-bottom > .popover-arrow::after, .bs-popover-auto[data-popper-placement^=bottom] > .popover-arrow::after {\n top: var(--bs-popover-border-width);\n border-bottom-color: var(--bs-popover-bg);\n}\n.bs-popover-bottom .popover-header::before, .bs-popover-auto[data-popper-placement^=bottom] .popover-header::before {\n position: absolute;\n top: 0;\n left: 50%;\n display: block;\n width: var(--bs-popover-arrow-width);\n margin-left: calc(-0.5 * var(--bs-popover-arrow-width));\n content: \"\";\n border-bottom: var(--bs-popover-border-width) solid var(--bs-popover-header-bg);\n}\n\n/* rtl:begin:ignore */\n.bs-popover-start > .popover-arrow, .bs-popover-auto[data-popper-placement^=left] > .popover-arrow {\n right: calc(-1 * (var(--bs-popover-arrow-height)) - var(--bs-popover-border-width));\n width: var(--bs-popover-arrow-height);\n height: var(--bs-popover-arrow-width);\n}\n.bs-popover-start > .popover-arrow::before, .bs-popover-auto[data-popper-placement^=left] > .popover-arrow::before, .bs-popover-start > .popover-arrow::after, .bs-popover-auto[data-popper-placement^=left] > .popover-arrow::after {\n border-width: calc(var(--bs-popover-arrow-width) * 0.5) 0 calc(var(--bs-popover-arrow-width) * 0.5) var(--bs-popover-arrow-height);\n}\n.bs-popover-start > .popover-arrow::before, .bs-popover-auto[data-popper-placement^=left] > .popover-arrow::before {\n right: 0;\n border-left-color: var(--bs-popover-arrow-border);\n}\n.bs-popover-start > .popover-arrow::after, .bs-popover-auto[data-popper-placement^=left] > .popover-arrow::after {\n right: var(--bs-popover-border-width);\n border-left-color: var(--bs-popover-bg);\n}\n\n/* rtl:end:ignore */\n.popover-header {\n padding: var(--bs-popover-header-padding-y) var(--bs-popover-header-padding-x);\n margin-bottom: 0;\n font-size: var(--bs-popover-header-font-size);\n color: var(--bs-popover-header-color);\n background-color: var(--bs-popover-header-bg);\n border-bottom: var(--bs-popover-border-width) solid var(--bs-popover-border-color);\n border-top-left-radius: var(--bs-popover-inner-border-radius);\n border-top-right-radius: var(--bs-popover-inner-border-radius);\n}\n.popover-header:empty {\n display: none;\n}\n\n.popover-body {\n padding: var(--bs-popover-body-padding-y) var(--bs-popover-body-padding-x);\n color: var(--bs-popover-body-color);\n}\n\n.carousel {\n position: relative;\n}\n\n.carousel.pointer-event {\n touch-action: pan-y;\n}\n\n.carousel-inner {\n position: relative;\n width: 100%;\n overflow: hidden;\n}\n.carousel-inner::after {\n display: block;\n clear: both;\n content: \"\";\n}\n\n.carousel-item {\n position: relative;\n display: none;\n float: left;\n width: 100%;\n margin-right: -100%;\n backface-visibility: hidden;\n transition: transform 0.6s ease-in-out;\n}\n@media (prefers-reduced-motion: reduce) {\n .carousel-item {\n transition: none;\n }\n}\n\n.carousel-item.active,\n.carousel-item-next,\n.carousel-item-prev {\n display: block;\n}\n\n.carousel-item-next:not(.carousel-item-start),\n.active.carousel-item-end {\n transform: translateX(100%);\n}\n\n.carousel-item-prev:not(.carousel-item-end),\n.active.carousel-item-start {\n transform: translateX(-100%);\n}\n\n.carousel-fade .carousel-item {\n opacity: 0;\n transition-property: opacity;\n transform: none;\n}\n.carousel-fade .carousel-item.active,\n.carousel-fade .carousel-item-next.carousel-item-start,\n.carousel-fade .carousel-item-prev.carousel-item-end {\n z-index: 1;\n opacity: 1;\n}\n.carousel-fade .active.carousel-item-start,\n.carousel-fade .active.carousel-item-end {\n z-index: 0;\n opacity: 0;\n transition: opacity 0s 0.6s;\n}\n@media (prefers-reduced-motion: reduce) {\n .carousel-fade .active.carousel-item-start,\n .carousel-fade .active.carousel-item-end {\n transition: none;\n }\n}\n\n.carousel-control-prev,\n.carousel-control-next {\n position: absolute;\n top: 0;\n bottom: 0;\n z-index: 1;\n display: flex;\n align-items: center;\n justify-content: center;\n width: 15%;\n padding: 0;\n color: #fff;\n text-align: center;\n background: none;\n border: 0;\n opacity: 0.5;\n transition: opacity 0.15s ease;\n}\n@media (prefers-reduced-motion: reduce) {\n .carousel-control-prev,\n .carousel-control-next {\n transition: none;\n }\n}\n.carousel-control-prev:hover, .carousel-control-prev:focus,\n.carousel-control-next:hover,\n.carousel-control-next:focus {\n color: #fff;\n text-decoration: none;\n outline: 0;\n opacity: 0.9;\n}\n\n.carousel-control-prev {\n left: 0;\n}\n\n.carousel-control-next {\n right: 0;\n}\n\n.carousel-control-prev-icon,\n.carousel-control-next-icon {\n display: inline-block;\n width: 2rem;\n height: 2rem;\n background-repeat: no-repeat;\n background-position: 50%;\n background-size: 100% 100%;\n}\n\n.carousel-control-prev-icon {\n background-image: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23fff'%3e%3cpath d='M11.354 1.646a.5.5 0 0 1 0 .708L5.707 8l5.647 5.646a.5.5 0 0 1-.708.708l-6-6a.5.5 0 0 1 0-.708l6-6a.5.5 0 0 1 .708 0z'/%3e%3c/svg%3e\") /*rtl:url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23fff'%3e%3cpath d='M4.646 1.646a.5.5 0 0 1 .708 0l6 6a.5.5 0 0 1 0 .708l-6 6a.5.5 0 0 1-.708-.708L10.293 8 4.646 2.354a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e\")*/;\n}\n\n.carousel-control-next-icon {\n background-image: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23fff'%3e%3cpath d='M4.646 1.646a.5.5 0 0 1 .708 0l6 6a.5.5 0 0 1 0 .708l-6 6a.5.5 0 0 1-.708-.708L10.293 8 4.646 2.354a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e\") /*rtl:url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23fff'%3e%3cpath d='M11.354 1.646a.5.5 0 0 1 0 .708L5.707 8l5.647 5.646a.5.5 0 0 1-.708.708l-6-6a.5.5 0 0 1 0-.708l6-6a.5.5 0 0 1 .708 0z'/%3e%3c/svg%3e\")*/;\n}\n\n.carousel-indicators {\n position: absolute;\n right: 0;\n bottom: 0;\n left: 0;\n z-index: 2;\n display: flex;\n justify-content: center;\n padding: 0;\n margin-right: 15%;\n margin-bottom: 1rem;\n margin-left: 15%;\n}\n.carousel-indicators [data-bs-target] {\n box-sizing: content-box;\n flex: 0 1 auto;\n width: 30px;\n height: 3px;\n padding: 0;\n margin-right: 3px;\n margin-left: 3px;\n text-indent: -999px;\n cursor: pointer;\n background-color: #fff;\n background-clip: padding-box;\n border: 0;\n border-top: 10px solid transparent;\n border-bottom: 10px solid transparent;\n opacity: 0.5;\n transition: opacity 0.6s ease;\n}\n@media (prefers-reduced-motion: reduce) {\n .carousel-indicators [data-bs-target] {\n transition: none;\n }\n}\n.carousel-indicators .active {\n opacity: 1;\n}\n\n.carousel-caption {\n position: absolute;\n right: 15%;\n bottom: 1.25rem;\n left: 15%;\n padding-top: 1.25rem;\n padding-bottom: 1.25rem;\n color: #fff;\n text-align: center;\n}\n\n.carousel-dark .carousel-control-prev-icon,\n.carousel-dark .carousel-control-next-icon {\n filter: invert(1) grayscale(100);\n}\n.carousel-dark .carousel-indicators [data-bs-target] {\n background-color: #000;\n}\n.carousel-dark .carousel-caption {\n color: #000;\n}\n\n[data-bs-theme=dark] .carousel .carousel-control-prev-icon,\n[data-bs-theme=dark] .carousel .carousel-control-next-icon, [data-bs-theme=dark].carousel .carousel-control-prev-icon,\n[data-bs-theme=dark].carousel .carousel-control-next-icon {\n filter: invert(1) grayscale(100);\n}\n[data-bs-theme=dark] .carousel .carousel-indicators [data-bs-target], [data-bs-theme=dark].carousel .carousel-indicators [data-bs-target] {\n background-color: #000;\n}\n[data-bs-theme=dark] .carousel .carousel-caption, [data-bs-theme=dark].carousel .carousel-caption {\n color: #000;\n}\n\n.spinner-grow,\n.spinner-border {\n display: inline-block;\n width: var(--bs-spinner-width);\n height: var(--bs-spinner-height);\n vertical-align: var(--bs-spinner-vertical-align);\n border-radius: 50%;\n animation: var(--bs-spinner-animation-speed) linear infinite var(--bs-spinner-animation-name);\n}\n\n@keyframes spinner-border {\n to {\n transform: rotate(360deg) /* rtl:ignore */;\n }\n}\n.spinner-border {\n --bs-spinner-width: 2rem;\n --bs-spinner-height: 2rem;\n --bs-spinner-vertical-align: -0.125em;\n --bs-spinner-border-width: 0.25em;\n --bs-spinner-animation-speed: 0.75s;\n --bs-spinner-animation-name: spinner-border;\n border: var(--bs-spinner-border-width) solid currentcolor;\n border-right-color: transparent;\n}\n\n.spinner-border-sm {\n --bs-spinner-width: 1rem;\n --bs-spinner-height: 1rem;\n --bs-spinner-border-width: 0.2em;\n}\n\n@keyframes spinner-grow {\n 0% {\n transform: scale(0);\n }\n 50% {\n opacity: 1;\n transform: none;\n }\n}\n.spinner-grow {\n --bs-spinner-width: 2rem;\n --bs-spinner-height: 2rem;\n --bs-spinner-vertical-align: -0.125em;\n --bs-spinner-animation-speed: 0.75s;\n --bs-spinner-animation-name: spinner-grow;\n background-color: currentcolor;\n opacity: 0;\n}\n\n.spinner-grow-sm {\n --bs-spinner-width: 1rem;\n --bs-spinner-height: 1rem;\n}\n\n@media (prefers-reduced-motion: reduce) {\n .spinner-border,\n .spinner-grow {\n --bs-spinner-animation-speed: 1.5s;\n }\n}\n.offcanvas, .offcanvas-xxl, .offcanvas-xl, .offcanvas-lg, .offcanvas-md, .offcanvas-sm {\n --bs-offcanvas-zindex: 1045;\n --bs-offcanvas-width: 400px;\n --bs-offcanvas-height: 30vh;\n --bs-offcanvas-padding-x: 1rem;\n --bs-offcanvas-padding-y: 1rem;\n --bs-offcanvas-color: var(--bs-body-color);\n --bs-offcanvas-bg: var(--bs-body-bg);\n --bs-offcanvas-border-width: var(--bs-border-width);\n --bs-offcanvas-border-color: var(--bs-border-color-translucent);\n --bs-offcanvas-box-shadow: var(--bs-box-shadow-sm);\n --bs-offcanvas-transition: transform 0.3s ease-in-out;\n --bs-offcanvas-title-line-height: 1.5;\n}\n\n@media (max-width: 575.98px) {\n .offcanvas-sm {\n position: fixed;\n bottom: 0;\n z-index: var(--bs-offcanvas-zindex);\n display: flex;\n flex-direction: column;\n max-width: 100%;\n color: var(--bs-offcanvas-color);\n visibility: hidden;\n background-color: var(--bs-offcanvas-bg);\n background-clip: padding-box;\n outline: 0;\n transition: var(--bs-offcanvas-transition);\n }\n}\n@media (max-width: 575.98px) and (prefers-reduced-motion: reduce) {\n .offcanvas-sm {\n transition: none;\n }\n}\n@media (max-width: 575.98px) {\n .offcanvas-sm.offcanvas-start {\n top: 0;\n left: 0;\n width: var(--bs-offcanvas-width);\n border-right: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateX(-100%);\n }\n .offcanvas-sm.offcanvas-end {\n top: 0;\n right: 0;\n width: var(--bs-offcanvas-width);\n border-left: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateX(100%);\n }\n .offcanvas-sm.offcanvas-top {\n top: 0;\n right: 0;\n left: 0;\n height: var(--bs-offcanvas-height);\n max-height: 100%;\n border-bottom: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateY(-100%);\n }\n .offcanvas-sm.offcanvas-bottom {\n right: 0;\n left: 0;\n height: var(--bs-offcanvas-height);\n max-height: 100%;\n border-top: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateY(100%);\n }\n .offcanvas-sm.showing, .offcanvas-sm.show:not(.hiding) {\n transform: none;\n }\n .offcanvas-sm.showing, .offcanvas-sm.hiding, .offcanvas-sm.show {\n visibility: visible;\n }\n}\n@media (min-width: 576px) {\n .offcanvas-sm {\n --bs-offcanvas-height: auto;\n --bs-offcanvas-border-width: 0;\n background-color: transparent !important;\n }\n .offcanvas-sm .offcanvas-header {\n display: none;\n }\n .offcanvas-sm .offcanvas-body {\n display: flex;\n flex-grow: 0;\n padding: 0;\n overflow-y: visible;\n background-color: transparent !important;\n }\n}\n\n@media (max-width: 767.98px) {\n .offcanvas-md {\n position: fixed;\n bottom: 0;\n z-index: var(--bs-offcanvas-zindex);\n display: flex;\n flex-direction: column;\n max-width: 100%;\n color: var(--bs-offcanvas-color);\n visibility: hidden;\n background-color: var(--bs-offcanvas-bg);\n background-clip: padding-box;\n outline: 0;\n transition: var(--bs-offcanvas-transition);\n }\n}\n@media (max-width: 767.98px) and (prefers-reduced-motion: reduce) {\n .offcanvas-md {\n transition: none;\n }\n}\n@media (max-width: 767.98px) {\n .offcanvas-md.offcanvas-start {\n top: 0;\n left: 0;\n width: var(--bs-offcanvas-width);\n border-right: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateX(-100%);\n }\n .offcanvas-md.offcanvas-end {\n top: 0;\n right: 0;\n width: var(--bs-offcanvas-width);\n border-left: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateX(100%);\n }\n .offcanvas-md.offcanvas-top {\n top: 0;\n right: 0;\n left: 0;\n height: var(--bs-offcanvas-height);\n max-height: 100%;\n border-bottom: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateY(-100%);\n }\n .offcanvas-md.offcanvas-bottom {\n right: 0;\n left: 0;\n height: var(--bs-offcanvas-height);\n max-height: 100%;\n border-top: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateY(100%);\n }\n .offcanvas-md.showing, .offcanvas-md.show:not(.hiding) {\n transform: none;\n }\n .offcanvas-md.showing, .offcanvas-md.hiding, .offcanvas-md.show {\n visibility: visible;\n }\n}\n@media (min-width: 768px) {\n .offcanvas-md {\n --bs-offcanvas-height: auto;\n --bs-offcanvas-border-width: 0;\n background-color: transparent !important;\n }\n .offcanvas-md .offcanvas-header {\n display: none;\n }\n .offcanvas-md .offcanvas-body {\n display: flex;\n flex-grow: 0;\n padding: 0;\n overflow-y: visible;\n background-color: transparent !important;\n }\n}\n\n@media (max-width: 991.98px) {\n .offcanvas-lg {\n position: fixed;\n bottom: 0;\n z-index: var(--bs-offcanvas-zindex);\n display: flex;\n flex-direction: column;\n max-width: 100%;\n color: var(--bs-offcanvas-color);\n visibility: hidden;\n background-color: var(--bs-offcanvas-bg);\n background-clip: padding-box;\n outline: 0;\n transition: var(--bs-offcanvas-transition);\n }\n}\n@media (max-width: 991.98px) and (prefers-reduced-motion: reduce) {\n .offcanvas-lg {\n transition: none;\n }\n}\n@media (max-width: 991.98px) {\n .offcanvas-lg.offcanvas-start {\n top: 0;\n left: 0;\n width: var(--bs-offcanvas-width);\n border-right: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateX(-100%);\n }\n .offcanvas-lg.offcanvas-end {\n top: 0;\n right: 0;\n width: var(--bs-offcanvas-width);\n border-left: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateX(100%);\n }\n .offcanvas-lg.offcanvas-top {\n top: 0;\n right: 0;\n left: 0;\n height: var(--bs-offcanvas-height);\n max-height: 100%;\n border-bottom: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateY(-100%);\n }\n .offcanvas-lg.offcanvas-bottom {\n right: 0;\n left: 0;\n height: var(--bs-offcanvas-height);\n max-height: 100%;\n border-top: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateY(100%);\n }\n .offcanvas-lg.showing, .offcanvas-lg.show:not(.hiding) {\n transform: none;\n }\n .offcanvas-lg.showing, .offcanvas-lg.hiding, .offcanvas-lg.show {\n visibility: visible;\n }\n}\n@media (min-width: 992px) {\n .offcanvas-lg {\n --bs-offcanvas-height: auto;\n --bs-offcanvas-border-width: 0;\n background-color: transparent !important;\n }\n .offcanvas-lg .offcanvas-header {\n display: none;\n }\n .offcanvas-lg .offcanvas-body {\n display: flex;\n flex-grow: 0;\n padding: 0;\n overflow-y: visible;\n background-color: transparent !important;\n }\n}\n\n@media (max-width: 1199.98px) {\n .offcanvas-xl {\n position: fixed;\n bottom: 0;\n z-index: var(--bs-offcanvas-zindex);\n display: flex;\n flex-direction: column;\n max-width: 100%;\n color: var(--bs-offcanvas-color);\n visibility: hidden;\n background-color: var(--bs-offcanvas-bg);\n background-clip: padding-box;\n outline: 0;\n transition: var(--bs-offcanvas-transition);\n }\n}\n@media (max-width: 1199.98px) and (prefers-reduced-motion: reduce) {\n .offcanvas-xl {\n transition: none;\n }\n}\n@media (max-width: 1199.98px) {\n .offcanvas-xl.offcanvas-start {\n top: 0;\n left: 0;\n width: var(--bs-offcanvas-width);\n border-right: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateX(-100%);\n }\n .offcanvas-xl.offcanvas-end {\n top: 0;\n right: 0;\n width: var(--bs-offcanvas-width);\n border-left: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateX(100%);\n }\n .offcanvas-xl.offcanvas-top {\n top: 0;\n right: 0;\n left: 0;\n height: var(--bs-offcanvas-height);\n max-height: 100%;\n border-bottom: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateY(-100%);\n }\n .offcanvas-xl.offcanvas-bottom {\n right: 0;\n left: 0;\n height: var(--bs-offcanvas-height);\n max-height: 100%;\n border-top: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateY(100%);\n }\n .offcanvas-xl.showing, .offcanvas-xl.show:not(.hiding) {\n transform: none;\n }\n .offcanvas-xl.showing, .offcanvas-xl.hiding, .offcanvas-xl.show {\n visibility: visible;\n }\n}\n@media (min-width: 1200px) {\n .offcanvas-xl {\n --bs-offcanvas-height: auto;\n --bs-offcanvas-border-width: 0;\n background-color: transparent !important;\n }\n .offcanvas-xl .offcanvas-header {\n display: none;\n }\n .offcanvas-xl .offcanvas-body {\n display: flex;\n flex-grow: 0;\n padding: 0;\n overflow-y: visible;\n background-color: transparent !important;\n }\n}\n\n@media (max-width: 1399.98px) {\n .offcanvas-xxl {\n position: fixed;\n bottom: 0;\n z-index: var(--bs-offcanvas-zindex);\n display: flex;\n flex-direction: column;\n max-width: 100%;\n color: var(--bs-offcanvas-color);\n visibility: hidden;\n background-color: var(--bs-offcanvas-bg);\n background-clip: padding-box;\n outline: 0;\n transition: var(--bs-offcanvas-transition);\n }\n}\n@media (max-width: 1399.98px) and (prefers-reduced-motion: reduce) {\n .offcanvas-xxl {\n transition: none;\n }\n}\n@media (max-width: 1399.98px) {\n .offcanvas-xxl.offcanvas-start {\n top: 0;\n left: 0;\n width: var(--bs-offcanvas-width);\n border-right: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateX(-100%);\n }\n .offcanvas-xxl.offcanvas-end {\n top: 0;\n right: 0;\n width: var(--bs-offcanvas-width);\n border-left: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateX(100%);\n }\n .offcanvas-xxl.offcanvas-top {\n top: 0;\n right: 0;\n left: 0;\n height: var(--bs-offcanvas-height);\n max-height: 100%;\n border-bottom: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateY(-100%);\n }\n .offcanvas-xxl.offcanvas-bottom {\n right: 0;\n left: 0;\n height: var(--bs-offcanvas-height);\n max-height: 100%;\n border-top: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateY(100%);\n }\n .offcanvas-xxl.showing, .offcanvas-xxl.show:not(.hiding) {\n transform: none;\n }\n .offcanvas-xxl.showing, .offcanvas-xxl.hiding, .offcanvas-xxl.show {\n visibility: visible;\n }\n}\n@media (min-width: 1400px) {\n .offcanvas-xxl {\n --bs-offcanvas-height: auto;\n --bs-offcanvas-border-width: 0;\n background-color: transparent !important;\n }\n .offcanvas-xxl .offcanvas-header {\n display: none;\n }\n .offcanvas-xxl .offcanvas-body {\n display: flex;\n flex-grow: 0;\n padding: 0;\n overflow-y: visible;\n background-color: transparent !important;\n }\n}\n\n.offcanvas {\n position: fixed;\n bottom: 0;\n z-index: var(--bs-offcanvas-zindex);\n display: flex;\n flex-direction: column;\n max-width: 100%;\n color: var(--bs-offcanvas-color);\n visibility: hidden;\n background-color: var(--bs-offcanvas-bg);\n background-clip: padding-box;\n outline: 0;\n transition: var(--bs-offcanvas-transition);\n}\n@media (prefers-reduced-motion: reduce) {\n .offcanvas {\n transition: none;\n }\n}\n.offcanvas.offcanvas-start {\n top: 0;\n left: 0;\n width: var(--bs-offcanvas-width);\n border-right: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateX(-100%);\n}\n.offcanvas.offcanvas-end {\n top: 0;\n right: 0;\n width: var(--bs-offcanvas-width);\n border-left: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateX(100%);\n}\n.offcanvas.offcanvas-top {\n top: 0;\n right: 0;\n left: 0;\n height: var(--bs-offcanvas-height);\n max-height: 100%;\n border-bottom: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateY(-100%);\n}\n.offcanvas.offcanvas-bottom {\n right: 0;\n left: 0;\n height: var(--bs-offcanvas-height);\n max-height: 100%;\n border-top: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);\n transform: translateY(100%);\n}\n.offcanvas.showing, .offcanvas.show:not(.hiding) {\n transform: none;\n}\n.offcanvas.showing, .offcanvas.hiding, .offcanvas.show {\n visibility: visible;\n}\n\n.offcanvas-backdrop {\n position: fixed;\n top: 0;\n left: 0;\n z-index: 1040;\n width: 100vw;\n height: 100vh;\n background-color: #000;\n}\n.offcanvas-backdrop.fade {\n opacity: 0;\n}\n.offcanvas-backdrop.show {\n opacity: 0.5;\n}\n\n.offcanvas-header {\n display: flex;\n align-items: center;\n padding: var(--bs-offcanvas-padding-y) var(--bs-offcanvas-padding-x);\n}\n.offcanvas-header .btn-close {\n padding: calc(var(--bs-offcanvas-padding-y) * 0.5) calc(var(--bs-offcanvas-padding-x) * 0.5);\n margin: calc(-0.5 * var(--bs-offcanvas-padding-y)) calc(-0.5 * var(--bs-offcanvas-padding-x)) calc(-0.5 * var(--bs-offcanvas-padding-y)) auto;\n}\n\n.offcanvas-title {\n margin-bottom: 0;\n line-height: var(--bs-offcanvas-title-line-height);\n}\n\n.offcanvas-body {\n flex-grow: 1;\n padding: var(--bs-offcanvas-padding-y) var(--bs-offcanvas-padding-x);\n overflow-y: auto;\n}\n\n.placeholder {\n display: inline-block;\n min-height: 1em;\n vertical-align: middle;\n cursor: wait;\n background-color: currentcolor;\n opacity: 0.5;\n}\n.placeholder.btn::before {\n display: inline-block;\n content: \"\";\n}\n\n.placeholder-xs {\n min-height: 0.6em;\n}\n\n.placeholder-sm {\n min-height: 0.8em;\n}\n\n.placeholder-lg {\n min-height: 1.2em;\n}\n\n.placeholder-glow .placeholder {\n animation: placeholder-glow 2s ease-in-out infinite;\n}\n\n@keyframes placeholder-glow {\n 50% {\n opacity: 0.2;\n }\n}\n.placeholder-wave {\n mask-image: linear-gradient(130deg, #000 55%, rgba(0, 0, 0, 0.8) 75%, #000 95%);\n mask-size: 200% 100%;\n animation: placeholder-wave 2s linear infinite;\n}\n\n@keyframes placeholder-wave {\n 100% {\n mask-position: -200% 0%;\n }\n}\n.clearfix::after {\n display: block;\n clear: both;\n content: \"\";\n}\n\n.text-bg-primary {\n color: #fff !important;\n background-color: RGBA(var(--bs-primary-rgb), var(--bs-bg-opacity, 1)) !important;\n}\n\n.text-bg-secondary {\n color: #fff !important;\n background-color: RGBA(var(--bs-secondary-rgb), var(--bs-bg-opacity, 1)) !important;\n}\n\n.text-bg-success {\n color: #fff !important;\n background-color: RGBA(var(--bs-success-rgb), var(--bs-bg-opacity, 1)) !important;\n}\n\n.text-bg-info {\n color: #000 !important;\n background-color: RGBA(var(--bs-info-rgb), var(--bs-bg-opacity, 1)) !important;\n}\n\n.text-bg-warning {\n color: #000 !important;\n background-color: RGBA(var(--bs-warning-rgb), var(--bs-bg-opacity, 1)) !important;\n}\n\n.text-bg-danger {\n color: #fff !important;\n background-color: RGBA(var(--bs-danger-rgb), var(--bs-bg-opacity, 1)) !important;\n}\n\n.text-bg-light {\n color: #000 !important;\n background-color: RGBA(var(--bs-light-rgb), var(--bs-bg-opacity, 1)) !important;\n}\n\n.text-bg-dark {\n color: #fff !important;\n background-color: RGBA(var(--bs-dark-rgb), var(--bs-bg-opacity, 1)) !important;\n}\n\n.link-primary {\n color: RGBA(var(--bs-primary-rgb), var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(var(--bs-primary-rgb), var(--bs-link-underline-opacity, 1)) !important;\n}\n.link-primary:hover, .link-primary:focus {\n color: RGBA(10, 88, 202, var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(10, 88, 202, var(--bs-link-underline-opacity, 1)) !important;\n}\n\n.link-secondary {\n color: RGBA(var(--bs-secondary-rgb), var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(var(--bs-secondary-rgb), var(--bs-link-underline-opacity, 1)) !important;\n}\n.link-secondary:hover, .link-secondary:focus {\n color: RGBA(86, 94, 100, var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(86, 94, 100, var(--bs-link-underline-opacity, 1)) !important;\n}\n\n.link-success {\n color: RGBA(var(--bs-success-rgb), var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(var(--bs-success-rgb), var(--bs-link-underline-opacity, 1)) !important;\n}\n.link-success:hover, .link-success:focus {\n color: RGBA(20, 108, 67, var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(20, 108, 67, var(--bs-link-underline-opacity, 1)) !important;\n}\n\n.link-info {\n color: RGBA(var(--bs-info-rgb), var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(var(--bs-info-rgb), var(--bs-link-underline-opacity, 1)) !important;\n}\n.link-info:hover, .link-info:focus {\n color: RGBA(61, 213, 243, var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(61, 213, 243, var(--bs-link-underline-opacity, 1)) !important;\n}\n\n.link-warning {\n color: RGBA(var(--bs-warning-rgb), var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(var(--bs-warning-rgb), var(--bs-link-underline-opacity, 1)) !important;\n}\n.link-warning:hover, .link-warning:focus {\n color: RGBA(255, 205, 57, var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(255, 205, 57, var(--bs-link-underline-opacity, 1)) !important;\n}\n\n.link-danger {\n color: RGBA(var(--bs-danger-rgb), var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(var(--bs-danger-rgb), var(--bs-link-underline-opacity, 1)) !important;\n}\n.link-danger:hover, .link-danger:focus {\n color: RGBA(176, 42, 55, var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(176, 42, 55, var(--bs-link-underline-opacity, 1)) !important;\n}\n\n.link-light {\n color: RGBA(var(--bs-light-rgb), var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(var(--bs-light-rgb), var(--bs-link-underline-opacity, 1)) !important;\n}\n.link-light:hover, .link-light:focus {\n color: RGBA(249, 250, 251, var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(249, 250, 251, var(--bs-link-underline-opacity, 1)) !important;\n}\n\n.link-dark {\n color: RGBA(var(--bs-dark-rgb), var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(var(--bs-dark-rgb), var(--bs-link-underline-opacity, 1)) !important;\n}\n.link-dark:hover, .link-dark:focus {\n color: RGBA(26, 30, 33, var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(26, 30, 33, var(--bs-link-underline-opacity, 1)) !important;\n}\n\n.link-body-emphasis {\n color: RGBA(var(--bs-emphasis-color-rgb), var(--bs-link-opacity, 1)) !important;\n text-decoration-color: RGBA(var(--bs-emphasis-color-rgb), var(--bs-link-underline-opacity, 1)) !important;\n}\n.link-body-emphasis:hover, .link-body-emphasis:focus {\n color: RGBA(var(--bs-emphasis-color-rgb), var(--bs-link-opacity, 0.75)) !important;\n text-decoration-color: RGBA(var(--bs-emphasis-color-rgb), var(--bs-link-underline-opacity, 0.75)) !important;\n}\n\n.focus-ring:focus {\n outline: 0;\n box-shadow: var(--bs-focus-ring-x, 0) var(--bs-focus-ring-y, 0) var(--bs-focus-ring-blur, 0) var(--bs-focus-ring-width) var(--bs-focus-ring-color);\n}\n\n.icon-link {\n display: inline-flex;\n gap: 0.375rem;\n align-items: center;\n text-decoration-color: rgba(var(--bs-link-color-rgb), var(--bs-link-opacity, 0.5));\n text-underline-offset: 0.25em;\n backface-visibility: hidden;\n}\n.icon-link > .bi {\n flex-shrink: 0;\n width: 1em;\n height: 1em;\n fill: currentcolor;\n transition: 0.2s ease-in-out transform;\n}\n@media (prefers-reduced-motion: reduce) {\n .icon-link > .bi {\n transition: none;\n }\n}\n\n.icon-link-hover:hover > .bi, .icon-link-hover:focus-visible > .bi {\n transform: var(--bs-icon-link-transform, translate3d(0.25em, 0, 0));\n}\n\n.ratio {\n position: relative;\n width: 100%;\n}\n.ratio::before {\n display: block;\n padding-top: var(--bs-aspect-ratio);\n content: \"\";\n}\n.ratio > * {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n}\n\n.ratio-1x1 {\n --bs-aspect-ratio: 100%;\n}\n\n.ratio-4x3 {\n --bs-aspect-ratio: 75%;\n}\n\n.ratio-16x9 {\n --bs-aspect-ratio: 56.25%;\n}\n\n.ratio-21x9 {\n --bs-aspect-ratio: 42.8571428571%;\n}\n\n.fixed-top {\n position: fixed;\n top: 0;\n right: 0;\n left: 0;\n z-index: 1030;\n}\n\n.fixed-bottom {\n position: fixed;\n right: 0;\n bottom: 0;\n left: 0;\n z-index: 1030;\n}\n\n.sticky-top {\n position: sticky;\n top: 0;\n z-index: 1020;\n}\n\n.sticky-bottom {\n position: sticky;\n bottom: 0;\n z-index: 1020;\n}\n\n@media (min-width: 576px) {\n .sticky-sm-top {\n position: sticky;\n top: 0;\n z-index: 1020;\n }\n .sticky-sm-bottom {\n position: sticky;\n bottom: 0;\n z-index: 1020;\n }\n}\n@media (min-width: 768px) {\n .sticky-md-top {\n position: sticky;\n top: 0;\n z-index: 1020;\n }\n .sticky-md-bottom {\n position: sticky;\n bottom: 0;\n z-index: 1020;\n }\n}\n@media (min-width: 992px) {\n .sticky-lg-top {\n position: sticky;\n top: 0;\n z-index: 1020;\n }\n .sticky-lg-bottom {\n position: sticky;\n bottom: 0;\n z-index: 1020;\n }\n}\n@media (min-width: 1200px) {\n .sticky-xl-top {\n position: sticky;\n top: 0;\n z-index: 1020;\n }\n .sticky-xl-bottom {\n position: sticky;\n bottom: 0;\n z-index: 1020;\n }\n}\n@media (min-width: 1400px) {\n .sticky-xxl-top {\n position: sticky;\n top: 0;\n z-index: 1020;\n }\n .sticky-xxl-bottom {\n position: sticky;\n bottom: 0;\n z-index: 1020;\n }\n}\n.hstack {\n display: flex;\n flex-direction: row;\n align-items: center;\n align-self: stretch;\n}\n\n.vstack {\n display: flex;\n flex: 1 1 auto;\n flex-direction: column;\n align-self: stretch;\n}\n\n.visually-hidden,\n.visually-hidden-focusable:not(:focus):not(:focus-within) {\n width: 1px !important;\n height: 1px !important;\n padding: 0 !important;\n margin: -1px !important;\n overflow: hidden !important;\n clip: rect(0, 0, 0, 0) !important;\n white-space: nowrap !important;\n border: 0 !important;\n}\n.visually-hidden:not(caption),\n.visually-hidden-focusable:not(:focus):not(:focus-within):not(caption) {\n position: absolute !important;\n}\n\n.stretched-link::after {\n position: absolute;\n top: 0;\n right: 0;\n bottom: 0;\n left: 0;\n z-index: 1;\n content: \"\";\n}\n\n.text-truncate {\n overflow: hidden;\n text-overflow: ellipsis;\n white-space: nowrap;\n}\n\n.vr {\n display: inline-block;\n align-self: stretch;\n width: var(--bs-border-width);\n min-height: 1em;\n background-color: currentcolor;\n opacity: 0.25;\n}\n\n.align-baseline {\n vertical-align: baseline !important;\n}\n\n.align-top {\n vertical-align: top !important;\n}\n\n.align-middle {\n vertical-align: middle !important;\n}\n\n.align-bottom {\n vertical-align: bottom !important;\n}\n\n.align-text-bottom {\n vertical-align: text-bottom !important;\n}\n\n.align-text-top {\n vertical-align: text-top !important;\n}\n\n.float-start {\n float: left !important;\n}\n\n.float-end {\n float: right !important;\n}\n\n.float-none {\n float: none !important;\n}\n\n.object-fit-contain {\n object-fit: contain !important;\n}\n\n.object-fit-cover {\n object-fit: cover !important;\n}\n\n.object-fit-fill {\n object-fit: fill !important;\n}\n\n.object-fit-scale {\n object-fit: scale-down !important;\n}\n\n.object-fit-none {\n object-fit: none !important;\n}\n\n.opacity-0 {\n opacity: 0 !important;\n}\n\n.opacity-25 {\n opacity: 0.25 !important;\n}\n\n.opacity-50 {\n opacity: 0.5 !important;\n}\n\n.opacity-75 {\n opacity: 0.75 !important;\n}\n\n.opacity-100 {\n opacity: 1 !important;\n}\n\n.overflow-auto {\n overflow: auto !important;\n}\n\n.overflow-hidden {\n overflow: hidden !important;\n}\n\n.overflow-visible {\n overflow: visible !important;\n}\n\n.overflow-scroll {\n overflow: scroll !important;\n}\n\n.overflow-x-auto {\n overflow-x: auto !important;\n}\n\n.overflow-x-hidden {\n overflow-x: hidden !important;\n}\n\n.overflow-x-visible {\n overflow-x: visible !important;\n}\n\n.overflow-x-scroll {\n overflow-x: scroll !important;\n}\n\n.overflow-y-auto {\n overflow-y: auto !important;\n}\n\n.overflow-y-hidden {\n overflow-y: hidden !important;\n}\n\n.overflow-y-visible {\n overflow-y: visible !important;\n}\n\n.overflow-y-scroll {\n overflow-y: scroll !important;\n}\n\n.d-inline {\n display: inline !important;\n}\n\n.d-inline-block {\n display: inline-block !important;\n}\n\n.d-block {\n display: block !important;\n}\n\n.d-grid {\n display: grid !important;\n}\n\n.d-inline-grid {\n display: inline-grid !important;\n}\n\n.d-table {\n display: table !important;\n}\n\n.d-table-row {\n display: table-row !important;\n}\n\n.d-table-cell {\n display: table-cell !important;\n}\n\n.d-flex {\n display: flex !important;\n}\n\n.d-inline-flex {\n display: inline-flex !important;\n}\n\n.d-none {\n display: none !important;\n}\n\n.shadow {\n box-shadow: var(--bs-box-shadow) !important;\n}\n\n.shadow-sm {\n box-shadow: var(--bs-box-shadow-sm) !important;\n}\n\n.shadow-lg {\n box-shadow: var(--bs-box-shadow-lg) !important;\n}\n\n.shadow-none {\n box-shadow: none !important;\n}\n\n.focus-ring-primary {\n --bs-focus-ring-color: rgba(var(--bs-primary-rgb), var(--bs-focus-ring-opacity));\n}\n\n.focus-ring-secondary {\n --bs-focus-ring-color: rgba(var(--bs-secondary-rgb), var(--bs-focus-ring-opacity));\n}\n\n.focus-ring-success {\n --bs-focus-ring-color: rgba(var(--bs-success-rgb), var(--bs-focus-ring-opacity));\n}\n\n.focus-ring-info {\n --bs-focus-ring-color: rgba(var(--bs-info-rgb), var(--bs-focus-ring-opacity));\n}\n\n.focus-ring-warning {\n --bs-focus-ring-color: rgba(var(--bs-warning-rgb), var(--bs-focus-ring-opacity));\n}\n\n.focus-ring-danger {\n --bs-focus-ring-color: rgba(var(--bs-danger-rgb), var(--bs-focus-ring-opacity));\n}\n\n.focus-ring-light {\n --bs-focus-ring-color: rgba(var(--bs-light-rgb), var(--bs-focus-ring-opacity));\n}\n\n.focus-ring-dark {\n --bs-focus-ring-color: rgba(var(--bs-dark-rgb), var(--bs-focus-ring-opacity));\n}\n\n.position-static {\n position: static !important;\n}\n\n.position-relative {\n position: relative !important;\n}\n\n.position-absolute {\n position: absolute !important;\n}\n\n.position-fixed {\n position: fixed !important;\n}\n\n.position-sticky {\n position: sticky !important;\n}\n\n.top-0 {\n top: 0 !important;\n}\n\n.top-50 {\n top: 50% !important;\n}\n\n.top-100 {\n top: 100% !important;\n}\n\n.bottom-0 {\n bottom: 0 !important;\n}\n\n.bottom-50 {\n bottom: 50% !important;\n}\n\n.bottom-100 {\n bottom: 100% !important;\n}\n\n.start-0 {\n left: 0 !important;\n}\n\n.start-50 {\n left: 50% !important;\n}\n\n.start-100 {\n left: 100% !important;\n}\n\n.end-0 {\n right: 0 !important;\n}\n\n.end-50 {\n right: 50% !important;\n}\n\n.end-100 {\n right: 100% !important;\n}\n\n.translate-middle {\n transform: translate(-50%, -50%) !important;\n}\n\n.translate-middle-x {\n transform: translateX(-50%) !important;\n}\n\n.translate-middle-y {\n transform: translateY(-50%) !important;\n}\n\n.border {\n border: var(--bs-border-width) var(--bs-border-style) var(--bs-border-color) !important;\n}\n\n.border-0 {\n border: 0 !important;\n}\n\n.border-top {\n border-top: var(--bs-border-width) var(--bs-border-style) var(--bs-border-color) !important;\n}\n\n.border-top-0 {\n border-top: 0 !important;\n}\n\n.border-end {\n border-right: var(--bs-border-width) var(--bs-border-style) var(--bs-border-color) !important;\n}\n\n.border-end-0 {\n border-right: 0 !important;\n}\n\n.border-bottom {\n border-bottom: var(--bs-border-width) var(--bs-border-style) var(--bs-border-color) !important;\n}\n\n.border-bottom-0 {\n border-bottom: 0 !important;\n}\n\n.border-start {\n border-left: var(--bs-border-width) var(--bs-border-style) var(--bs-border-color) !important;\n}\n\n.border-start-0 {\n border-left: 0 !important;\n}\n\n.border-primary {\n --bs-border-opacity: 1;\n border-color: rgba(var(--bs-primary-rgb), var(--bs-border-opacity)) !important;\n}\n\n.border-secondary {\n --bs-border-opacity: 1;\n border-color: rgba(var(--bs-secondary-rgb), var(--bs-border-opacity)) !important;\n}\n\n.border-success {\n --bs-border-opacity: 1;\n border-color: rgba(var(--bs-success-rgb), var(--bs-border-opacity)) !important;\n}\n\n.border-info {\n --bs-border-opacity: 1;\n border-color: rgba(var(--bs-info-rgb), var(--bs-border-opacity)) !important;\n}\n\n.border-warning {\n --bs-border-opacity: 1;\n border-color: rgba(var(--bs-warning-rgb), var(--bs-border-opacity)) !important;\n}\n\n.border-danger {\n --bs-border-opacity: 1;\n border-color: rgba(var(--bs-danger-rgb), var(--bs-border-opacity)) !important;\n}\n\n.border-light {\n --bs-border-opacity: 1;\n border-color: rgba(var(--bs-light-rgb), var(--bs-border-opacity)) !important;\n}\n\n.border-dark {\n --bs-border-opacity: 1;\n border-color: rgba(var(--bs-dark-rgb), var(--bs-border-opacity)) !important;\n}\n\n.border-black {\n --bs-border-opacity: 1;\n border-color: rgba(var(--bs-black-rgb), var(--bs-border-opacity)) !important;\n}\n\n.border-white {\n --bs-border-opacity: 1;\n border-color: rgba(var(--bs-white-rgb), var(--bs-border-opacity)) !important;\n}\n\n.border-primary-subtle {\n border-color: var(--bs-primary-border-subtle) !important;\n}\n\n.border-secondary-subtle {\n border-color: var(--bs-secondary-border-subtle) !important;\n}\n\n.border-success-subtle {\n border-color: var(--bs-success-border-subtle) !important;\n}\n\n.border-info-subtle {\n border-color: var(--bs-info-border-subtle) !important;\n}\n\n.border-warning-subtle {\n border-color: var(--bs-warning-border-subtle) !important;\n}\n\n.border-danger-subtle {\n border-color: var(--bs-danger-border-subtle) !important;\n}\n\n.border-light-subtle {\n border-color: var(--bs-light-border-subtle) !important;\n}\n\n.border-dark-subtle {\n border-color: var(--bs-dark-border-subtle) !important;\n}\n\n.border-1 {\n border-width: 1px !important;\n}\n\n.border-2 {\n border-width: 2px !important;\n}\n\n.border-3 {\n border-width: 3px !important;\n}\n\n.border-4 {\n border-width: 4px !important;\n}\n\n.border-5 {\n border-width: 5px !important;\n}\n\n.border-opacity-10 {\n --bs-border-opacity: 0.1;\n}\n\n.border-opacity-25 {\n --bs-border-opacity: 0.25;\n}\n\n.border-opacity-50 {\n --bs-border-opacity: 0.5;\n}\n\n.border-opacity-75 {\n --bs-border-opacity: 0.75;\n}\n\n.border-opacity-100 {\n --bs-border-opacity: 1;\n}\n\n.w-25 {\n width: 25% !important;\n}\n\n.w-50 {\n width: 50% !important;\n}\n\n.w-75 {\n width: 75% !important;\n}\n\n.w-100 {\n width: 100% !important;\n}\n\n.w-auto {\n width: auto !important;\n}\n\n.mw-100 {\n max-width: 100% !important;\n}\n\n.vw-100 {\n width: 100vw !important;\n}\n\n.min-vw-100 {\n min-width: 100vw !important;\n}\n\n.h-25 {\n height: 25% !important;\n}\n\n.h-50 {\n height: 50% !important;\n}\n\n.h-75 {\n height: 75% !important;\n}\n\n.h-100 {\n height: 100% !important;\n}\n\n.h-auto {\n height: auto !important;\n}\n\n.mh-100 {\n max-height: 100% !important;\n}\n\n.vh-100 {\n height: 100vh !important;\n}\n\n.min-vh-100 {\n min-height: 100vh !important;\n}\n\n.flex-fill {\n flex: 1 1 auto !important;\n}\n\n.flex-row {\n flex-direction: row !important;\n}\n\n.flex-column {\n flex-direction: column !important;\n}\n\n.flex-row-reverse {\n flex-direction: row-reverse !important;\n}\n\n.flex-column-reverse {\n flex-direction: column-reverse !important;\n}\n\n.flex-grow-0 {\n flex-grow: 0 !important;\n}\n\n.flex-grow-1 {\n flex-grow: 1 !important;\n}\n\n.flex-shrink-0 {\n flex-shrink: 0 !important;\n}\n\n.flex-shrink-1 {\n flex-shrink: 1 !important;\n}\n\n.flex-wrap {\n flex-wrap: wrap !important;\n}\n\n.flex-nowrap {\n flex-wrap: nowrap !important;\n}\n\n.flex-wrap-reverse {\n flex-wrap: wrap-reverse !important;\n}\n\n.justify-content-start {\n justify-content: flex-start !important;\n}\n\n.justify-content-end {\n justify-content: flex-end !important;\n}\n\n.justify-content-center {\n justify-content: center !important;\n}\n\n.justify-content-between {\n justify-content: space-between !important;\n}\n\n.justify-content-around {\n justify-content: space-around !important;\n}\n\n.justify-content-evenly {\n justify-content: space-evenly !important;\n}\n\n.align-items-start {\n align-items: flex-start !important;\n}\n\n.align-items-end {\n align-items: flex-end !important;\n}\n\n.align-items-center {\n align-items: center !important;\n}\n\n.align-items-baseline {\n align-items: baseline !important;\n}\n\n.align-items-stretch {\n align-items: stretch !important;\n}\n\n.align-content-start {\n align-content: flex-start !important;\n}\n\n.align-content-end {\n align-content: flex-end !important;\n}\n\n.align-content-center {\n align-content: center !important;\n}\n\n.align-content-between {\n align-content: space-between !important;\n}\n\n.align-content-around {\n align-content: space-around !important;\n}\n\n.align-content-stretch {\n align-content: stretch !important;\n}\n\n.align-self-auto {\n align-self: auto !important;\n}\n\n.align-self-start {\n align-self: flex-start !important;\n}\n\n.align-self-end {\n align-self: flex-end !important;\n}\n\n.align-self-center {\n align-self: center !important;\n}\n\n.align-self-baseline {\n align-self: baseline !important;\n}\n\n.align-self-stretch {\n align-self: stretch !important;\n}\n\n.order-first {\n order: -1 !important;\n}\n\n.order-0 {\n order: 0 !important;\n}\n\n.order-1 {\n order: 1 !important;\n}\n\n.order-2 {\n order: 2 !important;\n}\n\n.order-3 {\n order: 3 !important;\n}\n\n.order-4 {\n order: 4 !important;\n}\n\n.order-5 {\n order: 5 !important;\n}\n\n.order-last {\n order: 6 !important;\n}\n\n.m-0 {\n margin: 0 !important;\n}\n\n.m-1 {\n margin: 0.25rem !important;\n}\n\n.m-2 {\n margin: 0.5rem !important;\n}\n\n.m-3 {\n margin: 1rem !important;\n}\n\n.m-4 {\n margin: 1.5rem !important;\n}\n\n.m-5 {\n margin: 3rem !important;\n}\n\n.m-auto {\n margin: auto !important;\n}\n\n.mx-0 {\n margin-right: 0 !important;\n margin-left: 0 !important;\n}\n\n.mx-1 {\n margin-right: 0.25rem !important;\n margin-left: 0.25rem !important;\n}\n\n.mx-2 {\n margin-right: 0.5rem !important;\n margin-left: 0.5rem !important;\n}\n\n.mx-3 {\n margin-right: 1rem !important;\n margin-left: 1rem !important;\n}\n\n.mx-4 {\n margin-right: 1.5rem !important;\n margin-left: 1.5rem !important;\n}\n\n.mx-5 {\n margin-right: 3rem !important;\n margin-left: 3rem !important;\n}\n\n.mx-auto {\n margin-right: auto !important;\n margin-left: auto !important;\n}\n\n.my-0 {\n margin-top: 0 !important;\n margin-bottom: 0 !important;\n}\n\n.my-1 {\n margin-top: 0.25rem !important;\n margin-bottom: 0.25rem !important;\n}\n\n.my-2 {\n margin-top: 0.5rem !important;\n margin-bottom: 0.5rem !important;\n}\n\n.my-3 {\n margin-top: 1rem !important;\n margin-bottom: 1rem !important;\n}\n\n.my-4 {\n margin-top: 1.5rem !important;\n margin-bottom: 1.5rem !important;\n}\n\n.my-5 {\n margin-top: 3rem !important;\n margin-bottom: 3rem !important;\n}\n\n.my-auto {\n margin-top: auto !important;\n margin-bottom: auto !important;\n}\n\n.mt-0 {\n margin-top: 0 !important;\n}\n\n.mt-1 {\n margin-top: 0.25rem !important;\n}\n\n.mt-2 {\n margin-top: 0.5rem !important;\n}\n\n.mt-3 {\n margin-top: 1rem !important;\n}\n\n.mt-4 {\n margin-top: 1.5rem !important;\n}\n\n.mt-5 {\n margin-top: 3rem !important;\n}\n\n.mt-auto {\n margin-top: auto !important;\n}\n\n.me-0 {\n margin-right: 0 !important;\n}\n\n.me-1 {\n margin-right: 0.25rem !important;\n}\n\n.me-2 {\n margin-right: 0.5rem !important;\n}\n\n.me-3 {\n margin-right: 1rem !important;\n}\n\n.me-4 {\n margin-right: 1.5rem !important;\n}\n\n.me-5 {\n margin-right: 3rem !important;\n}\n\n.me-auto {\n margin-right: auto !important;\n}\n\n.mb-0 {\n margin-bottom: 0 !important;\n}\n\n.mb-1 {\n margin-bottom: 0.25rem !important;\n}\n\n.mb-2 {\n margin-bottom: 0.5rem !important;\n}\n\n.mb-3 {\n margin-bottom: 1rem !important;\n}\n\n.mb-4 {\n margin-bottom: 1.5rem !important;\n}\n\n.mb-5 {\n margin-bottom: 3rem !important;\n}\n\n.mb-auto {\n margin-bottom: auto !important;\n}\n\n.ms-0 {\n margin-left: 0 !important;\n}\n\n.ms-1 {\n margin-left: 0.25rem !important;\n}\n\n.ms-2 {\n margin-left: 0.5rem !important;\n}\n\n.ms-3 {\n margin-left: 1rem !important;\n}\n\n.ms-4 {\n margin-left: 1.5rem !important;\n}\n\n.ms-5 {\n margin-left: 3rem !important;\n}\n\n.ms-auto {\n margin-left: auto !important;\n}\n\n.p-0 {\n padding: 0 !important;\n}\n\n.p-1 {\n padding: 0.25rem !important;\n}\n\n.p-2 {\n padding: 0.5rem !important;\n}\n\n.p-3 {\n padding: 1rem !important;\n}\n\n.p-4 {\n padding: 1.5rem !important;\n}\n\n.p-5 {\n padding: 3rem !important;\n}\n\n.px-0 {\n padding-right: 0 !important;\n padding-left: 0 !important;\n}\n\n.px-1 {\n padding-right: 0.25rem !important;\n padding-left: 0.25rem !important;\n}\n\n.px-2 {\n padding-right: 0.5rem !important;\n padding-left: 0.5rem !important;\n}\n\n.px-3 {\n padding-right: 1rem !important;\n padding-left: 1rem !important;\n}\n\n.px-4 {\n padding-right: 1.5rem !important;\n padding-left: 1.5rem !important;\n}\n\n.px-5 {\n padding-right: 3rem !important;\n padding-left: 3rem !important;\n}\n\n.py-0 {\n padding-top: 0 !important;\n padding-bottom: 0 !important;\n}\n\n.py-1 {\n padding-top: 0.25rem !important;\n padding-bottom: 0.25rem !important;\n}\n\n.py-2 {\n padding-top: 0.5rem !important;\n padding-bottom: 0.5rem !important;\n}\n\n.py-3 {\n padding-top: 1rem !important;\n padding-bottom: 1rem !important;\n}\n\n.py-4 {\n padding-top: 1.5rem !important;\n padding-bottom: 1.5rem !important;\n}\n\n.py-5 {\n padding-top: 3rem !important;\n padding-bottom: 3rem !important;\n}\n\n.pt-0 {\n padding-top: 0 !important;\n}\n\n.pt-1 {\n padding-top: 0.25rem !important;\n}\n\n.pt-2 {\n padding-top: 0.5rem !important;\n}\n\n.pt-3 {\n padding-top: 1rem !important;\n}\n\n.pt-4 {\n padding-top: 1.5rem !important;\n}\n\n.pt-5 {\n padding-top: 3rem !important;\n}\n\n.pe-0 {\n padding-right: 0 !important;\n}\n\n.pe-1 {\n padding-right: 0.25rem !important;\n}\n\n.pe-2 {\n padding-right: 0.5rem !important;\n}\n\n.pe-3 {\n padding-right: 1rem !important;\n}\n\n.pe-4 {\n padding-right: 1.5rem !important;\n}\n\n.pe-5 {\n padding-right: 3rem !important;\n}\n\n.pb-0 {\n padding-bottom: 0 !important;\n}\n\n.pb-1 {\n padding-bottom: 0.25rem !important;\n}\n\n.pb-2 {\n padding-bottom: 0.5rem !important;\n}\n\n.pb-3 {\n padding-bottom: 1rem !important;\n}\n\n.pb-4 {\n padding-bottom: 1.5rem !important;\n}\n\n.pb-5 {\n padding-bottom: 3rem !important;\n}\n\n.ps-0 {\n padding-left: 0 !important;\n}\n\n.ps-1 {\n padding-left: 0.25rem !important;\n}\n\n.ps-2 {\n padding-left: 0.5rem !important;\n}\n\n.ps-3 {\n padding-left: 1rem !important;\n}\n\n.ps-4 {\n padding-left: 1.5rem !important;\n}\n\n.ps-5 {\n padding-left: 3rem !important;\n}\n\n.gap-0 {\n gap: 0 !important;\n}\n\n.gap-1 {\n gap: 0.25rem !important;\n}\n\n.gap-2 {\n gap: 0.5rem !important;\n}\n\n.gap-3 {\n gap: 1rem !important;\n}\n\n.gap-4 {\n gap: 1.5rem !important;\n}\n\n.gap-5 {\n gap: 3rem !important;\n}\n\n.row-gap-0 {\n row-gap: 0 !important;\n}\n\n.row-gap-1 {\n row-gap: 0.25rem !important;\n}\n\n.row-gap-2 {\n row-gap: 0.5rem !important;\n}\n\n.row-gap-3 {\n row-gap: 1rem !important;\n}\n\n.row-gap-4 {\n row-gap: 1.5rem !important;\n}\n\n.row-gap-5 {\n row-gap: 3rem !important;\n}\n\n.column-gap-0 {\n column-gap: 0 !important;\n}\n\n.column-gap-1 {\n column-gap: 0.25rem !important;\n}\n\n.column-gap-2 {\n column-gap: 0.5rem !important;\n}\n\n.column-gap-3 {\n column-gap: 1rem !important;\n}\n\n.column-gap-4 {\n column-gap: 1.5rem !important;\n}\n\n.column-gap-5 {\n column-gap: 3rem !important;\n}\n\n.font-monospace {\n font-family: var(--bs-font-monospace) !important;\n}\n\n.fs-1 {\n font-size: calc(1.375rem + 1.5vw) !important;\n}\n\n.fs-2 {\n font-size: calc(1.325rem + 0.9vw) !important;\n}\n\n.fs-3 {\n font-size: calc(1.3rem + 0.6vw) !important;\n}\n\n.fs-4 {\n font-size: calc(1.275rem + 0.3vw) !important;\n}\n\n.fs-5 {\n font-size: 1.25rem !important;\n}\n\n.fs-6 {\n font-size: 1rem !important;\n}\n\n.fst-italic {\n font-style: italic !important;\n}\n\n.fst-normal {\n font-style: normal !important;\n}\n\n.fw-lighter {\n font-weight: lighter !important;\n}\n\n.fw-light {\n font-weight: 300 !important;\n}\n\n.fw-normal {\n font-weight: 400 !important;\n}\n\n.fw-medium {\n font-weight: 500 !important;\n}\n\n.fw-semibold {\n font-weight: 600 !important;\n}\n\n.fw-bold {\n font-weight: 700 !important;\n}\n\n.fw-bolder {\n font-weight: bolder !important;\n}\n\n.lh-1 {\n line-height: 1 !important;\n}\n\n.lh-sm {\n line-height: 1.25 !important;\n}\n\n.lh-base {\n line-height: 1.5 !important;\n}\n\n.lh-lg {\n line-height: 2 !important;\n}\n\n.text-start {\n text-align: left !important;\n}\n\n.text-end {\n text-align: right !important;\n}\n\n.text-center {\n text-align: center !important;\n}\n\n.text-decoration-none {\n text-decoration: none !important;\n}\n\n.text-decoration-underline {\n text-decoration: underline !important;\n}\n\n.text-decoration-line-through {\n text-decoration: line-through !important;\n}\n\n.text-lowercase {\n text-transform: lowercase !important;\n}\n\n.text-uppercase {\n text-transform: uppercase !important;\n}\n\n.text-capitalize {\n text-transform: capitalize !important;\n}\n\n.text-wrap {\n white-space: normal !important;\n}\n\n.text-nowrap {\n white-space: nowrap !important;\n}\n\n/* rtl:begin:remove */\n.text-break {\n word-wrap: break-word !important;\n word-break: break-word !important;\n}\n\n/* rtl:end:remove */\n.text-primary {\n --bs-text-opacity: 1;\n color: rgba(var(--bs-primary-rgb), var(--bs-text-opacity)) !important;\n}\n\n.text-secondary {\n --bs-text-opacity: 1;\n color: rgba(var(--bs-secondary-rgb), var(--bs-text-opacity)) !important;\n}\n\n.text-success {\n --bs-text-opacity: 1;\n color: rgba(var(--bs-success-rgb), var(--bs-text-opacity)) !important;\n}\n\n.text-info {\n --bs-text-opacity: 1;\n color: rgba(var(--bs-info-rgb), var(--bs-text-opacity)) !important;\n}\n\n.text-warning {\n --bs-text-opacity: 1;\n color: rgba(var(--bs-warning-rgb), var(--bs-text-opacity)) !important;\n}\n\n.text-danger {\n --bs-text-opacity: 1;\n color: rgba(var(--bs-danger-rgb), var(--bs-text-opacity)) !important;\n}\n\n.text-light {\n --bs-text-opacity: 1;\n color: rgba(var(--bs-light-rgb), var(--bs-text-opacity)) !important;\n}\n\n.text-dark {\n --bs-text-opacity: 1;\n color: rgba(var(--bs-dark-rgb), var(--bs-text-opacity)) !important;\n}\n\n.text-black {\n --bs-text-opacity: 1;\n color: rgba(var(--bs-black-rgb), var(--bs-text-opacity)) !important;\n}\n\n.text-white {\n --bs-text-opacity: 1;\n color: rgba(var(--bs-white-rgb), var(--bs-text-opacity)) !important;\n}\n\n.text-body {\n --bs-text-opacity: 1;\n color: rgba(var(--bs-body-color-rgb), var(--bs-text-opacity)) !important;\n}\n\n.text-muted {\n --bs-text-opacity: 1;\n color: var(--bs-secondary-color) !important;\n}\n\n.text-black-50 {\n --bs-text-opacity: 1;\n color: rgba(0, 0, 0, 0.5) !important;\n}\n\n.text-white-50 {\n --bs-text-opacity: 1;\n color: rgba(255, 255, 255, 0.5) !important;\n}\n\n.text-body-secondary {\n --bs-text-opacity: 1;\n color: var(--bs-secondary-color) !important;\n}\n\n.text-body-tertiary {\n --bs-text-opacity: 1;\n color: var(--bs-tertiary-color) !important;\n}\n\n.text-body-emphasis {\n --bs-text-opacity: 1;\n color: var(--bs-emphasis-color) !important;\n}\n\n.text-reset {\n --bs-text-opacity: 1;\n color: inherit !important;\n}\n\n.text-opacity-25 {\n --bs-text-opacity: 0.25;\n}\n\n.text-opacity-50 {\n --bs-text-opacity: 0.5;\n}\n\n.text-opacity-75 {\n --bs-text-opacity: 0.75;\n}\n\n.text-opacity-100 {\n --bs-text-opacity: 1;\n}\n\n.text-primary-emphasis {\n color: var(--bs-primary-text-emphasis) !important;\n}\n\n.text-secondary-emphasis {\n color: var(--bs-secondary-text-emphasis) !important;\n}\n\n.text-success-emphasis {\n color: var(--bs-success-text-emphasis) !important;\n}\n\n.text-info-emphasis {\n color: var(--bs-info-text-emphasis) !important;\n}\n\n.text-warning-emphasis {\n color: var(--bs-warning-text-emphasis) !important;\n}\n\n.text-danger-emphasis {\n color: var(--bs-danger-text-emphasis) !important;\n}\n\n.text-light-emphasis {\n color: var(--bs-light-text-emphasis) !important;\n}\n\n.text-dark-emphasis {\n color: var(--bs-dark-text-emphasis) !important;\n}\n\n.link-opacity-10 {\n --bs-link-opacity: 0.1;\n}\n\n.link-opacity-10-hover:hover {\n --bs-link-opacity: 0.1;\n}\n\n.link-opacity-25 {\n --bs-link-opacity: 0.25;\n}\n\n.link-opacity-25-hover:hover {\n --bs-link-opacity: 0.25;\n}\n\n.link-opacity-50 {\n --bs-link-opacity: 0.5;\n}\n\n.link-opacity-50-hover:hover {\n --bs-link-opacity: 0.5;\n}\n\n.link-opacity-75 {\n --bs-link-opacity: 0.75;\n}\n\n.link-opacity-75-hover:hover {\n --bs-link-opacity: 0.75;\n}\n\n.link-opacity-100 {\n --bs-link-opacity: 1;\n}\n\n.link-opacity-100-hover:hover {\n --bs-link-opacity: 1;\n}\n\n.link-offset-1 {\n text-underline-offset: 0.125em !important;\n}\n\n.link-offset-1-hover:hover {\n text-underline-offset: 0.125em !important;\n}\n\n.link-offset-2 {\n text-underline-offset: 0.25em !important;\n}\n\n.link-offset-2-hover:hover {\n text-underline-offset: 0.25em !important;\n}\n\n.link-offset-3 {\n text-underline-offset: 0.375em !important;\n}\n\n.link-offset-3-hover:hover {\n text-underline-offset: 0.375em !important;\n}\n\n.link-underline-primary {\n --bs-link-underline-opacity: 1;\n text-decoration-color: rgba(var(--bs-primary-rgb), var(--bs-link-underline-opacity)) !important;\n}\n\n.link-underline-secondary {\n --bs-link-underline-opacity: 1;\n text-decoration-color: rgba(var(--bs-secondary-rgb), var(--bs-link-underline-opacity)) !important;\n}\n\n.link-underline-success {\n --bs-link-underline-opacity: 1;\n text-decoration-color: rgba(var(--bs-success-rgb), var(--bs-link-underline-opacity)) !important;\n}\n\n.link-underline-info {\n --bs-link-underline-opacity: 1;\n text-decoration-color: rgba(var(--bs-info-rgb), var(--bs-link-underline-opacity)) !important;\n}\n\n.link-underline-warning {\n --bs-link-underline-opacity: 1;\n text-decoration-color: rgba(var(--bs-warning-rgb), var(--bs-link-underline-opacity)) !important;\n}\n\n.link-underline-danger {\n --bs-link-underline-opacity: 1;\n text-decoration-color: rgba(var(--bs-danger-rgb), var(--bs-link-underline-opacity)) !important;\n}\n\n.link-underline-light {\n --bs-link-underline-opacity: 1;\n text-decoration-color: rgba(var(--bs-light-rgb), var(--bs-link-underline-opacity)) !important;\n}\n\n.link-underline-dark {\n --bs-link-underline-opacity: 1;\n text-decoration-color: rgba(var(--bs-dark-rgb), var(--bs-link-underline-opacity)) !important;\n}\n\n.link-underline {\n --bs-link-underline-opacity: 1;\n text-decoration-color: rgba(var(--bs-link-color-rgb), var(--bs-link-underline-opacity, 1)) !important;\n}\n\n.link-underline-opacity-0 {\n --bs-link-underline-opacity: 0;\n}\n\n.link-underline-opacity-0-hover:hover {\n --bs-link-underline-opacity: 0;\n}\n\n.link-underline-opacity-10 {\n --bs-link-underline-opacity: 0.1;\n}\n\n.link-underline-opacity-10-hover:hover {\n --bs-link-underline-opacity: 0.1;\n}\n\n.link-underline-opacity-25 {\n --bs-link-underline-opacity: 0.25;\n}\n\n.link-underline-opacity-25-hover:hover {\n --bs-link-underline-opacity: 0.25;\n}\n\n.link-underline-opacity-50 {\n --bs-link-underline-opacity: 0.5;\n}\n\n.link-underline-opacity-50-hover:hover {\n --bs-link-underline-opacity: 0.5;\n}\n\n.link-underline-opacity-75 {\n --bs-link-underline-opacity: 0.75;\n}\n\n.link-underline-opacity-75-hover:hover {\n --bs-link-underline-opacity: 0.75;\n}\n\n.link-underline-opacity-100 {\n --bs-link-underline-opacity: 1;\n}\n\n.link-underline-opacity-100-hover:hover {\n --bs-link-underline-opacity: 1;\n}\n\n.bg-primary {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-primary-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-secondary {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-secondary-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-success {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-success-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-info {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-info-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-warning {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-warning-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-danger {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-danger-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-light {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-light-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-dark {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-dark-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-black {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-black-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-white {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-white-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-body {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-body-bg-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-transparent {\n --bs-bg-opacity: 1;\n background-color: transparent !important;\n}\n\n.bg-body-secondary {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-secondary-bg-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-body-tertiary {\n --bs-bg-opacity: 1;\n background-color: rgba(var(--bs-tertiary-bg-rgb), var(--bs-bg-opacity)) !important;\n}\n\n.bg-opacity-10 {\n --bs-bg-opacity: 0.1;\n}\n\n.bg-opacity-25 {\n --bs-bg-opacity: 0.25;\n}\n\n.bg-opacity-50 {\n --bs-bg-opacity: 0.5;\n}\n\n.bg-opacity-75 {\n --bs-bg-opacity: 0.75;\n}\n\n.bg-opacity-100 {\n --bs-bg-opacity: 1;\n}\n\n.bg-primary-subtle {\n background-color: var(--bs-primary-bg-subtle) !important;\n}\n\n.bg-secondary-subtle {\n background-color: var(--bs-secondary-bg-subtle) !important;\n}\n\n.bg-success-subtle {\n background-color: var(--bs-success-bg-subtle) !important;\n}\n\n.bg-info-subtle {\n background-color: var(--bs-info-bg-subtle) !important;\n}\n\n.bg-warning-subtle {\n background-color: var(--bs-warning-bg-subtle) !important;\n}\n\n.bg-danger-subtle {\n background-color: var(--bs-danger-bg-subtle) !important;\n}\n\n.bg-light-subtle {\n background-color: var(--bs-light-bg-subtle) !important;\n}\n\n.bg-dark-subtle {\n background-color: var(--bs-dark-bg-subtle) !important;\n}\n\n.bg-gradient {\n background-image: var(--bs-gradient) !important;\n}\n\n.user-select-all {\n user-select: all !important;\n}\n\n.user-select-auto {\n user-select: auto !important;\n}\n\n.user-select-none {\n user-select: none !important;\n}\n\n.pe-none {\n pointer-events: none !important;\n}\n\n.pe-auto {\n pointer-events: auto !important;\n}\n\n.rounded {\n border-radius: var(--bs-border-radius) !important;\n}\n\n.rounded-0 {\n border-radius: 0 !important;\n}\n\n.rounded-1 {\n border-radius: var(--bs-border-radius-sm) !important;\n}\n\n.rounded-2 {\n border-radius: var(--bs-border-radius) !important;\n}\n\n.rounded-3 {\n border-radius: var(--bs-border-radius-lg) !important;\n}\n\n.rounded-4 {\n border-radius: var(--bs-border-radius-xl) !important;\n}\n\n.rounded-5 {\n border-radius: var(--bs-border-radius-xxl) !important;\n}\n\n.rounded-circle {\n border-radius: 50% !important;\n}\n\n.rounded-pill {\n border-radius: var(--bs-border-radius-pill) !important;\n}\n\n.rounded-top {\n border-top-left-radius: var(--bs-border-radius) !important;\n border-top-right-radius: var(--bs-border-radius) !important;\n}\n\n.rounded-top-0 {\n border-top-left-radius: 0 !important;\n border-top-right-radius: 0 !important;\n}\n\n.rounded-top-1 {\n border-top-left-radius: var(--bs-border-radius-sm) !important;\n border-top-right-radius: var(--bs-border-radius-sm) !important;\n}\n\n.rounded-top-2 {\n border-top-left-radius: var(--bs-border-radius) !important;\n border-top-right-radius: var(--bs-border-radius) !important;\n}\n\n.rounded-top-3 {\n border-top-left-radius: var(--bs-border-radius-lg) !important;\n border-top-right-radius: var(--bs-border-radius-lg) !important;\n}\n\n.rounded-top-4 {\n border-top-left-radius: var(--bs-border-radius-xl) !important;\n border-top-right-radius: var(--bs-border-radius-xl) !important;\n}\n\n.rounded-top-5 {\n border-top-left-radius: var(--bs-border-radius-xxl) !important;\n border-top-right-radius: var(--bs-border-radius-xxl) !important;\n}\n\n.rounded-top-circle {\n border-top-left-radius: 50% !important;\n border-top-right-radius: 50% !important;\n}\n\n.rounded-top-pill {\n border-top-left-radius: var(--bs-border-radius-pill) !important;\n border-top-right-radius: var(--bs-border-radius-pill) !important;\n}\n\n.rounded-end {\n border-top-right-radius: var(--bs-border-radius) !important;\n border-bottom-right-radius: var(--bs-border-radius) !important;\n}\n\n.rounded-end-0 {\n border-top-right-radius: 0 !important;\n border-bottom-right-radius: 0 !important;\n}\n\n.rounded-end-1 {\n border-top-right-radius: var(--bs-border-radius-sm) !important;\n border-bottom-right-radius: var(--bs-border-radius-sm) !important;\n}\n\n.rounded-end-2 {\n border-top-right-radius: var(--bs-border-radius) !important;\n border-bottom-right-radius: var(--bs-border-radius) !important;\n}\n\n.rounded-end-3 {\n border-top-right-radius: var(--bs-border-radius-lg) !important;\n border-bottom-right-radius: var(--bs-border-radius-lg) !important;\n}\n\n.rounded-end-4 {\n border-top-right-radius: var(--bs-border-radius-xl) !important;\n border-bottom-right-radius: var(--bs-border-radius-xl) !important;\n}\n\n.rounded-end-5 {\n border-top-right-radius: var(--bs-border-radius-xxl) !important;\n border-bottom-right-radius: var(--bs-border-radius-xxl) !important;\n}\n\n.rounded-end-circle {\n border-top-right-radius: 50% !important;\n border-bottom-right-radius: 50% !important;\n}\n\n.rounded-end-pill {\n border-top-right-radius: var(--bs-border-radius-pill) !important;\n border-bottom-right-radius: var(--bs-border-radius-pill) !important;\n}\n\n.rounded-bottom {\n border-bottom-right-radius: var(--bs-border-radius) !important;\n border-bottom-left-radius: var(--bs-border-radius) !important;\n}\n\n.rounded-bottom-0 {\n border-bottom-right-radius: 0 !important;\n border-bottom-left-radius: 0 !important;\n}\n\n.rounded-bottom-1 {\n border-bottom-right-radius: var(--bs-border-radius-sm) !important;\n border-bottom-left-radius: var(--bs-border-radius-sm) !important;\n}\n\n.rounded-bottom-2 {\n border-bottom-right-radius: var(--bs-border-radius) !important;\n border-bottom-left-radius: var(--bs-border-radius) !important;\n}\n\n.rounded-bottom-3 {\n border-bottom-right-radius: var(--bs-border-radius-lg) !important;\n border-bottom-left-radius: var(--bs-border-radius-lg) !important;\n}\n\n.rounded-bottom-4 {\n border-bottom-right-radius: var(--bs-border-radius-xl) !important;\n border-bottom-left-radius: var(--bs-border-radius-xl) !important;\n}\n\n.rounded-bottom-5 {\n border-bottom-right-radius: var(--bs-border-radius-xxl) !important;\n border-bottom-left-radius: var(--bs-border-radius-xxl) !important;\n}\n\n.rounded-bottom-circle {\n border-bottom-right-radius: 50% !important;\n border-bottom-left-radius: 50% !important;\n}\n\n.rounded-bottom-pill {\n border-bottom-right-radius: var(--bs-border-radius-pill) !important;\n border-bottom-left-radius: var(--bs-border-radius-pill) !important;\n}\n\n.rounded-start {\n border-bottom-left-radius: var(--bs-border-radius) !important;\n border-top-left-radius: var(--bs-border-radius) !important;\n}\n\n.rounded-start-0 {\n border-bottom-left-radius: 0 !important;\n border-top-left-radius: 0 !important;\n}\n\n.rounded-start-1 {\n border-bottom-left-radius: var(--bs-border-radius-sm) !important;\n border-top-left-radius: var(--bs-border-radius-sm) !important;\n}\n\n.rounded-start-2 {\n border-bottom-left-radius: var(--bs-border-radius) !important;\n border-top-left-radius: var(--bs-border-radius) !important;\n}\n\n.rounded-start-3 {\n border-bottom-left-radius: var(--bs-border-radius-lg) !important;\n border-top-left-radius: var(--bs-border-radius-lg) !important;\n}\n\n.rounded-start-4 {\n border-bottom-left-radius: var(--bs-border-radius-xl) !important;\n border-top-left-radius: var(--bs-border-radius-xl) !important;\n}\n\n.rounded-start-5 {\n border-bottom-left-radius: var(--bs-border-radius-xxl) !important;\n border-top-left-radius: var(--bs-border-radius-xxl) !important;\n}\n\n.rounded-start-circle {\n border-bottom-left-radius: 50% !important;\n border-top-left-radius: 50% !important;\n}\n\n.rounded-start-pill {\n border-bottom-left-radius: var(--bs-border-radius-pill) !important;\n border-top-left-radius: var(--bs-border-radius-pill) !important;\n}\n\n.visible {\n visibility: visible !important;\n}\n\n.invisible {\n visibility: hidden !important;\n}\n\n.z-n1 {\n z-index: -1 !important;\n}\n\n.z-0 {\n z-index: 0 !important;\n}\n\n.z-1 {\n z-index: 1 !important;\n}\n\n.z-2 {\n z-index: 2 !important;\n}\n\n.z-3 {\n z-index: 3 !important;\n}\n\n@media (min-width: 576px) {\n .float-sm-start {\n float: left !important;\n }\n .float-sm-end {\n float: right !important;\n }\n .float-sm-none {\n float: none !important;\n }\n .object-fit-sm-contain {\n object-fit: contain !important;\n }\n .object-fit-sm-cover {\n object-fit: cover !important;\n }\n .object-fit-sm-fill {\n object-fit: fill !important;\n }\n .object-fit-sm-scale {\n object-fit: scale-down !important;\n }\n .object-fit-sm-none {\n object-fit: none !important;\n }\n .d-sm-inline {\n display: inline !important;\n }\n .d-sm-inline-block {\n display: inline-block !important;\n }\n .d-sm-block {\n display: block !important;\n }\n .d-sm-grid {\n display: grid !important;\n }\n .d-sm-inline-grid {\n display: inline-grid !important;\n }\n .d-sm-table {\n display: table !important;\n }\n .d-sm-table-row {\n display: table-row !important;\n }\n .d-sm-table-cell {\n display: table-cell !important;\n }\n .d-sm-flex {\n display: flex !important;\n }\n .d-sm-inline-flex {\n display: inline-flex !important;\n }\n .d-sm-none {\n display: none !important;\n }\n .flex-sm-fill {\n flex: 1 1 auto !important;\n }\n .flex-sm-row {\n flex-direction: row !important;\n }\n .flex-sm-column {\n flex-direction: column !important;\n }\n .flex-sm-row-reverse {\n flex-direction: row-reverse !important;\n }\n .flex-sm-column-reverse {\n flex-direction: column-reverse !important;\n }\n .flex-sm-grow-0 {\n flex-grow: 0 !important;\n }\n .flex-sm-grow-1 {\n flex-grow: 1 !important;\n }\n .flex-sm-shrink-0 {\n flex-shrink: 0 !important;\n }\n .flex-sm-shrink-1 {\n flex-shrink: 1 !important;\n }\n .flex-sm-wrap {\n flex-wrap: wrap !important;\n }\n .flex-sm-nowrap {\n flex-wrap: nowrap !important;\n }\n .flex-sm-wrap-reverse {\n flex-wrap: wrap-reverse !important;\n }\n .justify-content-sm-start {\n justify-content: flex-start !important;\n }\n .justify-content-sm-end {\n justify-content: flex-end !important;\n }\n .justify-content-sm-center {\n justify-content: center !important;\n }\n .justify-content-sm-between {\n justify-content: space-between !important;\n }\n .justify-content-sm-around {\n justify-content: space-around !important;\n }\n .justify-content-sm-evenly {\n justify-content: space-evenly !important;\n }\n .align-items-sm-start {\n align-items: flex-start !important;\n }\n .align-items-sm-end {\n align-items: flex-end !important;\n }\n .align-items-sm-center {\n align-items: center !important;\n }\n .align-items-sm-baseline {\n align-items: baseline !important;\n }\n .align-items-sm-stretch {\n align-items: stretch !important;\n }\n .align-content-sm-start {\n align-content: flex-start !important;\n }\n .align-content-sm-end {\n align-content: flex-end !important;\n }\n .align-content-sm-center {\n align-content: center !important;\n }\n .align-content-sm-between {\n align-content: space-between !important;\n }\n .align-content-sm-around {\n align-content: space-around !important;\n }\n .align-content-sm-stretch {\n align-content: stretch !important;\n }\n .align-self-sm-auto {\n align-self: auto !important;\n }\n .align-self-sm-start {\n align-self: flex-start !important;\n }\n .align-self-sm-end {\n align-self: flex-end !important;\n }\n .align-self-sm-center {\n align-self: center !important;\n }\n .align-self-sm-baseline {\n align-self: baseline !important;\n }\n .align-self-sm-stretch {\n align-self: stretch !important;\n }\n .order-sm-first {\n order: -1 !important;\n }\n .order-sm-0 {\n order: 0 !important;\n }\n .order-sm-1 {\n order: 1 !important;\n }\n .order-sm-2 {\n order: 2 !important;\n }\n .order-sm-3 {\n order: 3 !important;\n }\n .order-sm-4 {\n order: 4 !important;\n }\n .order-sm-5 {\n order: 5 !important;\n }\n .order-sm-last {\n order: 6 !important;\n }\n .m-sm-0 {\n margin: 0 !important;\n }\n .m-sm-1 {\n margin: 0.25rem !important;\n }\n .m-sm-2 {\n margin: 0.5rem !important;\n }\n .m-sm-3 {\n margin: 1rem !important;\n }\n .m-sm-4 {\n margin: 1.5rem !important;\n }\n .m-sm-5 {\n margin: 3rem !important;\n }\n .m-sm-auto {\n margin: auto !important;\n }\n .mx-sm-0 {\n margin-right: 0 !important;\n margin-left: 0 !important;\n }\n .mx-sm-1 {\n margin-right: 0.25rem !important;\n margin-left: 0.25rem !important;\n }\n .mx-sm-2 {\n margin-right: 0.5rem !important;\n margin-left: 0.5rem !important;\n }\n .mx-sm-3 {\n margin-right: 1rem !important;\n margin-left: 1rem !important;\n }\n .mx-sm-4 {\n margin-right: 1.5rem !important;\n margin-left: 1.5rem !important;\n }\n .mx-sm-5 {\n margin-right: 3rem !important;\n margin-left: 3rem !important;\n }\n .mx-sm-auto {\n margin-right: auto !important;\n margin-left: auto !important;\n }\n .my-sm-0 {\n margin-top: 0 !important;\n margin-bottom: 0 !important;\n }\n .my-sm-1 {\n margin-top: 0.25rem !important;\n margin-bottom: 0.25rem !important;\n }\n .my-sm-2 {\n margin-top: 0.5rem !important;\n margin-bottom: 0.5rem !important;\n }\n .my-sm-3 {\n margin-top: 1rem !important;\n margin-bottom: 1rem !important;\n }\n .my-sm-4 {\n margin-top: 1.5rem !important;\n margin-bottom: 1.5rem !important;\n }\n .my-sm-5 {\n margin-top: 3rem !important;\n margin-bottom: 3rem !important;\n }\n .my-sm-auto {\n margin-top: auto !important;\n margin-bottom: auto !important;\n }\n .mt-sm-0 {\n margin-top: 0 !important;\n }\n .mt-sm-1 {\n margin-top: 0.25rem !important;\n }\n .mt-sm-2 {\n margin-top: 0.5rem !important;\n }\n .mt-sm-3 {\n margin-top: 1rem !important;\n }\n .mt-sm-4 {\n margin-top: 1.5rem !important;\n }\n .mt-sm-5 {\n margin-top: 3rem !important;\n }\n .mt-sm-auto {\n margin-top: auto !important;\n }\n .me-sm-0 {\n margin-right: 0 !important;\n }\n .me-sm-1 {\n margin-right: 0.25rem !important;\n }\n .me-sm-2 {\n margin-right: 0.5rem !important;\n }\n .me-sm-3 {\n margin-right: 1rem !important;\n }\n .me-sm-4 {\n margin-right: 1.5rem !important;\n }\n .me-sm-5 {\n margin-right: 3rem !important;\n }\n .me-sm-auto {\n margin-right: auto !important;\n }\n .mb-sm-0 {\n margin-bottom: 0 !important;\n }\n .mb-sm-1 {\n margin-bottom: 0.25rem !important;\n }\n .mb-sm-2 {\n margin-bottom: 0.5rem !important;\n }\n .mb-sm-3 {\n margin-bottom: 1rem !important;\n }\n .mb-sm-4 {\n margin-bottom: 1.5rem !important;\n }\n .mb-sm-5 {\n margin-bottom: 3rem !important;\n }\n .mb-sm-auto {\n margin-bottom: auto !important;\n }\n .ms-sm-0 {\n margin-left: 0 !important;\n }\n .ms-sm-1 {\n margin-left: 0.25rem !important;\n }\n .ms-sm-2 {\n margin-left: 0.5rem !important;\n }\n .ms-sm-3 {\n margin-left: 1rem !important;\n }\n .ms-sm-4 {\n margin-left: 1.5rem !important;\n }\n .ms-sm-5 {\n margin-left: 3rem !important;\n }\n .ms-sm-auto {\n margin-left: auto !important;\n }\n .p-sm-0 {\n padding: 0 !important;\n }\n .p-sm-1 {\n padding: 0.25rem !important;\n }\n .p-sm-2 {\n padding: 0.5rem !important;\n }\n .p-sm-3 {\n padding: 1rem !important;\n }\n .p-sm-4 {\n padding: 1.5rem !important;\n }\n .p-sm-5 {\n padding: 3rem !important;\n }\n .px-sm-0 {\n padding-right: 0 !important;\n padding-left: 0 !important;\n }\n .px-sm-1 {\n padding-right: 0.25rem !important;\n padding-left: 0.25rem !important;\n }\n .px-sm-2 {\n padding-right: 0.5rem !important;\n padding-left: 0.5rem !important;\n }\n .px-sm-3 {\n padding-right: 1rem !important;\n padding-left: 1rem !important;\n }\n .px-sm-4 {\n padding-right: 1.5rem !important;\n padding-left: 1.5rem !important;\n }\n .px-sm-5 {\n padding-right: 3rem !important;\n padding-left: 3rem !important;\n }\n .py-sm-0 {\n padding-top: 0 !important;\n padding-bottom: 0 !important;\n }\n .py-sm-1 {\n padding-top: 0.25rem !important;\n padding-bottom: 0.25rem !important;\n }\n .py-sm-2 {\n padding-top: 0.5rem !important;\n padding-bottom: 0.5rem !important;\n }\n .py-sm-3 {\n padding-top: 1rem !important;\n padding-bottom: 1rem !important;\n }\n .py-sm-4 {\n padding-top: 1.5rem !important;\n padding-bottom: 1.5rem !important;\n }\n .py-sm-5 {\n padding-top: 3rem !important;\n padding-bottom: 3rem !important;\n }\n .pt-sm-0 {\n padding-top: 0 !important;\n }\n .pt-sm-1 {\n padding-top: 0.25rem !important;\n }\n .pt-sm-2 {\n padding-top: 0.5rem !important;\n }\n .pt-sm-3 {\n padding-top: 1rem !important;\n }\n .pt-sm-4 {\n padding-top: 1.5rem !important;\n }\n .pt-sm-5 {\n padding-top: 3rem !important;\n }\n .pe-sm-0 {\n padding-right: 0 !important;\n }\n .pe-sm-1 {\n padding-right: 0.25rem !important;\n }\n .pe-sm-2 {\n padding-right: 0.5rem !important;\n }\n .pe-sm-3 {\n padding-right: 1rem !important;\n }\n .pe-sm-4 {\n padding-right: 1.5rem !important;\n }\n .pe-sm-5 {\n padding-right: 3rem !important;\n }\n .pb-sm-0 {\n padding-bottom: 0 !important;\n }\n .pb-sm-1 {\n padding-bottom: 0.25rem !important;\n }\n .pb-sm-2 {\n padding-bottom: 0.5rem !important;\n }\n .pb-sm-3 {\n padding-bottom: 1rem !important;\n }\n .pb-sm-4 {\n padding-bottom: 1.5rem !important;\n }\n .pb-sm-5 {\n padding-bottom: 3rem !important;\n }\n .ps-sm-0 {\n padding-left: 0 !important;\n }\n .ps-sm-1 {\n padding-left: 0.25rem !important;\n }\n .ps-sm-2 {\n padding-left: 0.5rem !important;\n }\n .ps-sm-3 {\n padding-left: 1rem !important;\n }\n .ps-sm-4 {\n padding-left: 1.5rem !important;\n }\n .ps-sm-5 {\n padding-left: 3rem !important;\n }\n .gap-sm-0 {\n gap: 0 !important;\n }\n .gap-sm-1 {\n gap: 0.25rem !important;\n }\n .gap-sm-2 {\n gap: 0.5rem !important;\n }\n .gap-sm-3 {\n gap: 1rem !important;\n }\n .gap-sm-4 {\n gap: 1.5rem !important;\n }\n .gap-sm-5 {\n gap: 3rem !important;\n }\n .row-gap-sm-0 {\n row-gap: 0 !important;\n }\n .row-gap-sm-1 {\n row-gap: 0.25rem !important;\n }\n .row-gap-sm-2 {\n row-gap: 0.5rem !important;\n }\n .row-gap-sm-3 {\n row-gap: 1rem !important;\n }\n .row-gap-sm-4 {\n row-gap: 1.5rem !important;\n }\n .row-gap-sm-5 {\n row-gap: 3rem !important;\n }\n .column-gap-sm-0 {\n column-gap: 0 !important;\n }\n .column-gap-sm-1 {\n column-gap: 0.25rem !important;\n }\n .column-gap-sm-2 {\n column-gap: 0.5rem !important;\n }\n .column-gap-sm-3 {\n column-gap: 1rem !important;\n }\n .column-gap-sm-4 {\n column-gap: 1.5rem !important;\n }\n .column-gap-sm-5 {\n column-gap: 3rem !important;\n }\n .text-sm-start {\n text-align: left !important;\n }\n .text-sm-end {\n text-align: right !important;\n }\n .text-sm-center {\n text-align: center !important;\n }\n}\n@media (min-width: 768px) {\n .float-md-start {\n float: left !important;\n }\n .float-md-end {\n float: right !important;\n }\n .float-md-none {\n float: none !important;\n }\n .object-fit-md-contain {\n object-fit: contain !important;\n }\n .object-fit-md-cover {\n object-fit: cover !important;\n }\n .object-fit-md-fill {\n object-fit: fill !important;\n }\n .object-fit-md-scale {\n object-fit: scale-down !important;\n }\n .object-fit-md-none {\n object-fit: none !important;\n }\n .d-md-inline {\n display: inline !important;\n }\n .d-md-inline-block {\n display: inline-block !important;\n }\n .d-md-block {\n display: block !important;\n }\n .d-md-grid {\n display: grid !important;\n }\n .d-md-inline-grid {\n display: inline-grid !important;\n }\n .d-md-table {\n display: table !important;\n }\n .d-md-table-row {\n display: table-row !important;\n }\n .d-md-table-cell {\n display: table-cell !important;\n }\n .d-md-flex {\n display: flex !important;\n }\n .d-md-inline-flex {\n display: inline-flex !important;\n }\n .d-md-none {\n display: none !important;\n }\n .flex-md-fill {\n flex: 1 1 auto !important;\n }\n .flex-md-row {\n flex-direction: row !important;\n }\n .flex-md-column {\n flex-direction: column !important;\n }\n .flex-md-row-reverse {\n flex-direction: row-reverse !important;\n }\n .flex-md-column-reverse {\n flex-direction: column-reverse !important;\n }\n .flex-md-grow-0 {\n flex-grow: 0 !important;\n }\n .flex-md-grow-1 {\n flex-grow: 1 !important;\n }\n .flex-md-shrink-0 {\n flex-shrink: 0 !important;\n }\n .flex-md-shrink-1 {\n flex-shrink: 1 !important;\n }\n .flex-md-wrap {\n flex-wrap: wrap !important;\n }\n .flex-md-nowrap {\n flex-wrap: nowrap !important;\n }\n .flex-md-wrap-reverse {\n flex-wrap: wrap-reverse !important;\n }\n .justify-content-md-start {\n justify-content: flex-start !important;\n }\n .justify-content-md-end {\n justify-content: flex-end !important;\n }\n .justify-content-md-center {\n justify-content: center !important;\n }\n .justify-content-md-between {\n justify-content: space-between !important;\n }\n .justify-content-md-around {\n justify-content: space-around !important;\n }\n .justify-content-md-evenly {\n justify-content: space-evenly !important;\n }\n .align-items-md-start {\n align-items: flex-start !important;\n }\n .align-items-md-end {\n align-items: flex-end !important;\n }\n .align-items-md-center {\n align-items: center !important;\n }\n .align-items-md-baseline {\n align-items: baseline !important;\n }\n .align-items-md-stretch {\n align-items: stretch !important;\n }\n .align-content-md-start {\n align-content: flex-start !important;\n }\n .align-content-md-end {\n align-content: flex-end !important;\n }\n .align-content-md-center {\n align-content: center !important;\n }\n .align-content-md-between {\n align-content: space-between !important;\n }\n .align-content-md-around {\n align-content: space-around !important;\n }\n .align-content-md-stretch {\n align-content: stretch !important;\n }\n .align-self-md-auto {\n align-self: auto !important;\n }\n .align-self-md-start {\n align-self: flex-start !important;\n }\n .align-self-md-end {\n align-self: flex-end !important;\n }\n .align-self-md-center {\n align-self: center !important;\n }\n .align-self-md-baseline {\n align-self: baseline !important;\n }\n .align-self-md-stretch {\n align-self: stretch !important;\n }\n .order-md-first {\n order: -1 !important;\n }\n .order-md-0 {\n order: 0 !important;\n }\n .order-md-1 {\n order: 1 !important;\n }\n .order-md-2 {\n order: 2 !important;\n }\n .order-md-3 {\n order: 3 !important;\n }\n .order-md-4 {\n order: 4 !important;\n }\n .order-md-5 {\n order: 5 !important;\n }\n .order-md-last {\n order: 6 !important;\n }\n .m-md-0 {\n margin: 0 !important;\n }\n .m-md-1 {\n margin: 0.25rem !important;\n }\n .m-md-2 {\n margin: 0.5rem !important;\n }\n .m-md-3 {\n margin: 1rem !important;\n }\n .m-md-4 {\n margin: 1.5rem !important;\n }\n .m-md-5 {\n margin: 3rem !important;\n }\n .m-md-auto {\n margin: auto !important;\n }\n .mx-md-0 {\n margin-right: 0 !important;\n margin-left: 0 !important;\n }\n .mx-md-1 {\n margin-right: 0.25rem !important;\n margin-left: 0.25rem !important;\n }\n .mx-md-2 {\n margin-right: 0.5rem !important;\n margin-left: 0.5rem !important;\n }\n .mx-md-3 {\n margin-right: 1rem !important;\n margin-left: 1rem !important;\n }\n .mx-md-4 {\n margin-right: 1.5rem !important;\n margin-left: 1.5rem !important;\n }\n .mx-md-5 {\n margin-right: 3rem !important;\n margin-left: 3rem !important;\n }\n .mx-md-auto {\n margin-right: auto !important;\n margin-left: auto !important;\n }\n .my-md-0 {\n margin-top: 0 !important;\n margin-bottom: 0 !important;\n }\n .my-md-1 {\n margin-top: 0.25rem !important;\n margin-bottom: 0.25rem !important;\n }\n .my-md-2 {\n margin-top: 0.5rem !important;\n margin-bottom: 0.5rem !important;\n }\n .my-md-3 {\n margin-top: 1rem !important;\n margin-bottom: 1rem !important;\n }\n .my-md-4 {\n margin-top: 1.5rem !important;\n margin-bottom: 1.5rem !important;\n }\n .my-md-5 {\n margin-top: 3rem !important;\n margin-bottom: 3rem !important;\n }\n .my-md-auto {\n margin-top: auto !important;\n margin-bottom: auto !important;\n }\n .mt-md-0 {\n margin-top: 0 !important;\n }\n .mt-md-1 {\n margin-top: 0.25rem !important;\n }\n .mt-md-2 {\n margin-top: 0.5rem !important;\n }\n .mt-md-3 {\n margin-top: 1rem !important;\n }\n .mt-md-4 {\n margin-top: 1.5rem !important;\n }\n .mt-md-5 {\n margin-top: 3rem !important;\n }\n .mt-md-auto {\n margin-top: auto !important;\n }\n .me-md-0 {\n margin-right: 0 !important;\n }\n .me-md-1 {\n margin-right: 0.25rem !important;\n }\n .me-md-2 {\n margin-right: 0.5rem !important;\n }\n .me-md-3 {\n margin-right: 1rem !important;\n }\n .me-md-4 {\n margin-right: 1.5rem !important;\n }\n .me-md-5 {\n margin-right: 3rem !important;\n }\n .me-md-auto {\n margin-right: auto !important;\n }\n .mb-md-0 {\n margin-bottom: 0 !important;\n }\n .mb-md-1 {\n margin-bottom: 0.25rem !important;\n }\n .mb-md-2 {\n margin-bottom: 0.5rem !important;\n }\n .mb-md-3 {\n margin-bottom: 1rem !important;\n }\n .mb-md-4 {\n margin-bottom: 1.5rem !important;\n }\n .mb-md-5 {\n margin-bottom: 3rem !important;\n }\n .mb-md-auto {\n margin-bottom: auto !important;\n }\n .ms-md-0 {\n margin-left: 0 !important;\n }\n .ms-md-1 {\n margin-left: 0.25rem !important;\n }\n .ms-md-2 {\n margin-left: 0.5rem !important;\n }\n .ms-md-3 {\n margin-left: 1rem !important;\n }\n .ms-md-4 {\n margin-left: 1.5rem !important;\n }\n .ms-md-5 {\n margin-left: 3rem !important;\n }\n .ms-md-auto {\n margin-left: auto !important;\n }\n .p-md-0 {\n padding: 0 !important;\n }\n .p-md-1 {\n padding: 0.25rem !important;\n }\n .p-md-2 {\n padding: 0.5rem !important;\n }\n .p-md-3 {\n padding: 1rem !important;\n }\n .p-md-4 {\n padding: 1.5rem !important;\n }\n .p-md-5 {\n padding: 3rem !important;\n }\n .px-md-0 {\n padding-right: 0 !important;\n padding-left: 0 !important;\n }\n .px-md-1 {\n padding-right: 0.25rem !important;\n padding-left: 0.25rem !important;\n }\n .px-md-2 {\n padding-right: 0.5rem !important;\n padding-left: 0.5rem !important;\n }\n .px-md-3 {\n padding-right: 1rem !important;\n padding-left: 1rem !important;\n }\n .px-md-4 {\n padding-right: 1.5rem !important;\n padding-left: 1.5rem !important;\n }\n .px-md-5 {\n padding-right: 3rem !important;\n padding-left: 3rem !important;\n }\n .py-md-0 {\n padding-top: 0 !important;\n padding-bottom: 0 !important;\n }\n .py-md-1 {\n padding-top: 0.25rem !important;\n padding-bottom: 0.25rem !important;\n }\n .py-md-2 {\n padding-top: 0.5rem !important;\n padding-bottom: 0.5rem !important;\n }\n .py-md-3 {\n padding-top: 1rem !important;\n padding-bottom: 1rem !important;\n }\n .py-md-4 {\n padding-top: 1.5rem !important;\n padding-bottom: 1.5rem !important;\n }\n .py-md-5 {\n padding-top: 3rem !important;\n padding-bottom: 3rem !important;\n }\n .pt-md-0 {\n padding-top: 0 !important;\n }\n .pt-md-1 {\n padding-top: 0.25rem !important;\n }\n .pt-md-2 {\n padding-top: 0.5rem !important;\n }\n .pt-md-3 {\n padding-top: 1rem !important;\n }\n .pt-md-4 {\n padding-top: 1.5rem !important;\n }\n .pt-md-5 {\n padding-top: 3rem !important;\n }\n .pe-md-0 {\n padding-right: 0 !important;\n }\n .pe-md-1 {\n padding-right: 0.25rem !important;\n }\n .pe-md-2 {\n padding-right: 0.5rem !important;\n }\n .pe-md-3 {\n padding-right: 1rem !important;\n }\n .pe-md-4 {\n padding-right: 1.5rem !important;\n }\n .pe-md-5 {\n padding-right: 3rem !important;\n }\n .pb-md-0 {\n padding-bottom: 0 !important;\n }\n .pb-md-1 {\n padding-bottom: 0.25rem !important;\n }\n .pb-md-2 {\n padding-bottom: 0.5rem !important;\n }\n .pb-md-3 {\n padding-bottom: 1rem !important;\n }\n .pb-md-4 {\n padding-bottom: 1.5rem !important;\n }\n .pb-md-5 {\n padding-bottom: 3rem !important;\n }\n .ps-md-0 {\n padding-left: 0 !important;\n }\n .ps-md-1 {\n padding-left: 0.25rem !important;\n }\n .ps-md-2 {\n padding-left: 0.5rem !important;\n }\n .ps-md-3 {\n padding-left: 1rem !important;\n }\n .ps-md-4 {\n padding-left: 1.5rem !important;\n }\n .ps-md-5 {\n padding-left: 3rem !important;\n }\n .gap-md-0 {\n gap: 0 !important;\n }\n .gap-md-1 {\n gap: 0.25rem !important;\n }\n .gap-md-2 {\n gap: 0.5rem !important;\n }\n .gap-md-3 {\n gap: 1rem !important;\n }\n .gap-md-4 {\n gap: 1.5rem !important;\n }\n .gap-md-5 {\n gap: 3rem !important;\n }\n .row-gap-md-0 {\n row-gap: 0 !important;\n }\n .row-gap-md-1 {\n row-gap: 0.25rem !important;\n }\n .row-gap-md-2 {\n row-gap: 0.5rem !important;\n }\n .row-gap-md-3 {\n row-gap: 1rem !important;\n }\n .row-gap-md-4 {\n row-gap: 1.5rem !important;\n }\n .row-gap-md-5 {\n row-gap: 3rem !important;\n }\n .column-gap-md-0 {\n column-gap: 0 !important;\n }\n .column-gap-md-1 {\n column-gap: 0.25rem !important;\n }\n .column-gap-md-2 {\n column-gap: 0.5rem !important;\n }\n .column-gap-md-3 {\n column-gap: 1rem !important;\n }\n .column-gap-md-4 {\n column-gap: 1.5rem !important;\n }\n .column-gap-md-5 {\n column-gap: 3rem !important;\n }\n .text-md-start {\n text-align: left !important;\n }\n .text-md-end {\n text-align: right !important;\n }\n .text-md-center {\n text-align: center !important;\n }\n}\n@media (min-width: 992px) {\n .float-lg-start {\n float: left !important;\n }\n .float-lg-end {\n float: right !important;\n }\n .float-lg-none {\n float: none !important;\n }\n .object-fit-lg-contain {\n object-fit: contain !important;\n }\n .object-fit-lg-cover {\n object-fit: cover !important;\n }\n .object-fit-lg-fill {\n object-fit: fill !important;\n }\n .object-fit-lg-scale {\n object-fit: scale-down !important;\n }\n .object-fit-lg-none {\n object-fit: none !important;\n }\n .d-lg-inline {\n display: inline !important;\n }\n .d-lg-inline-block {\n display: inline-block !important;\n }\n .d-lg-block {\n display: block !important;\n }\n .d-lg-grid {\n display: grid !important;\n }\n .d-lg-inline-grid {\n display: inline-grid !important;\n }\n .d-lg-table {\n display: table !important;\n }\n .d-lg-table-row {\n display: table-row !important;\n }\n .d-lg-table-cell {\n display: table-cell !important;\n }\n .d-lg-flex {\n display: flex !important;\n }\n .d-lg-inline-flex {\n display: inline-flex !important;\n }\n .d-lg-none {\n display: none !important;\n }\n .flex-lg-fill {\n flex: 1 1 auto !important;\n }\n .flex-lg-row {\n flex-direction: row !important;\n }\n .flex-lg-column {\n flex-direction: column !important;\n }\n .flex-lg-row-reverse {\n flex-direction: row-reverse !important;\n }\n .flex-lg-column-reverse {\n flex-direction: column-reverse !important;\n }\n .flex-lg-grow-0 {\n flex-grow: 0 !important;\n }\n .flex-lg-grow-1 {\n flex-grow: 1 !important;\n }\n .flex-lg-shrink-0 {\n flex-shrink: 0 !important;\n }\n .flex-lg-shrink-1 {\n flex-shrink: 1 !important;\n }\n .flex-lg-wrap {\n flex-wrap: wrap !important;\n }\n .flex-lg-nowrap {\n flex-wrap: nowrap !important;\n }\n .flex-lg-wrap-reverse {\n flex-wrap: wrap-reverse !important;\n }\n .justify-content-lg-start {\n justify-content: flex-start !important;\n }\n .justify-content-lg-end {\n justify-content: flex-end !important;\n }\n .justify-content-lg-center {\n justify-content: center !important;\n }\n .justify-content-lg-between {\n justify-content: space-between !important;\n }\n .justify-content-lg-around {\n justify-content: space-around !important;\n }\n .justify-content-lg-evenly {\n justify-content: space-evenly !important;\n }\n .align-items-lg-start {\n align-items: flex-start !important;\n }\n .align-items-lg-end {\n align-items: flex-end !important;\n }\n .align-items-lg-center {\n align-items: center !important;\n }\n .align-items-lg-baseline {\n align-items: baseline !important;\n }\n .align-items-lg-stretch {\n align-items: stretch !important;\n }\n .align-content-lg-start {\n align-content: flex-start !important;\n }\n .align-content-lg-end {\n align-content: flex-end !important;\n }\n .align-content-lg-center {\n align-content: center !important;\n }\n .align-content-lg-between {\n align-content: space-between !important;\n }\n .align-content-lg-around {\n align-content: space-around !important;\n }\n .align-content-lg-stretch {\n align-content: stretch !important;\n }\n .align-self-lg-auto {\n align-self: auto !important;\n }\n .align-self-lg-start {\n align-self: flex-start !important;\n }\n .align-self-lg-end {\n align-self: flex-end !important;\n }\n .align-self-lg-center {\n align-self: center !important;\n }\n .align-self-lg-baseline {\n align-self: baseline !important;\n }\n .align-self-lg-stretch {\n align-self: stretch !important;\n }\n .order-lg-first {\n order: -1 !important;\n }\n .order-lg-0 {\n order: 0 !important;\n }\n .order-lg-1 {\n order: 1 !important;\n }\n .order-lg-2 {\n order: 2 !important;\n }\n .order-lg-3 {\n order: 3 !important;\n }\n .order-lg-4 {\n order: 4 !important;\n }\n .order-lg-5 {\n order: 5 !important;\n }\n .order-lg-last {\n order: 6 !important;\n }\n .m-lg-0 {\n margin: 0 !important;\n }\n .m-lg-1 {\n margin: 0.25rem !important;\n }\n .m-lg-2 {\n margin: 0.5rem !important;\n }\n .m-lg-3 {\n margin: 1rem !important;\n }\n .m-lg-4 {\n margin: 1.5rem !important;\n }\n .m-lg-5 {\n margin: 3rem !important;\n }\n .m-lg-auto {\n margin: auto !important;\n }\n .mx-lg-0 {\n margin-right: 0 !important;\n margin-left: 0 !important;\n }\n .mx-lg-1 {\n margin-right: 0.25rem !important;\n margin-left: 0.25rem !important;\n }\n .mx-lg-2 {\n margin-right: 0.5rem !important;\n margin-left: 0.5rem !important;\n }\n .mx-lg-3 {\n margin-right: 1rem !important;\n margin-left: 1rem !important;\n }\n .mx-lg-4 {\n margin-right: 1.5rem !important;\n margin-left: 1.5rem !important;\n }\n .mx-lg-5 {\n margin-right: 3rem !important;\n margin-left: 3rem !important;\n }\n .mx-lg-auto {\n margin-right: auto !important;\n margin-left: auto !important;\n }\n .my-lg-0 {\n margin-top: 0 !important;\n margin-bottom: 0 !important;\n }\n .my-lg-1 {\n margin-top: 0.25rem !important;\n margin-bottom: 0.25rem !important;\n }\n .my-lg-2 {\n margin-top: 0.5rem !important;\n margin-bottom: 0.5rem !important;\n }\n .my-lg-3 {\n margin-top: 1rem !important;\n margin-bottom: 1rem !important;\n }\n .my-lg-4 {\n margin-top: 1.5rem !important;\n margin-bottom: 1.5rem !important;\n }\n .my-lg-5 {\n margin-top: 3rem !important;\n margin-bottom: 3rem !important;\n }\n .my-lg-auto {\n margin-top: auto !important;\n margin-bottom: auto !important;\n }\n .mt-lg-0 {\n margin-top: 0 !important;\n }\n .mt-lg-1 {\n margin-top: 0.25rem !important;\n }\n .mt-lg-2 {\n margin-top: 0.5rem !important;\n }\n .mt-lg-3 {\n margin-top: 1rem !important;\n }\n .mt-lg-4 {\n margin-top: 1.5rem !important;\n }\n .mt-lg-5 {\n margin-top: 3rem !important;\n }\n .mt-lg-auto {\n margin-top: auto !important;\n }\n .me-lg-0 {\n margin-right: 0 !important;\n }\n .me-lg-1 {\n margin-right: 0.25rem !important;\n }\n .me-lg-2 {\n margin-right: 0.5rem !important;\n }\n .me-lg-3 {\n margin-right: 1rem !important;\n }\n .me-lg-4 {\n margin-right: 1.5rem !important;\n }\n .me-lg-5 {\n margin-right: 3rem !important;\n }\n .me-lg-auto {\n margin-right: auto !important;\n }\n .mb-lg-0 {\n margin-bottom: 0 !important;\n }\n .mb-lg-1 {\n margin-bottom: 0.25rem !important;\n }\n .mb-lg-2 {\n margin-bottom: 0.5rem !important;\n }\n .mb-lg-3 {\n margin-bottom: 1rem !important;\n }\n .mb-lg-4 {\n margin-bottom: 1.5rem !important;\n }\n .mb-lg-5 {\n margin-bottom: 3rem !important;\n }\n .mb-lg-auto {\n margin-bottom: auto !important;\n }\n .ms-lg-0 {\n margin-left: 0 !important;\n }\n .ms-lg-1 {\n margin-left: 0.25rem !important;\n }\n .ms-lg-2 {\n margin-left: 0.5rem !important;\n }\n .ms-lg-3 {\n margin-left: 1rem !important;\n }\n .ms-lg-4 {\n margin-left: 1.5rem !important;\n }\n .ms-lg-5 {\n margin-left: 3rem !important;\n }\n .ms-lg-auto {\n margin-left: auto !important;\n }\n .p-lg-0 {\n padding: 0 !important;\n }\n .p-lg-1 {\n padding: 0.25rem !important;\n }\n .p-lg-2 {\n padding: 0.5rem !important;\n }\n .p-lg-3 {\n padding: 1rem !important;\n }\n .p-lg-4 {\n padding: 1.5rem !important;\n }\n .p-lg-5 {\n padding: 3rem !important;\n }\n .px-lg-0 {\n padding-right: 0 !important;\n padding-left: 0 !important;\n }\n .px-lg-1 {\n padding-right: 0.25rem !important;\n padding-left: 0.25rem !important;\n }\n .px-lg-2 {\n padding-right: 0.5rem !important;\n padding-left: 0.5rem !important;\n }\n .px-lg-3 {\n padding-right: 1rem !important;\n padding-left: 1rem !important;\n }\n .px-lg-4 {\n padding-right: 1.5rem !important;\n padding-left: 1.5rem !important;\n }\n .px-lg-5 {\n padding-right: 3rem !important;\n padding-left: 3rem !important;\n }\n .py-lg-0 {\n padding-top: 0 !important;\n padding-bottom: 0 !important;\n }\n .py-lg-1 {\n padding-top: 0.25rem !important;\n padding-bottom: 0.25rem !important;\n }\n .py-lg-2 {\n padding-top: 0.5rem !important;\n padding-bottom: 0.5rem !important;\n }\n .py-lg-3 {\n padding-top: 1rem !important;\n padding-bottom: 1rem !important;\n }\n .py-lg-4 {\n padding-top: 1.5rem !important;\n padding-bottom: 1.5rem !important;\n }\n .py-lg-5 {\n padding-top: 3rem !important;\n padding-bottom: 3rem !important;\n }\n .pt-lg-0 {\n padding-top: 0 !important;\n }\n .pt-lg-1 {\n padding-top: 0.25rem !important;\n }\n .pt-lg-2 {\n padding-top: 0.5rem !important;\n }\n .pt-lg-3 {\n padding-top: 1rem !important;\n }\n .pt-lg-4 {\n padding-top: 1.5rem !important;\n }\n .pt-lg-5 {\n padding-top: 3rem !important;\n }\n .pe-lg-0 {\n padding-right: 0 !important;\n }\n .pe-lg-1 {\n padding-right: 0.25rem !important;\n }\n .pe-lg-2 {\n padding-right: 0.5rem !important;\n }\n .pe-lg-3 {\n padding-right: 1rem !important;\n }\n .pe-lg-4 {\n padding-right: 1.5rem !important;\n }\n .pe-lg-5 {\n padding-right: 3rem !important;\n }\n .pb-lg-0 {\n padding-bottom: 0 !important;\n }\n .pb-lg-1 {\n padding-bottom: 0.25rem !important;\n }\n .pb-lg-2 {\n padding-bottom: 0.5rem !important;\n }\n .pb-lg-3 {\n padding-bottom: 1rem !important;\n }\n .pb-lg-4 {\n padding-bottom: 1.5rem !important;\n }\n .pb-lg-5 {\n padding-bottom: 3rem !important;\n }\n .ps-lg-0 {\n padding-left: 0 !important;\n }\n .ps-lg-1 {\n padding-left: 0.25rem !important;\n }\n .ps-lg-2 {\n padding-left: 0.5rem !important;\n }\n .ps-lg-3 {\n padding-left: 1rem !important;\n }\n .ps-lg-4 {\n padding-left: 1.5rem !important;\n }\n .ps-lg-5 {\n padding-left: 3rem !important;\n }\n .gap-lg-0 {\n gap: 0 !important;\n }\n .gap-lg-1 {\n gap: 0.25rem !important;\n }\n .gap-lg-2 {\n gap: 0.5rem !important;\n }\n .gap-lg-3 {\n gap: 1rem !important;\n }\n .gap-lg-4 {\n gap: 1.5rem !important;\n }\n .gap-lg-5 {\n gap: 3rem !important;\n }\n .row-gap-lg-0 {\n row-gap: 0 !important;\n }\n .row-gap-lg-1 {\n row-gap: 0.25rem !important;\n }\n .row-gap-lg-2 {\n row-gap: 0.5rem !important;\n }\n .row-gap-lg-3 {\n row-gap: 1rem !important;\n }\n .row-gap-lg-4 {\n row-gap: 1.5rem !important;\n }\n .row-gap-lg-5 {\n row-gap: 3rem !important;\n }\n .column-gap-lg-0 {\n column-gap: 0 !important;\n }\n .column-gap-lg-1 {\n column-gap: 0.25rem !important;\n }\n .column-gap-lg-2 {\n column-gap: 0.5rem !important;\n }\n .column-gap-lg-3 {\n column-gap: 1rem !important;\n }\n .column-gap-lg-4 {\n column-gap: 1.5rem !important;\n }\n .column-gap-lg-5 {\n column-gap: 3rem !important;\n }\n .text-lg-start {\n text-align: left !important;\n }\n .text-lg-end {\n text-align: right !important;\n }\n .text-lg-center {\n text-align: center !important;\n }\n}\n@media (min-width: 1200px) {\n .float-xl-start {\n float: left !important;\n }\n .float-xl-end {\n float: right !important;\n }\n .float-xl-none {\n float: none !important;\n }\n .object-fit-xl-contain {\n object-fit: contain !important;\n }\n .object-fit-xl-cover {\n object-fit: cover !important;\n }\n .object-fit-xl-fill {\n object-fit: fill !important;\n }\n .object-fit-xl-scale {\n object-fit: scale-down !important;\n }\n .object-fit-xl-none {\n object-fit: none !important;\n }\n .d-xl-inline {\n display: inline !important;\n }\n .d-xl-inline-block {\n display: inline-block !important;\n }\n .d-xl-block {\n display: block !important;\n }\n .d-xl-grid {\n display: grid !important;\n }\n .d-xl-inline-grid {\n display: inline-grid !important;\n }\n .d-xl-table {\n display: table !important;\n }\n .d-xl-table-row {\n display: table-row !important;\n }\n .d-xl-table-cell {\n display: table-cell !important;\n }\n .d-xl-flex {\n display: flex !important;\n }\n .d-xl-inline-flex {\n display: inline-flex !important;\n }\n .d-xl-none {\n display: none !important;\n }\n .flex-xl-fill {\n flex: 1 1 auto !important;\n }\n .flex-xl-row {\n flex-direction: row !important;\n }\n .flex-xl-column {\n flex-direction: column !important;\n }\n .flex-xl-row-reverse {\n flex-direction: row-reverse !important;\n }\n .flex-xl-column-reverse {\n flex-direction: column-reverse !important;\n }\n .flex-xl-grow-0 {\n flex-grow: 0 !important;\n }\n .flex-xl-grow-1 {\n flex-grow: 1 !important;\n }\n .flex-xl-shrink-0 {\n flex-shrink: 0 !important;\n }\n .flex-xl-shrink-1 {\n flex-shrink: 1 !important;\n }\n .flex-xl-wrap {\n flex-wrap: wrap !important;\n }\n .flex-xl-nowrap {\n flex-wrap: nowrap !important;\n }\n .flex-xl-wrap-reverse {\n flex-wrap: wrap-reverse !important;\n }\n .justify-content-xl-start {\n justify-content: flex-start !important;\n }\n .justify-content-xl-end {\n justify-content: flex-end !important;\n }\n .justify-content-xl-center {\n justify-content: center !important;\n }\n .justify-content-xl-between {\n justify-content: space-between !important;\n }\n .justify-content-xl-around {\n justify-content: space-around !important;\n }\n .justify-content-xl-evenly {\n justify-content: space-evenly !important;\n }\n .align-items-xl-start {\n align-items: flex-start !important;\n }\n .align-items-xl-end {\n align-items: flex-end !important;\n }\n .align-items-xl-center {\n align-items: center !important;\n }\n .align-items-xl-baseline {\n align-items: baseline !important;\n }\n .align-items-xl-stretch {\n align-items: stretch !important;\n }\n .align-content-xl-start {\n align-content: flex-start !important;\n }\n .align-content-xl-end {\n align-content: flex-end !important;\n }\n .align-content-xl-center {\n align-content: center !important;\n }\n .align-content-xl-between {\n align-content: space-between !important;\n }\n .align-content-xl-around {\n align-content: space-around !important;\n }\n .align-content-xl-stretch {\n align-content: stretch !important;\n }\n .align-self-xl-auto {\n align-self: auto !important;\n }\n .align-self-xl-start {\n align-self: flex-start !important;\n }\n .align-self-xl-end {\n align-self: flex-end !important;\n }\n .align-self-xl-center {\n align-self: center !important;\n }\n .align-self-xl-baseline {\n align-self: baseline !important;\n }\n .align-self-xl-stretch {\n align-self: stretch !important;\n }\n .order-xl-first {\n order: -1 !important;\n }\n .order-xl-0 {\n order: 0 !important;\n }\n .order-xl-1 {\n order: 1 !important;\n }\n .order-xl-2 {\n order: 2 !important;\n }\n .order-xl-3 {\n order: 3 !important;\n }\n .order-xl-4 {\n order: 4 !important;\n }\n .order-xl-5 {\n order: 5 !important;\n }\n .order-xl-last {\n order: 6 !important;\n }\n .m-xl-0 {\n margin: 0 !important;\n }\n .m-xl-1 {\n margin: 0.25rem !important;\n }\n .m-xl-2 {\n margin: 0.5rem !important;\n }\n .m-xl-3 {\n margin: 1rem !important;\n }\n .m-xl-4 {\n margin: 1.5rem !important;\n }\n .m-xl-5 {\n margin: 3rem !important;\n }\n .m-xl-auto {\n margin: auto !important;\n }\n .mx-xl-0 {\n margin-right: 0 !important;\n margin-left: 0 !important;\n }\n .mx-xl-1 {\n margin-right: 0.25rem !important;\n margin-left: 0.25rem !important;\n }\n .mx-xl-2 {\n margin-right: 0.5rem !important;\n margin-left: 0.5rem !important;\n }\n .mx-xl-3 {\n margin-right: 1rem !important;\n margin-left: 1rem !important;\n }\n .mx-xl-4 {\n margin-right: 1.5rem !important;\n margin-left: 1.5rem !important;\n }\n .mx-xl-5 {\n margin-right: 3rem !important;\n margin-left: 3rem !important;\n }\n .mx-xl-auto {\n margin-right: auto !important;\n margin-left: auto !important;\n }\n .my-xl-0 {\n margin-top: 0 !important;\n margin-bottom: 0 !important;\n }\n .my-xl-1 {\n margin-top: 0.25rem !important;\n margin-bottom: 0.25rem !important;\n }\n .my-xl-2 {\n margin-top: 0.5rem !important;\n margin-bottom: 0.5rem !important;\n }\n .my-xl-3 {\n margin-top: 1rem !important;\n margin-bottom: 1rem !important;\n }\n .my-xl-4 {\n margin-top: 1.5rem !important;\n margin-bottom: 1.5rem !important;\n }\n .my-xl-5 {\n margin-top: 3rem !important;\n margin-bottom: 3rem !important;\n }\n .my-xl-auto {\n margin-top: auto !important;\n margin-bottom: auto !important;\n }\n .mt-xl-0 {\n margin-top: 0 !important;\n }\n .mt-xl-1 {\n margin-top: 0.25rem !important;\n }\n .mt-xl-2 {\n margin-top: 0.5rem !important;\n }\n .mt-xl-3 {\n margin-top: 1rem !important;\n }\n .mt-xl-4 {\n margin-top: 1.5rem !important;\n }\n .mt-xl-5 {\n margin-top: 3rem !important;\n }\n .mt-xl-auto {\n margin-top: auto !important;\n }\n .me-xl-0 {\n margin-right: 0 !important;\n }\n .me-xl-1 {\n margin-right: 0.25rem !important;\n }\n .me-xl-2 {\n margin-right: 0.5rem !important;\n }\n .me-xl-3 {\n margin-right: 1rem !important;\n }\n .me-xl-4 {\n margin-right: 1.5rem !important;\n }\n .me-xl-5 {\n margin-right: 3rem !important;\n }\n .me-xl-auto {\n margin-right: auto !important;\n }\n .mb-xl-0 {\n margin-bottom: 0 !important;\n }\n .mb-xl-1 {\n margin-bottom: 0.25rem !important;\n }\n .mb-xl-2 {\n margin-bottom: 0.5rem !important;\n }\n .mb-xl-3 {\n margin-bottom: 1rem !important;\n }\n .mb-xl-4 {\n margin-bottom: 1.5rem !important;\n }\n .mb-xl-5 {\n margin-bottom: 3rem !important;\n }\n .mb-xl-auto {\n margin-bottom: auto !important;\n }\n .ms-xl-0 {\n margin-left: 0 !important;\n }\n .ms-xl-1 {\n margin-left: 0.25rem !important;\n }\n .ms-xl-2 {\n margin-left: 0.5rem !important;\n }\n .ms-xl-3 {\n margin-left: 1rem !important;\n }\n .ms-xl-4 {\n margin-left: 1.5rem !important;\n }\n .ms-xl-5 {\n margin-left: 3rem !important;\n }\n .ms-xl-auto {\n margin-left: auto !important;\n }\n .p-xl-0 {\n padding: 0 !important;\n }\n .p-xl-1 {\n padding: 0.25rem !important;\n }\n .p-xl-2 {\n padding: 0.5rem !important;\n }\n .p-xl-3 {\n padding: 1rem !important;\n }\n .p-xl-4 {\n padding: 1.5rem !important;\n }\n .p-xl-5 {\n padding: 3rem !important;\n }\n .px-xl-0 {\n padding-right: 0 !important;\n padding-left: 0 !important;\n }\n .px-xl-1 {\n padding-right: 0.25rem !important;\n padding-left: 0.25rem !important;\n }\n .px-xl-2 {\n padding-right: 0.5rem !important;\n padding-left: 0.5rem !important;\n }\n .px-xl-3 {\n padding-right: 1rem !important;\n padding-left: 1rem !important;\n }\n .px-xl-4 {\n padding-right: 1.5rem !important;\n padding-left: 1.5rem !important;\n }\n .px-xl-5 {\n padding-right: 3rem !important;\n padding-left: 3rem !important;\n }\n .py-xl-0 {\n padding-top: 0 !important;\n padding-bottom: 0 !important;\n }\n .py-xl-1 {\n padding-top: 0.25rem !important;\n padding-bottom: 0.25rem !important;\n }\n .py-xl-2 {\n padding-top: 0.5rem !important;\n padding-bottom: 0.5rem !important;\n }\n .py-xl-3 {\n padding-top: 1rem !important;\n padding-bottom: 1rem !important;\n }\n .py-xl-4 {\n padding-top: 1.5rem !important;\n padding-bottom: 1.5rem !important;\n }\n .py-xl-5 {\n padding-top: 3rem !important;\n padding-bottom: 3rem !important;\n }\n .pt-xl-0 {\n padding-top: 0 !important;\n }\n .pt-xl-1 {\n padding-top: 0.25rem !important;\n }\n .pt-xl-2 {\n padding-top: 0.5rem !important;\n }\n .pt-xl-3 {\n padding-top: 1rem !important;\n }\n .pt-xl-4 {\n padding-top: 1.5rem !important;\n }\n .pt-xl-5 {\n padding-top: 3rem !important;\n }\n .pe-xl-0 {\n padding-right: 0 !important;\n }\n .pe-xl-1 {\n padding-right: 0.25rem !important;\n }\n .pe-xl-2 {\n padding-right: 0.5rem !important;\n }\n .pe-xl-3 {\n padding-right: 1rem !important;\n }\n .pe-xl-4 {\n padding-right: 1.5rem !important;\n }\n .pe-xl-5 {\n padding-right: 3rem !important;\n }\n .pb-xl-0 {\n padding-bottom: 0 !important;\n }\n .pb-xl-1 {\n padding-bottom: 0.25rem !important;\n }\n .pb-xl-2 {\n padding-bottom: 0.5rem !important;\n }\n .pb-xl-3 {\n padding-bottom: 1rem !important;\n }\n .pb-xl-4 {\n padding-bottom: 1.5rem !important;\n }\n .pb-xl-5 {\n padding-bottom: 3rem !important;\n }\n .ps-xl-0 {\n padding-left: 0 !important;\n }\n .ps-xl-1 {\n padding-left: 0.25rem !important;\n }\n .ps-xl-2 {\n padding-left: 0.5rem !important;\n }\n .ps-xl-3 {\n padding-left: 1rem !important;\n }\n .ps-xl-4 {\n padding-left: 1.5rem !important;\n }\n .ps-xl-5 {\n padding-left: 3rem !important;\n }\n .gap-xl-0 {\n gap: 0 !important;\n }\n .gap-xl-1 {\n gap: 0.25rem !important;\n }\n .gap-xl-2 {\n gap: 0.5rem !important;\n }\n .gap-xl-3 {\n gap: 1rem !important;\n }\n .gap-xl-4 {\n gap: 1.5rem !important;\n }\n .gap-xl-5 {\n gap: 3rem !important;\n }\n .row-gap-xl-0 {\n row-gap: 0 !important;\n }\n .row-gap-xl-1 {\n row-gap: 0.25rem !important;\n }\n .row-gap-xl-2 {\n row-gap: 0.5rem !important;\n }\n .row-gap-xl-3 {\n row-gap: 1rem !important;\n }\n .row-gap-xl-4 {\n row-gap: 1.5rem !important;\n }\n .row-gap-xl-5 {\n row-gap: 3rem !important;\n }\n .column-gap-xl-0 {\n column-gap: 0 !important;\n }\n .column-gap-xl-1 {\n column-gap: 0.25rem !important;\n }\n .column-gap-xl-2 {\n column-gap: 0.5rem !important;\n }\n .column-gap-xl-3 {\n column-gap: 1rem !important;\n }\n .column-gap-xl-4 {\n column-gap: 1.5rem !important;\n }\n .column-gap-xl-5 {\n column-gap: 3rem !important;\n }\n .text-xl-start {\n text-align: left !important;\n }\n .text-xl-end {\n text-align: right !important;\n }\n .text-xl-center {\n text-align: center !important;\n }\n}\n@media (min-width: 1400px) {\n .float-xxl-start {\n float: left !important;\n }\n .float-xxl-end {\n float: right !important;\n }\n .float-xxl-none {\n float: none !important;\n }\n .object-fit-xxl-contain {\n object-fit: contain !important;\n }\n .object-fit-xxl-cover {\n object-fit: cover !important;\n }\n .object-fit-xxl-fill {\n object-fit: fill !important;\n }\n .object-fit-xxl-scale {\n object-fit: scale-down !important;\n }\n .object-fit-xxl-none {\n object-fit: none !important;\n }\n .d-xxl-inline {\n display: inline !important;\n }\n .d-xxl-inline-block {\n display: inline-block !important;\n }\n .d-xxl-block {\n display: block !important;\n }\n .d-xxl-grid {\n display: grid !important;\n }\n .d-xxl-inline-grid {\n display: inline-grid !important;\n }\n .d-xxl-table {\n display: table !important;\n }\n .d-xxl-table-row {\n display: table-row !important;\n }\n .d-xxl-table-cell {\n display: table-cell !important;\n }\n .d-xxl-flex {\n display: flex !important;\n }\n .d-xxl-inline-flex {\n display: inline-flex !important;\n }\n .d-xxl-none {\n display: none !important;\n }\n .flex-xxl-fill {\n flex: 1 1 auto !important;\n }\n .flex-xxl-row {\n flex-direction: row !important;\n }\n .flex-xxl-column {\n flex-direction: column !important;\n }\n .flex-xxl-row-reverse {\n flex-direction: row-reverse !important;\n }\n .flex-xxl-column-reverse {\n flex-direction: column-reverse !important;\n }\n .flex-xxl-grow-0 {\n flex-grow: 0 !important;\n }\n .flex-xxl-grow-1 {\n flex-grow: 1 !important;\n }\n .flex-xxl-shrink-0 {\n flex-shrink: 0 !important;\n }\n .flex-xxl-shrink-1 {\n flex-shrink: 1 !important;\n }\n .flex-xxl-wrap {\n flex-wrap: wrap !important;\n }\n .flex-xxl-nowrap {\n flex-wrap: nowrap !important;\n }\n .flex-xxl-wrap-reverse {\n flex-wrap: wrap-reverse !important;\n }\n .justify-content-xxl-start {\n justify-content: flex-start !important;\n }\n .justify-content-xxl-end {\n justify-content: flex-end !important;\n }\n .justify-content-xxl-center {\n justify-content: center !important;\n }\n .justify-content-xxl-between {\n justify-content: space-between !important;\n }\n .justify-content-xxl-around {\n justify-content: space-around !important;\n }\n .justify-content-xxl-evenly {\n justify-content: space-evenly !important;\n }\n .align-items-xxl-start {\n align-items: flex-start !important;\n }\n .align-items-xxl-end {\n align-items: flex-end !important;\n }\n .align-items-xxl-center {\n align-items: center !important;\n }\n .align-items-xxl-baseline {\n align-items: baseline !important;\n }\n .align-items-xxl-stretch {\n align-items: stretch !important;\n }\n .align-content-xxl-start {\n align-content: flex-start !important;\n }\n .align-content-xxl-end {\n align-content: flex-end !important;\n }\n .align-content-xxl-center {\n align-content: center !important;\n }\n .align-content-xxl-between {\n align-content: space-between !important;\n }\n .align-content-xxl-around {\n align-content: space-around !important;\n }\n .align-content-xxl-stretch {\n align-content: stretch !important;\n }\n .align-self-xxl-auto {\n align-self: auto !important;\n }\n .align-self-xxl-start {\n align-self: flex-start !important;\n }\n .align-self-xxl-end {\n align-self: flex-end !important;\n }\n .align-self-xxl-center {\n align-self: center !important;\n }\n .align-self-xxl-baseline {\n align-self: baseline !important;\n }\n .align-self-xxl-stretch {\n align-self: stretch !important;\n }\n .order-xxl-first {\n order: -1 !important;\n }\n .order-xxl-0 {\n order: 0 !important;\n }\n .order-xxl-1 {\n order: 1 !important;\n }\n .order-xxl-2 {\n order: 2 !important;\n }\n .order-xxl-3 {\n order: 3 !important;\n }\n .order-xxl-4 {\n order: 4 !important;\n }\n .order-xxl-5 {\n order: 5 !important;\n }\n .order-xxl-last {\n order: 6 !important;\n }\n .m-xxl-0 {\n margin: 0 !important;\n }\n .m-xxl-1 {\n margin: 0.25rem !important;\n }\n .m-xxl-2 {\n margin: 0.5rem !important;\n }\n .m-xxl-3 {\n margin: 1rem !important;\n }\n .m-xxl-4 {\n margin: 1.5rem !important;\n }\n .m-xxl-5 {\n margin: 3rem !important;\n }\n .m-xxl-auto {\n margin: auto !important;\n }\n .mx-xxl-0 {\n margin-right: 0 !important;\n margin-left: 0 !important;\n }\n .mx-xxl-1 {\n margin-right: 0.25rem !important;\n margin-left: 0.25rem !important;\n }\n .mx-xxl-2 {\n margin-right: 0.5rem !important;\n margin-left: 0.5rem !important;\n }\n .mx-xxl-3 {\n margin-right: 1rem !important;\n margin-left: 1rem !important;\n }\n .mx-xxl-4 {\n margin-right: 1.5rem !important;\n margin-left: 1.5rem !important;\n }\n .mx-xxl-5 {\n margin-right: 3rem !important;\n margin-left: 3rem !important;\n }\n .mx-xxl-auto {\n margin-right: auto !important;\n margin-left: auto !important;\n }\n .my-xxl-0 {\n margin-top: 0 !important;\n margin-bottom: 0 !important;\n }\n .my-xxl-1 {\n margin-top: 0.25rem !important;\n margin-bottom: 0.25rem !important;\n }\n .my-xxl-2 {\n margin-top: 0.5rem !important;\n margin-bottom: 0.5rem !important;\n }\n .my-xxl-3 {\n margin-top: 1rem !important;\n margin-bottom: 1rem !important;\n }\n .my-xxl-4 {\n margin-top: 1.5rem !important;\n margin-bottom: 1.5rem !important;\n }\n .my-xxl-5 {\n margin-top: 3rem !important;\n margin-bottom: 3rem !important;\n }\n .my-xxl-auto {\n margin-top: auto !important;\n margin-bottom: auto !important;\n }\n .mt-xxl-0 {\n margin-top: 0 !important;\n }\n .mt-xxl-1 {\n margin-top: 0.25rem !important;\n }\n .mt-xxl-2 {\n margin-top: 0.5rem !important;\n }\n .mt-xxl-3 {\n margin-top: 1rem !important;\n }\n .mt-xxl-4 {\n margin-top: 1.5rem !important;\n }\n .mt-xxl-5 {\n margin-top: 3rem !important;\n }\n .mt-xxl-auto {\n margin-top: auto !important;\n }\n .me-xxl-0 {\n margin-right: 0 !important;\n }\n .me-xxl-1 {\n margin-right: 0.25rem !important;\n }\n .me-xxl-2 {\n margin-right: 0.5rem !important;\n }\n .me-xxl-3 {\n margin-right: 1rem !important;\n }\n .me-xxl-4 {\n margin-right: 1.5rem !important;\n }\n .me-xxl-5 {\n margin-right: 3rem !important;\n }\n .me-xxl-auto {\n margin-right: auto !important;\n }\n .mb-xxl-0 {\n margin-bottom: 0 !important;\n }\n .mb-xxl-1 {\n margin-bottom: 0.25rem !important;\n }\n .mb-xxl-2 {\n margin-bottom: 0.5rem !important;\n }\n .mb-xxl-3 {\n margin-bottom: 1rem !important;\n }\n .mb-xxl-4 {\n margin-bottom: 1.5rem !important;\n }\n .mb-xxl-5 {\n margin-bottom: 3rem !important;\n }\n .mb-xxl-auto {\n margin-bottom: auto !important;\n }\n .ms-xxl-0 {\n margin-left: 0 !important;\n }\n .ms-xxl-1 {\n margin-left: 0.25rem !important;\n }\n .ms-xxl-2 {\n margin-left: 0.5rem !important;\n }\n .ms-xxl-3 {\n margin-left: 1rem !important;\n }\n .ms-xxl-4 {\n margin-left: 1.5rem !important;\n }\n .ms-xxl-5 {\n margin-left: 3rem !important;\n }\n .ms-xxl-auto {\n margin-left: auto !important;\n }\n .p-xxl-0 {\n padding: 0 !important;\n }\n .p-xxl-1 {\n padding: 0.25rem !important;\n }\n .p-xxl-2 {\n padding: 0.5rem !important;\n }\n .p-xxl-3 {\n padding: 1rem !important;\n }\n .p-xxl-4 {\n padding: 1.5rem !important;\n }\n .p-xxl-5 {\n padding: 3rem !important;\n }\n .px-xxl-0 {\n padding-right: 0 !important;\n padding-left: 0 !important;\n }\n .px-xxl-1 {\n padding-right: 0.25rem !important;\n padding-left: 0.25rem !important;\n }\n .px-xxl-2 {\n padding-right: 0.5rem !important;\n padding-left: 0.5rem !important;\n }\n .px-xxl-3 {\n padding-right: 1rem !important;\n padding-left: 1rem !important;\n }\n .px-xxl-4 {\n padding-right: 1.5rem !important;\n padding-left: 1.5rem !important;\n }\n .px-xxl-5 {\n padding-right: 3rem !important;\n padding-left: 3rem !important;\n }\n .py-xxl-0 {\n padding-top: 0 !important;\n padding-bottom: 0 !important;\n }\n .py-xxl-1 {\n padding-top: 0.25rem !important;\n padding-bottom: 0.25rem !important;\n }\n .py-xxl-2 {\n padding-top: 0.5rem !important;\n padding-bottom: 0.5rem !important;\n }\n .py-xxl-3 {\n padding-top: 1rem !important;\n padding-bottom: 1rem !important;\n }\n .py-xxl-4 {\n padding-top: 1.5rem !important;\n padding-bottom: 1.5rem !important;\n }\n .py-xxl-5 {\n padding-top: 3rem !important;\n padding-bottom: 3rem !important;\n }\n .pt-xxl-0 {\n padding-top: 0 !important;\n }\n .pt-xxl-1 {\n padding-top: 0.25rem !important;\n }\n .pt-xxl-2 {\n padding-top: 0.5rem !important;\n }\n .pt-xxl-3 {\n padding-top: 1rem !important;\n }\n .pt-xxl-4 {\n padding-top: 1.5rem !important;\n }\n .pt-xxl-5 {\n padding-top: 3rem !important;\n }\n .pe-xxl-0 {\n padding-right: 0 !important;\n }\n .pe-xxl-1 {\n padding-right: 0.25rem !important;\n }\n .pe-xxl-2 {\n padding-right: 0.5rem !important;\n }\n .pe-xxl-3 {\n padding-right: 1rem !important;\n }\n .pe-xxl-4 {\n padding-right: 1.5rem !important;\n }\n .pe-xxl-5 {\n padding-right: 3rem !important;\n }\n .pb-xxl-0 {\n padding-bottom: 0 !important;\n }\n .pb-xxl-1 {\n padding-bottom: 0.25rem !important;\n }\n .pb-xxl-2 {\n padding-bottom: 0.5rem !important;\n }\n .pb-xxl-3 {\n padding-bottom: 1rem !important;\n }\n .pb-xxl-4 {\n padding-bottom: 1.5rem !important;\n }\n .pb-xxl-5 {\n padding-bottom: 3rem !important;\n }\n .ps-xxl-0 {\n padding-left: 0 !important;\n }\n .ps-xxl-1 {\n padding-left: 0.25rem !important;\n }\n .ps-xxl-2 {\n padding-left: 0.5rem !important;\n }\n .ps-xxl-3 {\n padding-left: 1rem !important;\n }\n .ps-xxl-4 {\n padding-left: 1.5rem !important;\n }\n .ps-xxl-5 {\n padding-left: 3rem !important;\n }\n .gap-xxl-0 {\n gap: 0 !important;\n }\n .gap-xxl-1 {\n gap: 0.25rem !important;\n }\n .gap-xxl-2 {\n gap: 0.5rem !important;\n }\n .gap-xxl-3 {\n gap: 1rem !important;\n }\n .gap-xxl-4 {\n gap: 1.5rem !important;\n }\n .gap-xxl-5 {\n gap: 3rem !important;\n }\n .row-gap-xxl-0 {\n row-gap: 0 !important;\n }\n .row-gap-xxl-1 {\n row-gap: 0.25rem !important;\n }\n .row-gap-xxl-2 {\n row-gap: 0.5rem !important;\n }\n .row-gap-xxl-3 {\n row-gap: 1rem !important;\n }\n .row-gap-xxl-4 {\n row-gap: 1.5rem !important;\n }\n .row-gap-xxl-5 {\n row-gap: 3rem !important;\n }\n .column-gap-xxl-0 {\n column-gap: 0 !important;\n }\n .column-gap-xxl-1 {\n column-gap: 0.25rem !important;\n }\n .column-gap-xxl-2 {\n column-gap: 0.5rem !important;\n }\n .column-gap-xxl-3 {\n column-gap: 1rem !important;\n }\n .column-gap-xxl-4 {\n column-gap: 1.5rem !important;\n }\n .column-gap-xxl-5 {\n column-gap: 3rem !important;\n }\n .text-xxl-start {\n text-align: left !important;\n }\n .text-xxl-end {\n text-align: right !important;\n }\n .text-xxl-center {\n text-align: center !important;\n }\n}\n@media (min-width: 1200px) {\n .fs-1 {\n font-size: 2.5rem !important;\n }\n .fs-2 {\n font-size: 2rem !important;\n }\n .fs-3 {\n font-size: 1.75rem !important;\n }\n .fs-4 {\n font-size: 1.5rem !important;\n }\n}\n@media print {\n .d-print-inline {\n display: inline !important;\n }\n .d-print-inline-block {\n display: inline-block !important;\n }\n .d-print-block {\n display: block !important;\n }\n .d-print-grid {\n display: grid !important;\n }\n .d-print-inline-grid {\n display: inline-grid !important;\n }\n .d-print-table {\n display: table !important;\n }\n .d-print-table-row {\n display: table-row !important;\n }\n .d-print-table-cell {\n display: table-cell !important;\n }\n .d-print-flex {\n display: flex !important;\n }\n .d-print-inline-flex {\n display: inline-flex !important;\n }\n .d-print-none {\n display: none !important;\n }\n}\n/*!\n * Font Awesome Free 6.5.2 by @fontawesome - https://fontawesome.com\n * License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)\n * Copyright 2024 Fonticons, Inc.\n */\n.fa {\n font-family: var(--fa-style-family, \"Font Awesome 6 Free\");\n font-weight: var(--fa-style, 900);\n}\n\n.fa,\n.fa-classic,\n.fa-sharp,\n.fas,\n.fa-solid,\n.far,\n.fa-regular,\n.fab,\n.fa-brands {\n -moz-osx-font-smoothing: grayscale;\n -webkit-font-smoothing: antialiased;\n display: var(--fa-display, inline-block);\n font-style: normal;\n font-variant: normal;\n line-height: 1;\n text-rendering: auto;\n}\n\n.fas,\n.fa-classic,\n.fa-solid,\n.far,\n.fa-regular {\n font-family: \"Font Awesome 6 Free\";\n}\n\n.fab,\n.fa-brands {\n font-family: \"Font Awesome 6 Brands\";\n}\n\n.fa-1x {\n font-size: 1em;\n}\n\n.fa-2x {\n font-size: 2em;\n}\n\n.fa-3x {\n font-size: 3em;\n}\n\n.fa-4x {\n font-size: 4em;\n}\n\n.fa-5x {\n font-size: 5em;\n}\n\n.fa-6x {\n font-size: 6em;\n}\n\n.fa-7x {\n font-size: 7em;\n}\n\n.fa-8x {\n font-size: 8em;\n}\n\n.fa-9x {\n font-size: 9em;\n}\n\n.fa-10x {\n font-size: 10em;\n}\n\n.fa-2xs {\n font-size: 0.625em;\n line-height: 0.1em;\n vertical-align: 0.225em;\n}\n\n.fa-xs {\n font-size: 0.75em;\n line-height: 0.0833333337em;\n vertical-align: 0.125em;\n}\n\n.fa-sm {\n font-size: 0.875em;\n line-height: 0.0714285718em;\n vertical-align: 0.0535714295em;\n}\n\n.fa-lg {\n font-size: 1.25em;\n line-height: 0.05em;\n vertical-align: -0.075em;\n}\n\n.fa-xl {\n font-size: 1.5em;\n line-height: 0.0416666682em;\n vertical-align: -0.125em;\n}\n\n.fa-2xl {\n font-size: 2em;\n line-height: 0.03125em;\n vertical-align: -0.1875em;\n}\n\n.fa-fw {\n text-align: center;\n width: 1.25em;\n}\n\n.fa-ul {\n list-style-type: none;\n margin-left: var(--fa-li-margin, 2.5em);\n padding-left: 0;\n}\n.fa-ul > li {\n position: relative;\n}\n\n.fa-li {\n left: calc(var(--fa-li-width, 2em) * -1);\n position: absolute;\n text-align: center;\n width: var(--fa-li-width, 2em);\n line-height: inherit;\n}\n\n.fa-border {\n border-color: var(--fa-border-color, #eee);\n border-radius: var(--fa-border-radius, 0.1em);\n border-style: var(--fa-border-style, solid);\n border-width: var(--fa-border-width, 0.08em);\n padding: var(--fa-border-padding, 0.2em 0.25em 0.15em);\n}\n\n.fa-pull-left {\n float: left;\n margin-right: var(--fa-pull-margin, 0.3em);\n}\n\n.fa-pull-right {\n float: right;\n margin-left: var(--fa-pull-margin, 0.3em);\n}\n\n.fa-beat {\n animation-name: fa-beat;\n animation-delay: var(--fa-animation-delay, 0s);\n animation-direction: var(--fa-animation-direction, normal);\n animation-duration: var(--fa-animation-duration, 1s);\n animation-iteration-count: var(--fa-animation-iteration-count, infinite);\n animation-timing-function: var(--fa-animation-timing, ease-in-out);\n}\n\n.fa-bounce {\n animation-name: fa-bounce;\n animation-delay: var(--fa-animation-delay, 0s);\n animation-direction: var(--fa-animation-direction, normal);\n animation-duration: var(--fa-animation-duration, 1s);\n animation-iteration-count: var(--fa-animation-iteration-count, infinite);\n animation-timing-function: var(--fa-animation-timing, cubic-bezier(0.28, 0.84, 0.42, 1));\n}\n\n.fa-fade {\n animation-name: fa-fade;\n animation-delay: var(--fa-animation-delay, 0s);\n animation-direction: var(--fa-animation-direction, normal);\n animation-duration: var(--fa-animation-duration, 1s);\n animation-iteration-count: var(--fa-animation-iteration-count, infinite);\n animation-timing-function: var(--fa-animation-timing, cubic-bezier(0.4, 0, 0.6, 1));\n}\n\n.fa-beat-fade {\n animation-name: fa-beat-fade;\n animation-delay: var(--fa-animation-delay, 0s);\n animation-direction: var(--fa-animation-direction, normal);\n animation-duration: var(--fa-animation-duration, 1s);\n animation-iteration-count: var(--fa-animation-iteration-count, infinite);\n animation-timing-function: var(--fa-animation-timing, cubic-bezier(0.4, 0, 0.6, 1));\n}\n\n.fa-flip {\n animation-name: fa-flip;\n animation-delay: var(--fa-animation-delay, 0s);\n animation-direction: var(--fa-animation-direction, normal);\n animation-duration: var(--fa-animation-duration, 1s);\n animation-iteration-count: var(--fa-animation-iteration-count, infinite);\n animation-timing-function: var(--fa-animation-timing, ease-in-out);\n}\n\n.fa-shake {\n animation-name: fa-shake;\n animation-delay: var(--fa-animation-delay, 0s);\n animation-direction: var(--fa-animation-direction, normal);\n animation-duration: var(--fa-animation-duration, 1s);\n animation-iteration-count: var(--fa-animation-iteration-count, infinite);\n animation-timing-function: var(--fa-animation-timing, linear);\n}\n\n.fa-spin {\n animation-name: fa-spin;\n animation-delay: var(--fa-animation-delay, 0s);\n animation-direction: var(--fa-animation-direction, normal);\n animation-duration: var(--fa-animation-duration, 2s);\n animation-iteration-count: var(--fa-animation-iteration-count, infinite);\n animation-timing-function: var(--fa-animation-timing, linear);\n}\n\n.fa-spin-reverse {\n --fa-animation-direction: reverse;\n}\n\n.fa-pulse,\n.fa-spin-pulse {\n animation-name: fa-spin;\n animation-direction: var(--fa-animation-direction, normal);\n animation-duration: var(--fa-animation-duration, 1s);\n animation-iteration-count: var(--fa-animation-iteration-count, infinite);\n animation-timing-function: var(--fa-animation-timing, steps(8));\n}\n\n@media (prefers-reduced-motion: reduce) {\n .fa-beat,\n .fa-bounce,\n .fa-fade,\n .fa-beat-fade,\n .fa-flip,\n .fa-pulse,\n .fa-shake,\n .fa-spin,\n .fa-spin-pulse {\n animation-delay: -1ms;\n animation-duration: 1ms;\n animation-iteration-count: 1;\n transition-delay: 0s;\n transition-duration: 0s;\n }\n}\n@keyframes fa-beat {\n 0%, 90% {\n transform: scale(1);\n }\n 45% {\n transform: scale(var(--fa-beat-scale, 1.25));\n }\n}\n@keyframes fa-bounce {\n 0% {\n transform: scale(1, 1) translateY(0);\n }\n 10% {\n transform: scale(var(--fa-bounce-start-scale-x, 1.1), var(--fa-bounce-start-scale-y, 0.9)) translateY(0);\n }\n 30% {\n transform: scale(var(--fa-bounce-jump-scale-x, 0.9), var(--fa-bounce-jump-scale-y, 1.1)) translateY(var(--fa-bounce-height, -0.5em));\n }\n 50% {\n transform: scale(var(--fa-bounce-land-scale-x, 1.05), var(--fa-bounce-land-scale-y, 0.95)) translateY(0);\n }\n 57% {\n transform: scale(1, 1) translateY(var(--fa-bounce-rebound, -0.125em));\n }\n 64% {\n transform: scale(1, 1) translateY(0);\n }\n 100% {\n transform: scale(1, 1) translateY(0);\n }\n}\n@keyframes fa-fade {\n 50% {\n opacity: var(--fa-fade-opacity, 0.4);\n }\n}\n@keyframes fa-beat-fade {\n 0%, 100% {\n opacity: var(--fa-beat-fade-opacity, 0.4);\n transform: scale(1);\n }\n 50% {\n opacity: 1;\n transform: scale(var(--fa-beat-fade-scale, 1.125));\n }\n}\n@keyframes fa-flip {\n 50% {\n transform: rotate3d(var(--fa-flip-x, 0), var(--fa-flip-y, 1), var(--fa-flip-z, 0), var(--fa-flip-angle, -180deg));\n }\n}\n@keyframes fa-shake {\n 0% {\n transform: rotate(-15deg);\n }\n 4% {\n transform: rotate(15deg);\n }\n 8%, 24% {\n transform: rotate(-18deg);\n }\n 12%, 28% {\n transform: rotate(18deg);\n }\n 16% {\n transform: rotate(-22deg);\n }\n 20% {\n transform: rotate(22deg);\n }\n 32% {\n transform: rotate(-12deg);\n }\n 36% {\n transform: rotate(12deg);\n }\n 40%, 100% {\n transform: rotate(0deg);\n }\n}\n@keyframes fa-spin {\n 0% {\n transform: rotate(0deg);\n }\n 100% {\n transform: rotate(360deg);\n }\n}\n.fa-rotate-90 {\n transform: rotate(90deg);\n}\n\n.fa-rotate-180 {\n transform: rotate(180deg);\n}\n\n.fa-rotate-270 {\n transform: rotate(270deg);\n}\n\n.fa-flip-horizontal {\n transform: scale(-1, 1);\n}\n\n.fa-flip-vertical {\n transform: scale(1, -1);\n}\n\n.fa-flip-both,\n.fa-flip-horizontal.fa-flip-vertical {\n transform: scale(-1, -1);\n}\n\n.fa-rotate-by {\n transform: rotate(var(--fa-rotate-angle, 0));\n}\n\n.fa-stack {\n display: inline-block;\n height: 2em;\n line-height: 2em;\n position: relative;\n vertical-align: middle;\n width: 2.5em;\n}\n\n.fa-stack-1x,\n.fa-stack-2x {\n left: 0;\n position: absolute;\n text-align: center;\n width: 100%;\n z-index: var(--fa-stack-z-index, auto);\n}\n\n.fa-stack-1x {\n line-height: inherit;\n}\n\n.fa-stack-2x {\n font-size: 2em;\n}\n\n.fa-inverse {\n color: var(--fa-inverse, #fff);\n}\n\n/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen\nreaders do not read off random characters that represent icons */\n.fa-0::before {\n content: \"\\30 \";\n}\n\n.fa-1::before {\n content: \"\\31 \";\n}\n\n.fa-2::before {\n content: \"\\32 \";\n}\n\n.fa-3::before {\n content: \"\\33 \";\n}\n\n.fa-4::before {\n content: \"\\34 \";\n}\n\n.fa-5::before {\n content: \"\\35 \";\n}\n\n.fa-6::before {\n content: \"\\36 \";\n}\n\n.fa-7::before {\n content: \"\\37 \";\n}\n\n.fa-8::before {\n content: \"\\38 \";\n}\n\n.fa-9::before {\n content: \"\\39 \";\n}\n\n.fa-fill-drip::before {\n content: \"\\f576\";\n}\n\n.fa-arrows-to-circle::before {\n content: \"\\e4bd\";\n}\n\n.fa-circle-chevron-right::before {\n content: \"\\f138\";\n}\n\n.fa-chevron-circle-right::before {\n content: \"\\f138\";\n}\n\n.fa-at::before {\n content: \"\\@\";\n}\n\n.fa-trash-can::before {\n content: \"\\f2ed\";\n}\n\n.fa-trash-alt::before {\n content: \"\\f2ed\";\n}\n\n.fa-text-height::before {\n content: \"\\f034\";\n}\n\n.fa-user-xmark::before {\n content: \"\\f235\";\n}\n\n.fa-user-times::before {\n content: \"\\f235\";\n}\n\n.fa-stethoscope::before {\n content: \"\\f0f1\";\n}\n\n.fa-message::before {\n content: \"\\f27a\";\n}\n\n.fa-comment-alt::before {\n content: \"\\f27a\";\n}\n\n.fa-info::before {\n content: \"\\f129\";\n}\n\n.fa-down-left-and-up-right-to-center::before {\n content: \"\\f422\";\n}\n\n.fa-compress-alt::before {\n content: \"\\f422\";\n}\n\n.fa-explosion::before {\n content: \"\\e4e9\";\n}\n\n.fa-file-lines::before {\n content: \"\\f15c\";\n}\n\n.fa-file-alt::before {\n content: \"\\f15c\";\n}\n\n.fa-file-text::before {\n content: \"\\f15c\";\n}\n\n.fa-wave-square::before {\n content: \"\\f83e\";\n}\n\n.fa-ring::before {\n content: \"\\f70b\";\n}\n\n.fa-building-un::before {\n content: \"\\e4d9\";\n}\n\n.fa-dice-three::before {\n content: \"\\f527\";\n}\n\n.fa-calendar-days::before {\n content: \"\\f073\";\n}\n\n.fa-calendar-alt::before {\n content: \"\\f073\";\n}\n\n.fa-anchor-circle-check::before {\n content: \"\\e4aa\";\n}\n\n.fa-building-circle-arrow-right::before {\n content: \"\\e4d1\";\n}\n\n.fa-volleyball::before {\n content: \"\\f45f\";\n}\n\n.fa-volleyball-ball::before {\n content: \"\\f45f\";\n}\n\n.fa-arrows-up-to-line::before {\n content: \"\\e4c2\";\n}\n\n.fa-sort-down::before {\n content: \"\\f0dd\";\n}\n\n.fa-sort-desc::before {\n content: \"\\f0dd\";\n}\n\n.fa-circle-minus::before {\n content: \"\\f056\";\n}\n\n.fa-minus-circle::before {\n content: \"\\f056\";\n}\n\n.fa-door-open::before {\n content: \"\\f52b\";\n}\n\n.fa-right-from-bracket::before {\n content: \"\\f2f5\";\n}\n\n.fa-sign-out-alt::before {\n content: \"\\f2f5\";\n}\n\n.fa-atom::before {\n content: \"\\f5d2\";\n}\n\n.fa-soap::before {\n content: \"\\e06e\";\n}\n\n.fa-icons::before {\n content: \"\\f86d\";\n}\n\n.fa-heart-music-camera-bolt::before {\n content: \"\\f86d\";\n}\n\n.fa-microphone-lines-slash::before {\n content: \"\\f539\";\n}\n\n.fa-microphone-alt-slash::before {\n content: \"\\f539\";\n}\n\n.fa-bridge-circle-check::before {\n content: \"\\e4c9\";\n}\n\n.fa-pump-medical::before {\n content: \"\\e06a\";\n}\n\n.fa-fingerprint::before {\n content: \"\\f577\";\n}\n\n.fa-hand-point-right::before {\n content: \"\\f0a4\";\n}\n\n.fa-magnifying-glass-location::before {\n content: \"\\f689\";\n}\n\n.fa-search-location::before {\n content: \"\\f689\";\n}\n\n.fa-forward-step::before {\n content: \"\\f051\";\n}\n\n.fa-step-forward::before {\n content: \"\\f051\";\n}\n\n.fa-face-smile-beam::before {\n content: \"\\f5b8\";\n}\n\n.fa-smile-beam::before {\n content: \"\\f5b8\";\n}\n\n.fa-flag-checkered::before {\n content: \"\\f11e\";\n}\n\n.fa-football::before {\n content: \"\\f44e\";\n}\n\n.fa-football-ball::before {\n content: \"\\f44e\";\n}\n\n.fa-school-circle-exclamation::before {\n content: \"\\e56c\";\n}\n\n.fa-crop::before {\n content: \"\\f125\";\n}\n\n.fa-angles-down::before {\n content: \"\\f103\";\n}\n\n.fa-angle-double-down::before {\n content: \"\\f103\";\n}\n\n.fa-users-rectangle::before {\n content: \"\\e594\";\n}\n\n.fa-people-roof::before {\n content: \"\\e537\";\n}\n\n.fa-people-line::before {\n content: \"\\e534\";\n}\n\n.fa-beer-mug-empty::before {\n content: \"\\f0fc\";\n}\n\n.fa-beer::before {\n content: \"\\f0fc\";\n}\n\n.fa-diagram-predecessor::before {\n content: \"\\e477\";\n}\n\n.fa-arrow-up-long::before {\n content: \"\\f176\";\n}\n\n.fa-long-arrow-up::before {\n content: \"\\f176\";\n}\n\n.fa-fire-flame-simple::before {\n content: \"\\f46a\";\n}\n\n.fa-burn::before {\n content: \"\\f46a\";\n}\n\n.fa-person::before {\n content: \"\\f183\";\n}\n\n.fa-male::before {\n content: \"\\f183\";\n}\n\n.fa-laptop::before {\n content: \"\\f109\";\n}\n\n.fa-file-csv::before {\n content: \"\\f6dd\";\n}\n\n.fa-menorah::before {\n content: \"\\f676\";\n}\n\n.fa-truck-plane::before {\n content: \"\\e58f\";\n}\n\n.fa-record-vinyl::before {\n content: \"\\f8d9\";\n}\n\n.fa-face-grin-stars::before {\n content: \"\\f587\";\n}\n\n.fa-grin-stars::before {\n content: \"\\f587\";\n}\n\n.fa-bong::before {\n content: \"\\f55c\";\n}\n\n.fa-spaghetti-monster-flying::before {\n content: \"\\f67b\";\n}\n\n.fa-pastafarianism::before {\n content: \"\\f67b\";\n}\n\n.fa-arrow-down-up-across-line::before {\n content: \"\\e4af\";\n}\n\n.fa-spoon::before {\n content: \"\\f2e5\";\n}\n\n.fa-utensil-spoon::before {\n content: \"\\f2e5\";\n}\n\n.fa-jar-wheat::before {\n content: \"\\e517\";\n}\n\n.fa-envelopes-bulk::before {\n content: \"\\f674\";\n}\n\n.fa-mail-bulk::before {\n content: \"\\f674\";\n}\n\n.fa-file-circle-exclamation::before {\n content: \"\\e4eb\";\n}\n\n.fa-circle-h::before {\n content: \"\\f47e\";\n}\n\n.fa-hospital-symbol::before {\n content: \"\\f47e\";\n}\n\n.fa-pager::before {\n content: \"\\f815\";\n}\n\n.fa-address-book::before {\n content: \"\\f2b9\";\n}\n\n.fa-contact-book::before {\n content: \"\\f2b9\";\n}\n\n.fa-strikethrough::before {\n content: \"\\f0cc\";\n}\n\n.fa-k::before {\n content: \"K\";\n}\n\n.fa-landmark-flag::before {\n content: \"\\e51c\";\n}\n\n.fa-pencil::before {\n content: \"\\f303\";\n}\n\n.fa-pencil-alt::before {\n content: \"\\f303\";\n}\n\n.fa-backward::before {\n content: \"\\f04a\";\n}\n\n.fa-caret-right::before {\n content: \"\\f0da\";\n}\n\n.fa-comments::before {\n content: \"\\f086\";\n}\n\n.fa-paste::before {\n content: \"\\f0ea\";\n}\n\n.fa-file-clipboard::before {\n content: \"\\f0ea\";\n}\n\n.fa-code-pull-request::before {\n content: \"\\e13c\";\n}\n\n.fa-clipboard-list::before {\n content: \"\\f46d\";\n}\n\n.fa-truck-ramp-box::before {\n content: \"\\f4de\";\n}\n\n.fa-truck-loading::before {\n content: \"\\f4de\";\n}\n\n.fa-user-check::before {\n content: \"\\f4fc\";\n}\n\n.fa-vial-virus::before {\n content: \"\\e597\";\n}\n\n.fa-sheet-plastic::before {\n content: \"\\e571\";\n}\n\n.fa-blog::before {\n content: \"\\f781\";\n}\n\n.fa-user-ninja::before {\n content: \"\\f504\";\n}\n\n.fa-person-arrow-up-from-line::before {\n content: \"\\e539\";\n}\n\n.fa-scroll-torah::before {\n content: \"\\f6a0\";\n}\n\n.fa-torah::before {\n content: \"\\f6a0\";\n}\n\n.fa-broom-ball::before {\n content: \"\\f458\";\n}\n\n.fa-quidditch::before {\n content: \"\\f458\";\n}\n\n.fa-quidditch-broom-ball::before {\n content: \"\\f458\";\n}\n\n.fa-toggle-off::before {\n content: \"\\f204\";\n}\n\n.fa-box-archive::before {\n content: \"\\f187\";\n}\n\n.fa-archive::before {\n content: \"\\f187\";\n}\n\n.fa-person-drowning::before {\n content: \"\\e545\";\n}\n\n.fa-arrow-down-9-1::before {\n content: \"\\f886\";\n}\n\n.fa-sort-numeric-desc::before {\n content: \"\\f886\";\n}\n\n.fa-sort-numeric-down-alt::before {\n content: \"\\f886\";\n}\n\n.fa-face-grin-tongue-squint::before {\n content: \"\\f58a\";\n}\n\n.fa-grin-tongue-squint::before {\n content: \"\\f58a\";\n}\n\n.fa-spray-can::before {\n content: \"\\f5bd\";\n}\n\n.fa-truck-monster::before {\n content: \"\\f63b\";\n}\n\n.fa-w::before {\n content: \"W\";\n}\n\n.fa-earth-africa::before {\n content: \"\\f57c\";\n}\n\n.fa-globe-africa::before {\n content: \"\\f57c\";\n}\n\n.fa-rainbow::before {\n content: \"\\f75b\";\n}\n\n.fa-circle-notch::before {\n content: \"\\f1ce\";\n}\n\n.fa-tablet-screen-button::before {\n content: \"\\f3fa\";\n}\n\n.fa-tablet-alt::before {\n content: \"\\f3fa\";\n}\n\n.fa-paw::before {\n content: \"\\f1b0\";\n}\n\n.fa-cloud::before {\n content: \"\\f0c2\";\n}\n\n.fa-trowel-bricks::before {\n content: \"\\e58a\";\n}\n\n.fa-face-flushed::before {\n content: \"\\f579\";\n}\n\n.fa-flushed::before {\n content: \"\\f579\";\n}\n\n.fa-hospital-user::before {\n content: \"\\f80d\";\n}\n\n.fa-tent-arrow-left-right::before {\n content: \"\\e57f\";\n}\n\n.fa-gavel::before {\n content: \"\\f0e3\";\n}\n\n.fa-legal::before {\n content: \"\\f0e3\";\n}\n\n.fa-binoculars::before {\n content: \"\\f1e5\";\n}\n\n.fa-microphone-slash::before {\n content: \"\\f131\";\n}\n\n.fa-box-tissue::before {\n content: \"\\e05b\";\n}\n\n.fa-motorcycle::before {\n content: \"\\f21c\";\n}\n\n.fa-bell-concierge::before {\n content: \"\\f562\";\n}\n\n.fa-concierge-bell::before {\n content: \"\\f562\";\n}\n\n.fa-pen-ruler::before {\n content: \"\\f5ae\";\n}\n\n.fa-pencil-ruler::before {\n content: \"\\f5ae\";\n}\n\n.fa-people-arrows::before {\n content: \"\\e068\";\n}\n\n.fa-people-arrows-left-right::before {\n content: \"\\e068\";\n}\n\n.fa-mars-and-venus-burst::before {\n content: \"\\e523\";\n}\n\n.fa-square-caret-right::before {\n content: \"\\f152\";\n}\n\n.fa-caret-square-right::before {\n content: \"\\f152\";\n}\n\n.fa-scissors::before {\n content: \"\\f0c4\";\n}\n\n.fa-cut::before {\n content: \"\\f0c4\";\n}\n\n.fa-sun-plant-wilt::before {\n content: \"\\e57a\";\n}\n\n.fa-toilets-portable::before {\n content: \"\\e584\";\n}\n\n.fa-hockey-puck::before {\n content: \"\\f453\";\n}\n\n.fa-table::before {\n content: \"\\f0ce\";\n}\n\n.fa-magnifying-glass-arrow-right::before {\n content: \"\\e521\";\n}\n\n.fa-tachograph-digital::before {\n content: \"\\f566\";\n}\n\n.fa-digital-tachograph::before {\n content: \"\\f566\";\n}\n\n.fa-users-slash::before {\n content: \"\\e073\";\n}\n\n.fa-clover::before {\n content: \"\\e139\";\n}\n\n.fa-reply::before {\n content: \"\\f3e5\";\n}\n\n.fa-mail-reply::before {\n content: \"\\f3e5\";\n}\n\n.fa-star-and-crescent::before {\n content: \"\\f699\";\n}\n\n.fa-house-fire::before {\n content: \"\\e50c\";\n}\n\n.fa-square-minus::before {\n content: \"\\f146\";\n}\n\n.fa-minus-square::before {\n content: \"\\f146\";\n}\n\n.fa-helicopter::before {\n content: \"\\f533\";\n}\n\n.fa-compass::before {\n content: \"\\f14e\";\n}\n\n.fa-square-caret-down::before {\n content: \"\\f150\";\n}\n\n.fa-caret-square-down::before {\n content: \"\\f150\";\n}\n\n.fa-file-circle-question::before {\n content: \"\\e4ef\";\n}\n\n.fa-laptop-code::before {\n content: \"\\f5fc\";\n}\n\n.fa-swatchbook::before {\n content: \"\\f5c3\";\n}\n\n.fa-prescription-bottle::before {\n content: \"\\f485\";\n}\n\n.fa-bars::before {\n content: \"\\f0c9\";\n}\n\n.fa-navicon::before {\n content: \"\\f0c9\";\n}\n\n.fa-people-group::before {\n content: \"\\e533\";\n}\n\n.fa-hourglass-end::before {\n content: \"\\f253\";\n}\n\n.fa-hourglass-3::before {\n content: \"\\f253\";\n}\n\n.fa-heart-crack::before {\n content: \"\\f7a9\";\n}\n\n.fa-heart-broken::before {\n content: \"\\f7a9\";\n}\n\n.fa-square-up-right::before {\n content: \"\\f360\";\n}\n\n.fa-external-link-square-alt::before {\n content: \"\\f360\";\n}\n\n.fa-face-kiss-beam::before {\n content: \"\\f597\";\n}\n\n.fa-kiss-beam::before {\n content: \"\\f597\";\n}\n\n.fa-film::before {\n content: \"\\f008\";\n}\n\n.fa-ruler-horizontal::before {\n content: \"\\f547\";\n}\n\n.fa-people-robbery::before {\n content: \"\\e536\";\n}\n\n.fa-lightbulb::before {\n content: \"\\f0eb\";\n}\n\n.fa-caret-left::before {\n content: \"\\f0d9\";\n}\n\n.fa-circle-exclamation::before {\n content: \"\\f06a\";\n}\n\n.fa-exclamation-circle::before {\n content: \"\\f06a\";\n}\n\n.fa-school-circle-xmark::before {\n content: \"\\e56d\";\n}\n\n.fa-arrow-right-from-bracket::before {\n content: \"\\f08b\";\n}\n\n.fa-sign-out::before {\n content: \"\\f08b\";\n}\n\n.fa-circle-chevron-down::before {\n content: \"\\f13a\";\n}\n\n.fa-chevron-circle-down::before {\n content: \"\\f13a\";\n}\n\n.fa-unlock-keyhole::before {\n content: \"\\f13e\";\n}\n\n.fa-unlock-alt::before {\n content: \"\\f13e\";\n}\n\n.fa-cloud-showers-heavy::before {\n content: \"\\f740\";\n}\n\n.fa-headphones-simple::before {\n content: \"\\f58f\";\n}\n\n.fa-headphones-alt::before {\n content: \"\\f58f\";\n}\n\n.fa-sitemap::before {\n content: \"\\f0e8\";\n}\n\n.fa-circle-dollar-to-slot::before {\n content: \"\\f4b9\";\n}\n\n.fa-donate::before {\n content: \"\\f4b9\";\n}\n\n.fa-memory::before {\n content: \"\\f538\";\n}\n\n.fa-road-spikes::before {\n content: \"\\e568\";\n}\n\n.fa-fire-burner::before {\n content: \"\\e4f1\";\n}\n\n.fa-flag::before {\n content: \"\\f024\";\n}\n\n.fa-hanukiah::before {\n content: \"\\f6e6\";\n}\n\n.fa-feather::before {\n content: \"\\f52d\";\n}\n\n.fa-volume-low::before {\n content: \"\\f027\";\n}\n\n.fa-volume-down::before {\n content: \"\\f027\";\n}\n\n.fa-comment-slash::before {\n content: \"\\f4b3\";\n}\n\n.fa-cloud-sun-rain::before {\n content: \"\\f743\";\n}\n\n.fa-compress::before {\n content: \"\\f066\";\n}\n\n.fa-wheat-awn::before {\n content: \"\\e2cd\";\n}\n\n.fa-wheat-alt::before {\n content: \"\\e2cd\";\n}\n\n.fa-ankh::before {\n content: \"\\f644\";\n}\n\n.fa-hands-holding-child::before {\n content: \"\\e4fa\";\n}\n\n.fa-asterisk::before {\n content: \"\\*\";\n}\n\n.fa-square-check::before {\n content: \"\\f14a\";\n}\n\n.fa-check-square::before {\n content: \"\\f14a\";\n}\n\n.fa-peseta-sign::before {\n content: \"\\e221\";\n}\n\n.fa-heading::before {\n content: \"\\f1dc\";\n}\n\n.fa-header::before {\n content: \"\\f1dc\";\n}\n\n.fa-ghost::before {\n content: \"\\f6e2\";\n}\n\n.fa-list::before {\n content: \"\\f03a\";\n}\n\n.fa-list-squares::before {\n content: \"\\f03a\";\n}\n\n.fa-square-phone-flip::before {\n content: \"\\f87b\";\n}\n\n.fa-phone-square-alt::before {\n content: \"\\f87b\";\n}\n\n.fa-cart-plus::before {\n content: \"\\f217\";\n}\n\n.fa-gamepad::before {\n content: \"\\f11b\";\n}\n\n.fa-circle-dot::before {\n content: \"\\f192\";\n}\n\n.fa-dot-circle::before {\n content: \"\\f192\";\n}\n\n.fa-face-dizzy::before {\n content: \"\\f567\";\n}\n\n.fa-dizzy::before {\n content: \"\\f567\";\n}\n\n.fa-egg::before {\n content: \"\\f7fb\";\n}\n\n.fa-house-medical-circle-xmark::before {\n content: \"\\e513\";\n}\n\n.fa-campground::before {\n content: \"\\f6bb\";\n}\n\n.fa-folder-plus::before {\n content: \"\\f65e\";\n}\n\n.fa-futbol::before {\n content: \"\\f1e3\";\n}\n\n.fa-futbol-ball::before {\n content: \"\\f1e3\";\n}\n\n.fa-soccer-ball::before {\n content: \"\\f1e3\";\n}\n\n.fa-paintbrush::before {\n content: \"\\f1fc\";\n}\n\n.fa-paint-brush::before {\n content: \"\\f1fc\";\n}\n\n.fa-lock::before {\n content: \"\\f023\";\n}\n\n.fa-gas-pump::before {\n content: \"\\f52f\";\n}\n\n.fa-hot-tub-person::before {\n content: \"\\f593\";\n}\n\n.fa-hot-tub::before {\n content: \"\\f593\";\n}\n\n.fa-map-location::before {\n content: \"\\f59f\";\n}\n\n.fa-map-marked::before {\n content: \"\\f59f\";\n}\n\n.fa-house-flood-water::before {\n content: \"\\e50e\";\n}\n\n.fa-tree::before {\n content: \"\\f1bb\";\n}\n\n.fa-bridge-lock::before {\n content: \"\\e4cc\";\n}\n\n.fa-sack-dollar::before {\n content: \"\\f81d\";\n}\n\n.fa-pen-to-square::before {\n content: \"\\f044\";\n}\n\n.fa-edit::before {\n content: \"\\f044\";\n}\n\n.fa-car-side::before {\n content: \"\\f5e4\";\n}\n\n.fa-share-nodes::before {\n content: \"\\f1e0\";\n}\n\n.fa-share-alt::before {\n content: \"\\f1e0\";\n}\n\n.fa-heart-circle-minus::before {\n content: \"\\e4ff\";\n}\n\n.fa-hourglass-half::before {\n content: \"\\f252\";\n}\n\n.fa-hourglass-2::before {\n content: \"\\f252\";\n}\n\n.fa-microscope::before {\n content: \"\\f610\";\n}\n\n.fa-sink::before {\n content: \"\\e06d\";\n}\n\n.fa-bag-shopping::before {\n content: \"\\f290\";\n}\n\n.fa-shopping-bag::before {\n content: \"\\f290\";\n}\n\n.fa-arrow-down-z-a::before {\n content: \"\\f881\";\n}\n\n.fa-sort-alpha-desc::before {\n content: \"\\f881\";\n}\n\n.fa-sort-alpha-down-alt::before {\n content: \"\\f881\";\n}\n\n.fa-mitten::before {\n content: \"\\f7b5\";\n}\n\n.fa-person-rays::before {\n content: \"\\e54d\";\n}\n\n.fa-users::before {\n content: \"\\f0c0\";\n}\n\n.fa-eye-slash::before {\n content: \"\\f070\";\n}\n\n.fa-flask-vial::before {\n content: \"\\e4f3\";\n}\n\n.fa-hand::before {\n content: \"\\f256\";\n}\n\n.fa-hand-paper::before {\n content: \"\\f256\";\n}\n\n.fa-om::before {\n content: \"\\f679\";\n}\n\n.fa-worm::before {\n content: \"\\e599\";\n}\n\n.fa-house-circle-xmark::before {\n content: \"\\e50b\";\n}\n\n.fa-plug::before {\n content: \"\\f1e6\";\n}\n\n.fa-chevron-up::before {\n content: \"\\f077\";\n}\n\n.fa-hand-spock::before {\n content: \"\\f259\";\n}\n\n.fa-stopwatch::before {\n content: \"\\f2f2\";\n}\n\n.fa-face-kiss::before {\n content: \"\\f596\";\n}\n\n.fa-kiss::before {\n content: \"\\f596\";\n}\n\n.fa-bridge-circle-xmark::before {\n content: \"\\e4cb\";\n}\n\n.fa-face-grin-tongue::before {\n content: \"\\f589\";\n}\n\n.fa-grin-tongue::before {\n content: \"\\f589\";\n}\n\n.fa-chess-bishop::before {\n content: \"\\f43a\";\n}\n\n.fa-face-grin-wink::before {\n content: \"\\f58c\";\n}\n\n.fa-grin-wink::before {\n content: \"\\f58c\";\n}\n\n.fa-ear-deaf::before {\n content: \"\\f2a4\";\n}\n\n.fa-deaf::before {\n content: \"\\f2a4\";\n}\n\n.fa-deafness::before {\n content: \"\\f2a4\";\n}\n\n.fa-hard-of-hearing::before {\n content: \"\\f2a4\";\n}\n\n.fa-road-circle-check::before {\n content: \"\\e564\";\n}\n\n.fa-dice-five::before {\n content: \"\\f523\";\n}\n\n.fa-square-rss::before {\n content: \"\\f143\";\n}\n\n.fa-rss-square::before {\n content: \"\\f143\";\n}\n\n.fa-land-mine-on::before {\n content: \"\\e51b\";\n}\n\n.fa-i-cursor::before {\n content: \"\\f246\";\n}\n\n.fa-stamp::before {\n content: \"\\f5bf\";\n}\n\n.fa-stairs::before {\n content: \"\\e289\";\n}\n\n.fa-i::before {\n content: \"I\";\n}\n\n.fa-hryvnia-sign::before {\n content: \"\\f6f2\";\n}\n\n.fa-hryvnia::before {\n content: \"\\f6f2\";\n}\n\n.fa-pills::before {\n content: \"\\f484\";\n}\n\n.fa-face-grin-wide::before {\n content: \"\\f581\";\n}\n\n.fa-grin-alt::before {\n content: \"\\f581\";\n}\n\n.fa-tooth::before {\n content: \"\\f5c9\";\n}\n\n.fa-v::before {\n content: \"V\";\n}\n\n.fa-bangladeshi-taka-sign::before {\n content: \"\\e2e6\";\n}\n\n.fa-bicycle::before {\n content: \"\\f206\";\n}\n\n.fa-staff-snake::before {\n content: \"\\e579\";\n}\n\n.fa-rod-asclepius::before {\n content: \"\\e579\";\n}\n\n.fa-rod-snake::before {\n content: \"\\e579\";\n}\n\n.fa-staff-aesculapius::before {\n content: \"\\e579\";\n}\n\n.fa-head-side-cough-slash::before {\n content: \"\\e062\";\n}\n\n.fa-truck-medical::before {\n content: \"\\f0f9\";\n}\n\n.fa-ambulance::before {\n content: \"\\f0f9\";\n}\n\n.fa-wheat-awn-circle-exclamation::before {\n content: \"\\e598\";\n}\n\n.fa-snowman::before {\n content: \"\\f7d0\";\n}\n\n.fa-mortar-pestle::before {\n content: \"\\f5a7\";\n}\n\n.fa-road-barrier::before {\n content: \"\\e562\";\n}\n\n.fa-school::before {\n content: \"\\f549\";\n}\n\n.fa-igloo::before {\n content: \"\\f7ae\";\n}\n\n.fa-joint::before {\n content: \"\\f595\";\n}\n\n.fa-angle-right::before {\n content: \"\\f105\";\n}\n\n.fa-horse::before {\n content: \"\\f6f0\";\n}\n\n.fa-q::before {\n content: \"Q\";\n}\n\n.fa-g::before {\n content: \"G\";\n}\n\n.fa-notes-medical::before {\n content: \"\\f481\";\n}\n\n.fa-temperature-half::before {\n content: \"\\f2c9\";\n}\n\n.fa-temperature-2::before {\n content: \"\\f2c9\";\n}\n\n.fa-thermometer-2::before {\n content: \"\\f2c9\";\n}\n\n.fa-thermometer-half::before {\n content: \"\\f2c9\";\n}\n\n.fa-dong-sign::before {\n content: \"\\e169\";\n}\n\n.fa-capsules::before {\n content: \"\\f46b\";\n}\n\n.fa-poo-storm::before {\n content: \"\\f75a\";\n}\n\n.fa-poo-bolt::before {\n content: \"\\f75a\";\n}\n\n.fa-face-frown-open::before {\n content: \"\\f57a\";\n}\n\n.fa-frown-open::before {\n content: \"\\f57a\";\n}\n\n.fa-hand-point-up::before {\n content: \"\\f0a6\";\n}\n\n.fa-money-bill::before {\n content: \"\\f0d6\";\n}\n\n.fa-bookmark::before {\n content: \"\\f02e\";\n}\n\n.fa-align-justify::before {\n content: \"\\f039\";\n}\n\n.fa-umbrella-beach::before {\n content: \"\\f5ca\";\n}\n\n.fa-helmet-un::before {\n content: \"\\e503\";\n}\n\n.fa-bullseye::before {\n content: \"\\f140\";\n}\n\n.fa-bacon::before {\n content: \"\\f7e5\";\n}\n\n.fa-hand-point-down::before {\n content: \"\\f0a7\";\n}\n\n.fa-arrow-up-from-bracket::before {\n content: \"\\e09a\";\n}\n\n.fa-folder::before {\n content: \"\\f07b\";\n}\n\n.fa-folder-blank::before {\n content: \"\\f07b\";\n}\n\n.fa-file-waveform::before {\n content: \"\\f478\";\n}\n\n.fa-file-medical-alt::before {\n content: \"\\f478\";\n}\n\n.fa-radiation::before {\n content: \"\\f7b9\";\n}\n\n.fa-chart-simple::before {\n content: \"\\e473\";\n}\n\n.fa-mars-stroke::before {\n content: \"\\f229\";\n}\n\n.fa-vial::before {\n content: \"\\f492\";\n}\n\n.fa-gauge::before {\n content: \"\\f624\";\n}\n\n.fa-dashboard::before {\n content: \"\\f624\";\n}\n\n.fa-gauge-med::before {\n content: \"\\f624\";\n}\n\n.fa-tachometer-alt-average::before {\n content: \"\\f624\";\n}\n\n.fa-wand-magic-sparkles::before {\n content: \"\\e2ca\";\n}\n\n.fa-magic-wand-sparkles::before {\n content: \"\\e2ca\";\n}\n\n.fa-e::before {\n content: \"E\";\n}\n\n.fa-pen-clip::before {\n content: \"\\f305\";\n}\n\n.fa-pen-alt::before {\n content: \"\\f305\";\n}\n\n.fa-bridge-circle-exclamation::before {\n content: \"\\e4ca\";\n}\n\n.fa-user::before {\n content: \"\\f007\";\n}\n\n.fa-school-circle-check::before {\n content: \"\\e56b\";\n}\n\n.fa-dumpster::before {\n content: \"\\f793\";\n}\n\n.fa-van-shuttle::before {\n content: \"\\f5b6\";\n}\n\n.fa-shuttle-van::before {\n content: \"\\f5b6\";\n}\n\n.fa-building-user::before {\n content: \"\\e4da\";\n}\n\n.fa-square-caret-left::before {\n content: \"\\f191\";\n}\n\n.fa-caret-square-left::before {\n content: \"\\f191\";\n}\n\n.fa-highlighter::before {\n content: \"\\f591\";\n}\n\n.fa-key::before {\n content: \"\\f084\";\n}\n\n.fa-bullhorn::before {\n content: \"\\f0a1\";\n}\n\n.fa-globe::before {\n content: \"\\f0ac\";\n}\n\n.fa-synagogue::before {\n content: \"\\f69b\";\n}\n\n.fa-person-half-dress::before {\n content: \"\\e548\";\n}\n\n.fa-road-bridge::before {\n content: \"\\e563\";\n}\n\n.fa-location-arrow::before {\n content: \"\\f124\";\n}\n\n.fa-c::before {\n content: \"C\";\n}\n\n.fa-tablet-button::before {\n content: \"\\f10a\";\n}\n\n.fa-building-lock::before {\n content: \"\\e4d6\";\n}\n\n.fa-pizza-slice::before {\n content: \"\\f818\";\n}\n\n.fa-money-bill-wave::before {\n content: \"\\f53a\";\n}\n\n.fa-chart-area::before {\n content: \"\\f1fe\";\n}\n\n.fa-area-chart::before {\n content: \"\\f1fe\";\n}\n\n.fa-house-flag::before {\n content: \"\\e50d\";\n}\n\n.fa-person-circle-minus::before {\n content: \"\\e540\";\n}\n\n.fa-ban::before {\n content: \"\\f05e\";\n}\n\n.fa-cancel::before {\n content: \"\\f05e\";\n}\n\n.fa-camera-rotate::before {\n content: \"\\e0d8\";\n}\n\n.fa-spray-can-sparkles::before {\n content: \"\\f5d0\";\n}\n\n.fa-air-freshener::before {\n content: \"\\f5d0\";\n}\n\n.fa-star::before {\n content: \"\\f005\";\n}\n\n.fa-repeat::before {\n content: \"\\f363\";\n}\n\n.fa-cross::before {\n content: \"\\f654\";\n}\n\n.fa-box::before {\n content: \"\\f466\";\n}\n\n.fa-venus-mars::before {\n content: \"\\f228\";\n}\n\n.fa-arrow-pointer::before {\n content: \"\\f245\";\n}\n\n.fa-mouse-pointer::before {\n content: \"\\f245\";\n}\n\n.fa-maximize::before {\n content: \"\\f31e\";\n}\n\n.fa-expand-arrows-alt::before {\n content: \"\\f31e\";\n}\n\n.fa-charging-station::before {\n content: \"\\f5e7\";\n}\n\n.fa-shapes::before {\n content: \"\\f61f\";\n}\n\n.fa-triangle-circle-square::before {\n content: \"\\f61f\";\n}\n\n.fa-shuffle::before {\n content: \"\\f074\";\n}\n\n.fa-random::before {\n content: \"\\f074\";\n}\n\n.fa-person-running::before {\n content: \"\\f70c\";\n}\n\n.fa-running::before {\n content: \"\\f70c\";\n}\n\n.fa-mobile-retro::before {\n content: \"\\e527\";\n}\n\n.fa-grip-lines-vertical::before {\n content: \"\\f7a5\";\n}\n\n.fa-spider::before {\n content: \"\\f717\";\n}\n\n.fa-hands-bound::before {\n content: \"\\e4f9\";\n}\n\n.fa-file-invoice-dollar::before {\n content: \"\\f571\";\n}\n\n.fa-plane-circle-exclamation::before {\n content: \"\\e556\";\n}\n\n.fa-x-ray::before {\n content: \"\\f497\";\n}\n\n.fa-spell-check::before {\n content: \"\\f891\";\n}\n\n.fa-slash::before {\n content: \"\\f715\";\n}\n\n.fa-computer-mouse::before {\n content: \"\\f8cc\";\n}\n\n.fa-mouse::before {\n content: \"\\f8cc\";\n}\n\n.fa-arrow-right-to-bracket::before {\n content: \"\\f090\";\n}\n\n.fa-sign-in::before {\n content: \"\\f090\";\n}\n\n.fa-shop-slash::before {\n content: \"\\e070\";\n}\n\n.fa-store-alt-slash::before {\n content: \"\\e070\";\n}\n\n.fa-server::before {\n content: \"\\f233\";\n}\n\n.fa-virus-covid-slash::before {\n content: \"\\e4a9\";\n}\n\n.fa-shop-lock::before {\n content: \"\\e4a5\";\n}\n\n.fa-hourglass-start::before {\n content: \"\\f251\";\n}\n\n.fa-hourglass-1::before {\n content: \"\\f251\";\n}\n\n.fa-blender-phone::before {\n content: \"\\f6b6\";\n}\n\n.fa-building-wheat::before {\n content: \"\\e4db\";\n}\n\n.fa-person-breastfeeding::before {\n content: \"\\e53a\";\n}\n\n.fa-right-to-bracket::before {\n content: \"\\f2f6\";\n}\n\n.fa-sign-in-alt::before {\n content: \"\\f2f6\";\n}\n\n.fa-venus::before {\n content: \"\\f221\";\n}\n\n.fa-passport::before {\n content: \"\\f5ab\";\n}\n\n.fa-heart-pulse::before {\n content: \"\\f21e\";\n}\n\n.fa-heartbeat::before {\n content: \"\\f21e\";\n}\n\n.fa-people-carry-box::before {\n content: \"\\f4ce\";\n}\n\n.fa-people-carry::before {\n content: \"\\f4ce\";\n}\n\n.fa-temperature-high::before {\n content: \"\\f769\";\n}\n\n.fa-microchip::before {\n content: \"\\f2db\";\n}\n\n.fa-crown::before {\n content: \"\\f521\";\n}\n\n.fa-weight-hanging::before {\n content: \"\\f5cd\";\n}\n\n.fa-xmarks-lines::before {\n content: \"\\e59a\";\n}\n\n.fa-file-prescription::before {\n content: \"\\f572\";\n}\n\n.fa-weight-scale::before {\n content: \"\\f496\";\n}\n\n.fa-weight::before {\n content: \"\\f496\";\n}\n\n.fa-user-group::before {\n content: \"\\f500\";\n}\n\n.fa-user-friends::before {\n content: \"\\f500\";\n}\n\n.fa-arrow-up-a-z::before {\n content: \"\\f15e\";\n}\n\n.fa-sort-alpha-up::before {\n content: \"\\f15e\";\n}\n\n.fa-chess-knight::before {\n content: \"\\f441\";\n}\n\n.fa-face-laugh-squint::before {\n content: \"\\f59b\";\n}\n\n.fa-laugh-squint::before {\n content: \"\\f59b\";\n}\n\n.fa-wheelchair::before {\n content: \"\\f193\";\n}\n\n.fa-circle-arrow-up::before {\n content: \"\\f0aa\";\n}\n\n.fa-arrow-circle-up::before {\n content: \"\\f0aa\";\n}\n\n.fa-toggle-on::before {\n content: \"\\f205\";\n}\n\n.fa-person-walking::before {\n content: \"\\f554\";\n}\n\n.fa-walking::before {\n content: \"\\f554\";\n}\n\n.fa-l::before {\n content: \"L\";\n}\n\n.fa-fire::before {\n content: \"\\f06d\";\n}\n\n.fa-bed-pulse::before {\n content: \"\\f487\";\n}\n\n.fa-procedures::before {\n content: \"\\f487\";\n}\n\n.fa-shuttle-space::before {\n content: \"\\f197\";\n}\n\n.fa-space-shuttle::before {\n content: \"\\f197\";\n}\n\n.fa-face-laugh::before {\n content: \"\\f599\";\n}\n\n.fa-laugh::before {\n content: \"\\f599\";\n}\n\n.fa-folder-open::before {\n content: \"\\f07c\";\n}\n\n.fa-heart-circle-plus::before {\n content: \"\\e500\";\n}\n\n.fa-code-fork::before {\n content: \"\\e13b\";\n}\n\n.fa-city::before {\n content: \"\\f64f\";\n}\n\n.fa-microphone-lines::before {\n content: \"\\f3c9\";\n}\n\n.fa-microphone-alt::before {\n content: \"\\f3c9\";\n}\n\n.fa-pepper-hot::before {\n content: \"\\f816\";\n}\n\n.fa-unlock::before {\n content: \"\\f09c\";\n}\n\n.fa-colon-sign::before {\n content: \"\\e140\";\n}\n\n.fa-headset::before {\n content: \"\\f590\";\n}\n\n.fa-store-slash::before {\n content: \"\\e071\";\n}\n\n.fa-road-circle-xmark::before {\n content: \"\\e566\";\n}\n\n.fa-user-minus::before {\n content: \"\\f503\";\n}\n\n.fa-mars-stroke-up::before {\n content: \"\\f22a\";\n}\n\n.fa-mars-stroke-v::before {\n content: \"\\f22a\";\n}\n\n.fa-champagne-glasses::before {\n content: \"\\f79f\";\n}\n\n.fa-glass-cheers::before {\n content: \"\\f79f\";\n}\n\n.fa-clipboard::before {\n content: \"\\f328\";\n}\n\n.fa-house-circle-exclamation::before {\n content: \"\\e50a\";\n}\n\n.fa-file-arrow-up::before {\n content: \"\\f574\";\n}\n\n.fa-file-upload::before {\n content: \"\\f574\";\n}\n\n.fa-wifi::before {\n content: \"\\f1eb\";\n}\n\n.fa-wifi-3::before {\n content: \"\\f1eb\";\n}\n\n.fa-wifi-strong::before {\n content: \"\\f1eb\";\n}\n\n.fa-bath::before {\n content: \"\\f2cd\";\n}\n\n.fa-bathtub::before {\n content: \"\\f2cd\";\n}\n\n.fa-underline::before {\n content: \"\\f0cd\";\n}\n\n.fa-user-pen::before {\n content: \"\\f4ff\";\n}\n\n.fa-user-edit::before {\n content: \"\\f4ff\";\n}\n\n.fa-signature::before {\n content: \"\\f5b7\";\n}\n\n.fa-stroopwafel::before {\n content: \"\\f551\";\n}\n\n.fa-bold::before {\n content: \"\\f032\";\n}\n\n.fa-anchor-lock::before {\n content: \"\\e4ad\";\n}\n\n.fa-building-ngo::before {\n content: \"\\e4d7\";\n}\n\n.fa-manat-sign::before {\n content: \"\\e1d5\";\n}\n\n.fa-not-equal::before {\n content: \"\\f53e\";\n}\n\n.fa-border-top-left::before {\n content: \"\\f853\";\n}\n\n.fa-border-style::before {\n content: \"\\f853\";\n}\n\n.fa-map-location-dot::before {\n content: \"\\f5a0\";\n}\n\n.fa-map-marked-alt::before {\n content: \"\\f5a0\";\n}\n\n.fa-jedi::before {\n content: \"\\f669\";\n}\n\n.fa-square-poll-vertical::before {\n content: \"\\f681\";\n}\n\n.fa-poll::before {\n content: \"\\f681\";\n}\n\n.fa-mug-hot::before {\n content: \"\\f7b6\";\n}\n\n.fa-car-battery::before {\n content: \"\\f5df\";\n}\n\n.fa-battery-car::before {\n content: \"\\f5df\";\n}\n\n.fa-gift::before {\n content: \"\\f06b\";\n}\n\n.fa-dice-two::before {\n content: \"\\f528\";\n}\n\n.fa-chess-queen::before {\n content: \"\\f445\";\n}\n\n.fa-glasses::before {\n content: \"\\f530\";\n}\n\n.fa-chess-board::before {\n content: \"\\f43c\";\n}\n\n.fa-building-circle-check::before {\n content: \"\\e4d2\";\n}\n\n.fa-person-chalkboard::before {\n content: \"\\e53d\";\n}\n\n.fa-mars-stroke-right::before {\n content: \"\\f22b\";\n}\n\n.fa-mars-stroke-h::before {\n content: \"\\f22b\";\n}\n\n.fa-hand-back-fist::before {\n content: \"\\f255\";\n}\n\n.fa-hand-rock::before {\n content: \"\\f255\";\n}\n\n.fa-square-caret-up::before {\n content: \"\\f151\";\n}\n\n.fa-caret-square-up::before {\n content: \"\\f151\";\n}\n\n.fa-cloud-showers-water::before {\n content: \"\\e4e4\";\n}\n\n.fa-chart-bar::before {\n content: \"\\f080\";\n}\n\n.fa-bar-chart::before {\n content: \"\\f080\";\n}\n\n.fa-hands-bubbles::before {\n content: \"\\e05e\";\n}\n\n.fa-hands-wash::before {\n content: \"\\e05e\";\n}\n\n.fa-less-than-equal::before {\n content: \"\\f537\";\n}\n\n.fa-train::before {\n content: \"\\f238\";\n}\n\n.fa-eye-low-vision::before {\n content: \"\\f2a8\";\n}\n\n.fa-low-vision::before {\n content: \"\\f2a8\";\n}\n\n.fa-crow::before {\n content: \"\\f520\";\n}\n\n.fa-sailboat::before {\n content: \"\\e445\";\n}\n\n.fa-window-restore::before {\n content: \"\\f2d2\";\n}\n\n.fa-square-plus::before {\n content: \"\\f0fe\";\n}\n\n.fa-plus-square::before {\n content: \"\\f0fe\";\n}\n\n.fa-torii-gate::before {\n content: \"\\f6a1\";\n}\n\n.fa-frog::before {\n content: \"\\f52e\";\n}\n\n.fa-bucket::before {\n content: \"\\e4cf\";\n}\n\n.fa-image::before {\n content: \"\\f03e\";\n}\n\n.fa-microphone::before {\n content: \"\\f130\";\n}\n\n.fa-cow::before {\n content: \"\\f6c8\";\n}\n\n.fa-caret-up::before {\n content: \"\\f0d8\";\n}\n\n.fa-screwdriver::before {\n content: \"\\f54a\";\n}\n\n.fa-folder-closed::before {\n content: \"\\e185\";\n}\n\n.fa-house-tsunami::before {\n content: \"\\e515\";\n}\n\n.fa-square-nfi::before {\n content: \"\\e576\";\n}\n\n.fa-arrow-up-from-ground-water::before {\n content: \"\\e4b5\";\n}\n\n.fa-martini-glass::before {\n content: \"\\f57b\";\n}\n\n.fa-glass-martini-alt::before {\n content: \"\\f57b\";\n}\n\n.fa-rotate-left::before {\n content: \"\\f2ea\";\n}\n\n.fa-rotate-back::before {\n content: \"\\f2ea\";\n}\n\n.fa-rotate-backward::before {\n content: \"\\f2ea\";\n}\n\n.fa-undo-alt::before {\n content: \"\\f2ea\";\n}\n\n.fa-table-columns::before {\n content: \"\\f0db\";\n}\n\n.fa-columns::before {\n content: \"\\f0db\";\n}\n\n.fa-lemon::before {\n content: \"\\f094\";\n}\n\n.fa-head-side-mask::before {\n content: \"\\e063\";\n}\n\n.fa-handshake::before {\n content: \"\\f2b5\";\n}\n\n.fa-gem::before {\n content: \"\\f3a5\";\n}\n\n.fa-dolly::before {\n content: \"\\f472\";\n}\n\n.fa-dolly-box::before {\n content: \"\\f472\";\n}\n\n.fa-smoking::before {\n content: \"\\f48d\";\n}\n\n.fa-minimize::before {\n content: \"\\f78c\";\n}\n\n.fa-compress-arrows-alt::before {\n content: \"\\f78c\";\n}\n\n.fa-monument::before {\n content: \"\\f5a6\";\n}\n\n.fa-snowplow::before {\n content: \"\\f7d2\";\n}\n\n.fa-angles-right::before {\n content: \"\\f101\";\n}\n\n.fa-angle-double-right::before {\n content: \"\\f101\";\n}\n\n.fa-cannabis::before {\n content: \"\\f55f\";\n}\n\n.fa-circle-play::before {\n content: \"\\f144\";\n}\n\n.fa-play-circle::before {\n content: \"\\f144\";\n}\n\n.fa-tablets::before {\n content: \"\\f490\";\n}\n\n.fa-ethernet::before {\n content: \"\\f796\";\n}\n\n.fa-euro-sign::before {\n content: \"\\f153\";\n}\n\n.fa-eur::before {\n content: \"\\f153\";\n}\n\n.fa-euro::before {\n content: \"\\f153\";\n}\n\n.fa-chair::before {\n content: \"\\f6c0\";\n}\n\n.fa-circle-check::before {\n content: \"\\f058\";\n}\n\n.fa-check-circle::before {\n content: \"\\f058\";\n}\n\n.fa-circle-stop::before {\n content: \"\\f28d\";\n}\n\n.fa-stop-circle::before {\n content: \"\\f28d\";\n}\n\n.fa-compass-drafting::before {\n content: \"\\f568\";\n}\n\n.fa-drafting-compass::before {\n content: \"\\f568\";\n}\n\n.fa-plate-wheat::before {\n content: \"\\e55a\";\n}\n\n.fa-icicles::before {\n content: \"\\f7ad\";\n}\n\n.fa-person-shelter::before {\n content: \"\\e54f\";\n}\n\n.fa-neuter::before {\n content: \"\\f22c\";\n}\n\n.fa-id-badge::before {\n content: \"\\f2c1\";\n}\n\n.fa-marker::before {\n content: \"\\f5a1\";\n}\n\n.fa-face-laugh-beam::before {\n content: \"\\f59a\";\n}\n\n.fa-laugh-beam::before {\n content: \"\\f59a\";\n}\n\n.fa-helicopter-symbol::before {\n content: \"\\e502\";\n}\n\n.fa-universal-access::before {\n content: \"\\f29a\";\n}\n\n.fa-circle-chevron-up::before {\n content: \"\\f139\";\n}\n\n.fa-chevron-circle-up::before {\n content: \"\\f139\";\n}\n\n.fa-lari-sign::before {\n content: \"\\e1c8\";\n}\n\n.fa-volcano::before {\n content: \"\\f770\";\n}\n\n.fa-person-walking-dashed-line-arrow-right::before {\n content: \"\\e553\";\n}\n\n.fa-sterling-sign::before {\n content: \"\\f154\";\n}\n\n.fa-gbp::before {\n content: \"\\f154\";\n}\n\n.fa-pound-sign::before {\n content: \"\\f154\";\n}\n\n.fa-viruses::before {\n content: \"\\e076\";\n}\n\n.fa-square-person-confined::before {\n content: \"\\e577\";\n}\n\n.fa-user-tie::before {\n content: \"\\f508\";\n}\n\n.fa-arrow-down-long::before {\n content: \"\\f175\";\n}\n\n.fa-long-arrow-down::before {\n content: \"\\f175\";\n}\n\n.fa-tent-arrow-down-to-line::before {\n content: \"\\e57e\";\n}\n\n.fa-certificate::before {\n content: \"\\f0a3\";\n}\n\n.fa-reply-all::before {\n content: \"\\f122\";\n}\n\n.fa-mail-reply-all::before {\n content: \"\\f122\";\n}\n\n.fa-suitcase::before {\n content: \"\\f0f2\";\n}\n\n.fa-person-skating::before {\n content: \"\\f7c5\";\n}\n\n.fa-skating::before {\n content: \"\\f7c5\";\n}\n\n.fa-filter-circle-dollar::before {\n content: \"\\f662\";\n}\n\n.fa-funnel-dollar::before {\n content: \"\\f662\";\n}\n\n.fa-camera-retro::before {\n content: \"\\f083\";\n}\n\n.fa-circle-arrow-down::before {\n content: \"\\f0ab\";\n}\n\n.fa-arrow-circle-down::before {\n content: \"\\f0ab\";\n}\n\n.fa-file-import::before {\n content: \"\\f56f\";\n}\n\n.fa-arrow-right-to-file::before {\n content: \"\\f56f\";\n}\n\n.fa-square-arrow-up-right::before {\n content: \"\\f14c\";\n}\n\n.fa-external-link-square::before {\n content: \"\\f14c\";\n}\n\n.fa-box-open::before {\n content: \"\\f49e\";\n}\n\n.fa-scroll::before {\n content: \"\\f70e\";\n}\n\n.fa-spa::before {\n content: \"\\f5bb\";\n}\n\n.fa-location-pin-lock::before {\n content: \"\\e51f\";\n}\n\n.fa-pause::before {\n content: \"\\f04c\";\n}\n\n.fa-hill-avalanche::before {\n content: \"\\e507\";\n}\n\n.fa-temperature-empty::before {\n content: \"\\f2cb\";\n}\n\n.fa-temperature-0::before {\n content: \"\\f2cb\";\n}\n\n.fa-thermometer-0::before {\n content: \"\\f2cb\";\n}\n\n.fa-thermometer-empty::before {\n content: \"\\f2cb\";\n}\n\n.fa-bomb::before {\n content: \"\\f1e2\";\n}\n\n.fa-registered::before {\n content: \"\\f25d\";\n}\n\n.fa-address-card::before {\n content: \"\\f2bb\";\n}\n\n.fa-contact-card::before {\n content: \"\\f2bb\";\n}\n\n.fa-vcard::before {\n content: \"\\f2bb\";\n}\n\n.fa-scale-unbalanced-flip::before {\n content: \"\\f516\";\n}\n\n.fa-balance-scale-right::before {\n content: \"\\f516\";\n}\n\n.fa-subscript::before {\n content: \"\\f12c\";\n}\n\n.fa-diamond-turn-right::before {\n content: \"\\f5eb\";\n}\n\n.fa-directions::before {\n content: \"\\f5eb\";\n}\n\n.fa-burst::before {\n content: \"\\e4dc\";\n}\n\n.fa-house-laptop::before {\n content: \"\\e066\";\n}\n\n.fa-laptop-house::before {\n content: \"\\e066\";\n}\n\n.fa-face-tired::before {\n content: \"\\f5c8\";\n}\n\n.fa-tired::before {\n content: \"\\f5c8\";\n}\n\n.fa-money-bills::before {\n content: \"\\e1f3\";\n}\n\n.fa-smog::before {\n content: \"\\f75f\";\n}\n\n.fa-crutch::before {\n content: \"\\f7f7\";\n}\n\n.fa-cloud-arrow-up::before {\n content: \"\\f0ee\";\n}\n\n.fa-cloud-upload::before {\n content: \"\\f0ee\";\n}\n\n.fa-cloud-upload-alt::before {\n content: \"\\f0ee\";\n}\n\n.fa-palette::before {\n content: \"\\f53f\";\n}\n\n.fa-arrows-turn-right::before {\n content: \"\\e4c0\";\n}\n\n.fa-vest::before {\n content: \"\\e085\";\n}\n\n.fa-ferry::before {\n content: \"\\e4ea\";\n}\n\n.fa-arrows-down-to-people::before {\n content: \"\\e4b9\";\n}\n\n.fa-seedling::before {\n content: \"\\f4d8\";\n}\n\n.fa-sprout::before {\n content: \"\\f4d8\";\n}\n\n.fa-left-right::before {\n content: \"\\f337\";\n}\n\n.fa-arrows-alt-h::before {\n content: \"\\f337\";\n}\n\n.fa-boxes-packing::before {\n content: \"\\e4c7\";\n}\n\n.fa-circle-arrow-left::before {\n content: \"\\f0a8\";\n}\n\n.fa-arrow-circle-left::before {\n content: \"\\f0a8\";\n}\n\n.fa-group-arrows-rotate::before {\n content: \"\\e4f6\";\n}\n\n.fa-bowl-food::before {\n content: \"\\e4c6\";\n}\n\n.fa-candy-cane::before {\n content: \"\\f786\";\n}\n\n.fa-arrow-down-wide-short::before {\n content: \"\\f160\";\n}\n\n.fa-sort-amount-asc::before {\n content: \"\\f160\";\n}\n\n.fa-sort-amount-down::before {\n content: \"\\f160\";\n}\n\n.fa-cloud-bolt::before {\n content: \"\\f76c\";\n}\n\n.fa-thunderstorm::before {\n content: \"\\f76c\";\n}\n\n.fa-text-slash::before {\n content: \"\\f87d\";\n}\n\n.fa-remove-format::before {\n content: \"\\f87d\";\n}\n\n.fa-face-smile-wink::before {\n content: \"\\f4da\";\n}\n\n.fa-smile-wink::before {\n content: \"\\f4da\";\n}\n\n.fa-file-word::before {\n content: \"\\f1c2\";\n}\n\n.fa-file-powerpoint::before {\n content: \"\\f1c4\";\n}\n\n.fa-arrows-left-right::before {\n content: \"\\f07e\";\n}\n\n.fa-arrows-h::before {\n content: \"\\f07e\";\n}\n\n.fa-house-lock::before {\n content: \"\\e510\";\n}\n\n.fa-cloud-arrow-down::before {\n content: \"\\f0ed\";\n}\n\n.fa-cloud-download::before {\n content: \"\\f0ed\";\n}\n\n.fa-cloud-download-alt::before {\n content: \"\\f0ed\";\n}\n\n.fa-children::before {\n content: \"\\e4e1\";\n}\n\n.fa-chalkboard::before {\n content: \"\\f51b\";\n}\n\n.fa-blackboard::before {\n content: \"\\f51b\";\n}\n\n.fa-user-large-slash::before {\n content: \"\\f4fa\";\n}\n\n.fa-user-alt-slash::before {\n content: \"\\f4fa\";\n}\n\n.fa-envelope-open::before {\n content: \"\\f2b6\";\n}\n\n.fa-handshake-simple-slash::before {\n content: \"\\e05f\";\n}\n\n.fa-handshake-alt-slash::before {\n content: \"\\e05f\";\n}\n\n.fa-mattress-pillow::before {\n content: \"\\e525\";\n}\n\n.fa-guarani-sign::before {\n content: \"\\e19a\";\n}\n\n.fa-arrows-rotate::before {\n content: \"\\f021\";\n}\n\n.fa-refresh::before {\n content: \"\\f021\";\n}\n\n.fa-sync::before {\n content: \"\\f021\";\n}\n\n.fa-fire-extinguisher::before {\n content: \"\\f134\";\n}\n\n.fa-cruzeiro-sign::before {\n content: \"\\e152\";\n}\n\n.fa-greater-than-equal::before {\n content: \"\\f532\";\n}\n\n.fa-shield-halved::before {\n content: \"\\f3ed\";\n}\n\n.fa-shield-alt::before {\n content: \"\\f3ed\";\n}\n\n.fa-book-atlas::before {\n content: \"\\f558\";\n}\n\n.fa-atlas::before {\n content: \"\\f558\";\n}\n\n.fa-virus::before {\n content: \"\\e074\";\n}\n\n.fa-envelope-circle-check::before {\n content: \"\\e4e8\";\n}\n\n.fa-layer-group::before {\n content: \"\\f5fd\";\n}\n\n.fa-arrows-to-dot::before {\n content: \"\\e4be\";\n}\n\n.fa-archway::before {\n content: \"\\f557\";\n}\n\n.fa-heart-circle-check::before {\n content: \"\\e4fd\";\n}\n\n.fa-house-chimney-crack::before {\n content: \"\\f6f1\";\n}\n\n.fa-house-damage::before {\n content: \"\\f6f1\";\n}\n\n.fa-file-zipper::before {\n content: \"\\f1c6\";\n}\n\n.fa-file-archive::before {\n content: \"\\f1c6\";\n}\n\n.fa-square::before {\n content: \"\\f0c8\";\n}\n\n.fa-martini-glass-empty::before {\n content: \"\\f000\";\n}\n\n.fa-glass-martini::before {\n content: \"\\f000\";\n}\n\n.fa-couch::before {\n content: \"\\f4b8\";\n}\n\n.fa-cedi-sign::before {\n content: \"\\e0df\";\n}\n\n.fa-italic::before {\n content: \"\\f033\";\n}\n\n.fa-table-cells-column-lock::before {\n content: \"\\e678\";\n}\n\n.fa-church::before {\n content: \"\\f51d\";\n}\n\n.fa-comments-dollar::before {\n content: \"\\f653\";\n}\n\n.fa-democrat::before {\n content: \"\\f747\";\n}\n\n.fa-z::before {\n content: \"Z\";\n}\n\n.fa-person-skiing::before {\n content: \"\\f7c9\";\n}\n\n.fa-skiing::before {\n content: \"\\f7c9\";\n}\n\n.fa-road-lock::before {\n content: \"\\e567\";\n}\n\n.fa-a::before {\n content: \"A\";\n}\n\n.fa-temperature-arrow-down::before {\n content: \"\\e03f\";\n}\n\n.fa-temperature-down::before {\n content: \"\\e03f\";\n}\n\n.fa-feather-pointed::before {\n content: \"\\f56b\";\n}\n\n.fa-feather-alt::before {\n content: \"\\f56b\";\n}\n\n.fa-p::before {\n content: \"P\";\n}\n\n.fa-snowflake::before {\n content: \"\\f2dc\";\n}\n\n.fa-newspaper::before {\n content: \"\\f1ea\";\n}\n\n.fa-rectangle-ad::before {\n content: \"\\f641\";\n}\n\n.fa-ad::before {\n content: \"\\f641\";\n}\n\n.fa-circle-arrow-right::before {\n content: \"\\f0a9\";\n}\n\n.fa-arrow-circle-right::before {\n content: \"\\f0a9\";\n}\n\n.fa-filter-circle-xmark::before {\n content: \"\\e17b\";\n}\n\n.fa-locust::before {\n content: \"\\e520\";\n}\n\n.fa-sort::before {\n content: \"\\f0dc\";\n}\n\n.fa-unsorted::before {\n content: \"\\f0dc\";\n}\n\n.fa-list-ol::before {\n content: \"\\f0cb\";\n}\n\n.fa-list-1-2::before {\n content: \"\\f0cb\";\n}\n\n.fa-list-numeric::before {\n content: \"\\f0cb\";\n}\n\n.fa-person-dress-burst::before {\n content: \"\\e544\";\n}\n\n.fa-money-check-dollar::before {\n content: \"\\f53d\";\n}\n\n.fa-money-check-alt::before {\n content: \"\\f53d\";\n}\n\n.fa-vector-square::before {\n content: \"\\f5cb\";\n}\n\n.fa-bread-slice::before {\n content: \"\\f7ec\";\n}\n\n.fa-language::before {\n content: \"\\f1ab\";\n}\n\n.fa-face-kiss-wink-heart::before {\n content: \"\\f598\";\n}\n\n.fa-kiss-wink-heart::before {\n content: \"\\f598\";\n}\n\n.fa-filter::before {\n content: \"\\f0b0\";\n}\n\n.fa-question::before {\n content: \"\\?\";\n}\n\n.fa-file-signature::before {\n content: \"\\f573\";\n}\n\n.fa-up-down-left-right::before {\n content: \"\\f0b2\";\n}\n\n.fa-arrows-alt::before {\n content: \"\\f0b2\";\n}\n\n.fa-house-chimney-user::before {\n content: \"\\e065\";\n}\n\n.fa-hand-holding-heart::before {\n content: \"\\f4be\";\n}\n\n.fa-puzzle-piece::before {\n content: \"\\f12e\";\n}\n\n.fa-money-check::before {\n content: \"\\f53c\";\n}\n\n.fa-star-half-stroke::before {\n content: \"\\f5c0\";\n}\n\n.fa-star-half-alt::before {\n content: \"\\f5c0\";\n}\n\n.fa-code::before {\n content: \"\\f121\";\n}\n\n.fa-whiskey-glass::before {\n content: \"\\f7a0\";\n}\n\n.fa-glass-whiskey::before {\n content: \"\\f7a0\";\n}\n\n.fa-building-circle-exclamation::before {\n content: \"\\e4d3\";\n}\n\n.fa-magnifying-glass-chart::before {\n content: \"\\e522\";\n}\n\n.fa-arrow-up-right-from-square::before {\n content: \"\\f08e\";\n}\n\n.fa-external-link::before {\n content: \"\\f08e\";\n}\n\n.fa-cubes-stacked::before {\n content: \"\\e4e6\";\n}\n\n.fa-won-sign::before {\n content: \"\\f159\";\n}\n\n.fa-krw::before {\n content: \"\\f159\";\n}\n\n.fa-won::before {\n content: \"\\f159\";\n}\n\n.fa-virus-covid::before {\n content: \"\\e4a8\";\n}\n\n.fa-austral-sign::before {\n content: \"\\e0a9\";\n}\n\n.fa-f::before {\n content: \"F\";\n}\n\n.fa-leaf::before {\n content: \"\\f06c\";\n}\n\n.fa-road::before {\n content: \"\\f018\";\n}\n\n.fa-taxi::before {\n content: \"\\f1ba\";\n}\n\n.fa-cab::before {\n content: \"\\f1ba\";\n}\n\n.fa-person-circle-plus::before {\n content: \"\\e541\";\n}\n\n.fa-chart-pie::before {\n content: \"\\f200\";\n}\n\n.fa-pie-chart::before {\n content: \"\\f200\";\n}\n\n.fa-bolt-lightning::before {\n content: \"\\e0b7\";\n}\n\n.fa-sack-xmark::before {\n content: \"\\e56a\";\n}\n\n.fa-file-excel::before {\n content: \"\\f1c3\";\n}\n\n.fa-file-contract::before {\n content: \"\\f56c\";\n}\n\n.fa-fish-fins::before {\n content: \"\\e4f2\";\n}\n\n.fa-building-flag::before {\n content: \"\\e4d5\";\n}\n\n.fa-face-grin-beam::before {\n content: \"\\f582\";\n}\n\n.fa-grin-beam::before {\n content: \"\\f582\";\n}\n\n.fa-object-ungroup::before {\n content: \"\\f248\";\n}\n\n.fa-poop::before {\n content: \"\\f619\";\n}\n\n.fa-location-pin::before {\n content: \"\\f041\";\n}\n\n.fa-map-marker::before {\n content: \"\\f041\";\n}\n\n.fa-kaaba::before {\n content: \"\\f66b\";\n}\n\n.fa-toilet-paper::before {\n content: \"\\f71e\";\n}\n\n.fa-helmet-safety::before {\n content: \"\\f807\";\n}\n\n.fa-hard-hat::before {\n content: \"\\f807\";\n}\n\n.fa-hat-hard::before {\n content: \"\\f807\";\n}\n\n.fa-eject::before {\n content: \"\\f052\";\n}\n\n.fa-circle-right::before {\n content: \"\\f35a\";\n}\n\n.fa-arrow-alt-circle-right::before {\n content: \"\\f35a\";\n}\n\n.fa-plane-circle-check::before {\n content: \"\\e555\";\n}\n\n.fa-face-rolling-eyes::before {\n content: \"\\f5a5\";\n}\n\n.fa-meh-rolling-eyes::before {\n content: \"\\f5a5\";\n}\n\n.fa-object-group::before {\n content: \"\\f247\";\n}\n\n.fa-chart-line::before {\n content: \"\\f201\";\n}\n\n.fa-line-chart::before {\n content: \"\\f201\";\n}\n\n.fa-mask-ventilator::before {\n content: \"\\e524\";\n}\n\n.fa-arrow-right::before {\n content: \"\\f061\";\n}\n\n.fa-signs-post::before {\n content: \"\\f277\";\n}\n\n.fa-map-signs::before {\n content: \"\\f277\";\n}\n\n.fa-cash-register::before {\n content: \"\\f788\";\n}\n\n.fa-person-circle-question::before {\n content: \"\\e542\";\n}\n\n.fa-h::before {\n content: \"H\";\n}\n\n.fa-tarp::before {\n content: \"\\e57b\";\n}\n\n.fa-screwdriver-wrench::before {\n content: \"\\f7d9\";\n}\n\n.fa-tools::before {\n content: \"\\f7d9\";\n}\n\n.fa-arrows-to-eye::before {\n content: \"\\e4bf\";\n}\n\n.fa-plug-circle-bolt::before {\n content: \"\\e55b\";\n}\n\n.fa-heart::before {\n content: \"\\f004\";\n}\n\n.fa-mars-and-venus::before {\n content: \"\\f224\";\n}\n\n.fa-house-user::before {\n content: \"\\e1b0\";\n}\n\n.fa-home-user::before {\n content: \"\\e1b0\";\n}\n\n.fa-dumpster-fire::before {\n content: \"\\f794\";\n}\n\n.fa-house-crack::before {\n content: \"\\e3b1\";\n}\n\n.fa-martini-glass-citrus::before {\n content: \"\\f561\";\n}\n\n.fa-cocktail::before {\n content: \"\\f561\";\n}\n\n.fa-face-surprise::before {\n content: \"\\f5c2\";\n}\n\n.fa-surprise::before {\n content: \"\\f5c2\";\n}\n\n.fa-bottle-water::before {\n content: \"\\e4c5\";\n}\n\n.fa-circle-pause::before {\n content: \"\\f28b\";\n}\n\n.fa-pause-circle::before {\n content: \"\\f28b\";\n}\n\n.fa-toilet-paper-slash::before {\n content: \"\\e072\";\n}\n\n.fa-apple-whole::before {\n content: \"\\f5d1\";\n}\n\n.fa-apple-alt::before {\n content: \"\\f5d1\";\n}\n\n.fa-kitchen-set::before {\n content: \"\\e51a\";\n}\n\n.fa-r::before {\n content: \"R\";\n}\n\n.fa-temperature-quarter::before {\n content: \"\\f2ca\";\n}\n\n.fa-temperature-1::before {\n content: \"\\f2ca\";\n}\n\n.fa-thermometer-1::before {\n content: \"\\f2ca\";\n}\n\n.fa-thermometer-quarter::before {\n content: \"\\f2ca\";\n}\n\n.fa-cube::before {\n content: \"\\f1b2\";\n}\n\n.fa-bitcoin-sign::before {\n content: \"\\e0b4\";\n}\n\n.fa-shield-dog::before {\n content: \"\\e573\";\n}\n\n.fa-solar-panel::before {\n content: \"\\f5ba\";\n}\n\n.fa-lock-open::before {\n content: \"\\f3c1\";\n}\n\n.fa-elevator::before {\n content: \"\\e16d\";\n}\n\n.fa-money-bill-transfer::before {\n content: \"\\e528\";\n}\n\n.fa-money-bill-trend-up::before {\n content: \"\\e529\";\n}\n\n.fa-house-flood-water-circle-arrow-right::before {\n content: \"\\e50f\";\n}\n\n.fa-square-poll-horizontal::before {\n content: \"\\f682\";\n}\n\n.fa-poll-h::before {\n content: \"\\f682\";\n}\n\n.fa-circle::before {\n content: \"\\f111\";\n}\n\n.fa-backward-fast::before {\n content: \"\\f049\";\n}\n\n.fa-fast-backward::before {\n content: \"\\f049\";\n}\n\n.fa-recycle::before {\n content: \"\\f1b8\";\n}\n\n.fa-user-astronaut::before {\n content: \"\\f4fb\";\n}\n\n.fa-plane-slash::before {\n content: \"\\e069\";\n}\n\n.fa-trademark::before {\n content: \"\\f25c\";\n}\n\n.fa-basketball::before {\n content: \"\\f434\";\n}\n\n.fa-basketball-ball::before {\n content: \"\\f434\";\n}\n\n.fa-satellite-dish::before {\n content: \"\\f7c0\";\n}\n\n.fa-circle-up::before {\n content: \"\\f35b\";\n}\n\n.fa-arrow-alt-circle-up::before {\n content: \"\\f35b\";\n}\n\n.fa-mobile-screen-button::before {\n content: \"\\f3cd\";\n}\n\n.fa-mobile-alt::before {\n content: \"\\f3cd\";\n}\n\n.fa-volume-high::before {\n content: \"\\f028\";\n}\n\n.fa-volume-up::before {\n content: \"\\f028\";\n}\n\n.fa-users-rays::before {\n content: \"\\e593\";\n}\n\n.fa-wallet::before {\n content: \"\\f555\";\n}\n\n.fa-clipboard-check::before {\n content: \"\\f46c\";\n}\n\n.fa-file-audio::before {\n content: \"\\f1c7\";\n}\n\n.fa-burger::before {\n content: \"\\f805\";\n}\n\n.fa-hamburger::before {\n content: \"\\f805\";\n}\n\n.fa-wrench::before {\n content: \"\\f0ad\";\n}\n\n.fa-bugs::before {\n content: \"\\e4d0\";\n}\n\n.fa-rupee-sign::before {\n content: \"\\f156\";\n}\n\n.fa-rupee::before {\n content: \"\\f156\";\n}\n\n.fa-file-image::before {\n content: \"\\f1c5\";\n}\n\n.fa-circle-question::before {\n content: \"\\f059\";\n}\n\n.fa-question-circle::before {\n content: \"\\f059\";\n}\n\n.fa-plane-departure::before {\n content: \"\\f5b0\";\n}\n\n.fa-handshake-slash::before {\n content: \"\\e060\";\n}\n\n.fa-book-bookmark::before {\n content: \"\\e0bb\";\n}\n\n.fa-code-branch::before {\n content: \"\\f126\";\n}\n\n.fa-hat-cowboy::before {\n content: \"\\f8c0\";\n}\n\n.fa-bridge::before {\n content: \"\\e4c8\";\n}\n\n.fa-phone-flip::before {\n content: \"\\f879\";\n}\n\n.fa-phone-alt::before {\n content: \"\\f879\";\n}\n\n.fa-truck-front::before {\n content: \"\\e2b7\";\n}\n\n.fa-cat::before {\n content: \"\\f6be\";\n}\n\n.fa-anchor-circle-exclamation::before {\n content: \"\\e4ab\";\n}\n\n.fa-truck-field::before {\n content: \"\\e58d\";\n}\n\n.fa-route::before {\n content: \"\\f4d7\";\n}\n\n.fa-clipboard-question::before {\n content: \"\\e4e3\";\n}\n\n.fa-panorama::before {\n content: \"\\e209\";\n}\n\n.fa-comment-medical::before {\n content: \"\\f7f5\";\n}\n\n.fa-teeth-open::before {\n content: \"\\f62f\";\n}\n\n.fa-file-circle-minus::before {\n content: \"\\e4ed\";\n}\n\n.fa-tags::before {\n content: \"\\f02c\";\n}\n\n.fa-wine-glass::before {\n content: \"\\f4e3\";\n}\n\n.fa-forward-fast::before {\n content: \"\\f050\";\n}\n\n.fa-fast-forward::before {\n content: \"\\f050\";\n}\n\n.fa-face-meh-blank::before {\n content: \"\\f5a4\";\n}\n\n.fa-meh-blank::before {\n content: \"\\f5a4\";\n}\n\n.fa-square-parking::before {\n content: \"\\f540\";\n}\n\n.fa-parking::before {\n content: \"\\f540\";\n}\n\n.fa-house-signal::before {\n content: \"\\e012\";\n}\n\n.fa-bars-progress::before {\n content: \"\\f828\";\n}\n\n.fa-tasks-alt::before {\n content: \"\\f828\";\n}\n\n.fa-faucet-drip::before {\n content: \"\\e006\";\n}\n\n.fa-cart-flatbed::before {\n content: \"\\f474\";\n}\n\n.fa-dolly-flatbed::before {\n content: \"\\f474\";\n}\n\n.fa-ban-smoking::before {\n content: \"\\f54d\";\n}\n\n.fa-smoking-ban::before {\n content: \"\\f54d\";\n}\n\n.fa-terminal::before {\n content: \"\\f120\";\n}\n\n.fa-mobile-button::before {\n content: \"\\f10b\";\n}\n\n.fa-house-medical-flag::before {\n content: \"\\e514\";\n}\n\n.fa-basket-shopping::before {\n content: \"\\f291\";\n}\n\n.fa-shopping-basket::before {\n content: \"\\f291\";\n}\n\n.fa-tape::before {\n content: \"\\f4db\";\n}\n\n.fa-bus-simple::before {\n content: \"\\f55e\";\n}\n\n.fa-bus-alt::before {\n content: \"\\f55e\";\n}\n\n.fa-eye::before {\n content: \"\\f06e\";\n}\n\n.fa-face-sad-cry::before {\n content: \"\\f5b3\";\n}\n\n.fa-sad-cry::before {\n content: \"\\f5b3\";\n}\n\n.fa-audio-description::before {\n content: \"\\f29e\";\n}\n\n.fa-person-military-to-person::before {\n content: \"\\e54c\";\n}\n\n.fa-file-shield::before {\n content: \"\\e4f0\";\n}\n\n.fa-user-slash::before {\n content: \"\\f506\";\n}\n\n.fa-pen::before {\n content: \"\\f304\";\n}\n\n.fa-tower-observation::before {\n content: \"\\e586\";\n}\n\n.fa-file-code::before {\n content: \"\\f1c9\";\n}\n\n.fa-signal::before {\n content: \"\\f012\";\n}\n\n.fa-signal-5::before {\n content: \"\\f012\";\n}\n\n.fa-signal-perfect::before {\n content: \"\\f012\";\n}\n\n.fa-bus::before {\n content: \"\\f207\";\n}\n\n.fa-heart-circle-xmark::before {\n content: \"\\e501\";\n}\n\n.fa-house-chimney::before {\n content: \"\\e3af\";\n}\n\n.fa-home-lg::before {\n content: \"\\e3af\";\n}\n\n.fa-window-maximize::before {\n content: \"\\f2d0\";\n}\n\n.fa-face-frown::before {\n content: \"\\f119\";\n}\n\n.fa-frown::before {\n content: \"\\f119\";\n}\n\n.fa-prescription::before {\n content: \"\\f5b1\";\n}\n\n.fa-shop::before {\n content: \"\\f54f\";\n}\n\n.fa-store-alt::before {\n content: \"\\f54f\";\n}\n\n.fa-floppy-disk::before {\n content: \"\\f0c7\";\n}\n\n.fa-save::before {\n content: \"\\f0c7\";\n}\n\n.fa-vihara::before {\n content: \"\\f6a7\";\n}\n\n.fa-scale-unbalanced::before {\n content: \"\\f515\";\n}\n\n.fa-balance-scale-left::before {\n content: \"\\f515\";\n}\n\n.fa-sort-up::before {\n content: \"\\f0de\";\n}\n\n.fa-sort-asc::before {\n content: \"\\f0de\";\n}\n\n.fa-comment-dots::before {\n content: \"\\f4ad\";\n}\n\n.fa-commenting::before {\n content: \"\\f4ad\";\n}\n\n.fa-plant-wilt::before {\n content: \"\\e5aa\";\n}\n\n.fa-diamond::before {\n content: \"\\f219\";\n}\n\n.fa-face-grin-squint::before {\n content: \"\\f585\";\n}\n\n.fa-grin-squint::before {\n content: \"\\f585\";\n}\n\n.fa-hand-holding-dollar::before {\n content: \"\\f4c0\";\n}\n\n.fa-hand-holding-usd::before {\n content: \"\\f4c0\";\n}\n\n.fa-bacterium::before {\n content: \"\\e05a\";\n}\n\n.fa-hand-pointer::before {\n content: \"\\f25a\";\n}\n\n.fa-drum-steelpan::before {\n content: \"\\f56a\";\n}\n\n.fa-hand-scissors::before {\n content: \"\\f257\";\n}\n\n.fa-hands-praying::before {\n content: \"\\f684\";\n}\n\n.fa-praying-hands::before {\n content: \"\\f684\";\n}\n\n.fa-arrow-rotate-right::before {\n content: \"\\f01e\";\n}\n\n.fa-arrow-right-rotate::before {\n content: \"\\f01e\";\n}\n\n.fa-arrow-rotate-forward::before {\n content: \"\\f01e\";\n}\n\n.fa-redo::before {\n content: \"\\f01e\";\n}\n\n.fa-biohazard::before {\n content: \"\\f780\";\n}\n\n.fa-location-crosshairs::before {\n content: \"\\f601\";\n}\n\n.fa-location::before {\n content: \"\\f601\";\n}\n\n.fa-mars-double::before {\n content: \"\\f227\";\n}\n\n.fa-child-dress::before {\n content: \"\\e59c\";\n}\n\n.fa-users-between-lines::before {\n content: \"\\e591\";\n}\n\n.fa-lungs-virus::before {\n content: \"\\e067\";\n}\n\n.fa-face-grin-tears::before {\n content: \"\\f588\";\n}\n\n.fa-grin-tears::before {\n content: \"\\f588\";\n}\n\n.fa-phone::before {\n content: \"\\f095\";\n}\n\n.fa-calendar-xmark::before {\n content: \"\\f273\";\n}\n\n.fa-calendar-times::before {\n content: \"\\f273\";\n}\n\n.fa-child-reaching::before {\n content: \"\\e59d\";\n}\n\n.fa-head-side-virus::before {\n content: \"\\e064\";\n}\n\n.fa-user-gear::before {\n content: \"\\f4fe\";\n}\n\n.fa-user-cog::before {\n content: \"\\f4fe\";\n}\n\n.fa-arrow-up-1-9::before {\n content: \"\\f163\";\n}\n\n.fa-sort-numeric-up::before {\n content: \"\\f163\";\n}\n\n.fa-door-closed::before {\n content: \"\\f52a\";\n}\n\n.fa-shield-virus::before {\n content: \"\\e06c\";\n}\n\n.fa-dice-six::before {\n content: \"\\f526\";\n}\n\n.fa-mosquito-net::before {\n content: \"\\e52c\";\n}\n\n.fa-bridge-water::before {\n content: \"\\e4ce\";\n}\n\n.fa-person-booth::before {\n content: \"\\f756\";\n}\n\n.fa-text-width::before {\n content: \"\\f035\";\n}\n\n.fa-hat-wizard::before {\n content: \"\\f6e8\";\n}\n\n.fa-pen-fancy::before {\n content: \"\\f5ac\";\n}\n\n.fa-person-digging::before {\n content: \"\\f85e\";\n}\n\n.fa-digging::before {\n content: \"\\f85e\";\n}\n\n.fa-trash::before {\n content: \"\\f1f8\";\n}\n\n.fa-gauge-simple::before {\n content: \"\\f629\";\n}\n\n.fa-gauge-simple-med::before {\n content: \"\\f629\";\n}\n\n.fa-tachometer-average::before {\n content: \"\\f629\";\n}\n\n.fa-book-medical::before {\n content: \"\\f7e6\";\n}\n\n.fa-poo::before {\n content: \"\\f2fe\";\n}\n\n.fa-quote-right::before {\n content: \"\\f10e\";\n}\n\n.fa-quote-right-alt::before {\n content: \"\\f10e\";\n}\n\n.fa-shirt::before {\n content: \"\\f553\";\n}\n\n.fa-t-shirt::before {\n content: \"\\f553\";\n}\n\n.fa-tshirt::before {\n content: \"\\f553\";\n}\n\n.fa-cubes::before {\n content: \"\\f1b3\";\n}\n\n.fa-divide::before {\n content: \"\\f529\";\n}\n\n.fa-tenge-sign::before {\n content: \"\\f7d7\";\n}\n\n.fa-tenge::before {\n content: \"\\f7d7\";\n}\n\n.fa-headphones::before {\n content: \"\\f025\";\n}\n\n.fa-hands-holding::before {\n content: \"\\f4c2\";\n}\n\n.fa-hands-clapping::before {\n content: \"\\e1a8\";\n}\n\n.fa-republican::before {\n content: \"\\f75e\";\n}\n\n.fa-arrow-left::before {\n content: \"\\f060\";\n}\n\n.fa-person-circle-xmark::before {\n content: \"\\e543\";\n}\n\n.fa-ruler::before {\n content: \"\\f545\";\n}\n\n.fa-align-left::before {\n content: \"\\f036\";\n}\n\n.fa-dice-d6::before {\n content: \"\\f6d1\";\n}\n\n.fa-restroom::before {\n content: \"\\f7bd\";\n}\n\n.fa-j::before {\n content: \"J\";\n}\n\n.fa-users-viewfinder::before {\n content: \"\\e595\";\n}\n\n.fa-file-video::before {\n content: \"\\f1c8\";\n}\n\n.fa-up-right-from-square::before {\n content: \"\\f35d\";\n}\n\n.fa-external-link-alt::before {\n content: \"\\f35d\";\n}\n\n.fa-table-cells::before {\n content: \"\\f00a\";\n}\n\n.fa-th::before {\n content: \"\\f00a\";\n}\n\n.fa-file-pdf::before {\n content: \"\\f1c1\";\n}\n\n.fa-book-bible::before {\n content: \"\\f647\";\n}\n\n.fa-bible::before {\n content: \"\\f647\";\n}\n\n.fa-o::before {\n content: \"O\";\n}\n\n.fa-suitcase-medical::before {\n content: \"\\f0fa\";\n}\n\n.fa-medkit::before {\n content: \"\\f0fa\";\n}\n\n.fa-user-secret::before {\n content: \"\\f21b\";\n}\n\n.fa-otter::before {\n content: \"\\f700\";\n}\n\n.fa-person-dress::before {\n content: \"\\f182\";\n}\n\n.fa-female::before {\n content: \"\\f182\";\n}\n\n.fa-comment-dollar::before {\n content: \"\\f651\";\n}\n\n.fa-business-time::before {\n content: \"\\f64a\";\n}\n\n.fa-briefcase-clock::before {\n content: \"\\f64a\";\n}\n\n.fa-table-cells-large::before {\n content: \"\\f009\";\n}\n\n.fa-th-large::before {\n content: \"\\f009\";\n}\n\n.fa-book-tanakh::before {\n content: \"\\f827\";\n}\n\n.fa-tanakh::before {\n content: \"\\f827\";\n}\n\n.fa-phone-volume::before {\n content: \"\\f2a0\";\n}\n\n.fa-volume-control-phone::before {\n content: \"\\f2a0\";\n}\n\n.fa-hat-cowboy-side::before {\n content: \"\\f8c1\";\n}\n\n.fa-clipboard-user::before {\n content: \"\\f7f3\";\n}\n\n.fa-child::before {\n content: \"\\f1ae\";\n}\n\n.fa-lira-sign::before {\n content: \"\\f195\";\n}\n\n.fa-satellite::before {\n content: \"\\f7bf\";\n}\n\n.fa-plane-lock::before {\n content: \"\\e558\";\n}\n\n.fa-tag::before {\n content: \"\\f02b\";\n}\n\n.fa-comment::before {\n content: \"\\f075\";\n}\n\n.fa-cake-candles::before {\n content: \"\\f1fd\";\n}\n\n.fa-birthday-cake::before {\n content: \"\\f1fd\";\n}\n\n.fa-cake::before {\n content: \"\\f1fd\";\n}\n\n.fa-envelope::before {\n content: \"\\f0e0\";\n}\n\n.fa-angles-up::before {\n content: \"\\f102\";\n}\n\n.fa-angle-double-up::before {\n content: \"\\f102\";\n}\n\n.fa-paperclip::before {\n content: \"\\f0c6\";\n}\n\n.fa-arrow-right-to-city::before {\n content: \"\\e4b3\";\n}\n\n.fa-ribbon::before {\n content: \"\\f4d6\";\n}\n\n.fa-lungs::before {\n content: \"\\f604\";\n}\n\n.fa-arrow-up-9-1::before {\n content: \"\\f887\";\n}\n\n.fa-sort-numeric-up-alt::before {\n content: \"\\f887\";\n}\n\n.fa-litecoin-sign::before {\n content: \"\\e1d3\";\n}\n\n.fa-border-none::before {\n content: \"\\f850\";\n}\n\n.fa-circle-nodes::before {\n content: \"\\e4e2\";\n}\n\n.fa-parachute-box::before {\n content: \"\\f4cd\";\n}\n\n.fa-indent::before {\n content: \"\\f03c\";\n}\n\n.fa-truck-field-un::before {\n content: \"\\e58e\";\n}\n\n.fa-hourglass::before {\n content: \"\\f254\";\n}\n\n.fa-hourglass-empty::before {\n content: \"\\f254\";\n}\n\n.fa-mountain::before {\n content: \"\\f6fc\";\n}\n\n.fa-user-doctor::before {\n content: \"\\f0f0\";\n}\n\n.fa-user-md::before {\n content: \"\\f0f0\";\n}\n\n.fa-circle-info::before {\n content: \"\\f05a\";\n}\n\n.fa-info-circle::before {\n content: \"\\f05a\";\n}\n\n.fa-cloud-meatball::before {\n content: \"\\f73b\";\n}\n\n.fa-camera::before {\n content: \"\\f030\";\n}\n\n.fa-camera-alt::before {\n content: \"\\f030\";\n}\n\n.fa-square-virus::before {\n content: \"\\e578\";\n}\n\n.fa-meteor::before {\n content: \"\\f753\";\n}\n\n.fa-car-on::before {\n content: \"\\e4dd\";\n}\n\n.fa-sleigh::before {\n content: \"\\f7cc\";\n}\n\n.fa-arrow-down-1-9::before {\n content: \"\\f162\";\n}\n\n.fa-sort-numeric-asc::before {\n content: \"\\f162\";\n}\n\n.fa-sort-numeric-down::before {\n content: \"\\f162\";\n}\n\n.fa-hand-holding-droplet::before {\n content: \"\\f4c1\";\n}\n\n.fa-hand-holding-water::before {\n content: \"\\f4c1\";\n}\n\n.fa-water::before {\n content: \"\\f773\";\n}\n\n.fa-calendar-check::before {\n content: \"\\f274\";\n}\n\n.fa-braille::before {\n content: \"\\f2a1\";\n}\n\n.fa-prescription-bottle-medical::before {\n content: \"\\f486\";\n}\n\n.fa-prescription-bottle-alt::before {\n content: \"\\f486\";\n}\n\n.fa-landmark::before {\n content: \"\\f66f\";\n}\n\n.fa-truck::before {\n content: \"\\f0d1\";\n}\n\n.fa-crosshairs::before {\n content: \"\\f05b\";\n}\n\n.fa-person-cane::before {\n content: \"\\e53c\";\n}\n\n.fa-tent::before {\n content: \"\\e57d\";\n}\n\n.fa-vest-patches::before {\n content: \"\\e086\";\n}\n\n.fa-check-double::before {\n content: \"\\f560\";\n}\n\n.fa-arrow-down-a-z::before {\n content: \"\\f15d\";\n}\n\n.fa-sort-alpha-asc::before {\n content: \"\\f15d\";\n}\n\n.fa-sort-alpha-down::before {\n content: \"\\f15d\";\n}\n\n.fa-money-bill-wheat::before {\n content: \"\\e52a\";\n}\n\n.fa-cookie::before {\n content: \"\\f563\";\n}\n\n.fa-arrow-rotate-left::before {\n content: \"\\f0e2\";\n}\n\n.fa-arrow-left-rotate::before {\n content: \"\\f0e2\";\n}\n\n.fa-arrow-rotate-back::before {\n content: \"\\f0e2\";\n}\n\n.fa-arrow-rotate-backward::before {\n content: \"\\f0e2\";\n}\n\n.fa-undo::before {\n content: \"\\f0e2\";\n}\n\n.fa-hard-drive::before {\n content: \"\\f0a0\";\n}\n\n.fa-hdd::before {\n content: \"\\f0a0\";\n}\n\n.fa-face-grin-squint-tears::before {\n content: \"\\f586\";\n}\n\n.fa-grin-squint-tears::before {\n content: \"\\f586\";\n}\n\n.fa-dumbbell::before {\n content: \"\\f44b\";\n}\n\n.fa-rectangle-list::before {\n content: \"\\f022\";\n}\n\n.fa-list-alt::before {\n content: \"\\f022\";\n}\n\n.fa-tarp-droplet::before {\n content: \"\\e57c\";\n}\n\n.fa-house-medical-circle-check::before {\n content: \"\\e511\";\n}\n\n.fa-person-skiing-nordic::before {\n content: \"\\f7ca\";\n}\n\n.fa-skiing-nordic::before {\n content: \"\\f7ca\";\n}\n\n.fa-calendar-plus::before {\n content: \"\\f271\";\n}\n\n.fa-plane-arrival::before {\n content: \"\\f5af\";\n}\n\n.fa-circle-left::before {\n content: \"\\f359\";\n}\n\n.fa-arrow-alt-circle-left::before {\n content: \"\\f359\";\n}\n\n.fa-train-subway::before {\n content: \"\\f239\";\n}\n\n.fa-subway::before {\n content: \"\\f239\";\n}\n\n.fa-chart-gantt::before {\n content: \"\\e0e4\";\n}\n\n.fa-indian-rupee-sign::before {\n content: \"\\e1bc\";\n}\n\n.fa-indian-rupee::before {\n content: \"\\e1bc\";\n}\n\n.fa-inr::before {\n content: \"\\e1bc\";\n}\n\n.fa-crop-simple::before {\n content: \"\\f565\";\n}\n\n.fa-crop-alt::before {\n content: \"\\f565\";\n}\n\n.fa-money-bill-1::before {\n content: \"\\f3d1\";\n}\n\n.fa-money-bill-alt::before {\n content: \"\\f3d1\";\n}\n\n.fa-left-long::before {\n content: \"\\f30a\";\n}\n\n.fa-long-arrow-alt-left::before {\n content: \"\\f30a\";\n}\n\n.fa-dna::before {\n content: \"\\f471\";\n}\n\n.fa-virus-slash::before {\n content: \"\\e075\";\n}\n\n.fa-minus::before {\n content: \"\\f068\";\n}\n\n.fa-subtract::before {\n content: \"\\f068\";\n}\n\n.fa-chess::before {\n content: \"\\f439\";\n}\n\n.fa-arrow-left-long::before {\n content: \"\\f177\";\n}\n\n.fa-long-arrow-left::before {\n content: \"\\f177\";\n}\n\n.fa-plug-circle-check::before {\n content: \"\\e55c\";\n}\n\n.fa-street-view::before {\n content: \"\\f21d\";\n}\n\n.fa-franc-sign::before {\n content: \"\\e18f\";\n}\n\n.fa-volume-off::before {\n content: \"\\f026\";\n}\n\n.fa-hands-asl-interpreting::before {\n content: \"\\f2a3\";\n}\n\n.fa-american-sign-language-interpreting::before {\n content: \"\\f2a3\";\n}\n\n.fa-asl-interpreting::before {\n content: \"\\f2a3\";\n}\n\n.fa-hands-american-sign-language-interpreting::before {\n content: \"\\f2a3\";\n}\n\n.fa-gear::before {\n content: \"\\f013\";\n}\n\n.fa-cog::before {\n content: \"\\f013\";\n}\n\n.fa-droplet-slash::before {\n content: \"\\f5c7\";\n}\n\n.fa-tint-slash::before {\n content: \"\\f5c7\";\n}\n\n.fa-mosque::before {\n content: \"\\f678\";\n}\n\n.fa-mosquito::before {\n content: \"\\e52b\";\n}\n\n.fa-star-of-david::before {\n content: \"\\f69a\";\n}\n\n.fa-person-military-rifle::before {\n content: \"\\e54b\";\n}\n\n.fa-cart-shopping::before {\n content: \"\\f07a\";\n}\n\n.fa-shopping-cart::before {\n content: \"\\f07a\";\n}\n\n.fa-vials::before {\n content: \"\\f493\";\n}\n\n.fa-plug-circle-plus::before {\n content: \"\\e55f\";\n}\n\n.fa-place-of-worship::before {\n content: \"\\f67f\";\n}\n\n.fa-grip-vertical::before {\n content: \"\\f58e\";\n}\n\n.fa-arrow-turn-up::before {\n content: \"\\f148\";\n}\n\n.fa-level-up::before {\n content: \"\\f148\";\n}\n\n.fa-u::before {\n content: \"U\";\n}\n\n.fa-square-root-variable::before {\n content: \"\\f698\";\n}\n\n.fa-square-root-alt::before {\n content: \"\\f698\";\n}\n\n.fa-clock::before {\n content: \"\\f017\";\n}\n\n.fa-clock-four::before {\n content: \"\\f017\";\n}\n\n.fa-backward-step::before {\n content: \"\\f048\";\n}\n\n.fa-step-backward::before {\n content: \"\\f048\";\n}\n\n.fa-pallet::before {\n content: \"\\f482\";\n}\n\n.fa-faucet::before {\n content: \"\\e005\";\n}\n\n.fa-baseball-bat-ball::before {\n content: \"\\f432\";\n}\n\n.fa-s::before {\n content: \"S\";\n}\n\n.fa-timeline::before {\n content: \"\\e29c\";\n}\n\n.fa-keyboard::before {\n content: \"\\f11c\";\n}\n\n.fa-caret-down::before {\n content: \"\\f0d7\";\n}\n\n.fa-house-chimney-medical::before {\n content: \"\\f7f2\";\n}\n\n.fa-clinic-medical::before {\n content: \"\\f7f2\";\n}\n\n.fa-temperature-three-quarters::before {\n content: \"\\f2c8\";\n}\n\n.fa-temperature-3::before {\n content: \"\\f2c8\";\n}\n\n.fa-thermometer-3::before {\n content: \"\\f2c8\";\n}\n\n.fa-thermometer-three-quarters::before {\n content: \"\\f2c8\";\n}\n\n.fa-mobile-screen::before {\n content: \"\\f3cf\";\n}\n\n.fa-mobile-android-alt::before {\n content: \"\\f3cf\";\n}\n\n.fa-plane-up::before {\n content: \"\\e22d\";\n}\n\n.fa-piggy-bank::before {\n content: \"\\f4d3\";\n}\n\n.fa-battery-half::before {\n content: \"\\f242\";\n}\n\n.fa-battery-3::before {\n content: \"\\f242\";\n}\n\n.fa-mountain-city::before {\n content: \"\\e52e\";\n}\n\n.fa-coins::before {\n content: \"\\f51e\";\n}\n\n.fa-khanda::before {\n content: \"\\f66d\";\n}\n\n.fa-sliders::before {\n content: \"\\f1de\";\n}\n\n.fa-sliders-h::before {\n content: \"\\f1de\";\n}\n\n.fa-folder-tree::before {\n content: \"\\f802\";\n}\n\n.fa-network-wired::before {\n content: \"\\f6ff\";\n}\n\n.fa-map-pin::before {\n content: \"\\f276\";\n}\n\n.fa-hamsa::before {\n content: \"\\f665\";\n}\n\n.fa-cent-sign::before {\n content: \"\\e3f5\";\n}\n\n.fa-flask::before {\n content: \"\\f0c3\";\n}\n\n.fa-person-pregnant::before {\n content: \"\\e31e\";\n}\n\n.fa-wand-sparkles::before {\n content: \"\\f72b\";\n}\n\n.fa-ellipsis-vertical::before {\n content: \"\\f142\";\n}\n\n.fa-ellipsis-v::before {\n content: \"\\f142\";\n}\n\n.fa-ticket::before {\n content: \"\\f145\";\n}\n\n.fa-power-off::before {\n content: \"\\f011\";\n}\n\n.fa-right-long::before {\n content: \"\\f30b\";\n}\n\n.fa-long-arrow-alt-right::before {\n content: \"\\f30b\";\n}\n\n.fa-flag-usa::before {\n content: \"\\f74d\";\n}\n\n.fa-laptop-file::before {\n content: \"\\e51d\";\n}\n\n.fa-tty::before {\n content: \"\\f1e4\";\n}\n\n.fa-teletype::before {\n content: \"\\f1e4\";\n}\n\n.fa-diagram-next::before {\n content: \"\\e476\";\n}\n\n.fa-person-rifle::before {\n content: \"\\e54e\";\n}\n\n.fa-house-medical-circle-exclamation::before {\n content: \"\\e512\";\n}\n\n.fa-closed-captioning::before {\n content: \"\\f20a\";\n}\n\n.fa-person-hiking::before {\n content: \"\\f6ec\";\n}\n\n.fa-hiking::before {\n content: \"\\f6ec\";\n}\n\n.fa-venus-double::before {\n content: \"\\f226\";\n}\n\n.fa-images::before {\n content: \"\\f302\";\n}\n\n.fa-calculator::before {\n content: \"\\f1ec\";\n}\n\n.fa-people-pulling::before {\n content: \"\\e535\";\n}\n\n.fa-n::before {\n content: \"N\";\n}\n\n.fa-cable-car::before {\n content: \"\\f7da\";\n}\n\n.fa-tram::before {\n content: \"\\f7da\";\n}\n\n.fa-cloud-rain::before {\n content: \"\\f73d\";\n}\n\n.fa-building-circle-xmark::before {\n content: \"\\e4d4\";\n}\n\n.fa-ship::before {\n content: \"\\f21a\";\n}\n\n.fa-arrows-down-to-line::before {\n content: \"\\e4b8\";\n}\n\n.fa-download::before {\n content: \"\\f019\";\n}\n\n.fa-face-grin::before {\n content: \"\\f580\";\n}\n\n.fa-grin::before {\n content: \"\\f580\";\n}\n\n.fa-delete-left::before {\n content: \"\\f55a\";\n}\n\n.fa-backspace::before {\n content: \"\\f55a\";\n}\n\n.fa-eye-dropper::before {\n content: \"\\f1fb\";\n}\n\n.fa-eye-dropper-empty::before {\n content: \"\\f1fb\";\n}\n\n.fa-eyedropper::before {\n content: \"\\f1fb\";\n}\n\n.fa-file-circle-check::before {\n content: \"\\e5a0\";\n}\n\n.fa-forward::before {\n content: \"\\f04e\";\n}\n\n.fa-mobile::before {\n content: \"\\f3ce\";\n}\n\n.fa-mobile-android::before {\n content: \"\\f3ce\";\n}\n\n.fa-mobile-phone::before {\n content: \"\\f3ce\";\n}\n\n.fa-face-meh::before {\n content: \"\\f11a\";\n}\n\n.fa-meh::before {\n content: \"\\f11a\";\n}\n\n.fa-align-center::before {\n content: \"\\f037\";\n}\n\n.fa-book-skull::before {\n content: \"\\f6b7\";\n}\n\n.fa-book-dead::before {\n content: \"\\f6b7\";\n}\n\n.fa-id-card::before {\n content: \"\\f2c2\";\n}\n\n.fa-drivers-license::before {\n content: \"\\f2c2\";\n}\n\n.fa-outdent::before {\n content: \"\\f03b\";\n}\n\n.fa-dedent::before {\n content: \"\\f03b\";\n}\n\n.fa-heart-circle-exclamation::before {\n content: \"\\e4fe\";\n}\n\n.fa-house::before {\n content: \"\\f015\";\n}\n\n.fa-home::before {\n content: \"\\f015\";\n}\n\n.fa-home-alt::before {\n content: \"\\f015\";\n}\n\n.fa-home-lg-alt::before {\n content: \"\\f015\";\n}\n\n.fa-calendar-week::before {\n content: \"\\f784\";\n}\n\n.fa-laptop-medical::before {\n content: \"\\f812\";\n}\n\n.fa-b::before {\n content: \"B\";\n}\n\n.fa-file-medical::before {\n content: \"\\f477\";\n}\n\n.fa-dice-one::before {\n content: \"\\f525\";\n}\n\n.fa-kiwi-bird::before {\n content: \"\\f535\";\n}\n\n.fa-arrow-right-arrow-left::before {\n content: \"\\f0ec\";\n}\n\n.fa-exchange::before {\n content: \"\\f0ec\";\n}\n\n.fa-rotate-right::before {\n content: \"\\f2f9\";\n}\n\n.fa-redo-alt::before {\n content: \"\\f2f9\";\n}\n\n.fa-rotate-forward::before {\n content: \"\\f2f9\";\n}\n\n.fa-utensils::before {\n content: \"\\f2e7\";\n}\n\n.fa-cutlery::before {\n content: \"\\f2e7\";\n}\n\n.fa-arrow-up-wide-short::before {\n content: \"\\f161\";\n}\n\n.fa-sort-amount-up::before {\n content: \"\\f161\";\n}\n\n.fa-mill-sign::before {\n content: \"\\e1ed\";\n}\n\n.fa-bowl-rice::before {\n content: \"\\e2eb\";\n}\n\n.fa-skull::before {\n content: \"\\f54c\";\n}\n\n.fa-tower-broadcast::before {\n content: \"\\f519\";\n}\n\n.fa-broadcast-tower::before {\n content: \"\\f519\";\n}\n\n.fa-truck-pickup::before {\n content: \"\\f63c\";\n}\n\n.fa-up-long::before {\n content: \"\\f30c\";\n}\n\n.fa-long-arrow-alt-up::before {\n content: \"\\f30c\";\n}\n\n.fa-stop::before {\n content: \"\\f04d\";\n}\n\n.fa-code-merge::before {\n content: \"\\f387\";\n}\n\n.fa-upload::before {\n content: \"\\f093\";\n}\n\n.fa-hurricane::before {\n content: \"\\f751\";\n}\n\n.fa-mound::before {\n content: \"\\e52d\";\n}\n\n.fa-toilet-portable::before {\n content: \"\\e583\";\n}\n\n.fa-compact-disc::before {\n content: \"\\f51f\";\n}\n\n.fa-file-arrow-down::before {\n content: \"\\f56d\";\n}\n\n.fa-file-download::before {\n content: \"\\f56d\";\n}\n\n.fa-caravan::before {\n content: \"\\f8ff\";\n}\n\n.fa-shield-cat::before {\n content: \"\\e572\";\n}\n\n.fa-bolt::before {\n content: \"\\f0e7\";\n}\n\n.fa-zap::before {\n content: \"\\f0e7\";\n}\n\n.fa-glass-water::before {\n content: \"\\e4f4\";\n}\n\n.fa-oil-well::before {\n content: \"\\e532\";\n}\n\n.fa-vault::before {\n content: \"\\e2c5\";\n}\n\n.fa-mars::before {\n content: \"\\f222\";\n}\n\n.fa-toilet::before {\n content: \"\\f7d8\";\n}\n\n.fa-plane-circle-xmark::before {\n content: \"\\e557\";\n}\n\n.fa-yen-sign::before {\n content: \"\\f157\";\n}\n\n.fa-cny::before {\n content: \"\\f157\";\n}\n\n.fa-jpy::before {\n content: \"\\f157\";\n}\n\n.fa-rmb::before {\n content: \"\\f157\";\n}\n\n.fa-yen::before {\n content: \"\\f157\";\n}\n\n.fa-ruble-sign::before {\n content: \"\\f158\";\n}\n\n.fa-rouble::before {\n content: \"\\f158\";\n}\n\n.fa-rub::before {\n content: \"\\f158\";\n}\n\n.fa-ruble::before {\n content: \"\\f158\";\n}\n\n.fa-sun::before {\n content: \"\\f185\";\n}\n\n.fa-guitar::before {\n content: \"\\f7a6\";\n}\n\n.fa-face-laugh-wink::before {\n content: \"\\f59c\";\n}\n\n.fa-laugh-wink::before {\n content: \"\\f59c\";\n}\n\n.fa-horse-head::before {\n content: \"\\f7ab\";\n}\n\n.fa-bore-hole::before {\n content: \"\\e4c3\";\n}\n\n.fa-industry::before {\n content: \"\\f275\";\n}\n\n.fa-circle-down::before {\n content: \"\\f358\";\n}\n\n.fa-arrow-alt-circle-down::before {\n content: \"\\f358\";\n}\n\n.fa-arrows-turn-to-dots::before {\n content: \"\\e4c1\";\n}\n\n.fa-florin-sign::before {\n content: \"\\e184\";\n}\n\n.fa-arrow-down-short-wide::before {\n content: \"\\f884\";\n}\n\n.fa-sort-amount-desc::before {\n content: \"\\f884\";\n}\n\n.fa-sort-amount-down-alt::before {\n content: \"\\f884\";\n}\n\n.fa-less-than::before {\n content: \"\\<\";\n}\n\n.fa-angle-down::before {\n content: \"\\f107\";\n}\n\n.fa-car-tunnel::before {\n content: \"\\e4de\";\n}\n\n.fa-head-side-cough::before {\n content: \"\\e061\";\n}\n\n.fa-grip-lines::before {\n content: \"\\f7a4\";\n}\n\n.fa-thumbs-down::before {\n content: \"\\f165\";\n}\n\n.fa-user-lock::before {\n content: \"\\f502\";\n}\n\n.fa-arrow-right-long::before {\n content: \"\\f178\";\n}\n\n.fa-long-arrow-right::before {\n content: \"\\f178\";\n}\n\n.fa-anchor-circle-xmark::before {\n content: \"\\e4ac\";\n}\n\n.fa-ellipsis::before {\n content: \"\\f141\";\n}\n\n.fa-ellipsis-h::before {\n content: \"\\f141\";\n}\n\n.fa-chess-pawn::before {\n content: \"\\f443\";\n}\n\n.fa-kit-medical::before {\n content: \"\\f479\";\n}\n\n.fa-first-aid::before {\n content: \"\\f479\";\n}\n\n.fa-person-through-window::before {\n content: \"\\e5a9\";\n}\n\n.fa-toolbox::before {\n content: \"\\f552\";\n}\n\n.fa-hands-holding-circle::before {\n content: \"\\e4fb\";\n}\n\n.fa-bug::before {\n content: \"\\f188\";\n}\n\n.fa-credit-card::before {\n content: \"\\f09d\";\n}\n\n.fa-credit-card-alt::before {\n content: \"\\f09d\";\n}\n\n.fa-car::before {\n content: \"\\f1b9\";\n}\n\n.fa-automobile::before {\n content: \"\\f1b9\";\n}\n\n.fa-hand-holding-hand::before {\n content: \"\\e4f7\";\n}\n\n.fa-book-open-reader::before {\n content: \"\\f5da\";\n}\n\n.fa-book-reader::before {\n content: \"\\f5da\";\n}\n\n.fa-mountain-sun::before {\n content: \"\\e52f\";\n}\n\n.fa-arrows-left-right-to-line::before {\n content: \"\\e4ba\";\n}\n\n.fa-dice-d20::before {\n content: \"\\f6cf\";\n}\n\n.fa-truck-droplet::before {\n content: \"\\e58c\";\n}\n\n.fa-file-circle-xmark::before {\n content: \"\\e5a1\";\n}\n\n.fa-temperature-arrow-up::before {\n content: \"\\e040\";\n}\n\n.fa-temperature-up::before {\n content: \"\\e040\";\n}\n\n.fa-medal::before {\n content: \"\\f5a2\";\n}\n\n.fa-bed::before {\n content: \"\\f236\";\n}\n\n.fa-square-h::before {\n content: \"\\f0fd\";\n}\n\n.fa-h-square::before {\n content: \"\\f0fd\";\n}\n\n.fa-podcast::before {\n content: \"\\f2ce\";\n}\n\n.fa-temperature-full::before {\n content: \"\\f2c7\";\n}\n\n.fa-temperature-4::before {\n content: \"\\f2c7\";\n}\n\n.fa-thermometer-4::before {\n content: \"\\f2c7\";\n}\n\n.fa-thermometer-full::before {\n content: \"\\f2c7\";\n}\n\n.fa-bell::before {\n content: \"\\f0f3\";\n}\n\n.fa-superscript::before {\n content: \"\\f12b\";\n}\n\n.fa-plug-circle-xmark::before {\n content: \"\\e560\";\n}\n\n.fa-star-of-life::before {\n content: \"\\f621\";\n}\n\n.fa-phone-slash::before {\n content: \"\\f3dd\";\n}\n\n.fa-paint-roller::before {\n content: \"\\f5aa\";\n}\n\n.fa-handshake-angle::before {\n content: \"\\f4c4\";\n}\n\n.fa-hands-helping::before {\n content: \"\\f4c4\";\n}\n\n.fa-location-dot::before {\n content: \"\\f3c5\";\n}\n\n.fa-map-marker-alt::before {\n content: \"\\f3c5\";\n}\n\n.fa-file::before {\n content: \"\\f15b\";\n}\n\n.fa-greater-than::before {\n content: \"\\>\";\n}\n\n.fa-person-swimming::before {\n content: \"\\f5c4\";\n}\n\n.fa-swimmer::before {\n content: \"\\f5c4\";\n}\n\n.fa-arrow-down::before {\n content: \"\\f063\";\n}\n\n.fa-droplet::before {\n content: \"\\f043\";\n}\n\n.fa-tint::before {\n content: \"\\f043\";\n}\n\n.fa-eraser::before {\n content: \"\\f12d\";\n}\n\n.fa-earth-americas::before {\n content: \"\\f57d\";\n}\n\n.fa-earth::before {\n content: \"\\f57d\";\n}\n\n.fa-earth-america::before {\n content: \"\\f57d\";\n}\n\n.fa-globe-americas::before {\n content: \"\\f57d\";\n}\n\n.fa-person-burst::before {\n content: \"\\e53b\";\n}\n\n.fa-dove::before {\n content: \"\\f4ba\";\n}\n\n.fa-battery-empty::before {\n content: \"\\f244\";\n}\n\n.fa-battery-0::before {\n content: \"\\f244\";\n}\n\n.fa-socks::before {\n content: \"\\f696\";\n}\n\n.fa-inbox::before {\n content: \"\\f01c\";\n}\n\n.fa-section::before {\n content: \"\\e447\";\n}\n\n.fa-gauge-high::before {\n content: \"\\f625\";\n}\n\n.fa-tachometer-alt::before {\n content: \"\\f625\";\n}\n\n.fa-tachometer-alt-fast::before {\n content: \"\\f625\";\n}\n\n.fa-envelope-open-text::before {\n content: \"\\f658\";\n}\n\n.fa-hospital::before {\n content: \"\\f0f8\";\n}\n\n.fa-hospital-alt::before {\n content: \"\\f0f8\";\n}\n\n.fa-hospital-wide::before {\n content: \"\\f0f8\";\n}\n\n.fa-wine-bottle::before {\n content: \"\\f72f\";\n}\n\n.fa-chess-rook::before {\n content: \"\\f447\";\n}\n\n.fa-bars-staggered::before {\n content: \"\\f550\";\n}\n\n.fa-reorder::before {\n content: \"\\f550\";\n}\n\n.fa-stream::before {\n content: \"\\f550\";\n}\n\n.fa-dharmachakra::before {\n content: \"\\f655\";\n}\n\n.fa-hotdog::before {\n content: \"\\f80f\";\n}\n\n.fa-person-walking-with-cane::before {\n content: \"\\f29d\";\n}\n\n.fa-blind::before {\n content: \"\\f29d\";\n}\n\n.fa-drum::before {\n content: \"\\f569\";\n}\n\n.fa-ice-cream::before {\n content: \"\\f810\";\n}\n\n.fa-heart-circle-bolt::before {\n content: \"\\e4fc\";\n}\n\n.fa-fax::before {\n content: \"\\f1ac\";\n}\n\n.fa-paragraph::before {\n content: \"\\f1dd\";\n}\n\n.fa-check-to-slot::before {\n content: \"\\f772\";\n}\n\n.fa-vote-yea::before {\n content: \"\\f772\";\n}\n\n.fa-star-half::before {\n content: \"\\f089\";\n}\n\n.fa-boxes-stacked::before {\n content: \"\\f468\";\n}\n\n.fa-boxes::before {\n content: \"\\f468\";\n}\n\n.fa-boxes-alt::before {\n content: \"\\f468\";\n}\n\n.fa-link::before {\n content: \"\\f0c1\";\n}\n\n.fa-chain::before {\n content: \"\\f0c1\";\n}\n\n.fa-ear-listen::before {\n content: \"\\f2a2\";\n}\n\n.fa-assistive-listening-systems::before {\n content: \"\\f2a2\";\n}\n\n.fa-tree-city::before {\n content: \"\\e587\";\n}\n\n.fa-play::before {\n content: \"\\f04b\";\n}\n\n.fa-font::before {\n content: \"\\f031\";\n}\n\n.fa-table-cells-row-lock::before {\n content: \"\\e67a\";\n}\n\n.fa-rupiah-sign::before {\n content: \"\\e23d\";\n}\n\n.fa-magnifying-glass::before {\n content: \"\\f002\";\n}\n\n.fa-search::before {\n content: \"\\f002\";\n}\n\n.fa-table-tennis-paddle-ball::before {\n content: \"\\f45d\";\n}\n\n.fa-ping-pong-paddle-ball::before {\n content: \"\\f45d\";\n}\n\n.fa-table-tennis::before {\n content: \"\\f45d\";\n}\n\n.fa-person-dots-from-line::before {\n content: \"\\f470\";\n}\n\n.fa-diagnoses::before {\n content: \"\\f470\";\n}\n\n.fa-trash-can-arrow-up::before {\n content: \"\\f82a\";\n}\n\n.fa-trash-restore-alt::before {\n content: \"\\f82a\";\n}\n\n.fa-naira-sign::before {\n content: \"\\e1f6\";\n}\n\n.fa-cart-arrow-down::before {\n content: \"\\f218\";\n}\n\n.fa-walkie-talkie::before {\n content: \"\\f8ef\";\n}\n\n.fa-file-pen::before {\n content: \"\\f31c\";\n}\n\n.fa-file-edit::before {\n content: \"\\f31c\";\n}\n\n.fa-receipt::before {\n content: \"\\f543\";\n}\n\n.fa-square-pen::before {\n content: \"\\f14b\";\n}\n\n.fa-pen-square::before {\n content: \"\\f14b\";\n}\n\n.fa-pencil-square::before {\n content: \"\\f14b\";\n}\n\n.fa-suitcase-rolling::before {\n content: \"\\f5c1\";\n}\n\n.fa-person-circle-exclamation::before {\n content: \"\\e53f\";\n}\n\n.fa-chevron-down::before {\n content: \"\\f078\";\n}\n\n.fa-battery-full::before {\n content: \"\\f240\";\n}\n\n.fa-battery::before {\n content: \"\\f240\";\n}\n\n.fa-battery-5::before {\n content: \"\\f240\";\n}\n\n.fa-skull-crossbones::before {\n content: \"\\f714\";\n}\n\n.fa-code-compare::before {\n content: \"\\e13a\";\n}\n\n.fa-list-ul::before {\n content: \"\\f0ca\";\n}\n\n.fa-list-dots::before {\n content: \"\\f0ca\";\n}\n\n.fa-school-lock::before {\n content: \"\\e56f\";\n}\n\n.fa-tower-cell::before {\n content: \"\\e585\";\n}\n\n.fa-down-long::before {\n content: \"\\f309\";\n}\n\n.fa-long-arrow-alt-down::before {\n content: \"\\f309\";\n}\n\n.fa-ranking-star::before {\n content: \"\\e561\";\n}\n\n.fa-chess-king::before {\n content: \"\\f43f\";\n}\n\n.fa-person-harassing::before {\n content: \"\\e549\";\n}\n\n.fa-brazilian-real-sign::before {\n content: \"\\e46c\";\n}\n\n.fa-landmark-dome::before {\n content: \"\\f752\";\n}\n\n.fa-landmark-alt::before {\n content: \"\\f752\";\n}\n\n.fa-arrow-up::before {\n content: \"\\f062\";\n}\n\n.fa-tv::before {\n content: \"\\f26c\";\n}\n\n.fa-television::before {\n content: \"\\f26c\";\n}\n\n.fa-tv-alt::before {\n content: \"\\f26c\";\n}\n\n.fa-shrimp::before {\n content: \"\\e448\";\n}\n\n.fa-list-check::before {\n content: \"\\f0ae\";\n}\n\n.fa-tasks::before {\n content: \"\\f0ae\";\n}\n\n.fa-jug-detergent::before {\n content: \"\\e519\";\n}\n\n.fa-circle-user::before {\n content: \"\\f2bd\";\n}\n\n.fa-user-circle::before {\n content: \"\\f2bd\";\n}\n\n.fa-user-shield::before {\n content: \"\\f505\";\n}\n\n.fa-wind::before {\n content: \"\\f72e\";\n}\n\n.fa-car-burst::before {\n content: \"\\f5e1\";\n}\n\n.fa-car-crash::before {\n content: \"\\f5e1\";\n}\n\n.fa-y::before {\n content: \"Y\";\n}\n\n.fa-person-snowboarding::before {\n content: \"\\f7ce\";\n}\n\n.fa-snowboarding::before {\n content: \"\\f7ce\";\n}\n\n.fa-truck-fast::before {\n content: \"\\f48b\";\n}\n\n.fa-shipping-fast::before {\n content: \"\\f48b\";\n}\n\n.fa-fish::before {\n content: \"\\f578\";\n}\n\n.fa-user-graduate::before {\n content: \"\\f501\";\n}\n\n.fa-circle-half-stroke::before {\n content: \"\\f042\";\n}\n\n.fa-adjust::before {\n content: \"\\f042\";\n}\n\n.fa-clapperboard::before {\n content: \"\\e131\";\n}\n\n.fa-circle-radiation::before {\n content: \"\\f7ba\";\n}\n\n.fa-radiation-alt::before {\n content: \"\\f7ba\";\n}\n\n.fa-baseball::before {\n content: \"\\f433\";\n}\n\n.fa-baseball-ball::before {\n content: \"\\f433\";\n}\n\n.fa-jet-fighter-up::before {\n content: \"\\e518\";\n}\n\n.fa-diagram-project::before {\n content: \"\\f542\";\n}\n\n.fa-project-diagram::before {\n content: \"\\f542\";\n}\n\n.fa-copy::before {\n content: \"\\f0c5\";\n}\n\n.fa-volume-xmark::before {\n content: \"\\f6a9\";\n}\n\n.fa-volume-mute::before {\n content: \"\\f6a9\";\n}\n\n.fa-volume-times::before {\n content: \"\\f6a9\";\n}\n\n.fa-hand-sparkles::before {\n content: \"\\e05d\";\n}\n\n.fa-grip::before {\n content: \"\\f58d\";\n}\n\n.fa-grip-horizontal::before {\n content: \"\\f58d\";\n}\n\n.fa-share-from-square::before {\n content: \"\\f14d\";\n}\n\n.fa-share-square::before {\n content: \"\\f14d\";\n}\n\n.fa-child-combatant::before {\n content: \"\\e4e0\";\n}\n\n.fa-child-rifle::before {\n content: \"\\e4e0\";\n}\n\n.fa-gun::before {\n content: \"\\e19b\";\n}\n\n.fa-square-phone::before {\n content: \"\\f098\";\n}\n\n.fa-phone-square::before {\n content: \"\\f098\";\n}\n\n.fa-plus::before {\n content: \"\\+\";\n}\n\n.fa-add::before {\n content: \"\\+\";\n}\n\n.fa-expand::before {\n content: \"\\f065\";\n}\n\n.fa-computer::before {\n content: \"\\e4e5\";\n}\n\n.fa-xmark::before {\n content: \"\\f00d\";\n}\n\n.fa-close::before {\n content: \"\\f00d\";\n}\n\n.fa-multiply::before {\n content: \"\\f00d\";\n}\n\n.fa-remove::before {\n content: \"\\f00d\";\n}\n\n.fa-times::before {\n content: \"\\f00d\";\n}\n\n.fa-arrows-up-down-left-right::before {\n content: \"\\f047\";\n}\n\n.fa-arrows::before {\n content: \"\\f047\";\n}\n\n.fa-chalkboard-user::before {\n content: \"\\f51c\";\n}\n\n.fa-chalkboard-teacher::before {\n content: \"\\f51c\";\n}\n\n.fa-peso-sign::before {\n content: \"\\e222\";\n}\n\n.fa-building-shield::before {\n content: \"\\e4d8\";\n}\n\n.fa-baby::before {\n content: \"\\f77c\";\n}\n\n.fa-users-line::before {\n content: \"\\e592\";\n}\n\n.fa-quote-left::before {\n content: \"\\f10d\";\n}\n\n.fa-quote-left-alt::before {\n content: \"\\f10d\";\n}\n\n.fa-tractor::before {\n content: \"\\f722\";\n}\n\n.fa-trash-arrow-up::before {\n content: \"\\f829\";\n}\n\n.fa-trash-restore::before {\n content: \"\\f829\";\n}\n\n.fa-arrow-down-up-lock::before {\n content: \"\\e4b0\";\n}\n\n.fa-lines-leaning::before {\n content: \"\\e51e\";\n}\n\n.fa-ruler-combined::before {\n content: \"\\f546\";\n}\n\n.fa-copyright::before {\n content: \"\\f1f9\";\n}\n\n.fa-equals::before {\n content: \"\\=\";\n}\n\n.fa-blender::before {\n content: \"\\f517\";\n}\n\n.fa-teeth::before {\n content: \"\\f62e\";\n}\n\n.fa-shekel-sign::before {\n content: \"\\f20b\";\n}\n\n.fa-ils::before {\n content: \"\\f20b\";\n}\n\n.fa-shekel::before {\n content: \"\\f20b\";\n}\n\n.fa-sheqel::before {\n content: \"\\f20b\";\n}\n\n.fa-sheqel-sign::before {\n content: \"\\f20b\";\n}\n\n.fa-map::before {\n content: \"\\f279\";\n}\n\n.fa-rocket::before {\n content: \"\\f135\";\n}\n\n.fa-photo-film::before {\n content: \"\\f87c\";\n}\n\n.fa-photo-video::before {\n content: \"\\f87c\";\n}\n\n.fa-folder-minus::before {\n content: \"\\f65d\";\n}\n\n.fa-store::before {\n content: \"\\f54e\";\n}\n\n.fa-arrow-trend-up::before {\n content: \"\\e098\";\n}\n\n.fa-plug-circle-minus::before {\n content: \"\\e55e\";\n}\n\n.fa-sign-hanging::before {\n content: \"\\f4d9\";\n}\n\n.fa-sign::before {\n content: \"\\f4d9\";\n}\n\n.fa-bezier-curve::before {\n content: \"\\f55b\";\n}\n\n.fa-bell-slash::before {\n content: \"\\f1f6\";\n}\n\n.fa-tablet::before {\n content: \"\\f3fb\";\n}\n\n.fa-tablet-android::before {\n content: \"\\f3fb\";\n}\n\n.fa-school-flag::before {\n content: \"\\e56e\";\n}\n\n.fa-fill::before {\n content: \"\\f575\";\n}\n\n.fa-angle-up::before {\n content: \"\\f106\";\n}\n\n.fa-drumstick-bite::before {\n content: \"\\f6d7\";\n}\n\n.fa-holly-berry::before {\n content: \"\\f7aa\";\n}\n\n.fa-chevron-left::before {\n content: \"\\f053\";\n}\n\n.fa-bacteria::before {\n content: \"\\e059\";\n}\n\n.fa-hand-lizard::before {\n content: \"\\f258\";\n}\n\n.fa-notdef::before {\n content: \"\\e1fe\";\n}\n\n.fa-disease::before {\n content: \"\\f7fa\";\n}\n\n.fa-briefcase-medical::before {\n content: \"\\f469\";\n}\n\n.fa-genderless::before {\n content: \"\\f22d\";\n}\n\n.fa-chevron-right::before {\n content: \"\\f054\";\n}\n\n.fa-retweet::before {\n content: \"\\f079\";\n}\n\n.fa-car-rear::before {\n content: \"\\f5de\";\n}\n\n.fa-car-alt::before {\n content: \"\\f5de\";\n}\n\n.fa-pump-soap::before {\n content: \"\\e06b\";\n}\n\n.fa-video-slash::before {\n content: \"\\f4e2\";\n}\n\n.fa-battery-quarter::before {\n content: \"\\f243\";\n}\n\n.fa-battery-2::before {\n content: \"\\f243\";\n}\n\n.fa-radio::before {\n content: \"\\f8d7\";\n}\n\n.fa-baby-carriage::before {\n content: \"\\f77d\";\n}\n\n.fa-carriage-baby::before {\n content: \"\\f77d\";\n}\n\n.fa-traffic-light::before {\n content: \"\\f637\";\n}\n\n.fa-thermometer::before {\n content: \"\\f491\";\n}\n\n.fa-vr-cardboard::before {\n content: \"\\f729\";\n}\n\n.fa-hand-middle-finger::before {\n content: \"\\f806\";\n}\n\n.fa-percent::before {\n content: \"\\%\";\n}\n\n.fa-percentage::before {\n content: \"\\%\";\n}\n\n.fa-truck-moving::before {\n content: \"\\f4df\";\n}\n\n.fa-glass-water-droplet::before {\n content: \"\\e4f5\";\n}\n\n.fa-display::before {\n content: \"\\e163\";\n}\n\n.fa-face-smile::before {\n content: \"\\f118\";\n}\n\n.fa-smile::before {\n content: \"\\f118\";\n}\n\n.fa-thumbtack::before {\n content: \"\\f08d\";\n}\n\n.fa-thumb-tack::before {\n content: \"\\f08d\";\n}\n\n.fa-trophy::before {\n content: \"\\f091\";\n}\n\n.fa-person-praying::before {\n content: \"\\f683\";\n}\n\n.fa-pray::before {\n content: \"\\f683\";\n}\n\n.fa-hammer::before {\n content: \"\\f6e3\";\n}\n\n.fa-hand-peace::before {\n content: \"\\f25b\";\n}\n\n.fa-rotate::before {\n content: \"\\f2f1\";\n}\n\n.fa-sync-alt::before {\n content: \"\\f2f1\";\n}\n\n.fa-spinner::before {\n content: \"\\f110\";\n}\n\n.fa-robot::before {\n content: \"\\f544\";\n}\n\n.fa-peace::before {\n content: \"\\f67c\";\n}\n\n.fa-gears::before {\n content: \"\\f085\";\n}\n\n.fa-cogs::before {\n content: \"\\f085\";\n}\n\n.fa-warehouse::before {\n content: \"\\f494\";\n}\n\n.fa-arrow-up-right-dots::before {\n content: \"\\e4b7\";\n}\n\n.fa-splotch::before {\n content: \"\\f5bc\";\n}\n\n.fa-face-grin-hearts::before {\n content: \"\\f584\";\n}\n\n.fa-grin-hearts::before {\n content: \"\\f584\";\n}\n\n.fa-dice-four::before {\n content: \"\\f524\";\n}\n\n.fa-sim-card::before {\n content: \"\\f7c4\";\n}\n\n.fa-transgender::before {\n content: \"\\f225\";\n}\n\n.fa-transgender-alt::before {\n content: \"\\f225\";\n}\n\n.fa-mercury::before {\n content: \"\\f223\";\n}\n\n.fa-arrow-turn-down::before {\n content: \"\\f149\";\n}\n\n.fa-level-down::before {\n content: \"\\f149\";\n}\n\n.fa-person-falling-burst::before {\n content: \"\\e547\";\n}\n\n.fa-award::before {\n content: \"\\f559\";\n}\n\n.fa-ticket-simple::before {\n content: \"\\f3ff\";\n}\n\n.fa-ticket-alt::before {\n content: \"\\f3ff\";\n}\n\n.fa-building::before {\n content: \"\\f1ad\";\n}\n\n.fa-angles-left::before {\n content: \"\\f100\";\n}\n\n.fa-angle-double-left::before {\n content: \"\\f100\";\n}\n\n.fa-qrcode::before {\n content: \"\\f029\";\n}\n\n.fa-clock-rotate-left::before {\n content: \"\\f1da\";\n}\n\n.fa-history::before {\n content: \"\\f1da\";\n}\n\n.fa-face-grin-beam-sweat::before {\n content: \"\\f583\";\n}\n\n.fa-grin-beam-sweat::before {\n content: \"\\f583\";\n}\n\n.fa-file-export::before {\n content: \"\\f56e\";\n}\n\n.fa-arrow-right-from-file::before {\n content: \"\\f56e\";\n}\n\n.fa-shield::before {\n content: \"\\f132\";\n}\n\n.fa-shield-blank::before {\n content: \"\\f132\";\n}\n\n.fa-arrow-up-short-wide::before {\n content: \"\\f885\";\n}\n\n.fa-sort-amount-up-alt::before {\n content: \"\\f885\";\n}\n\n.fa-house-medical::before {\n content: \"\\e3b2\";\n}\n\n.fa-golf-ball-tee::before {\n content: \"\\f450\";\n}\n\n.fa-golf-ball::before {\n content: \"\\f450\";\n}\n\n.fa-circle-chevron-left::before {\n content: \"\\f137\";\n}\n\n.fa-chevron-circle-left::before {\n content: \"\\f137\";\n}\n\n.fa-house-chimney-window::before {\n content: \"\\e00d\";\n}\n\n.fa-pen-nib::before {\n content: \"\\f5ad\";\n}\n\n.fa-tent-arrow-turn-left::before {\n content: \"\\e580\";\n}\n\n.fa-tents::before {\n content: \"\\e582\";\n}\n\n.fa-wand-magic::before {\n content: \"\\f0d0\";\n}\n\n.fa-magic::before {\n content: \"\\f0d0\";\n}\n\n.fa-dog::before {\n content: \"\\f6d3\";\n}\n\n.fa-carrot::before {\n content: \"\\f787\";\n}\n\n.fa-moon::before {\n content: \"\\f186\";\n}\n\n.fa-wine-glass-empty::before {\n content: \"\\f5ce\";\n}\n\n.fa-wine-glass-alt::before {\n content: \"\\f5ce\";\n}\n\n.fa-cheese::before {\n content: \"\\f7ef\";\n}\n\n.fa-yin-yang::before {\n content: \"\\f6ad\";\n}\n\n.fa-music::before {\n content: \"\\f001\";\n}\n\n.fa-code-commit::before {\n content: \"\\f386\";\n}\n\n.fa-temperature-low::before {\n content: \"\\f76b\";\n}\n\n.fa-person-biking::before {\n content: \"\\f84a\";\n}\n\n.fa-biking::before {\n content: \"\\f84a\";\n}\n\n.fa-broom::before {\n content: \"\\f51a\";\n}\n\n.fa-shield-heart::before {\n content: \"\\e574\";\n}\n\n.fa-gopuram::before {\n content: \"\\f664\";\n}\n\n.fa-earth-oceania::before {\n content: \"\\e47b\";\n}\n\n.fa-globe-oceania::before {\n content: \"\\e47b\";\n}\n\n.fa-square-xmark::before {\n content: \"\\f2d3\";\n}\n\n.fa-times-square::before {\n content: \"\\f2d3\";\n}\n\n.fa-xmark-square::before {\n content: \"\\f2d3\";\n}\n\n.fa-hashtag::before {\n content: \"\\#\";\n}\n\n.fa-up-right-and-down-left-from-center::before {\n content: \"\\f424\";\n}\n\n.fa-expand-alt::before {\n content: \"\\f424\";\n}\n\n.fa-oil-can::before {\n content: \"\\f613\";\n}\n\n.fa-t::before {\n content: \"T\";\n}\n\n.fa-hippo::before {\n content: \"\\f6ed\";\n}\n\n.fa-chart-column::before {\n content: \"\\e0e3\";\n}\n\n.fa-infinity::before {\n content: \"\\f534\";\n}\n\n.fa-vial-circle-check::before {\n content: \"\\e596\";\n}\n\n.fa-person-arrow-down-to-line::before {\n content: \"\\e538\";\n}\n\n.fa-voicemail::before {\n content: \"\\f897\";\n}\n\n.fa-fan::before {\n content: \"\\f863\";\n}\n\n.fa-person-walking-luggage::before {\n content: \"\\e554\";\n}\n\n.fa-up-down::before {\n content: \"\\f338\";\n}\n\n.fa-arrows-alt-v::before {\n content: \"\\f338\";\n}\n\n.fa-cloud-moon-rain::before {\n content: \"\\f73c\";\n}\n\n.fa-calendar::before {\n content: \"\\f133\";\n}\n\n.fa-trailer::before {\n content: \"\\e041\";\n}\n\n.fa-bahai::before {\n content: \"\\f666\";\n}\n\n.fa-haykal::before {\n content: \"\\f666\";\n}\n\n.fa-sd-card::before {\n content: \"\\f7c2\";\n}\n\n.fa-dragon::before {\n content: \"\\f6d5\";\n}\n\n.fa-shoe-prints::before {\n content: \"\\f54b\";\n}\n\n.fa-circle-plus::before {\n content: \"\\f055\";\n}\n\n.fa-plus-circle::before {\n content: \"\\f055\";\n}\n\n.fa-face-grin-tongue-wink::before {\n content: \"\\f58b\";\n}\n\n.fa-grin-tongue-wink::before {\n content: \"\\f58b\";\n}\n\n.fa-hand-holding::before {\n content: \"\\f4bd\";\n}\n\n.fa-plug-circle-exclamation::before {\n content: \"\\e55d\";\n}\n\n.fa-link-slash::before {\n content: \"\\f127\";\n}\n\n.fa-chain-broken::before {\n content: \"\\f127\";\n}\n\n.fa-chain-slash::before {\n content: \"\\f127\";\n}\n\n.fa-unlink::before {\n content: \"\\f127\";\n}\n\n.fa-clone::before {\n content: \"\\f24d\";\n}\n\n.fa-person-walking-arrow-loop-left::before {\n content: \"\\e551\";\n}\n\n.fa-arrow-up-z-a::before {\n content: \"\\f882\";\n}\n\n.fa-sort-alpha-up-alt::before {\n content: \"\\f882\";\n}\n\n.fa-fire-flame-curved::before {\n content: \"\\f7e4\";\n}\n\n.fa-fire-alt::before {\n content: \"\\f7e4\";\n}\n\n.fa-tornado::before {\n content: \"\\f76f\";\n}\n\n.fa-file-circle-plus::before {\n content: \"\\e494\";\n}\n\n.fa-book-quran::before {\n content: \"\\f687\";\n}\n\n.fa-quran::before {\n content: \"\\f687\";\n}\n\n.fa-anchor::before {\n content: \"\\f13d\";\n}\n\n.fa-border-all::before {\n content: \"\\f84c\";\n}\n\n.fa-face-angry::before {\n content: \"\\f556\";\n}\n\n.fa-angry::before {\n content: \"\\f556\";\n}\n\n.fa-cookie-bite::before {\n content: \"\\f564\";\n}\n\n.fa-arrow-trend-down::before {\n content: \"\\e097\";\n}\n\n.fa-rss::before {\n content: \"\\f09e\";\n}\n\n.fa-feed::before {\n content: \"\\f09e\";\n}\n\n.fa-draw-polygon::before {\n content: \"\\f5ee\";\n}\n\n.fa-scale-balanced::before {\n content: \"\\f24e\";\n}\n\n.fa-balance-scale::before {\n content: \"\\f24e\";\n}\n\n.fa-gauge-simple-high::before {\n content: \"\\f62a\";\n}\n\n.fa-tachometer::before {\n content: \"\\f62a\";\n}\n\n.fa-tachometer-fast::before {\n content: \"\\f62a\";\n}\n\n.fa-shower::before {\n content: \"\\f2cc\";\n}\n\n.fa-desktop::before {\n content: \"\\f390\";\n}\n\n.fa-desktop-alt::before {\n content: \"\\f390\";\n}\n\n.fa-m::before {\n content: \"M\";\n}\n\n.fa-table-list::before {\n content: \"\\f00b\";\n}\n\n.fa-th-list::before {\n content: \"\\f00b\";\n}\n\n.fa-comment-sms::before {\n content: \"\\f7cd\";\n}\n\n.fa-sms::before {\n content: \"\\f7cd\";\n}\n\n.fa-book::before {\n content: \"\\f02d\";\n}\n\n.fa-user-plus::before {\n content: \"\\f234\";\n}\n\n.fa-check::before {\n content: \"\\f00c\";\n}\n\n.fa-battery-three-quarters::before {\n content: \"\\f241\";\n}\n\n.fa-battery-4::before {\n content: \"\\f241\";\n}\n\n.fa-house-circle-check::before {\n content: \"\\e509\";\n}\n\n.fa-angle-left::before {\n content: \"\\f104\";\n}\n\n.fa-diagram-successor::before {\n content: \"\\e47a\";\n}\n\n.fa-truck-arrow-right::before {\n content: \"\\e58b\";\n}\n\n.fa-arrows-split-up-and-left::before {\n content: \"\\e4bc\";\n}\n\n.fa-hand-fist::before {\n content: \"\\f6de\";\n}\n\n.fa-fist-raised::before {\n content: \"\\f6de\";\n}\n\n.fa-cloud-moon::before {\n content: \"\\f6c3\";\n}\n\n.fa-briefcase::before {\n content: \"\\f0b1\";\n}\n\n.fa-person-falling::before {\n content: \"\\e546\";\n}\n\n.fa-image-portrait::before {\n content: \"\\f3e0\";\n}\n\n.fa-portrait::before {\n content: \"\\f3e0\";\n}\n\n.fa-user-tag::before {\n content: \"\\f507\";\n}\n\n.fa-rug::before {\n content: \"\\e569\";\n}\n\n.fa-earth-europe::before {\n content: \"\\f7a2\";\n}\n\n.fa-globe-europe::before {\n content: \"\\f7a2\";\n}\n\n.fa-cart-flatbed-suitcase::before {\n content: \"\\f59d\";\n}\n\n.fa-luggage-cart::before {\n content: \"\\f59d\";\n}\n\n.fa-rectangle-xmark::before {\n content: \"\\f410\";\n}\n\n.fa-rectangle-times::before {\n content: \"\\f410\";\n}\n\n.fa-times-rectangle::before {\n content: \"\\f410\";\n}\n\n.fa-window-close::before {\n content: \"\\f410\";\n}\n\n.fa-baht-sign::before {\n content: \"\\e0ac\";\n}\n\n.fa-book-open::before {\n content: \"\\f518\";\n}\n\n.fa-book-journal-whills::before {\n content: \"\\f66a\";\n}\n\n.fa-journal-whills::before {\n content: \"\\f66a\";\n}\n\n.fa-handcuffs::before {\n content: \"\\e4f8\";\n}\n\n.fa-triangle-exclamation::before {\n content: \"\\f071\";\n}\n\n.fa-exclamation-triangle::before {\n content: \"\\f071\";\n}\n\n.fa-warning::before {\n content: \"\\f071\";\n}\n\n.fa-database::before {\n content: \"\\f1c0\";\n}\n\n.fa-share::before {\n content: \"\\f064\";\n}\n\n.fa-mail-forward::before {\n content: \"\\f064\";\n}\n\n.fa-bottle-droplet::before {\n content: \"\\e4c4\";\n}\n\n.fa-mask-face::before {\n content: \"\\e1d7\";\n}\n\n.fa-hill-rockslide::before {\n content: \"\\e508\";\n}\n\n.fa-right-left::before {\n content: \"\\f362\";\n}\n\n.fa-exchange-alt::before {\n content: \"\\f362\";\n}\n\n.fa-paper-plane::before {\n content: \"\\f1d8\";\n}\n\n.fa-road-circle-exclamation::before {\n content: \"\\e565\";\n}\n\n.fa-dungeon::before {\n content: \"\\f6d9\";\n}\n\n.fa-align-right::before {\n content: \"\\f038\";\n}\n\n.fa-money-bill-1-wave::before {\n content: \"\\f53b\";\n}\n\n.fa-money-bill-wave-alt::before {\n content: \"\\f53b\";\n}\n\n.fa-life-ring::before {\n content: \"\\f1cd\";\n}\n\n.fa-hands::before {\n content: \"\\f2a7\";\n}\n\n.fa-sign-language::before {\n content: \"\\f2a7\";\n}\n\n.fa-signing::before {\n content: \"\\f2a7\";\n}\n\n.fa-calendar-day::before {\n content: \"\\f783\";\n}\n\n.fa-water-ladder::before {\n content: \"\\f5c5\";\n}\n\n.fa-ladder-water::before {\n content: \"\\f5c5\";\n}\n\n.fa-swimming-pool::before {\n content: \"\\f5c5\";\n}\n\n.fa-arrows-up-down::before {\n content: \"\\f07d\";\n}\n\n.fa-arrows-v::before {\n content: \"\\f07d\";\n}\n\n.fa-face-grimace::before {\n content: \"\\f57f\";\n}\n\n.fa-grimace::before {\n content: \"\\f57f\";\n}\n\n.fa-wheelchair-move::before {\n content: \"\\e2ce\";\n}\n\n.fa-wheelchair-alt::before {\n content: \"\\e2ce\";\n}\n\n.fa-turn-down::before {\n content: \"\\f3be\";\n}\n\n.fa-level-down-alt::before {\n content: \"\\f3be\";\n}\n\n.fa-person-walking-arrow-right::before {\n content: \"\\e552\";\n}\n\n.fa-square-envelope::before {\n content: \"\\f199\";\n}\n\n.fa-envelope-square::before {\n content: \"\\f199\";\n}\n\n.fa-dice::before {\n content: \"\\f522\";\n}\n\n.fa-bowling-ball::before {\n content: \"\\f436\";\n}\n\n.fa-brain::before {\n content: \"\\f5dc\";\n}\n\n.fa-bandage::before {\n content: \"\\f462\";\n}\n\n.fa-band-aid::before {\n content: \"\\f462\";\n}\n\n.fa-calendar-minus::before {\n content: \"\\f272\";\n}\n\n.fa-circle-xmark::before {\n content: \"\\f057\";\n}\n\n.fa-times-circle::before {\n content: \"\\f057\";\n}\n\n.fa-xmark-circle::before {\n content: \"\\f057\";\n}\n\n.fa-gifts::before {\n content: \"\\f79c\";\n}\n\n.fa-hotel::before {\n content: \"\\f594\";\n}\n\n.fa-earth-asia::before {\n content: \"\\f57e\";\n}\n\n.fa-globe-asia::before {\n content: \"\\f57e\";\n}\n\n.fa-id-card-clip::before {\n content: \"\\f47f\";\n}\n\n.fa-id-card-alt::before {\n content: \"\\f47f\";\n}\n\n.fa-magnifying-glass-plus::before {\n content: \"\\f00e\";\n}\n\n.fa-search-plus::before {\n content: \"\\f00e\";\n}\n\n.fa-thumbs-up::before {\n content: \"\\f164\";\n}\n\n.fa-user-clock::before {\n content: \"\\f4fd\";\n}\n\n.fa-hand-dots::before {\n content: \"\\f461\";\n}\n\n.fa-allergies::before {\n content: \"\\f461\";\n}\n\n.fa-file-invoice::before {\n content: \"\\f570\";\n}\n\n.fa-window-minimize::before {\n content: \"\\f2d1\";\n}\n\n.fa-mug-saucer::before {\n content: \"\\f0f4\";\n}\n\n.fa-coffee::before {\n content: \"\\f0f4\";\n}\n\n.fa-brush::before {\n content: \"\\f55d\";\n}\n\n.fa-mask::before {\n content: \"\\f6fa\";\n}\n\n.fa-magnifying-glass-minus::before {\n content: \"\\f010\";\n}\n\n.fa-search-minus::before {\n content: \"\\f010\";\n}\n\n.fa-ruler-vertical::before {\n content: \"\\f548\";\n}\n\n.fa-user-large::before {\n content: \"\\f406\";\n}\n\n.fa-user-alt::before {\n content: \"\\f406\";\n}\n\n.fa-train-tram::before {\n content: \"\\e5b4\";\n}\n\n.fa-user-nurse::before {\n content: \"\\f82f\";\n}\n\n.fa-syringe::before {\n content: \"\\f48e\";\n}\n\n.fa-cloud-sun::before {\n content: \"\\f6c4\";\n}\n\n.fa-stopwatch-20::before {\n content: \"\\e06f\";\n}\n\n.fa-square-full::before {\n content: \"\\f45c\";\n}\n\n.fa-magnet::before {\n content: \"\\f076\";\n}\n\n.fa-jar::before {\n content: \"\\e516\";\n}\n\n.fa-note-sticky::before {\n content: \"\\f249\";\n}\n\n.fa-sticky-note::before {\n content: \"\\f249\";\n}\n\n.fa-bug-slash::before {\n content: \"\\e490\";\n}\n\n.fa-arrow-up-from-water-pump::before {\n content: \"\\e4b6\";\n}\n\n.fa-bone::before {\n content: \"\\f5d7\";\n}\n\n.fa-user-injured::before {\n content: \"\\f728\";\n}\n\n.fa-face-sad-tear::before {\n content: \"\\f5b4\";\n}\n\n.fa-sad-tear::before {\n content: \"\\f5b4\";\n}\n\n.fa-plane::before {\n content: \"\\f072\";\n}\n\n.fa-tent-arrows-down::before {\n content: \"\\e581\";\n}\n\n.fa-exclamation::before {\n content: \"\\!\";\n}\n\n.fa-arrows-spin::before {\n content: \"\\e4bb\";\n}\n\n.fa-print::before {\n content: \"\\f02f\";\n}\n\n.fa-turkish-lira-sign::before {\n content: \"\\e2bb\";\n}\n\n.fa-try::before {\n content: \"\\e2bb\";\n}\n\n.fa-turkish-lira::before {\n content: \"\\e2bb\";\n}\n\n.fa-dollar-sign::before {\n content: \"\\$\";\n}\n\n.fa-dollar::before {\n content: \"\\$\";\n}\n\n.fa-usd::before {\n content: \"\\$\";\n}\n\n.fa-x::before {\n content: \"X\";\n}\n\n.fa-magnifying-glass-dollar::before {\n content: \"\\f688\";\n}\n\n.fa-search-dollar::before {\n content: \"\\f688\";\n}\n\n.fa-users-gear::before {\n content: \"\\f509\";\n}\n\n.fa-users-cog::before {\n content: \"\\f509\";\n}\n\n.fa-person-military-pointing::before {\n content: \"\\e54a\";\n}\n\n.fa-building-columns::before {\n content: \"\\f19c\";\n}\n\n.fa-bank::before {\n content: \"\\f19c\";\n}\n\n.fa-institution::before {\n content: \"\\f19c\";\n}\n\n.fa-museum::before {\n content: \"\\f19c\";\n}\n\n.fa-university::before {\n content: \"\\f19c\";\n}\n\n.fa-umbrella::before {\n content: \"\\f0e9\";\n}\n\n.fa-trowel::before {\n content: \"\\e589\";\n}\n\n.fa-d::before {\n content: \"D\";\n}\n\n.fa-stapler::before {\n content: \"\\e5af\";\n}\n\n.fa-masks-theater::before {\n content: \"\\f630\";\n}\n\n.fa-theater-masks::before {\n content: \"\\f630\";\n}\n\n.fa-kip-sign::before {\n content: \"\\e1c4\";\n}\n\n.fa-hand-point-left::before {\n content: \"\\f0a5\";\n}\n\n.fa-handshake-simple::before {\n content: \"\\f4c6\";\n}\n\n.fa-handshake-alt::before {\n content: \"\\f4c6\";\n}\n\n.fa-jet-fighter::before {\n content: \"\\f0fb\";\n}\n\n.fa-fighter-jet::before {\n content: \"\\f0fb\";\n}\n\n.fa-square-share-nodes::before {\n content: \"\\f1e1\";\n}\n\n.fa-share-alt-square::before {\n content: \"\\f1e1\";\n}\n\n.fa-barcode::before {\n content: \"\\f02a\";\n}\n\n.fa-plus-minus::before {\n content: \"\\e43c\";\n}\n\n.fa-video::before {\n content: \"\\f03d\";\n}\n\n.fa-video-camera::before {\n content: \"\\f03d\";\n}\n\n.fa-graduation-cap::before {\n content: \"\\f19d\";\n}\n\n.fa-mortar-board::before {\n content: \"\\f19d\";\n}\n\n.fa-hand-holding-medical::before {\n content: \"\\e05c\";\n}\n\n.fa-person-circle-check::before {\n content: \"\\e53e\";\n}\n\n.fa-turn-up::before {\n content: \"\\f3bf\";\n}\n\n.fa-level-up-alt::before {\n content: \"\\f3bf\";\n}\n\n.sr-only,\n.fa-sr-only {\n position: absolute;\n width: 1px;\n height: 1px;\n padding: 0;\n margin: -1px;\n overflow: hidden;\n clip: rect(0, 0, 0, 0);\n white-space: nowrap;\n border-width: 0;\n}\n\n.sr-only-focusable:not(:focus),\n.fa-sr-only-focusable:not(:focus) {\n position: absolute;\n width: 1px;\n height: 1px;\n padding: 0;\n margin: -1px;\n overflow: hidden;\n clip: rect(0, 0, 0, 0);\n white-space: nowrap;\n border-width: 0;\n}\n\n/*!\n * Font Awesome Free 6.5.2 by @fontawesome - https://fontawesome.com\n * License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)\n * Copyright 2024 Fonticons, Inc.\n */\n:root, :host {\n --fa-style-family-classic: \"Font Awesome 6 Free\";\n --fa-font-solid: normal 900 1em/1 \"Font Awesome 6 Free\";\n}\n\n@font-face {\n font-family: \"Font Awesome 6 Free\";\n font-style: normal;\n font-weight: 900;\n font-display: block;\n src: url(\"../webfonts/fa-solid-900.woff2\") format(\"woff2\"), url(\"../webfonts/fa-solid-900.ttf\") format(\"truetype\");\n}\n.fas,\n.fa-solid {\n font-weight: 900;\n}\n\n/*!\n * Font Awesome Free 6.5.2 by @fontawesome - https://fontawesome.com\n * License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)\n * Copyright 2024 Fonticons, Inc.\n */\n:root, :host {\n --fa-style-family-classic: \"Font Awesome 6 Free\";\n --fa-font-regular: normal 400 1em/1 \"Font Awesome 6 Free\";\n}\n\n@font-face {\n font-family: \"Font Awesome 6 Free\";\n font-style: normal;\n font-weight: 400;\n font-display: block;\n src: url(\"../webfonts/fa-regular-400.woff2\") format(\"woff2\"), url(\"../webfonts/fa-regular-400.ttf\") format(\"truetype\");\n}\n.far,\n.fa-regular {\n font-weight: 400;\n}\n\n/*!\n * Font Awesome Free 6.5.2 by @fontawesome - https://fontawesome.com\n * License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)\n * Copyright 2024 Fonticons, Inc.\n */\n:root, :host {\n --fa-style-family-brands: \"Font Awesome 6 Brands\";\n --fa-font-brands: normal 400 1em/1 \"Font Awesome 6 Brands\";\n}\n\n@font-face {\n font-family: \"Font Awesome 6 Brands\";\n font-style: normal;\n font-weight: 400;\n font-display: block;\n src: url(\"../webfonts/fa-brands-400.woff2\") format(\"woff2\"), url(\"../webfonts/fa-brands-400.ttf\") format(\"truetype\");\n}\n.fab,\n.fa-brands {\n font-weight: 400;\n}\n\n.fa-monero:before {\n content: \"\\f3d0\";\n}\n\n.fa-hooli:before {\n content: \"\\f427\";\n}\n\n.fa-yelp:before {\n content: \"\\f1e9\";\n}\n\n.fa-cc-visa:before {\n content: \"\\f1f0\";\n}\n\n.fa-lastfm:before {\n content: \"\\f202\";\n}\n\n.fa-shopware:before {\n content: \"\\f5b5\";\n}\n\n.fa-creative-commons-nc:before {\n content: \"\\f4e8\";\n}\n\n.fa-aws:before {\n content: \"\\f375\";\n}\n\n.fa-redhat:before {\n content: \"\\f7bc\";\n}\n\n.fa-yoast:before {\n content: \"\\f2b1\";\n}\n\n.fa-cloudflare:before {\n content: \"\\e07d\";\n}\n\n.fa-ups:before {\n content: \"\\f7e0\";\n}\n\n.fa-pixiv:before {\n content: \"\\e640\";\n}\n\n.fa-wpexplorer:before {\n content: \"\\f2de\";\n}\n\n.fa-dyalog:before {\n content: \"\\f399\";\n}\n\n.fa-bity:before {\n content: \"\\f37a\";\n}\n\n.fa-stackpath:before {\n content: \"\\f842\";\n}\n\n.fa-buysellads:before {\n content: \"\\f20d\";\n}\n\n.fa-first-order:before {\n content: \"\\f2b0\";\n}\n\n.fa-modx:before {\n content: \"\\f285\";\n}\n\n.fa-guilded:before {\n content: \"\\e07e\";\n}\n\n.fa-vnv:before {\n content: \"\\f40b\";\n}\n\n.fa-square-js:before {\n content: \"\\f3b9\";\n}\n\n.fa-js-square:before {\n content: \"\\f3b9\";\n}\n\n.fa-microsoft:before {\n content: \"\\f3ca\";\n}\n\n.fa-qq:before {\n content: \"\\f1d6\";\n}\n\n.fa-orcid:before {\n content: \"\\f8d2\";\n}\n\n.fa-java:before {\n content: \"\\f4e4\";\n}\n\n.fa-invision:before {\n content: \"\\f7b0\";\n}\n\n.fa-creative-commons-pd-alt:before {\n content: \"\\f4ed\";\n}\n\n.fa-centercode:before {\n content: \"\\f380\";\n}\n\n.fa-glide-g:before {\n content: \"\\f2a6\";\n}\n\n.fa-drupal:before {\n content: \"\\f1a9\";\n}\n\n.fa-jxl:before {\n content: \"\\e67b\";\n}\n\n.fa-hire-a-helper:before {\n content: \"\\f3b0\";\n}\n\n.fa-creative-commons-by:before {\n content: \"\\f4e7\";\n}\n\n.fa-unity:before {\n content: \"\\e049\";\n}\n\n.fa-whmcs:before {\n content: \"\\f40d\";\n}\n\n.fa-rocketchat:before {\n content: \"\\f3e8\";\n}\n\n.fa-vk:before {\n content: \"\\f189\";\n}\n\n.fa-untappd:before {\n content: \"\\f405\";\n}\n\n.fa-mailchimp:before {\n content: \"\\f59e\";\n}\n\n.fa-css3-alt:before {\n content: \"\\f38b\";\n}\n\n.fa-square-reddit:before {\n content: \"\\f1a2\";\n}\n\n.fa-reddit-square:before {\n content: \"\\f1a2\";\n}\n\n.fa-vimeo-v:before {\n content: \"\\f27d\";\n}\n\n.fa-contao:before {\n content: \"\\f26d\";\n}\n\n.fa-square-font-awesome:before {\n content: \"\\e5ad\";\n}\n\n.fa-deskpro:before {\n content: \"\\f38f\";\n}\n\n.fa-brave:before {\n content: \"\\e63c\";\n}\n\n.fa-sistrix:before {\n content: \"\\f3ee\";\n}\n\n.fa-square-instagram:before {\n content: \"\\e055\";\n}\n\n.fa-instagram-square:before {\n content: \"\\e055\";\n}\n\n.fa-battle-net:before {\n content: \"\\f835\";\n}\n\n.fa-the-red-yeti:before {\n content: \"\\f69d\";\n}\n\n.fa-square-hacker-news:before {\n content: \"\\f3af\";\n}\n\n.fa-hacker-news-square:before {\n content: \"\\f3af\";\n}\n\n.fa-edge:before {\n content: \"\\f282\";\n}\n\n.fa-threads:before {\n content: \"\\e618\";\n}\n\n.fa-napster:before {\n content: \"\\f3d2\";\n}\n\n.fa-square-snapchat:before {\n content: \"\\f2ad\";\n}\n\n.fa-snapchat-square:before {\n content: \"\\f2ad\";\n}\n\n.fa-google-plus-g:before {\n content: \"\\f0d5\";\n}\n\n.fa-artstation:before {\n content: \"\\f77a\";\n}\n\n.fa-markdown:before {\n content: \"\\f60f\";\n}\n\n.fa-sourcetree:before {\n content: \"\\f7d3\";\n}\n\n.fa-google-plus:before {\n content: \"\\f2b3\";\n}\n\n.fa-diaspora:before {\n content: \"\\f791\";\n}\n\n.fa-foursquare:before {\n content: \"\\f180\";\n}\n\n.fa-stack-overflow:before {\n content: \"\\f16c\";\n}\n\n.fa-github-alt:before {\n content: \"\\f113\";\n}\n\n.fa-phoenix-squadron:before {\n content: \"\\f511\";\n}\n\n.fa-pagelines:before {\n content: \"\\f18c\";\n}\n\n.fa-algolia:before {\n content: \"\\f36c\";\n}\n\n.fa-red-river:before {\n content: \"\\f3e3\";\n}\n\n.fa-creative-commons-sa:before {\n content: \"\\f4ef\";\n}\n\n.fa-safari:before {\n content: \"\\f267\";\n}\n\n.fa-google:before {\n content: \"\\f1a0\";\n}\n\n.fa-square-font-awesome-stroke:before {\n content: \"\\f35c\";\n}\n\n.fa-font-awesome-alt:before {\n content: \"\\f35c\";\n}\n\n.fa-atlassian:before {\n content: \"\\f77b\";\n}\n\n.fa-linkedin-in:before {\n content: \"\\f0e1\";\n}\n\n.fa-digital-ocean:before {\n content: \"\\f391\";\n}\n\n.fa-nimblr:before {\n content: \"\\f5a8\";\n}\n\n.fa-chromecast:before {\n content: \"\\f838\";\n}\n\n.fa-evernote:before {\n content: \"\\f839\";\n}\n\n.fa-hacker-news:before {\n content: \"\\f1d4\";\n}\n\n.fa-creative-commons-sampling:before {\n content: \"\\f4f0\";\n}\n\n.fa-adversal:before {\n content: \"\\f36a\";\n}\n\n.fa-creative-commons:before {\n content: \"\\f25e\";\n}\n\n.fa-watchman-monitoring:before {\n content: \"\\e087\";\n}\n\n.fa-fonticons:before {\n content: \"\\f280\";\n}\n\n.fa-weixin:before {\n content: \"\\f1d7\";\n}\n\n.fa-shirtsinbulk:before {\n content: \"\\f214\";\n}\n\n.fa-codepen:before {\n content: \"\\f1cb\";\n}\n\n.fa-git-alt:before {\n content: \"\\f841\";\n}\n\n.fa-lyft:before {\n content: \"\\f3c3\";\n}\n\n.fa-rev:before {\n content: \"\\f5b2\";\n}\n\n.fa-windows:before {\n content: \"\\f17a\";\n}\n\n.fa-wizards-of-the-coast:before {\n content: \"\\f730\";\n}\n\n.fa-square-viadeo:before {\n content: \"\\f2aa\";\n}\n\n.fa-viadeo-square:before {\n content: \"\\f2aa\";\n}\n\n.fa-meetup:before {\n content: \"\\f2e0\";\n}\n\n.fa-centos:before {\n content: \"\\f789\";\n}\n\n.fa-adn:before {\n content: \"\\f170\";\n}\n\n.fa-cloudsmith:before {\n content: \"\\f384\";\n}\n\n.fa-opensuse:before {\n content: \"\\e62b\";\n}\n\n.fa-pied-piper-alt:before {\n content: \"\\f1a8\";\n}\n\n.fa-square-dribbble:before {\n content: \"\\f397\";\n}\n\n.fa-dribbble-square:before {\n content: \"\\f397\";\n}\n\n.fa-codiepie:before {\n content: \"\\f284\";\n}\n\n.fa-node:before {\n content: \"\\f419\";\n}\n\n.fa-mix:before {\n content: \"\\f3cb\";\n}\n\n.fa-steam:before {\n content: \"\\f1b6\";\n}\n\n.fa-cc-apple-pay:before {\n content: \"\\f416\";\n}\n\n.fa-scribd:before {\n content: \"\\f28a\";\n}\n\n.fa-debian:before {\n content: \"\\e60b\";\n}\n\n.fa-openid:before {\n content: \"\\f19b\";\n}\n\n.fa-instalod:before {\n content: \"\\e081\";\n}\n\n.fa-expeditedssl:before {\n content: \"\\f23e\";\n}\n\n.fa-sellcast:before {\n content: \"\\f2da\";\n}\n\n.fa-square-twitter:before {\n content: \"\\f081\";\n}\n\n.fa-twitter-square:before {\n content: \"\\f081\";\n}\n\n.fa-r-project:before {\n content: \"\\f4f7\";\n}\n\n.fa-delicious:before {\n content: \"\\f1a5\";\n}\n\n.fa-freebsd:before {\n content: \"\\f3a4\";\n}\n\n.fa-vuejs:before {\n content: \"\\f41f\";\n}\n\n.fa-accusoft:before {\n content: \"\\f369\";\n}\n\n.fa-ioxhost:before {\n content: \"\\f208\";\n}\n\n.fa-fonticons-fi:before {\n content: \"\\f3a2\";\n}\n\n.fa-app-store:before {\n content: \"\\f36f\";\n}\n\n.fa-cc-mastercard:before {\n content: \"\\f1f1\";\n}\n\n.fa-itunes-note:before {\n content: \"\\f3b5\";\n}\n\n.fa-golang:before {\n content: \"\\e40f\";\n}\n\n.fa-kickstarter:before {\n content: \"\\f3bb\";\n}\n\n.fa-square-kickstarter:before {\n content: \"\\f3bb\";\n}\n\n.fa-grav:before {\n content: \"\\f2d6\";\n}\n\n.fa-weibo:before {\n content: \"\\f18a\";\n}\n\n.fa-uncharted:before {\n content: \"\\e084\";\n}\n\n.fa-firstdraft:before {\n content: \"\\f3a1\";\n}\n\n.fa-square-youtube:before {\n content: \"\\f431\";\n}\n\n.fa-youtube-square:before {\n content: \"\\f431\";\n}\n\n.fa-wikipedia-w:before {\n content: \"\\f266\";\n}\n\n.fa-wpressr:before {\n content: \"\\f3e4\";\n}\n\n.fa-rendact:before {\n content: \"\\f3e4\";\n}\n\n.fa-angellist:before {\n content: \"\\f209\";\n}\n\n.fa-galactic-republic:before {\n content: \"\\f50c\";\n}\n\n.fa-nfc-directional:before {\n content: \"\\e530\";\n}\n\n.fa-skype:before {\n content: \"\\f17e\";\n}\n\n.fa-joget:before {\n content: \"\\f3b7\";\n}\n\n.fa-fedora:before {\n content: \"\\f798\";\n}\n\n.fa-stripe-s:before {\n content: \"\\f42a\";\n}\n\n.fa-meta:before {\n content: \"\\e49b\";\n}\n\n.fa-laravel:before {\n content: \"\\f3bd\";\n}\n\n.fa-hotjar:before {\n content: \"\\f3b1\";\n}\n\n.fa-bluetooth-b:before {\n content: \"\\f294\";\n}\n\n.fa-square-letterboxd:before {\n content: \"\\e62e\";\n}\n\n.fa-sticker-mule:before {\n content: \"\\f3f7\";\n}\n\n.fa-creative-commons-zero:before {\n content: \"\\f4f3\";\n}\n\n.fa-hips:before {\n content: \"\\f452\";\n}\n\n.fa-behance:before {\n content: \"\\f1b4\";\n}\n\n.fa-reddit:before {\n content: \"\\f1a1\";\n}\n\n.fa-discord:before {\n content: \"\\f392\";\n}\n\n.fa-chrome:before {\n content: \"\\f268\";\n}\n\n.fa-app-store-ios:before {\n 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\"\\f371\";\n}\n\n.fa-fort-awesome:before {\n content: \"\\f286\";\n}\n\n.fa-waze:before {\n content: \"\\f83f\";\n}\n\n.fa-bluesky:before {\n content: \"\\e671\";\n}\n\n.fa-cc-jcb:before {\n content: \"\\f24b\";\n}\n\n.fa-snapchat:before {\n content: \"\\f2ab\";\n}\n\n.fa-snapchat-ghost:before {\n content: \"\\f2ab\";\n}\n\n.fa-fantasy-flight-games:before {\n content: \"\\f6dc\";\n}\n\n.fa-rust:before {\n content: \"\\e07a\";\n}\n\n.fa-wix:before {\n content: \"\\f5cf\";\n}\n\n.fa-square-behance:before {\n content: \"\\f1b5\";\n}\n\n.fa-behance-square:before {\n content: \"\\f1b5\";\n}\n\n.fa-supple:before {\n content: \"\\f3f9\";\n}\n\n.fa-webflow:before {\n content: \"\\e65c\";\n}\n\n.fa-rebel:before {\n content: \"\\f1d0\";\n}\n\n.fa-css3:before {\n content: \"\\f13c\";\n}\n\n.fa-staylinked:before {\n content: \"\\f3f5\";\n}\n\n.fa-kaggle:before {\n content: \"\\f5fa\";\n}\n\n.fa-space-awesome:before {\n content: \"\\e5ac\";\n}\n\n.fa-deviantart:before {\n content: \"\\f1bd\";\n}\n\n.fa-cpanel:before {\n content: \"\\f388\";\n}\n\n.fa-goodreads-g:before {\n content: \"\\f3a9\";\n}\n\n.fa-square-git:before {\n content: \"\\f1d2\";\n}\n\n.fa-git-square:before {\n content: \"\\f1d2\";\n}\n\n.fa-square-tumblr:before {\n content: \"\\f174\";\n}\n\n.fa-tumblr-square:before {\n content: \"\\f174\";\n}\n\n.fa-trello:before {\n content: \"\\f181\";\n}\n\n.fa-creative-commons-nc-jp:before {\n content: \"\\f4ea\";\n}\n\n.fa-get-pocket:before {\n content: \"\\f265\";\n}\n\n.fa-perbyte:before {\n content: \"\\e083\";\n}\n\n.fa-grunt:before {\n content: \"\\f3ad\";\n}\n\n.fa-weebly:before {\n content: \"\\f5cc\";\n}\n\n.fa-connectdevelop:before {\n content: \"\\f20e\";\n}\n\n.fa-leanpub:before {\n content: \"\\f212\";\n}\n\n.fa-black-tie:before {\n content: \"\\f27e\";\n}\n\n.fa-themeco:before {\n content: \"\\f5c6\";\n}\n\n.fa-python:before {\n content: \"\\f3e2\";\n}\n\n.fa-android:before {\n content: \"\\f17b\";\n}\n\n.fa-bots:before {\n content: \"\\e340\";\n}\n\n.fa-free-code-camp:before {\n content: \"\\f2c5\";\n}\n\n.fa-hornbill:before {\n content: \"\\f592\";\n}\n\n.fa-js:before {\n content: \"\\f3b8\";\n}\n\n.fa-ideal:before {\n content: \"\\e013\";\n}\n\n.fa-git:before {\n content: \"\\f1d3\";\n}\n\n.fa-dev:before {\n content: \"\\f6cc\";\n}\n\n.fa-sketch:before {\n content: \"\\f7c6\";\n}\n\n.fa-yandex-international:before {\n content: \"\\f414\";\n}\n\n.fa-cc-amex:before {\n content: \"\\f1f3\";\n}\n\n.fa-uber:before {\n content: \"\\f402\";\n}\n\n.fa-github:before {\n content: \"\\f09b\";\n}\n\n.fa-php:before {\n content: \"\\f457\";\n}\n\n.fa-alipay:before {\n content: \"\\f642\";\n}\n\n.fa-youtube:before {\n content: \"\\f167\";\n}\n\n.fa-skyatlas:before {\n content: \"\\f216\";\n}\n\n.fa-firefox-browser:before {\n content: \"\\e007\";\n}\n\n.fa-replyd:before {\n content: \"\\f3e6\";\n}\n\n.fa-suse:before {\n content: \"\\f7d6\";\n}\n\n.fa-jenkins:before {\n content: \"\\f3b6\";\n}\n\n.fa-twitter:before {\n content: \"\\f099\";\n}\n\n.fa-rockrms:before {\n content: \"\\f3e9\";\n}\n\n.fa-pinterest:before {\n content: \"\\f0d2\";\n}\n\n.fa-buffer:before {\n content: \"\\f837\";\n}\n\n.fa-npm:before {\n content: \"\\f3d4\";\n}\n\n.fa-yammer:before {\n content: \"\\f840\";\n}\n\n.fa-btc:before {\n content: \"\\f15a\";\n}\n\n.fa-dribbble:before {\n content: \"\\f17d\";\n}\n\n.fa-stumbleupon-circle:before {\n content: \"\\f1a3\";\n}\n\n.fa-internet-explorer:before {\n content: \"\\f26b\";\n}\n\n.fa-stubber:before {\n content: \"\\e5c7\";\n}\n\n.fa-telegram:before {\n content: \"\\f2c6\";\n}\n\n.fa-telegram-plane:before {\n content: \"\\f2c6\";\n}\n\n.fa-old-republic:before {\n content: \"\\f510\";\n}\n\n.fa-odysee:before {\n content: \"\\e5c6\";\n}\n\n.fa-square-whatsapp:before {\n content: \"\\f40c\";\n}\n\n.fa-whatsapp-square:before {\n content: \"\\f40c\";\n}\n\n.fa-node-js:before {\n content: \"\\f3d3\";\n}\n\n.fa-edge-legacy:before {\n content: \"\\e078\";\n}\n\n.fa-slack:before {\n content: \"\\f198\";\n}\n\n.fa-slack-hash:before {\n content: \"\\f198\";\n}\n\n.fa-medrt:before {\n content: \"\\f3c8\";\n}\n\n.fa-usb:before {\n content: \"\\f287\";\n}\n\n.fa-tumblr:before {\n content: \"\\f173\";\n}\n\n.fa-vaadin:before {\n content: \"\\f408\";\n}\n\n.fa-quora:before {\n content: \"\\f2c4\";\n}\n\n.fa-square-x-twitter:before {\n content: \"\\e61a\";\n}\n\n.fa-reacteurope:before {\n content: \"\\f75d\";\n}\n\n.fa-medium:before {\n content: \"\\f23a\";\n}\n\n.fa-medium-m:before {\n content: \"\\f23a\";\n}\n\n.fa-amilia:before {\n content: \"\\f36d\";\n}\n\n.fa-mixcloud:before {\n content: \"\\f289\";\n}\n\n.fa-flipboard:before {\n content: \"\\f44d\";\n}\n\n.fa-viacoin:before {\n content: \"\\f237\";\n}\n\n.fa-critical-role:before {\n content: \"\\f6c9\";\n}\n\n.fa-sitrox:before {\n content: \"\\e44a\";\n}\n\n.fa-discourse:before {\n content: \"\\f393\";\n}\n\n.fa-joomla:before {\n content: \"\\f1aa\";\n}\n\n.fa-mastodon:before {\n content: \"\\f4f6\";\n}\n\n.fa-airbnb:before {\n content: \"\\f834\";\n}\n\n.fa-wolf-pack-battalion:before {\n content: \"\\f514\";\n}\n\n.fa-buy-n-large:before {\n content: \"\\f8a6\";\n}\n\n.fa-gulp:before {\n content: \"\\f3ae\";\n}\n\n.fa-creative-commons-sampling-plus:before {\n content: \"\\f4f1\";\n}\n\n.fa-strava:before {\n content: \"\\f428\";\n}\n\n.fa-ember:before {\n content: \"\\f423\";\n}\n\n.fa-canadian-maple-leaf:before {\n content: \"\\f785\";\n}\n\n.fa-teamspeak:before {\n content: \"\\f4f9\";\n}\n\n.fa-pushed:before {\n content: \"\\f3e1\";\n}\n\n.fa-wordpress-simple:before {\n content: \"\\f411\";\n}\n\n.fa-nutritionix:before {\n content: \"\\f3d6\";\n}\n\n.fa-wodu:before {\n content: \"\\e088\";\n}\n\n.fa-google-pay:before {\n content: \"\\e079\";\n}\n\n.fa-intercom:before {\n content: \"\\f7af\";\n}\n\n.fa-zhihu:before {\n content: \"\\f63f\";\n}\n\n.fa-korvue:before {\n content: \"\\f42f\";\n}\n\n.fa-pix:before {\n content: \"\\e43a\";\n}\n\n.fa-steam-symbol:before {\n content: \"\\f3f6\";\n}\n\nhtml {\n /*****************************************************************************\n * Overall Layout Variables\n */\n --pst-header-height: 4rem;\n --pst-header-article-height: calc(var(--pst-header-height) * 2 / 3);\n --pst-sidebar-secondary: 17rem;\n}\n\n/*******************************************************************************\n* Breakpoints that trigger UI changes\n*\n* Note that media-breakpoint-down begins at the next highest level!\n* So we should choose a media-breakpoint-down one *lower* than when we want to start\n* example: media-breakpoint-up(md) and media-breakpoint-down(sm) trigger at the same time\n* ref: https://github.com/twbs/bootstrap/issues/31214\n*/\n/*******************************************************************************\n* Define the animation behaviour\n*/\n/*******************************************************************************\n* UI shaping and padding\n*/\nhtml {\n /*****************************************************************************\n * Font features used in this theme\n */\n --pst-font-size-base: 1rem;\n --pst-font-size-h1: 2.625rem;\n --pst-font-size-h2: 2.125rem;\n --pst-font-size-h3: 1.75rem;\n --pst-font-size-h4: 1.5rem;\n --pst-font-size-h5: 1.25rem;\n --pst-font-size-h6: 1rem;\n --pst-font-size-milli: 0.9rem;\n --pst-sidebar-font-size: 0.9rem;\n --pst-sidebar-font-size-mobile: 1.1rem;\n --pst-sidebar-header-font-size: 1.2rem;\n --pst-sidebar-header-font-weight: 600;\n --pst-admonition-font-weight-heading: 600;\n --pst-font-weight-caption: 300;\n --pst-font-weight-heading: 600;\n --pst-font-family-base-system: -apple-system, \"BlinkMacSystemFont\", \"Segoe UI\",\n \"Helvetica Neue\", \"Arial\", sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\",\n \"Segoe UI Symbol\";\n --pst-font-family-monospace-system: \"SFMono-Regular\", \"Menlo\", \"Consolas\",\n \"Monaco\", \"Liberation Mono\", \"Lucida Console\", monospace;\n --pst-font-family-base: var(--pst-font-family-base-system);\n --pst-font-family-heading: var(--pst-font-family-base-system);\n --pst-font-family-monospace: var(--pst-font-family-monospace-system);\n}\n\nhtml {\n /*****************************************************************************\n * Icon\n */\n --pst-font-size-icon: 1.5rem;\n --pst-icon-check-circle: \"\";\n --pst-icon-info-circle: \"\";\n --pst-icon-exclamation-triangle: \"\";\n --pst-icon-exclamation-circle: \"\";\n --pst-icon-times-circle: \"\";\n --pst-icon-lightbulb: \"\";\n --pst-icon-download: \"\";\n --pst-icon-angle-left: \"\";\n --pst-icon-angle-right: \"\";\n --pst-icon-external-link: \"\";\n --pst-icon-search-minus: \"\";\n --pst-icon-github: \"\";\n --pst-icon-gitlab: \"\";\n --pst-icon-share: \"\";\n --pst-icon-bell: \"\";\n --pst-icon-pencil: \"\";\n --pst-breadcrumb-divider: \"\";\n}\n\nhtml {\n /*****************************************************************************\n * Admonitions\n **/\n --pst-icon-admonition-default: var(--pst-icon-bell);\n --pst-icon-admonition-note: var(--pst-icon-info-circle);\n --pst-icon-admonition-attention: var(--pst-icon-exclamation-circle);\n --pst-icon-admonition-caution: var(--pst-icon-exclamation-triangle);\n --pst-icon-admonition-warning: var(--pst-icon-exclamation-triangle);\n --pst-icon-admonition-danger: var(--pst-icon-exclamation-triangle);\n --pst-icon-admonition-error: var(--pst-icon-times-circle);\n --pst-icon-admonition-hint: var(--pst-icon-lightbulb);\n --pst-icon-admonition-tip: var(--pst-icon-lightbulb);\n --pst-icon-admonition-important: var(--pst-icon-exclamation-circle);\n --pst-icon-admonition-seealso: var(--pst-icon-share);\n --pst-icon-admonition-todo: var(--pst-icon-pencil);\n}\n\nhtml {\n /*****************************************************************************\n * versionmodified\n **/\n --pst-icon-versionmodified-default: var(--pst-icon-exclamation-circle);\n --pst-icon-versionmodified-added: var(--pst-icon-exclamation-circle);\n --pst-icon-versionmodified-changed: var(--pst-icon-exclamation-circle);\n --pst-icon-versionmodified-deprecated: var(--pst-icon-exclamation-circle);\n}\n\n/*******************************************************************************\n* master color map. Only the colors that actually differ between light and dark\n* themes are specified separately.\n*\n* To see the full list of colors see https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1234%3A765&t=ifcFT1JtnrSshGfi-1\n*/\n/**\n* Function to get items from nested maps\n*/\n/* Assign base colors for the PyData theme */\n:root {\n --pst-teal-50: #f4fbfc;\n --pst-teal-100: #e9f6f8;\n --pst-teal-200: #d0ecf1;\n --pst-teal-300: #abdde6;\n --pst-teal-400: #3fb1c5;\n --pst-teal-500: #0a7d91;\n --pst-teal-600: #085d6c;\n --pst-teal-700: #064752;\n --pst-teal-800: #042c33;\n --pst-teal-900: #021b1f;\n --pst-violet-50: #f4eefb;\n --pst-violet-100: #e0c7ff;\n --pst-violet-200: #d5b4fd;\n --pst-violet-300: #b780ff;\n --pst-violet-400: #9c5ffd;\n --pst-violet-500: #8045e5;\n --pst-violet-600: #6432bd;\n --pst-violet-700: #4b258f;\n --pst-violet-800: #341a61;\n --pst-violet-900: #1e0e39;\n --pst-gray-50: #f9f9fa;\n --pst-gray-100: #f3f4f5;\n --pst-gray-200: #e5e7ea;\n --pst-gray-300: #d1d5da;\n --pst-gray-400: #9ca4af;\n --pst-gray-500: #677384;\n --pst-gray-600: #48566b;\n --pst-gray-700: #29313d;\n --pst-gray-800: #222832;\n --pst-gray-900: #14181e;\n --pst-pink-50: #fcf8fd;\n --pst-pink-100: #fcf0fa;\n --pst-pink-200: #f8dff5;\n --pst-pink-300: #f3c7ee;\n --pst-pink-400: #e47fd7;\n --pst-pink-500: #c132af;\n --pst-pink-600: #912583;\n --pst-pink-700: #6e1c64;\n --pst-pink-800: #46123f;\n --pst-pink-900: #2b0b27;\n --pst-foundation-white: #ffffff;\n --pst-foundation-black: #14181e;\n}\n\n/*******************************************************************************\n* write the color rules for each theme (light/dark)\n*/\n/* NOTE:\n * Mixins enable us to reuse the same definitions for the different modes\n * https://sass-lang.com/documentation/at-rules/mixin\n * something inserts a variable into a CSS selector or property name\n * https://sass-lang.com/documentation/interpolation\n */\n/* Defaults to light mode if data-theme is not set */\nhtml:not([data-theme]) {\n --pst-color-primary: #0a7d91;\n --pst-color-primary-bg: #d0ecf1;\n --pst-color-secondary: #8045e5;\n --pst-color-secondary-bg: #e0c7ff;\n --pst-color-accent: #c132af;\n --pst-color-accent-bg: #f8dff5;\n --pst-color-info: #276be9;\n --pst-color-info-bg: #dce7fc;\n --pst-color-warning: #f66a0a;\n --pst-color-warning-bg: #f8e3d0;\n --pst-color-success: #00843f;\n --pst-color-success-bg: #d6ece1;\n --pst-color-attention: var(--pst-color-warning);\n --pst-color-attention-bg: var(--pst-color-warning-bg);\n --pst-color-danger: #d72d47;\n --pst-color-danger-bg: #f9e1e4;\n --pst-color-text-base: #222832;\n --pst-color-text-muted: #48566b;\n --pst-color-heading-color: #fff;\n --pst-color-shadow: rgba(0, 0, 0, 0.1);\n --pst-color-border: #d1d5da;\n --pst-color-border-muted: rgba(23, 23, 26, 0.2);\n --pst-color-blockquote-notch: #677384;\n --pst-color-inline-code: #912583;\n --pst-color-inline-code-links: #085d6c;\n --pst-color-target: #f3cf95;\n --pst-color-table: #14181e;\n --pst-color-table-row-hover-bg: #b780ff;\n --pst-color-table-inner-border: #e5e7ea;\n --pst-color-background: #ffffff;\n --pst-color-on-background: #ffffff;\n --pst-color-surface: #f3f4f5;\n --pst-color-on-surface: #222832;\n}\nhtml:not([data-theme]) {\n --pst-color-link: var(--pst-color-primary);\n --pst-color-link-hover: var(--pst-color-secondary);\n --pst-color-table-outer-border: var(--pst-color-surface);\n --pst-color-table-heading-bg: var(--pst-color-surface);\n --pst-color-table-row-zebra-high-bg: var(--pst-color-on-background);\n --pst-color-table-row-zebra-low-bg: var(--pst-color-surface);\n}\nhtml:not([data-theme]) .only-dark,\nhtml:not([data-theme]) .only-dark ~ figcaption {\n display: none !important;\n}\n\n/* NOTE: @each {...} is like a for-loop\n * https://sass-lang.com/documentation/at-rules/control/each\n */\nhtml[data-theme=light] {\n --pst-color-primary: #0a7d91;\n --pst-color-primary-bg: #d0ecf1;\n --pst-color-secondary: #8045e5;\n --pst-color-secondary-bg: #e0c7ff;\n --pst-color-accent: #c132af;\n --pst-color-accent-bg: #f8dff5;\n --pst-color-info: #276be9;\n --pst-color-info-bg: #dce7fc;\n --pst-color-warning: #f66a0a;\n --pst-color-warning-bg: #f8e3d0;\n --pst-color-success: #00843f;\n --pst-color-success-bg: #d6ece1;\n --pst-color-attention: var(--pst-color-warning);\n --pst-color-attention-bg: var(--pst-color-warning-bg);\n --pst-color-danger: #d72d47;\n --pst-color-danger-bg: #f9e1e4;\n --pst-color-text-base: #222832;\n --pst-color-text-muted: #48566b;\n --pst-color-heading-color: #fff;\n --pst-color-shadow: rgba(0, 0, 0, 0.1);\n --pst-color-border: #d1d5da;\n --pst-color-border-muted: rgba(23, 23, 26, 0.2);\n --pst-color-blockquote-notch: #677384;\n --pst-color-inline-code: #912583;\n --pst-color-inline-code-links: #085d6c;\n --pst-color-target: #f3cf95;\n --pst-color-table: #14181e;\n --pst-color-table-row-hover-bg: #b780ff;\n --pst-color-table-inner-border: #e5e7ea;\n --pst-color-background: #ffffff;\n --pst-color-on-background: #ffffff;\n --pst-color-surface: #f3f4f5;\n --pst-color-on-surface: #222832;\n color-scheme: light;\n}\nhtml[data-theme=light] {\n --pst-color-link: var(--pst-color-primary);\n --pst-color-link-hover: var(--pst-color-secondary);\n --pst-color-table-outer-border: var(--pst-color-surface);\n --pst-color-table-heading-bg: var(--pst-color-surface);\n --pst-color-table-row-zebra-high-bg: var(--pst-color-on-background);\n --pst-color-table-row-zebra-low-bg: var(--pst-color-surface);\n}\nhtml[data-theme=light] .only-dark,\nhtml[data-theme=light] .only-dark ~ figcaption {\n display: none !important;\n}\n\nhtml[data-theme=dark] {\n --pst-color-primary: #3fb1c5;\n --pst-color-primary-bg: #042c33;\n --pst-color-secondary: #9c5ffd;\n --pst-color-secondary-bg: #341a61;\n --pst-color-accent: #e47fd7;\n --pst-color-accent-bg: #46123f;\n --pst-color-info: #79a3f2;\n --pst-color-info-bg: #06245d;\n --pst-color-warning: #ff9245;\n --pst-color-warning-bg: #652a02;\n --pst-color-success: #5fb488;\n --pst-color-success-bg: #002f17;\n --pst-color-attention: var(--pst-color-warning);\n --pst-color-attention-bg: var(--pst-color-warning-bg);\n --pst-color-danger: #e78894;\n --pst-color-danger-bg: #4e111b;\n --pst-color-text-base: #ced6dd;\n --pst-color-text-muted: #9ca4af;\n --pst-color-heading-color: #14181e;\n --pst-color-shadow: rgba(0, 0, 0, 0.2);\n --pst-color-border: #48566b;\n --pst-color-border-muted: #29313d;\n --pst-color-blockquote-notch: #9ca4af;\n --pst-color-inline-code: #f3c7ee;\n --pst-color-inline-code-links: #3fb1c5;\n --pst-color-target: #675c04;\n --pst-color-table: #ffffff;\n --pst-color-table-row-hover-bg: #6432bd;\n --pst-color-table-inner-border: #364150;\n --pst-color-background: #14181e;\n --pst-color-on-background: #222832;\n --pst-color-surface: #29313d;\n --pst-color-on-surface: #f3f4f5;\n /* Adjust images in dark mode (unless they have class .only-dark or\n * .dark-light, in which case assume they're already optimized for dark\n * mode).\n */\n /* Give images a light background in dark mode in case they have\n * transparency and black text (unless they have class .only-dark or .dark-light, in\n * which case assume they're already optimized for dark mode).\n */\n color-scheme: dark;\n}\nhtml[data-theme=dark] {\n --pst-color-link: var(--pst-color-primary);\n --pst-color-link-hover: var(--pst-color-secondary);\n --pst-color-table-outer-border: var(--pst-color-surface);\n --pst-color-table-heading-bg: var(--pst-color-surface);\n --pst-color-table-row-zebra-high-bg: var(--pst-color-on-background);\n --pst-color-table-row-zebra-low-bg: var(--pst-color-surface);\n}\nhtml[data-theme=dark] .only-light,\nhtml[data-theme=dark] .only-light ~ figcaption {\n display: none !important;\n}\nhtml[data-theme=dark] img:not(.only-dark, .dark-light) {\n filter: brightness(0.8) contrast(1.2);\n}\nhtml[data-theme=dark] .bd-content img:not(.only-dark, .dark-light) {\n background-color: rgb(255, 255, 255);\n border-radius: 0.25rem;\n}\nhtml[data-theme=dark] .MathJax_SVG * {\n fill: var(--pst-color-text-base);\n}\n\n.pst-color-primary {\n color: var(--pst-color-primary);\n}\n\n.pst-color-secondary {\n color: var(--pst-color-secondary);\n}\n\n.pst-color-accent {\n color: var(--pst-color-accent);\n}\n\n.pst-color-info {\n color: var(--pst-color-info);\n}\n\n.pst-color-warning {\n color: var(--pst-color-warning);\n}\n\n.pst-color-success {\n color: var(--pst-color-success);\n}\n\n.pst-color-attention {\n color: var(--pst-color-attention);\n}\n\n.pst-color-danger {\n color: var(--pst-color-danger);\n}\n\n.pst-color-text-base {\n color: var(--pst-color-text-base);\n}\n\n.pst-color-text-muted {\n color: var(--pst-color-text-muted);\n}\n\n.pst-color-heading-color {\n color: var(--pst-color-heading-color);\n}\n\n.pst-color-shadow {\n color: var(--pst-color-shadow);\n}\n\n.pst-color-border {\n color: var(--pst-color-border);\n}\n\n.pst-color-border-muted {\n color: var(--pst-color-border-muted);\n}\n\n.pst-color-blockquote-notch {\n color: var(--pst-color-blockquote-notch);\n}\n\n.pst-color-inline-code {\n color: var(--pst-color-inline-code);\n}\n\n.pst-color-inline-code-links {\n color: var(--pst-color-inline-code-links);\n}\n\n.pst-color-target {\n color: var(--pst-color-target);\n}\n\n.pst-color-table {\n color: var(--pst-color-table);\n}\n\n.pst-color-table-row-hover {\n color: var(--pst-color-table-row-hover);\n}\n\n.pst-color-table-inner-border {\n color: var(--pst-color-table-inner-border);\n}\n\n.pst-color-background {\n color: var(--pst-color-background);\n}\n\n.pst-color-on-background {\n color: var(--pst-color-on-background);\n}\n\n.pst-color-surface {\n color: var(--pst-color-surface);\n}\n\n.pst-color-on-surface {\n color: var(--pst-color-on-surface);\n}\n\n/**\n * Miscellaneous color functions and mixins\n**/\n/**\n* Function to get items from nested maps\n*/\n/**\n * Function to check if the color needs converting to a \"color\" type\n * if it is a string we cannot use other color manipulation functions\n * It is used to create the sphinx-design colours as these are often interpolated\n */\n/**\n * Function to convert the string representation of a color to a color type (hex)\n */\n/*********************************************\n* SASS Mixins\n*********************************************/\n/**\n * A consistent box shadow style we apply across elements.\n */\n/**\n * Set background of some cell outputs to white-ish to make sure colors work\n * This is because many libraries make output that only looks good on white\n */\nhtml {\n font-size: var(--pst-font-size-base);\n scroll-padding-top: calc(var(--pst-header-height) + 1rem);\n}\n\nbody {\n background-color: var(--pst-color-background);\n font-family: var(--pst-font-family-base);\n font-weight: 400;\n line-height: 1.65;\n color: var(--pst-color-text-base);\n min-height: 100vh;\n display: flex;\n flex-direction: column;\n}\nbody::-webkit-scrollbar-track {\n background-color: var(--pst-color-background);\n}\n\np {\n margin-bottom: 1.15rem;\n font-size: 1em;\n /* section header in docstring pages */\n}\np.rubric {\n border-bottom: 1px solid var(--pst-color-border);\n}\np.centered {\n text-align: center;\n}\n\na {\n word-wrap: break-word;\n color: var(--pst-color-link);\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n}\na:hover {\n color: var(--pst-color-link-hover);\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n}\na:active {\n color: var(--pst-color-link);\n}\na:visited {\n color: var(--pst-color-link);\n}\na:visited:hover {\n color: var(--pst-color-link-hover);\n}\na.headerlink {\n color: var(--pst-color-secondary);\n font-size: 0.8em;\n padding: 0 4px;\n margin-left: 0.2em;\n text-decoration: none;\n user-select: none;\n}\na.github::before, a.gitlab::before {\n color: var(--pst-color-text-muted);\n font: var(--fa-font-brands);\n margin-right: 0.25rem;\n}\na.github::before {\n content: var(--pst-icon-github);\n}\na.gitlab::before {\n content: var(--pst-icon-gitlab);\n}\n\nh6, .h6, h5, .h5, h4, .h4, h3, .h3, h2, .h2, h1, .h1 {\n margin: 2.75rem 0 1.05rem;\n font-family: var(--pst-font-family-heading);\n font-weight: var(--pst-font-weight-heading);\n line-height: 1.15;\n}\n\nh1, .h1 {\n margin-top: 0;\n font-size: var(--pst-font-size-h1);\n color: var(--pst-heading-color);\n}\n\nh2, .h2 {\n font-size: var(--pst-font-size-h2);\n color: var(--pst-heading-color);\n}\n\nh3, .h3 {\n font-size: var(--pst-font-size-h3);\n color: var(--pst-heading-color);\n}\n\nh4, .h4 {\n font-size: var(--pst-font-size-h4);\n color: var(--pst-heading-color);\n}\n\nh5, .h5 {\n font-size: var(--pst-font-size-h5);\n color: var(--pst-color-text-base);\n}\n\nh6, .h6 {\n font-size: var(--pst-font-size-h6);\n color: var(--pst-color-text-base);\n}\n\nsmall, .small,\n.text_small {\n font-size: var(--pst-font-size-milli);\n}\n\nhr {\n border: 0;\n border-top: 1px solid var(--pst-color-border);\n}\n\npre,\ncode,\nkbd,\nsamp {\n font-family: var(--pst-font-family-monospace);\n}\n\nkbd {\n background-color: var(--pst-color-on-background);\n color: var(--pst-color-text-muted);\n}\nkbd:not(.compound) {\n border: 1px solid var(--pst-color-border);\n margin: 0 0.1rem;\n padding: 0.1rem 0.4rem;\n box-shadow: 1px 1px 1px var(--pst-color-shadow);\n}\n\ncode {\n color: var(--pst-color-inline-code);\n}\n\npre {\n margin: 1.5em 0;\n padding: 1rem;\n background-color: var(--pst-color-surface);\n color: var(--pst-color-text-base);\n line-height: 1.2em;\n border: 1px solid var(--pst-color-border);\n border-radius: 0.25rem;\n}\npre .linenos {\n opacity: 0.8;\n padding-right: 10px;\n}\n\n#pst-back-to-top {\n z-index: 1080;\n position: fixed;\n display: none;\n top: 90vh;\n left: 50vw;\n transform: translate(-50%);\n color: var(--pst-color-secondary-text);\n background-color: var(--pst-color-secondary);\n border: none;\n}\n#pst-back-to-top .fa-arrow-up {\n margin-inline-end: 0.5em;\n}\n#pst-back-to-top:hover {\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n color: var(--pst-color-link-hover);\n text-decoration-thickness: 1px;\n background-color: var(--pst-color-secondary-highlight);\n color: var(--pst-color-secondary-highlight-text);\n}\n#pst-back-to-top:focus-visible {\n box-shadow: none;\n outline: var(--pst-color-accent) solid 0.1875rem;\n outline-color: var(--pst-color-secondary);\n outline-offset: 0.1875rem;\n}\n\n:focus-visible {\n outline: var(--pst-color-accent) solid 0.1875rem;\n box-shadow: none;\n}\n\n/***\n * Rules for the UX/UI of skip navigation link btn.\n * It's only visible to people\n * navigating with keyboard for accessibility purposes\n * ref: https://www.youtube.com/watch?v=VUR0I5mqq7I\n ***/\n.skip-link {\n position: fixed;\n top: 0;\n left: 0;\n right: 0;\n text-align: center;\n background-color: var(--pst-color-warning);\n padding: 0.5rem;\n z-index: 1055;\n border-bottom: 1px solid var(--pst-color-border);\n transform: translateY(-100%);\n transition: transform 150ms ease-in-out;\n}\n.skip-link:focus-within {\n transform: translateY(0%);\n}\n.skip-link a {\n color: var(--pst-color-warning-text) !important;\n}\n.skip-link a:focus-visible {\n outline-color: #14181e;\n}\n\n.bd-container {\n flex-grow: 1;\n display: flex;\n justify-content: center;\n}\n.bd-container .bd-container__inner {\n display: flex;\n}\n\n.bd-page-width {\n width: 100%;\n}\n@media (min-width: 960px) {\n .bd-page-width {\n max-width: 88rem;\n }\n}\n\n.pst-async-banner-revealer {\n height: 0;\n overflow: hidden;\n transition: height 300ms ease-in-out;\n}\n@media (prefers-reduced-motion) {\n .pst-async-banner-revealer {\n transition: none;\n }\n}\n\n#bd-header-version-warning,\n.bd-header-announcement {\n min-height: 3rem;\n width: 100%;\n display: flex;\n position: relative;\n align-items: center;\n justify-content: center;\n text-align: center;\n padding: 0.5rem 12.5%;\n}\n@media (max-width: 959.98px) {\n #bd-header-version-warning,\n .bd-header-announcement {\n padding: 0.5rem 2%;\n }\n}\n#bd-header-version-warning p,\n.bd-header-announcement p {\n font-weight: bold;\n margin: 0;\n}\n#bd-header-version-warning a,\n.bd-header-announcement a {\n color: var(--pst-color-inline-code-links);\n}\n#bd-header-version-warning .pst-button-link-to-stable-version,\n.bd-header-announcement .pst-button-link-to-stable-version {\n box-shadow: 0 0.2rem 0.5rem var(--pst-color-shadow), 0 0 0.0625rem var(--pst-color-shadow) !important;\n background-color: var(--pst-color-danger);\n border-color: var(--pst-color-danger);\n color: var(--pst-color-danger-text);\n border-radius: 0.25rem;\n}\n#bd-header-version-warning .pst-button-link-to-stable-version:hover,\n.bd-header-announcement .pst-button-link-to-stable-version:hover {\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n color: var(--pst-color-link-hover);\n text-decoration-thickness: 1px;\n background-color: var(--pst-color-danger-highlight);\n border-color: var(--pst-color-danger-highlight);\n color: var(--pst-color-danger-highlight-text);\n}\n#bd-header-version-warning .pst-button-link-to-stable-version:focus-visible,\n.bd-header-announcement .pst-button-link-to-stable-version:focus-visible {\n outline: 0.1875rem solid var(--pst-color-danger);\n outline-offset: 0.1875rem;\n}\n\n.bd-header-announcement {\n background-color: var(--pst-color-secondary-bg);\n}\n\n#bd-header-version-warning {\n background-color: var(--pst-color-danger-bg);\n}\n\n/**\n * Main content area\n */\n.bd-main {\n flex-grow: 1;\n flex-direction: column;\n display: flex;\n min-width: 0;\n}\n.bd-main .bd-content {\n display: flex;\n justify-content: center;\n height: 100%;\n}\n.bd-main .bd-content .bd-article-container {\n justify-content: start;\n display: flex;\n flex-direction: column;\n width: 100%;\n max-width: 60em;\n overflow-x: auto;\n padding: 1rem;\n}\n@media (min-width: 1200px) {\n .bd-main .bd-content .bd-article-container .bd-article {\n padding-top: 1.5rem;\n padding-left: 2rem;\n }\n}\n\n.bd-footer {\n width: 100%;\n border-top: 1px solid var(--pst-color-border);\n}\n.bd-footer .bd-footer__inner {\n display: flex;\n flex-grow: 1;\n padding: 1rem;\n margin: auto;\n}\n.bd-footer .footer-items__start,\n.bd-footer .footer-items__center,\n.bd-footer .footer-items__end {\n display: flex;\n flex-direction: column;\n gap: 0.5rem;\n justify-content: center;\n flex-grow: 1;\n}\n.bd-footer .footer-items__center {\n text-align: center;\n}\n.bd-footer .footer-items__end {\n text-align: end;\n}\n.bd-footer .footer-item p {\n margin-bottom: 0;\n}\n\n.bd-footer-article {\n margin-top: auto;\n}\n.bd-footer-article .footer-article-items {\n display: flex;\n flex-direction: column;\n}\n\n.bd-footer-content .footer-content-items {\n display: flex;\n flex-direction: column;\n margin-top: auto;\n}\n\n/**\n * Header at the top of the page\n * It includes the announcement bar and the navigation bar.\n */\n.bd-header {\n position: sticky;\n top: 0;\n z-index: 1030;\n background-color: var(--pst-color-on-background) !important;\n box-shadow: 0 0.125rem 0.25rem 0 var(--pst-color-shadow);\n width: 100%;\n padding: 0;\n max-width: 100vw;\n justify-content: center;\n}\n.bd-header .bd-header__inner {\n display: flex;\n align-items: center;\n height: fit-content;\n padding-left: 1rem;\n padding-right: 1rem;\n}\n.bd-header :focus-visible {\n border-radius: 0.125rem;\n}\n.bd-header .navbar-item {\n height: var(--pst-header-height);\n max-height: var(--pst-header-height);\n display: flex;\n align-items: center;\n}\n.bd-header .navbar-header-items {\n display: none;\n flex-shrink: 1;\n}\n@media (min-width: 960px) {\n .bd-header .navbar-header-items {\n display: inherit;\n flex-grow: 1;\n padding: 0 0 0 0.5rem;\n }\n}\n.bd-header .navbar-header-items__end,\n.bd-header .navbar-header-items__center,\n.bd-header .navbar-header-items__start {\n display: flex;\n align-items: center;\n flex-flow: wrap;\n row-gap: 0;\n}\n.bd-header .navbar-header-items__end,\n.bd-header .navbar-header-items__center {\n column-gap: 1.12rem;\n}\n.bd-header .navbar-header-items__start {\n flex-shrink: 0;\n margin-right: auto;\n gap: 0.5rem;\n}\n.bd-header .navbar-header-items__end {\n justify-content: end;\n}\n.bd-header ul.navbar-nav {\n display: flex;\n}\n@media (min-width: 960px) {\n .bd-header ul.navbar-nav {\n align-items: baseline;\n }\n}\n.bd-header ul.navbar-nav > li.nav-item {\n margin-inline: 2px;\n}\n.bd-header ul.navbar-nav > li.nav-item > .nav-link {\n color: var(--pst-color-text-muted);\n position: relative;\n padding-inline: 6px;\n}\n.bd-header ul.navbar-nav > li.nav-item > .nav-link::before {\n content: \"\";\n display: block;\n position: absolute;\n inset: 0;\n background-color: transparent;\n bottom: calc(-1 * max(3px, .1875rem, .12em));\n margin: max(3px, .1875rem, .12em) 0;\n}\n.bd-header ul.navbar-nav > li.nav-item > .nav-link:hover {\n color: var(--pst-color-secondary);\n text-decoration: none;\n}\n.bd-header ul.navbar-nav > li.nav-item > .nav-link:hover::before {\n border-bottom: max(3px, .1875rem, .12em) solid var(--pst-color-secondary);\n}\n.bd-header ul.navbar-nav > li.nav-item > .nav-link:focus-visible {\n box-shadow: none;\n outline: 3px solid var(--pst-color-accent);\n outline-offset: 3px;\n}\n.bd-header ul.navbar-nav > li.nav-item.current > .nav-link {\n color: var(--pst-color-primary);\n}\n.bd-header ul.navbar-nav > li.nav-item.current > .nav-link::before {\n border-bottom: 3px solid var(--pst-color-primary);\n}\n.bd-header ul.navbar-nav > li.nav-item.dropdown {\n margin-inline: 4px;\n}\n.bd-header ul.navbar-nav > li.nav-item.dropdown button {\n padding-inline: 8px;\n}\n.bd-header ul.navbar-nav > li.nav-item.dropdown > .dropdown-toggle {\n border-radius: 0.125rem;\n color: var(--pst-color-text-muted);\n}\n.bd-header ul.navbar-nav > li.nav-item.dropdown > .dropdown-toggle:focus-visible {\n box-shadow: 0 0 0 0.1875rem var(--pst-color-accent);\n}\n.bd-header ul.navbar-nav > li.nav-item.dropdown > .dropdown-toggle:hover {\n text-decoration: none;\n box-shadow: 0 0 0 0.1875rem var(--pst-color-link-hover);\n color: var(--pst-color-text-base);\n}\n.bd-header ul.navbar-nav li a.nav-link.dropdown-item {\n color: var(--pst-color-text-muted);\n text-decoration: none;\n}\n.bd-header ul.navbar-nav li a.nav-link.dropdown-item:hover {\n color: var(--pst-color-link-hover);\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n}\n.bd-header ul.navbar-nav .dropdown button {\n display: unset;\n border: none;\n}\n.bd-header ul.navbar-nav .dropdown button:hover {\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n color: var(--pst-color-link-hover);\n}\n.bd-header ul.navbar-nav .dropdown .dropdown-menu {\n z-index: 1070;\n border: 1px solid var(--pst-color-border);\n box-shadow: 0 0 0.3rem 0.1rem var(--pst-color-shadow);\n background-color: var(--pst-color-on-background);\n padding: 0.5rem 0;\n margin: 0.5rem 0;\n min-width: 20rem;\n}\n.bd-header ul.navbar-nav .dropdown .dropdown-menu .dropdown-item {\n padding: 0.25rem 1.5rem;\n}\n.bd-header ul.navbar-nav .dropdown .dropdown-menu .dropdown-item:focus:not(:hover, :active) {\n background-color: inherit;\n}\n.bd-header ul.navbar-nav .dropdown .dropdown-menu .dropdown-item:focus-visible {\n z-index: 10;\n}\n.bd-header ul.navbar-nav .dropdown .dropdown-menu:not(.show) {\n display: none;\n}\n.bd-header button.sidebar-toggle {\n font-size: var(--pst-font-size-icon);\n color: var(--pst-color-muted);\n margin-bottom: 0;\n background-color: inherit;\n padding: 0.5rem;\n}\n.bd-header button.primary-toggle {\n margin-right: 1rem;\n}\n@media (min-width: 960px) {\n .bd-header button.primary-toggle {\n display: none;\n }\n}\n.bd-header button.secondary-toggle {\n margin-left: 1rem;\n}\n@media (min-width: 1200px) {\n .bd-header button.secondary-toggle {\n display: none;\n }\n}\n\n@media (min-width: 960px) {\n .navbar-center-items .navbar-item {\n display: inline-block;\n }\n}\n.nav-link {\n transition: none;\n}\n.nav-link:hover {\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n color: var(--pst-color-link-hover);\n}\n.nav-link.nav-external::after {\n font: var(--fa-font-solid);\n content: var(--pst-icon-external-link);\n font-size: 0.75em;\n margin-left: 0.3em;\n}\n\n.bd-navbar-elements li.nav-item i {\n font-size: 0.7rem;\n padding-left: 2px;\n vertical-align: middle;\n}\n\n.navbar-persistent--mobile {\n margin-left: auto;\n}\n@media (min-width: 960px) {\n .navbar-persistent--mobile {\n display: none;\n }\n}\n\n.navbar-persistent--container {\n display: none;\n}\n@media (min-width: 960px) {\n .navbar-persistent--container {\n display: flex;\n }\n}\n\n.header-article__inner {\n padding: 0 0.5rem;\n}\n.header-article__inner .header-article-item {\n min-height: var(--pst-header-article-height);\n}\n.header-article__inner .header-article-items__end {\n margin-left: auto;\n}\n\n/**\n * The primary sidebar on the left.\n * e.g., between-pages navigation.\n */\n.bd-sidebar-primary {\n display: flex;\n flex-direction: column;\n gap: 1rem;\n max-height: calc(100vh - var(--pst-header-height));\n position: sticky;\n top: var(--pst-header-height);\n flex: 0 0 auto;\n width: 25%;\n padding: 2rem 1rem 1rem 1rem;\n border-right: 1px solid var(--pst-color-border);\n background-color: var(--pst-color-background);\n overflow-y: auto;\n font-size: var(--pst-sidebar-font-size-mobile);\n}\n@media (min-width: 960px) {\n .bd-sidebar-primary {\n font-size: var(--pst-sidebar-font-size);\n }\n}\n.bd-sidebar-primary :focus-visible {\n border-radius: 0.125rem;\n}\n.bd-sidebar-primary .nav-link {\n font-size: var(--pst-sidebar-font-size-mobile);\n}\n.bd-sidebar-primary.no-sidebar {\n border-right: 0;\n}\n@media (min-width: 960px) {\n .bd-sidebar-primary.hide-on-wide {\n display: none;\n }\n}\n.bd-sidebar-primary h1, .bd-sidebar-primary .h1,\n.bd-sidebar-primary h2,\n.bd-sidebar-primary .h2,\n.bd-sidebar-primary h3,\n.bd-sidebar-primary .h3,\n.bd-sidebar-primary h4,\n.bd-sidebar-primary .h4 {\n color: var(--pst-color-text-base);\n}\n.bd-sidebar-primary .sidebar-primary-items__start .sidebar-primary-item,\n.bd-sidebar-primary .sidebar-primary-items__end .sidebar-primary-item {\n padding: 0.5rem 0;\n}\n.bd-sidebar-primary .sidebar-header-items {\n display: flex;\n flex-direction: column;\n}\n.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__title {\n font-weight: var(--pst-sidebar-header-font-weight);\n font-size: var(--pst-sidebar-header-font-size);\n color: var(--pst-color-text-base);\n margin-bottom: 0.5rem;\n}\n.bd-sidebar-primary .sidebar-header-items .bd-navbar-elements .nav-link:focus-visible {\n box-shadow: none;\n outline: var(--pst-color-accent) solid 0.1875rem;\n outline-offset: 0.1875rem;\n}\n.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__center {\n display: flex;\n flex-direction: column;\n}\n.bd-sidebar-primary .sidebar-header-items .sidebar-header-items__end {\n display: flex;\n align-items: center;\n gap: 1rem;\n}\n@media (min-width: 960px) {\n .bd-sidebar-primary .sidebar-header-items {\n display: none;\n }\n}\n.bd-sidebar-primary .sidebar-primary-items__start {\n border-top: 1px solid var(--pst-color-border);\n}\n@media (min-width: 960px) {\n .bd-sidebar-primary .sidebar-primary-items__start {\n border-top: none;\n }\n}\n.bd-sidebar-primary .sidebar-primary-items__end {\n margin-top: auto;\n margin-bottom: 1em;\n}\n.bd-sidebar-primary .list-caption {\n list-style: none;\n padding-left: 0;\n}\n.bd-sidebar-primary .list-caption li.toctree-l0.has-children > details > summary {\n position: relative;\n height: auto;\n width: auto;\n display: flex;\n justify-content: space-between;\n align-items: baseline;\n}\n.bd-sidebar-primary .list-caption li.toctree-l0.has-children > details > summary .toctree-toggle {\n flex: 0 0 auto;\n}\n.bd-sidebar-primary .list-caption li.toctree-l0.has-children > details > summary .toctree-toggle .fa-chevron-down {\n font-size: 1rem;\n}\n.bd-sidebar-primary li.has-children {\n position: relative;\n}\n.bd-sidebar-primary li.has-children > .reference,\n.bd-sidebar-primary li.has-children .caption {\n margin-right: calc(30px + 0.1875rem);\n padding-top: 0.25rem;\n}\n.bd-sidebar-primary li.has-children > details > summary {\n list-style: none;\n}\n.bd-sidebar-primary li.has-children > details > summary::-webkit-details-marker {\n display: none;\n}\n.bd-sidebar-primary li.has-children > details > summary:focus-visible {\n outline: none;\n}\n.bd-sidebar-primary li.has-children > details > summary:focus-visible > .toctree-toggle {\n outline: var(--pst-color-accent) solid 0.1875rem;\n outline-offset: -0.1875rem;\n}\n.bd-sidebar-primary li.has-children > details > summary .toctree-toggle {\n cursor: pointer;\n position: absolute;\n top: 0;\n right: 0;\n width: 30px;\n height: 30px;\n display: inline-flex;\n justify-content: center;\n align-items: center;\n}\n.bd-sidebar-primary li.has-children > details > summary .toctree-toggle .fa-chevron-down {\n font-size: 0.75rem;\n}\n.bd-sidebar-primary li.has-children > details[open] > summary .fa-chevron-down {\n transform: rotate(180deg);\n}\n\n/* Between-page links and captions */\nnav.bd-links {\n margin-right: -1rem;\n}\n@media (min-width: 960px) {\n nav.bd-links {\n display: block;\n }\n}\nnav.bd-links ul {\n display: block;\n list-style: none;\n}\nnav.bd-links ul ul {\n padding: 0 0 0 1rem;\n}\nnav.bd-links li > a {\n display: block;\n padding: 0.25rem 0.65rem;\n color: var(--pst-color-text-muted);\n text-decoration: none;\n box-shadow: none;\n margin-right: 0.1875rem;\n}\nnav.bd-links li > a:hover {\n text-decoration: underline;\n background-color: transparent;\n color: var(--pst-color-link-hover);\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n}\nnav.bd-links li > a:active {\n color: var(--pst-color-link-hover);\n}\nnav.bd-links li > a:focus-visible {\n box-shadow: 0 0 0 0.1875rem var(--pst-color-accent);\n outline: none;\n z-index: 10;\n}\nnav.bd-links li > a.reference.external::after {\n font: var(--fa-font-solid);\n content: var(--pst-icon-external-link);\n font-size: 0.75em;\n margin-left: 0.3em;\n}\nnav.bd-links .current > a {\n font-weight: 600;\n color: var(--pst-color-primary);\n box-shadow: inset max(3px, .1875rem, .12em) 0 0 var(--pst-color-primary);\n background-color: transparent;\n}\nnav.bd-links .current > a:focus-visible {\n box-shadow: inset max(3px, .1875rem, .12em) 0 0 var(--pst-color-primary), 0 0 0 0.1875rem var(--pst-color-accent);\n outline: none;\n}\nnav.bd-links p.bd-links__title {\n font-size: var(--pst-sidebar-header-font-size);\n font-weight: var(--pst-sidebar-header-font-weight);\n margin-bottom: 0.5rem;\n}\nnav.bd-links p.caption {\n font-weight: var(--pst-sidebar-header-font-weight);\n position: relative;\n margin-top: 1.25rem;\n margin-bottom: 0.5rem;\n color: var(--pst-color-text-base);\n font-size: var(--pst-sidebar-font-size-mobile);\n}\nnav.bd-links p.caption:first-child {\n margin-top: 0;\n}\n@media (min-width: 960px) {\n nav.bd-links p.caption {\n font-size: var(--pst-sidebar-font-size);\n }\n}\n\n/**\n * Secondary sidebar on the right.\n * e.g., in-page table of contents.\n */\n.bd-sidebar-secondary {\n display: flex;\n order: 2;\n flex-shrink: 0;\n flex-direction: column;\n position: sticky;\n top: var(--pst-header-height);\n max-height: calc(100vh - var(--pst-header-height));\n padding: 2rem 1rem 1rem;\n width: var(--pst-sidebar-secondary);\n font-size: var(--pst-sidebar-font-size-mobile);\n background-color: var(--pst-color-background);\n overflow-y: auto;\n}\n@media (min-width: 1200px) {\n .bd-sidebar-secondary {\n font-size: var(--pst-sidebar-font-size);\n }\n}\n\n.sidebar-secondary-item {\n padding: 0.5rem;\n}\n@media (min-width: 1200px) {\n .sidebar-secondary-item {\n border-left: 1px solid var(--pst-color-border);\n padding-left: 1rem;\n }\n}\n.sidebar-secondary-item i {\n padding-right: 0.5rem;\n}\n\n/*******************************************************************************\n* Rules for the UX/UI of sidebar sliding drawers on mobile\n* Note that this sheet controls styles across many parts of the theme\n* It is aggregated into this one sheet instead of being split across\n* components in order to keep it easier to debug in one place.\n* It is broken up into major sections below.\n*/\n/*******************************************************************************\n* Sidebar drawer behavior\n*/\n/**\n * NOTE: We use this mixin to define the toggle behavior on narrow screens,\n * And the wide-screen behavior of the sections is defined in their own section\n * .scss files.\n */\n.bd-sidebar::backdrop {\n background-color: black;\n opacity: 0.5;\n}\n\n@media (max-width: 959.98px) {\n .bd-sidebar-primary {\n position: fixed;\n top: 0;\n z-index: 1055;\n height: 100vh;\n max-height: 100vh;\n width: 75%;\n flex-grow: 0.75;\n max-width: 350px;\n transition: visibility 200ms ease-out, margin 200ms ease-out;\n visibility: hidden;\n border: 0;\n margin-left: -75%;\n left: 0;\n }\n}\n.bd-sidebar-primary[open] {\n margin-left: 0;\n visibility: visible;\n}\n\n@media (max-width: 1199.98px) {\n .bd-sidebar-secondary {\n position: fixed;\n top: 0;\n z-index: 1055;\n height: 100vh;\n max-height: 100vh;\n width: 75%;\n flex-grow: 0.75;\n max-width: 350px;\n transition: visibility 200ms ease-out, margin 200ms ease-out;\n visibility: hidden;\n border: 0;\n margin-right: -75%;\n right: 0;\n }\n}\n.bd-sidebar-secondary[open] {\n margin-right: 0;\n visibility: visible;\n}\n\n/**\n * Breadcrumbs for parent pages meant for the article header\n */\nul.bd-breadcrumbs {\n list-style: none;\n padding-left: 0;\n display: flex;\n flex-wrap: wrap;\n font-size: 0.8rem;\n}\nul.bd-breadcrumbs li.breadcrumb-item {\n display: flex;\n align-items: center;\n white-space: nowrap;\n overflow-x: hidden;\n font-weight: bold;\n}\nul.bd-breadcrumbs li.breadcrumb-item a,\nul.bd-breadcrumbs li.breadcrumb-item .ellipsis {\n overflow-x: hidden;\n text-overflow: ellipsis;\n margin: 0.1875rem;\n}\nul.bd-breadcrumbs li.breadcrumb-item a {\n color: var(--pst-color-text-muted);\n text-decoration: none;\n}\nul.bd-breadcrumbs li.breadcrumb-item a:hover {\n color: var(--pst-color-link-hover);\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n}\nul.bd-breadcrumbs li.breadcrumb-item:not(.breadcrumb-home)::before {\n font: var(--fa-font-solid);\n font-size: 0.8rem;\n content: var(--pst-breadcrumb-divider);\n color: var(--pst-color-text-muted);\n padding: 0 0.5rem;\n}\n\n/**\n * Icon links in the navbar\n */\nhtml .pst-navbar-icon {\n box-sizing: border-box;\n min-width: 24px;\n min-height: 24px;\n color: var(--pst-color-text-muted);\n position: relative;\n display: flex;\n align-items: center;\n justify-content: center;\n border-radius: 0;\n border: none;\n font-size: 1rem;\n line-height: 1.65;\n padding: 0.25rem 0;\n height: 2.15rem;\n}\nhtml .pst-navbar-icon::before {\n content: \"\";\n display: block;\n position: absolute;\n inset: 0;\n background-color: transparent;\n bottom: calc(-1 * max(3px, .1875rem, .12em));\n margin: max(3px, .1875rem, .12em) 0;\n}\nhtml .pst-navbar-icon:hover {\n color: var(--pst-color-secondary);\n text-decoration: none;\n}\nhtml .pst-navbar-icon:hover::before {\n border-bottom: max(3px, .1875rem, .12em) solid var(--pst-color-secondary);\n}\nhtml .pst-navbar-icon:focus-visible {\n box-shadow: none;\n outline: 3px solid var(--pst-color-accent);\n outline-offset: 3px;\n}\n\nul.navbar-icon-links {\n display: flex;\n flex-flow: row wrap;\n column-gap: 1.12rem;\n justify-content: space-evenly;\n align-items: center;\n padding-left: 0;\n margin-bottom: 0;\n list-style: none;\n}\nul.navbar-icon-links i {\n /* Social media buttons hard-code the brand color */\n}\nul.navbar-icon-links i.fa-brands, ul.navbar-icon-links i.fa-regular, ul.navbar-icon-links i.fa-solid {\n vertical-align: middle;\n font-style: normal;\n font-size: var(--pst-font-size-icon);\n}\nul.navbar-icon-links i.fa-square-twitter::before {\n color: #55acee;\n}\nul.navbar-icon-links i.fa-square-gitlab::before {\n color: #548;\n}\nul.navbar-icon-links i.fa-bitbucket::before {\n color: #0052cc;\n}\nul.navbar-icon-links img.icon-link-image {\n height: 1.5em;\n border-radius: 0.2rem;\n}\nul.navbar-icon-links .fa-pydata {\n stroke: var(--pst-color-background);\n stroke-linejoin: round;\n stroke-width: 0.35;\n}\n\n/**\n * Logo in the navbar\n */\n.navbar-brand {\n position: relative;\n height: var(--pst-header-height);\n max-height: var(--pst-header-height);\n padding: 0.5rem 0;\n width: auto;\n margin: 0;\n display: flex;\n flex-shrink: 0;\n align-items: center;\n gap: 0.5rem;\n}\n.navbar-brand p {\n color: var(--pst-color-text-base);\n margin-bottom: 0;\n}\n.navbar-brand img {\n max-width: 100%;\n height: 100%;\n width: auto;\n}\n.navbar-brand:hover, .navbar-brand:visited:hover {\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n color: var(--pst-color-link-hover);\n color: var(--pst-color-text-base);\n}\n\n/**\n * Navigation links in the navbar and icon links\n */\nul.navbar-nav ul {\n padding: 0 0 0 1rem;\n}\nul.navbar-nav li {\n display: flex;\n flex-direction: column;\n}\nul.navbar-nav li a {\n display: flex;\n align-items: center;\n height: 100%;\n padding-top: 0.25rem;\n padding-bottom: 0.25rem;\n color: var(--pst-color-text-muted);\n text-decoration: none;\n}\nul.navbar-nav li a:hover {\n color: var(--pst-color-link-hover);\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n}\n\n/**\n * The list of in-page TOC links\n */\n.page-toc .section-nav {\n padding-left: 0;\n border-bottom: none;\n}\n.page-toc .section-nav ul {\n padding-left: 1rem;\n}\n.page-toc .nav-link {\n font-size: var(--pst-sidebar-font-size-mobile);\n}\n@media (min-width: 1200px) {\n .page-toc .nav-link {\n font-size: var(--pst-sidebar-font-size);\n }\n}\n.page-toc .onthispage {\n color: var(--pst-color-text-base);\n font-weight: var(--pst-sidebar-header-font-weight);\n margin-bottom: 0.5rem;\n}\n\n/**\n* Previous / Next navigation buttons\n**/\n.prev-next-area {\n width: 100%;\n}\n.prev-next-area p {\n color: var(--pst-color-text-muted);\n margin: 0 0.3em;\n line-height: 1.3em;\n}\n.prev-next-area i {\n font-size: 1.2em;\n}\n.prev-next-area a {\n display: flex;\n align-items: center;\n border: none;\n padding: 10px;\n max-width: 45%;\n overflow-x: hidden;\n color: var(--pst-color-text-muted);\n text-decoration: none;\n}\n.prev-next-area a p.prev-next-title {\n word-wrap: break-word;\n color: var(--pst-color-link);\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n font-weight: var(--pst-admonition-font-weight-heading);\n font-size: 1.1em;\n}\n.prev-next-area a p.prev-next-title:hover {\n color: var(--pst-color-link-hover);\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n}\n.prev-next-area a p.prev-next-title:active {\n color: var(--pst-color-link);\n}\n.prev-next-area a p.prev-next-title:visited {\n color: var(--pst-color-link);\n}\n.prev-next-area a p.prev-next-title:visited:hover {\n color: var(--pst-color-link-hover);\n}\n.prev-next-area a:hover p.prev-next-title, .prev-next-area a:visited:hover p.prev-next-title {\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n color: var(--pst-color-link-hover);\n}\n.prev-next-area a .prev-next-info {\n flex-direction: column;\n margin: 0 0.5em;\n}\n.prev-next-area a .prev-next-info .prev-next-subtitle {\n text-transform: capitalize;\n}\n.prev-next-area a.left-prev {\n float: left;\n}\n.prev-next-area a.right-next {\n float: right;\n}\n.prev-next-area a.right-next div.prev-next-info {\n text-align: right;\n}\n\n/**\n * Search field\n **/\n.bd-search {\n position: relative;\n padding-left: 0.5rem;\n gap: 0.5rem;\n background-color: var(--pst-color-background);\n border-radius: 0.25rem;\n border: 1px solid var(--pst-color-border);\n color: var(--pst-color-text-base);\n}\n.bd-search:active {\n background-color: var(--pst-color-background);\n color: var(--pst-color-text-muted);\n}\n.bd-search:focus-within {\n box-shadow: 0 0 0 0.1875rem var(--pst-color-accent);\n}\n.bd-search:focus-within input:focus {\n box-shadow: none;\n}\n.bd-search .icon {\n position: absolute;\n color: var(--pst-color-border);\n left: 25px;\n}\n.bd-search .fa-solid.fa-magnifying-glass {\n position: absolute;\n left: calc((2.5rem - 0.7em) / 2);\n color: var(--pst-color-text-muted);\n}\n.bd-search input.form-control {\n background-color: var(--pst-color-background);\n color: var(--pst-color-text-base);\n border: none;\n}\n.bd-search input.form-control::placeholder {\n color: var(--pst-color-text-muted);\n}\n.bd-search input.form-control::-webkit-search-cancel-button, .bd-search input.form-control::-webkit-search-decoration {\n appearance: none;\n}\n.bd-search input.form-control:focus, .bd-search input.form-control:focus-visible {\n color: var(--pst-color-text-muted);\n}\n.bd-search .search-button__kbd-shortcut {\n display: none;\n margin-inline-end: 0.5rem;\n color: var(--pst-color-border);\n}\n@media (min-width: 720px) {\n .bd-search .search-button__kbd-shortcut {\n display: flex;\n }\n}\n\n/**\n * Search button - located in the navbar\n */\n.search-button i {\n font-size: 1.3rem;\n}\n\n/**\n * The search modal \n */\n#pst-search-dialog {\n display: none;\n}\n#pst-search-dialog[open] {\n display: flex;\n position: fixed;\n z-index: 1055;\n top: 30%;\n left: 50%;\n transform: translate(-50%, -50%);\n right: 1rem;\n margin-top: 0.5rem;\n width: 90%;\n max-width: 800px;\n background-color: transparent;\n padding: 0.1875rem;\n border: none;\n}\n#pst-search-dialog[open]::backdrop {\n background-color: black;\n opacity: 0.5;\n}\n#pst-search-dialog[open] form.bd-search {\n flex-grow: 1;\n}\n#pst-search-dialog[open] form.bd-search svg,\n#pst-search-dialog[open] form.bd-search input {\n font-size: var(--pst-font-size-icon);\n}\n\n/**\n * The search button component that looks like a field.\n * Lives at components/search-button-field.html\n */\n.search-button-field {\n display: inline-flex;\n align-items: center;\n border: var(--pst-color-border) solid 1px;\n border-radius: 1.5em;\n color: var(--pst-color-text-muted);\n padding: 0.5em;\n background-color: var(--pst-color-surface);\n}\n.search-button-field:hover {\n box-shadow: 0 0 0 0.1875rem var(--pst-color-link-hover);\n}\n.search-button-field:focus-visible {\n border-radius: 1.5em;\n}\n.search-button-field .search-button__default-text {\n font-size: var(--bs-nav-link-font-size);\n font-weight: var(--bs-nav-link-font-weight);\n margin-right: 0.5em;\n margin-left: 0.5em;\n}\n.search-button-field .kbd-shortcut__modifier {\n font-size: 0.75em;\n}\n.search-button-field > * {\n align-items: center;\n}\n.search-button-field > :not(svg) {\n display: none;\n}\n@media (min-width: 960px) {\n .search-button-field > :not(svg) {\n display: flex;\n }\n}\n\n/**\n * The 'Hide Search Matches' button.\n * This only shows up when a person lands on a page after clicking a search result.\n * Clicking it removes the highlighting of the search term from the page.\n * We want it to behave like a button.\n */\ndiv#searchbox p.highlight-link {\n margin: 1rem 0;\n width: fit-content;\n box-shadow: 0 0.2rem 0.5rem var(--pst-color-shadow), 0 0 0.0625rem var(--pst-color-shadow) !important;\n}\n@media (min-width: 1200px) {\n div#searchbox p.highlight-link {\n margin-left: 2rem;\n }\n}\ndiv#searchbox p.highlight-link a {\n border-radius: 0.25rem;\n font-size: 1.25rem;\n padding: 0.75rem;\n background-color: var(--pst-color-primary);\n color: var(--pst-color-primary-text);\n text-decoration: none;\n transition: box-shadow 0.25s ease-out;\n}\ndiv#searchbox p.highlight-link a:hover {\n box-shadow: inset 0 0 50px 50px rgba(0, 0, 0, 0.25);\n}\ndiv#searchbox p.highlight-link a::before {\n content: var(--pst-icon-search-minus);\n color: unset;\n font: var(--fa-font-solid);\n margin-right: 0.5rem;\n}\n\n/**\n * Light/dark theme switcher\n */\n.theme-switch-button .theme-switch {\n display: none;\n}\n.theme-switch-button .theme-switch:active {\n text-decoration: none;\n color: var(--pst-color-link-hover);\n}\n.theme-switch-button .theme-switch .fa-lg {\n aspect-ratio: 1/1;\n}\n\nhtml[data-mode=auto] .theme-switch-button .theme-switch[data-mode=auto] {\n display: inline;\n}\n\nhtml[data-mode=light] .theme-switch-button .theme-switch[data-mode=light] {\n display: inline;\n}\n\nhtml[data-mode=dark] .theme-switch-button .theme-switch[data-mode=dark] {\n display: inline;\n}\n\nbutton.btn.version-switcher__button {\n border-color: var(--pst-color-border);\n color: var(--pst-color-text-base);\n margin-bottom: 1em;\n}\n@media (min-width: 960px) {\n button.btn.version-switcher__button {\n margin-bottom: unset;\n }\n}\nbutton.btn.version-switcher__button:hover {\n box-shadow: 0 0 0 0.1875rem var(--pst-color-secondary);\n border-color: transparent;\n}\nbutton.btn.version-switcher__button:active {\n color: var(--pst-color-text-base);\n border-color: var(--pst-color-border);\n}\nbutton.btn.version-switcher__button:focus-visible {\n border-color: transparent;\n}\n\n.version-switcher__menu {\n border-color: var(--pst-color-border);\n border-radius: var(--bs-dropdown-border-radius);\n}\n.version-switcher__menu a.list-group-item {\n background-color: var(--pst-color-on-background);\n color: var(--pst-color-text-base);\n padding: 0.75rem 1.25rem;\n}\n.version-switcher__menu a.list-group-item:not(:last-child) {\n border-bottom: 1px solid var(--pst-color-border);\n}\n.version-switcher__menu a.list-group-item:hover {\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n color: var(--pst-color-link-hover);\n background-color: var(--pst-color-surface);\n}\n.version-switcher__menu a.list-group-item.active {\n font-weight: 600;\n color: var(--pst-color-primary);\n box-shadow: inset max(3px, .1875rem, .12em) 0 0 var(--pst-color-primary);\n position: relative;\n z-index: 1;\n}\n.version-switcher__menu a.list-group-item.active:focus-visible {\n box-shadow: inset max(3px, .1875rem, .12em) 0 0 var(--pst-color-primary), 0 0 0 0.1875rem var(--pst-color-accent);\n outline: none;\n}\n.version-switcher__menu a.list-group-item.active span::before {\n content: \"\";\n width: 100%;\n height: 100%;\n position: absolute;\n z-index: -1;\n left: 0;\n top: 0;\n}\n.version-switcher__menu a.list-group-item:focus-visible {\n z-index: 10;\n}\n\nbutton.version-switcher__button,\n.version-switcher__menu {\n font-size: 1.1em;\n z-index: 1055;\n box-sizing: border-box;\n min-width: 24px;\n min-height: 24px;\n}\n@media (min-width: 960px) {\n button.version-switcher__button,\n .version-switcher__menu {\n font-size: unset;\n }\n}\n\n/* Collapsing of the TOC sidebar while scrolling */\n/* Nav: hide second level (shown on .active) */\nnav.page-toc {\n margin-bottom: 1rem;\n}\n\n.bd-toc .nav .nav {\n display: none;\n}\n.bd-toc .nav .nav.visible {\n display: block;\n}\n.bd-toc .nav > .active > ul {\n display: block;\n}\n\n.toc-entry {\n display: block;\n}\n.toc-entry a > code {\n color: var(--pst-color-text-muted);\n}\n.toc-entry a.nav-link {\n display: block;\n padding: 0.25rem 0;\n padding-left: 1rem;\n margin-left: -1rem;\n color: var(--pst-color-text-muted);\n text-decoration: none;\n}\n.toc-entry a.nav-link:hover {\n text-decoration: underline;\n background-color: transparent;\n color: var(--pst-color-link-hover);\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n}\n.toc-entry a.nav-link:active {\n color: var(--pst-color-link-hover);\n}\n.toc-entry a.nav-link:focus-visible {\n box-shadow: 0 0 0 0.1875rem var(--pst-color-accent);\n outline: none;\n z-index: 10;\n}\n.toc-entry a.nav-link.active {\n font-weight: 600;\n color: var(--pst-color-primary);\n box-shadow: inset max(3px, .1875rem, .12em) 0 0 var(--pst-color-primary);\n background-color: transparent;\n}\n.toc-entry a.nav-link.active:focus-visible {\n box-shadow: inset max(3px, .1875rem, .12em) 0 0 var(--pst-color-primary), 0 0 0 0.1875rem var(--pst-color-accent);\n outline: none;\n}\n.toc-entry a.nav-link.active:hover {\n color: var(--pst-color-link-hover);\n}\n.toc-entry a.nav-link:focus-visible {\n border-radius: 0.125rem;\n}\n\ndiv.versionadded,\ndiv.versionchanged,\ndiv.deprecated {\n vertical-align: middle;\n margin: 1.5625em auto;\n padding: 0 0.6rem;\n overflow: hidden;\n /* break-inside has replaced page-break-inside and is widely usable since 2019 */\n page-break-inside: avoid;\n break-inside: avoid;\n border-left: 0.2rem solid;\n border-color: var(--pst-color-info);\n border-radius: 0.25rem;\n background-color: var(--pst-color-on-background);\n box-shadow: 0 0.2rem 0.5rem var(--pst-color-shadow), 0 0 0.0625rem var(--pst-color-shadow) !important;\n position: relative;\n}\ndiv.versionadded > p,\ndiv.versionchanged > p,\ndiv.deprecated > p {\n margin-bottom: 0.6rem;\n margin-top: 0.6rem;\n}\n\ndiv.versionadded {\n border-color: var(--pst-color-success);\n background-color: var(--pst-color-success-bg);\n}\n\ndiv.versionchanged {\n border-color: var(--pst-color-warning);\n background-color: var(--pst-color-warning-bg);\n}\n\ndiv.deprecated {\n border-color: var(--pst-color-danger);\n background-color: var(--pst-color-danger-bg);\n}\n\nspan.versionmodified {\n font-weight: 600;\n}\nspan.versionmodified::before {\n margin-right: 0.6rem;\n color: var(--pst-color-info);\n font: var(--fa-font-solid);\n content: var(--pst-icon-versionmodified-default);\n}\n\nspan.versionmodified.added::before {\n color: var(--pst-color-success);\n content: var(--pst-icon-versionmodified-added);\n}\n\nspan.versionmodified.changed::before {\n color: var(--pst-color-warning);\n content: var(--pst-icon-versionmodified-changed);\n}\n\nspan.versionmodified.deprecated::before {\n color: var(--pst-color-danger);\n content: var(--pst-icon-versionmodified-deprecated);\n}\n\n.sidebar-indices-items {\n display: flex;\n flex-direction: column;\n border-top: 1px solid var(--pst-color-border);\n}\n@media (min-width: 960px) {\n .sidebar-indices-items {\n border-top: none;\n }\n}\n.sidebar-indices-items .sidebar-indices-items__title {\n font-weight: var(--pst-sidebar-header-font-weight);\n font-size: var(--pst-sidebar-header-font-size);\n color: var(--pst-color-text-base);\n margin-bottom: 0.5rem;\n}\n.sidebar-indices-items ul.indices-link {\n margin-right: -1rem;\n list-style: none;\n padding: 0;\n}\n.sidebar-indices-items ul.indices-link li > a {\n display: block;\n padding: 0.25rem 0;\n color: var(--pst-color-text-muted);\n}\n.sidebar-indices-items ul.indices-link li > a:hover {\n color: var(--pst-color-primary);\n text-decoration: none;\n background-color: transparent;\n}\n\n.bd-sidebar-primary div#rtd-footer-container {\n position: sticky;\n bottom: -1rem;\n margin: -1rem;\n}\n.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge {\n position: unset;\n font-size: 0.9em;\n font-family: var(--pst-font-family-base);\n max-width: unset;\n}\n.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .rst-current-version {\n display: flex;\n align-items: center;\n gap: 0.2rem;\n height: 2.5rem;\n transition: background-color 0.2s ease-out;\n background-color: var(--pst-color-background);\n color: var(--pst-color-success);\n border-top: 1px solid var(--pst-color-border);\n}\n.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-book {\n color: var(--pst-color-text-muted);\n margin-right: auto;\n}\n.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-book::after {\n color: var(--pst-color-text-base);\n content: \"Read The Docs\";\n font-family: var(--pst-font-family-base);\n font-weight: var(--pst-admonition-font-weight-heading);\n}\n.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge .fa.fa-caret-down {\n color: var(--pst-color-text-muted);\n}\n.bd-sidebar-primary div#rtd-footer-container .rst-versions.rst-badge.shift-up .rst-current-version {\n border-bottom: 1px solid var(--pst-color-border);\n}\n.bd-sidebar-primary div#rtd-footer-container .rst-other-versions {\n background-color: var(--pst-color-surface);\n color: var(--pst-color-text-base);\n}\n.bd-sidebar-primary div#rtd-footer-container .rst-other-versions dl dd a {\n color: var(--pst-color-text-muted);\n}\n.bd-sidebar-primary div#rtd-footer-container .rst-other-versions hr {\n background-color: var(--pst-color-border);\n}\n.bd-sidebar-primary div#rtd-footer-container .rst-other-versions small a, .bd-sidebar-primary div#rtd-footer-container .rst-other-versions .small a {\n color: var(--pst-color-link);\n}\n.bd-sidebar-primary div#rtd-footer-container .rst-other-versions input {\n padding-left: 0.5rem;\n border: 1px solid var(--pst-color-border);\n background-color: var(--pst-color-surface);\n}\n\n/**\n * Admonitions and blocks of styled content.\n * Admonitions CSS originally inspired by https://squidfunk.github.io/mkdocs-material/getting-started/\n */\ndiv.admonition,\n.admonition {\n margin: 1.5625em auto;\n padding: 0 0.6rem 0.8rem;\n overflow: hidden;\n /* break-inside has replaced page-break-inside and is widely usable since 2019 */\n page-break-inside: avoid;\n break-inside: avoid;\n border-left: 0.2rem solid;\n border-color: var(--pst-color-info);\n border-radius: 0.25rem;\n background-color: var(--pst-color-on-background);\n box-shadow: 0 0.2rem 0.5rem var(--pst-color-shadow), 0 0 0.0625rem var(--pst-color-shadow) !important;\n /**\n * Special-case for a `sidebar` class that makes the admonition float to\n * the right like the {sidebar} directive.\n */\n}\ndiv.admonition *:last-child,\n.admonition *:last-child {\n margin-bottom: 0;\n}\ndiv.admonition p.admonition-title ~ *,\n.admonition p.admonition-title ~ * {\n margin-left: 1.4rem;\n margin-right: 1.4rem;\n}\ndiv.admonition > ol,\ndiv.admonition > ul,\n.admonition > ol,\n.admonition > ul {\n margin-left: 1em;\n}\ndiv.admonition > .admonition-title,\n.admonition > .admonition-title {\n margin: 0 -0.6rem;\n padding: 0.4rem 0.6rem 0.4rem 2rem;\n font-weight: var(--pst-admonition-font-weight-heading);\n position: relative;\n background-color: var(--pst-color-info-bg);\n z-index: 1;\n}\ndiv.admonition > .admonition-title::before,\n.admonition > .admonition-title::before {\n content: \"\";\n width: 100%;\n height: 100%;\n position: absolute;\n left: 0;\n top: 0;\n z-index: -1;\n pointer-events: none;\n}\ndiv.admonition > .admonition-title::after,\n.admonition > .admonition-title::after {\n position: absolute;\n left: 0.5rem;\n width: 1rem;\n height: 1rem;\n color: var(--pst-color-info);\n font: var(--fa-font-solid);\n line-height: inherit;\n content: var(--pst-icon-admonition-default);\n opacity: 1;\n}\ndiv.admonition > .admonition-title + *,\n.admonition > .admonition-title + * {\n margin-top: 0.4em;\n}\ndiv.admonition.attention,\n.admonition.attention {\n border-color: var(--pst-color-attention);\n}\ndiv.admonition.attention > .admonition-title,\n.admonition.attention > .admonition-title {\n background-color: var(--pst-color-attention-bg);\n}\ndiv.admonition.attention > .admonition-title::after,\n.admonition.attention > .admonition-title::after {\n color: var(--pst-color-attention);\n content: var(--pst-icon-admonition-attention);\n}\ndiv.admonition.caution,\n.admonition.caution {\n border-color: var(--pst-color-warning);\n}\ndiv.admonition.caution > .admonition-title,\n.admonition.caution > .admonition-title {\n background-color: var(--pst-color-warning-bg);\n}\ndiv.admonition.caution > .admonition-title::after,\n.admonition.caution > .admonition-title::after {\n color: var(--pst-color-warning);\n content: var(--pst-icon-admonition-caution);\n}\ndiv.admonition.warning,\n.admonition.warning {\n border-color: var(--pst-color-warning);\n}\ndiv.admonition.warning > .admonition-title,\n.admonition.warning > .admonition-title {\n background-color: var(--pst-color-warning-bg);\n}\ndiv.admonition.warning > .admonition-title::after,\n.admonition.warning > .admonition-title::after {\n color: var(--pst-color-warning);\n content: var(--pst-icon-admonition-warning);\n}\ndiv.admonition.danger,\n.admonition.danger {\n border-color: var(--pst-color-danger);\n}\ndiv.admonition.danger > .admonition-title,\n.admonition.danger > .admonition-title {\n background-color: var(--pst-color-danger-bg);\n}\ndiv.admonition.danger > .admonition-title::after,\n.admonition.danger > .admonition-title::after {\n color: var(--pst-color-danger);\n content: var(--pst-icon-admonition-danger);\n}\ndiv.admonition.error,\n.admonition.error {\n border-color: var(--pst-color-danger);\n}\ndiv.admonition.error > .admonition-title,\n.admonition.error > .admonition-title {\n background-color: var(--pst-color-danger-bg);\n}\ndiv.admonition.error > .admonition-title::after,\n.admonition.error > .admonition-title::after {\n color: var(--pst-color-danger);\n content: var(--pst-icon-admonition-error);\n}\ndiv.admonition.hint,\n.admonition.hint {\n border-color: var(--pst-color-success);\n}\ndiv.admonition.hint > .admonition-title,\n.admonition.hint > .admonition-title {\n background-color: var(--pst-color-success-bg);\n}\ndiv.admonition.hint > .admonition-title::after,\n.admonition.hint > .admonition-title::after {\n color: var(--pst-color-success);\n content: var(--pst-icon-admonition-hint);\n}\ndiv.admonition.tip,\n.admonition.tip {\n border-color: var(--pst-color-success);\n}\ndiv.admonition.tip > .admonition-title,\n.admonition.tip > .admonition-title {\n background-color: var(--pst-color-success-bg);\n}\ndiv.admonition.tip > .admonition-title::after,\n.admonition.tip > .admonition-title::after {\n color: var(--pst-color-success);\n content: var(--pst-icon-admonition-tip);\n}\ndiv.admonition.important,\n.admonition.important {\n border-color: var(--pst-color-attention);\n}\ndiv.admonition.important > .admonition-title,\n.admonition.important > .admonition-title {\n background-color: var(--pst-color-attention-bg);\n}\ndiv.admonition.important > .admonition-title::after,\n.admonition.important > .admonition-title::after {\n color: var(--pst-color-attention);\n content: var(--pst-icon-admonition-important);\n}\ndiv.admonition.note,\n.admonition.note {\n border-color: var(--pst-color-info);\n}\ndiv.admonition.note > .admonition-title,\n.admonition.note > .admonition-title {\n background-color: var(--pst-color-info-bg);\n}\ndiv.admonition.note > .admonition-title::after,\n.admonition.note > .admonition-title::after {\n color: var(--pst-color-info);\n content: var(--pst-icon-admonition-note);\n}\ndiv.admonition.seealso,\n.admonition.seealso {\n border-color: var(--pst-color-success);\n}\ndiv.admonition.seealso > .admonition-title,\n.admonition.seealso > .admonition-title {\n background-color: var(--pst-color-success-bg);\n}\ndiv.admonition.seealso > .admonition-title::after,\n.admonition.seealso > .admonition-title::after {\n color: var(--pst-color-success);\n content: var(--pst-icon-admonition-seealso);\n}\ndiv.admonition.admonition-todo,\n.admonition.admonition-todo {\n border-color: var(--pst-color-secondary);\n}\ndiv.admonition.admonition-todo > .admonition-title,\n.admonition.admonition-todo > .admonition-title {\n background-color: var(--pst-color-secondary-bg);\n}\ndiv.admonition.admonition-todo > .admonition-title::after,\n.admonition.admonition-todo > .admonition-title::after {\n color: var(--pst-color-secondary);\n content: var(--pst-icon-admonition-todo);\n}\ndiv.admonition.sidebar,\n.admonition.sidebar {\n max-width: 40%;\n float: right;\n clear: both;\n margin-left: 0.5rem;\n margin-top: 0;\n border-width: 0 0 0 0.2rem;\n}\ndiv.admonition.sidebar.attention, div.admonition.sidebar.important,\n.admonition.sidebar.attention,\n.admonition.sidebar.important {\n border-color: var(--pst-color-attention);\n}\ndiv.admonition.sidebar.caution, div.admonition.sidebar.warning,\n.admonition.sidebar.caution,\n.admonition.sidebar.warning {\n border-color: var(--pst-color-warning);\n}\ndiv.admonition.sidebar.danger, div.admonition.sidebar.error,\n.admonition.sidebar.danger,\n.admonition.sidebar.error {\n border-color: var(--pst-color-danger);\n}\ndiv.admonition.sidebar.hint, div.admonition.sidebar.tip, div.admonition.sidebar.seealso,\n.admonition.sidebar.hint,\n.admonition.sidebar.tip,\n.admonition.sidebar.seealso {\n border-color: var(--pst-color-success);\n}\ndiv.admonition.sidebar.note, div.admonition.sidebar.todo,\n.admonition.sidebar.note,\n.admonition.sidebar.todo {\n border-color: var(--pst-color-info);\n}\ndiv.admonition.sidebar p.admonition-title ~ *,\n.admonition.sidebar p.admonition-title ~ * {\n margin-left: 0;\n margin-right: 0;\n}\n\n/**************************************************************\n * Similar content blocks that are not technically admonitions.\n */\n/**\n * Topics and the {contents} directive\n */\ndiv.topic,\ndiv.topic.contents,\nnav.contents,\naside.topic {\n display: flex;\n flex-direction: column;\n background-color: var(--pst-color-surface);\n border-color: var(--pst-color-border);\n border-radius: 0.25rem;\n padding: 1rem 1.25rem;\n box-shadow: 0 0.2rem 0.5rem var(--pst-color-shadow), 0 0 0.0625rem var(--pst-color-shadow) !important;\n}\ndiv.topic .topic-title,\ndiv.topic.contents .topic-title,\nnav.contents .topic-title,\naside.topic .topic-title {\n margin: 0 0 0.5rem;\n}\ndiv.topic p,\ndiv.topic.contents p,\nnav.contents p,\naside.topic p {\n color: var(--pst-color-on-surface) !important;\n}\ndiv.topic ul.simple,\ndiv.topic.contents ul.simple,\nnav.contents ul.simple,\naside.topic ul.simple {\n padding-left: 1rem;\n}\ndiv.topic ul.simple ul,\ndiv.topic.contents ul.simple ul,\nnav.contents ul.simple ul,\naside.topic ul.simple ul {\n padding-left: 2em;\n}\n\n/**\n * Sidebar directive\n */\naside.sidebar {\n border: 1px solid var(--pst-color-border);\n background-color: var(--pst-color-surface);\n border-radius: 0.25rem;\n margin-left: 0.5rem;\n padding: 0;\n}\naside.sidebar > *:last-child {\n padding-bottom: 1rem;\n}\naside.sidebar p.sidebar-title {\n position: relative;\n margin-bottom: 0;\n padding-top: 0.5rem;\n padding-bottom: 0.5rem;\n border-bottom: 1px solid var(--pst-color-border);\n font-family: var(--pst-font-family-heading);\n font-weight: var(--pst-admonition-font-weight-heading);\n}\naside.sidebar > *:not(.sidebar-title):first-child,\naside.sidebar > p.sidebar-title + * {\n margin-top: 1rem;\n}\naside.sidebar > * {\n padding-left: 1rem;\n padding-right: 1rem;\n}\n\n/**\n * Rubrics look kind of like section headers\n */\np.rubric {\n display: flex;\n flex-direction: column;\n}\n\n/**\n * Seealso is kind of like a vertically-collapsed admonition\n */\n.seealso dd {\n margin-top: 0;\n margin-bottom: 0;\n}\n\n/*******************************************************************************\n* Styling for field lists\n*/\n/* grey highlighting of 'parameter' and 'returns' field */\ntable.field-list {\n border-collapse: separate;\n border-spacing: 10px;\n margin-left: 1px;\n /* italic font for parameter types */\n}\ntable.field-list th.field-name {\n padding: 1px 8px 1px 5px;\n white-space: nowrap;\n background-color: var(--pst-color-surface);\n}\ntable.field-list td.field-body {\n /* reduced space around parameter description */\n}\ntable.field-list td.field-body p {\n font-style: italic;\n}\ntable.field-list td.field-body p > strong {\n font-style: normal;\n}\ntable.field-list td.field-body blockquote {\n border-left: none;\n margin: 0 0 0.3em;\n padding-left: 30px;\n}\n\n/*******************************************************************************\n* Styling for autosummary tables\n*/\n.table.autosummary td:first-child {\n white-space: nowrap;\n}\n\n/* overriding basic.css to use our own monospace font */\n.sig {\n font-family: var(--pst-font-family-monospace);\n}\n\n/* C++ specific styling - overriding the basic.css to avoid custom colors */\n.sig-inline.c-texpr,\n.sig-inline.cpp-texpr {\n font-family: unset;\n}\n\n.sig.c .k,\n.sig.c .kt,\n.sig.cpp .k,\n.sig.cpp .kt {\n color: var(--pst-color-text-base);\n}\n\n.sig.c .m,\n.sig.cpp .m {\n color: var(--pst-color-text-base);\n}\n\n.sig.c .s,\n.sig.c .sc,\n.sig.cpp .s,\n.sig.cpp .sc {\n color: var(--pst-color-text-base);\n}\n\n.sig-name {\n color: var(--pst-color-inline-code);\n}\n\n.sig-param .o,\n.sig-param .default_value {\n color: var(--pst-color-text-muted);\n font-weight: normal;\n}\n\ndt:target,\nspan.highlighted {\n background-color: var(--pst-color-target);\n}\n\n.viewcode-back {\n font-family: var(--pst-font-family-base);\n}\n\n.viewcode-block:target {\n border-top: 1px solid var(--pst-color-border);\n border-bottom: 1px solid var(--pst-color-border);\n position: relative;\n background-color: var(--pst-color-target);\n}\n\ndl > dt > a:has(.viewcode-link) {\n float: right;\n}\ndl > dt > a:has(.viewcode-link) .viewcode-link {\n float: none;\n}\n\n/*******************************************************************************\n* Styling for autosummary titles like \"parameters\" and \"returns\"\n*/\ndl[class]:not(.option-list, .field-list, .footnote, .glossary, .simple) {\n margin-bottom: 3rem;\n}\ndl[class]:not(.option-list, .field-list, .footnote, .glossary, .simple) dd {\n margin-left: 2rem;\n}\ndl[class]:not(.option-list, .field-list, .footnote, .glossary, .simple) dd > dl.simple > dt {\n display: flex;\n}\ndl[class]:not(.option-list, .field-list, .footnote, .glossary, .simple) dl.field-list {\n display: grid;\n grid-template-columns: unset;\n}\ndl[class]:not(.option-list, .field-list, .footnote, .glossary, .simple) dt.field-odd,\ndl[class]:not(.option-list, .field-list, .footnote, .glossary, .simple) dt.field-even {\n margin-top: 0.2rem;\n margin-bottom: 0.1rem;\n background-color: var(--pst-color-surface);\n}\n\n/**\n * Code block styling\n * Note that we inherit a lot of styling from Bootstrap so not many rules here.\n */\ndiv[class*=highlight-],\ndiv.highlight,\ndiv.literal-block-wrapper {\n display: flex;\n flex-direction: column;\n width: unset;\n border-radius: 0.25rem;\n break-inside: avoid;\n}\n\ndiv.literal-block-wrapper {\n border: 1px solid var(--pst-color-border);\n border-radius: 0.25rem;\n}\ndiv.literal-block-wrapper div.code-block-caption {\n margin: 0;\n border-bottom: 1px solid var(--pst-color-border);\n padding: 0.5rem;\n font-size: 1rem;\n font-weight: var(--pst-font-weight-caption);\n}\ndiv.literal-block-wrapper div.code-block-caption a.headerlink {\n font-size: inherit;\n}\ndiv.literal-block-wrapper div[class*=highlight-] {\n margin: 0;\n border-radius: 0;\n}\ndiv.literal-block-wrapper div[class*=highlight-] pre {\n border: none;\n box-shadow: none;\n}\n\n/**\n * In-line code\n */\ncode.literal {\n padding: 0.1rem 0.25rem;\n background-color: var(--pst-color-surface);\n border: 1px solid var(--pst-color-border);\n border-radius: 0.25rem;\n}\n\na > code {\n color: var(--pst-color-inline-code-links);\n}\na > code:hover {\n color: var(--pst-color-link-hover);\n}\n\nspan.linenos {\n opacity: 0.8 !important;\n}\n\nfigure > a,\nfigure > a > img,\nfigure > img,\nfigure > video {\n display: block;\n margin-left: auto;\n margin-right: auto;\n}\n\nfigure a.headerlink {\n position: absolute;\n font-size: inherit;\n}\nfigure:hover a.headerlink {\n visibility: visible;\n}\nfigure figcaption {\n font-family: var(--pst-font-family-heading);\n font-weight: var(--pst-font-weight-caption);\n color: var(--pst-color-text-muted);\n margin-left: auto;\n margin-right: auto;\n margin-top: 0.3rem;\n text-align: center;\n}\nfigure figcaption > p:last-child {\n margin-bottom: 0;\n}\nfigure figcaption p {\n text-align: start;\n display: inline-block;\n}\nfigure figcaption table.table {\n width: fit-content;\n margin-left: auto;\n margin-right: auto;\n}\n\ndt.label > span.brackets:not(:only-child)::before {\n content: \"[\";\n}\n\ndt.label > span.brackets:not(:only-child)::after {\n content: \"]\";\n}\n\na.footnote-reference {\n vertical-align: super;\n font-size: small;\n}\n\naside.footnote {\n margin-bottom: 0.5rem;\n}\naside.footnote:last-child {\n margin-bottom: 1rem;\n}\naside.footnote span.label,\naside.footnote span.backrefs {\n font-weight: bold;\n}\naside.footnote:target {\n background-color: var(--pst-color-target);\n}\n\n/**\n * Hacky fixes that don't fit cleanly into other sections\n */\ntable.highlighttable td.linenos,\nspan.linenos,\ndiv.doctest > div.highlight span.gp {\n /* gp: Generic.Prompt */\n user-select: none;\n}\n\ndd {\n margin-top: 3px;\n margin-bottom: 10px;\n margin-left: 30px;\n}\n\nol,\nul {\n padding-inline-start: 2rem;\n}\nol li > p:first-child,\nul li > p:first-child {\n margin-bottom: 0.25rem;\n margin-top: 0.25rem;\n}\n\nblockquote {\n padding: 1em;\n color: var(--pst-color-text-muted);\n border-left: 0.25em solid var(--pst-color-blockquote-notch);\n border-radius: 0.25rem;\n position: relative;\n background-color: var(--pst-color-surface);\n}\nblockquote p {\n color: var(--pst-color-text-base);\n}\nblockquote .line-block {\n margin: 0;\n}\nblockquote p:last-child {\n margin-bottom: 0;\n}\nblockquote::before {\n content: \"\";\n width: 100%;\n height: 100%;\n position: absolute;\n left: 0;\n top: 0;\n z-index: -1;\n pointer-events: none;\n}\nblockquote a {\n color: var(--pst-color-inline-code-links);\n}\nblockquote::before {\n z-index: -1;\n}\n\n/**\n * Span-level styling within content\n */\nspan.guilabel {\n border: 1px solid var(--pst-color-info);\n font-size: 80%;\n font-weight: 700;\n border-radius: 4px;\n padding: 2.4px 6px;\n margin: auto 2px;\n position: relative;\n background-color: var(--pst-color-info-bg);\n}\nspan.guilabel::before {\n content: \"\";\n width: 100%;\n height: 100%;\n position: absolute;\n left: 0;\n top: 0;\n z-index: -1;\n pointer-events: none;\n}\n\na.reference.download::before {\n content: var(--pst-icon-download);\n font: var(--fa-font-solid);\n font-size: 0.8em;\n padding: 0 0.25em;\n color: var(--pst-color-text-muted);\n}\n\n/**\n * Tables\n */\ntable {\n margin-left: auto;\n margin-right: auto;\n}\ntable.table-right {\n margin-right: 0;\n}\ntable.table-left {\n margin-left: 0;\n}\n\ntable caption {\n text-align: center;\n caption-side: top;\n color: var(--pst-color-text-muted);\n}\n\nth.text-left,\ntd.text-left {\n text-align: left;\n}\nth.text-right,\ntd.text-right {\n text-align: right;\n}\nth.text-center,\ntd.text-center {\n text-align: center;\n}\n\n.table {\n color: var(--pst-color-table);\n border: 1px solid var(--pst-color-table-outer-border);\n --bs-table-bg: transparent;\n --bs-table-color: var(\n --pst-color-text-base\n );\n}\n.table th ~ th,\n.table th ~ td,\n.table td ~ th,\n.table td ~ td {\n border-left: 1px solid var(--pst-color-table-inner-border);\n}\n.table thead tr {\n background-color: var(--pst-color-table-heading-bg);\n border-bottom: 2px solid var(--pst-color-primary);\n}\n.table tbody tr:nth-child(odd) {\n background-color: var(--pst-color-table-row-zebra-low-bg);\n}\n.table tbody tr:nth-child(even) {\n background-color: var(--pst-color-table-row-zebra-high-bg);\n}\n.table tbody tr:hover {\n background-color: var(--pst-color-table-row-hover-bg);\n}\n\n.pst-scrollable-table-container {\n overflow-x: auto;\n}\n\n/**\n * Style the toctree component in pages (avoid modifying the navbars)\n */\n.toctree-wrapper p.caption {\n font-size: 1.5em;\n margin-bottom: 0;\n}\n.toctree-wrapper > ul {\n padding-left: 0;\n}\n.toctree-wrapper li[class^=toctree-l] {\n list-style: none;\n margin-bottom: 0.2em;\n}\n.toctree-wrapper li[class^=toctree-l] > a {\n list-style: none;\n font-size: 1.1em;\n}\n.toctree-wrapper li[class^=toctree-l] > ul {\n list-style: none;\n padding-inline-start: 1.5em;\n}\n.toctree-wrapper .toctree-l1 > a {\n font-size: 1.3em;\n}\n\ndiv.topic.contents ul.simple,\nnav.contents ul.simple {\n list-style: none;\n padding-left: 0;\n}\n\n/**\n * Mathematics via MathJax.\n *\n * This is designed for MathJax v3\n * ref: https://www.sphinx-doc.org/en/master/usage/extensions/math.html#module-sphinx.ext.mathjax\n */\nspan.math,\ndiv.math {\n align-items: center;\n display: flex;\n max-width: 100%;\n overflow: hidden;\n}\n\nspan.math {\n display: inline-flex;\n}\n\ndiv.math {\n gap: 0.5em;\n flex-direction: row-reverse;\n}\ndiv.math span.eqno a.headerlink {\n position: relative;\n font-size: 1em;\n}\ndiv.math mjx-container {\n flex-grow: 1;\n padding-bottom: 0.2rem;\n overflow: auto;\n}\ndiv.math mjx-container mjx-assistive-mml {\n height: 0;\n}\n\n/**\n * ABlog\n * ref: https://ablog.readthedocs.io/\n */\n/**\n * Sidebar template components\n */\n.ablog-sidebar-item h2, .ablog-sidebar-item .h2,\n.ablog-sidebar-item h3,\n.ablog-sidebar-item .h3 {\n font-size: var(--pst-sidebar-header-font-size);\n margin-top: 0.5rem;\n}\n.ablog-sidebar-item h2 a, .ablog-sidebar-item .h2 a,\n.ablog-sidebar-item h3 a,\n.ablog-sidebar-item .h3 a {\n color: var(--pst-color-text-base);\n}\n.ablog-sidebar-item ul {\n list-style: none;\n padding-left: 0;\n overflow-y: hidden;\n display: flex;\n flex-direction: column;\n gap: 0.5em;\n margin-bottom: 0;\n}\n.ablog-sidebar-item ul.ablog-cloud {\n flex-flow: row wrap;\n gap: 0.5rem;\n}\n.ablog-sidebar-item ul.ablog-cloud li {\n display: flex;\n align-items: center;\n}\n\n/**\n * Previous / next buttons at the bottom\n */\n.ablog__prev-next {\n font-size: 1.2em;\n display: flex;\n padding: 1rem 0;\n}\n.ablog__prev-next > span {\n display: flex;\n max-width: 45%;\n}\n.ablog__prev-next > span a {\n display: flex;\n align-items: center;\n margin-left: auto;\n gap: 1rem;\n line-height: 1.5rem;\n}\n.ablog__prev-next > span a i::before {\n color: var(--pst-color-text-base);\n}\n.ablog__prev-next span.ablog__prev i.fa-arrow-circle-left::before {\n content: var(--pst-icon-angle-left);\n}\n.ablog__prev-next span.ablog__spacer {\n display: none;\n}\n.ablog__prev-next span.ablog__next {\n margin-left: auto;\n text-align: right;\n}\n.ablog__prev-next span.ablog__next i.fa-arrow-circle-right::before {\n content: var(--pst-icon-angle-right);\n}\n\n/**\n * {postlist} directive and posts page\n */\n.ablog__collection,\n.postlist {\n padding-left: 0;\n}\n.ablog__collection .ablog-post,\n.postlist .ablog-post {\n list-style: none;\n}\n.ablog__collection .ablog-post .ablog-archive,\n.postlist .ablog-post .ablog-archive {\n display: flex;\n flex-flow: row wrap;\n gap: 1rem;\n list-style: none;\n font-size: 0.75rem;\n padding-left: 0;\n}\n.ablog__collection .ablog-post .ablog-post-title,\n.postlist .ablog-post .ablog-post-title {\n margin-top: 0;\n font-size: 1.25rem;\n}\n.ablog__collection .ablog-post .ablog-post-title a,\n.postlist .ablog-post .ablog-post-title a {\n font-weight: bold;\n}\n.ablog__collection .ablog-post .ablog-post-expand,\n.postlist .ablog-post .ablog-post-expand {\n margin-bottom: 0.5rem;\n}\n\n/**\n * Special cases for Bootstrap functionality\n */\n.docutils.container {\n padding-left: unset;\n padding-right: unset;\n margin-left: unset;\n margin-right: unset;\n max-width: unset;\n width: unset;\n}\n\n.btn {\n --bs-btn-focus-box-shadow: 0 0 0 0.1875rem var(--pst-color-accent);\n}\n\n/**\n * Sphinx Copybutton\n * ref: https://sphinx-copybutton.readthedocs.io/\n */\ndiv.highlight button.copybtn {\n display: flex;\n align-items: center;\n justify-content: center;\n border: none;\n background-color: var(--pst-color-surface);\n}\ndiv.highlight button.copybtn:not(.success) {\n color: var(--pst-color-muted);\n}\ndiv.highlight button.copybtn:hover:not(.success) {\n color: var(--pst-color-text);\n background-color: var(--pst-color-shadow);\n}\ndiv.highlight button.copybtn.o-tooltip--left::after {\n color: var(--pst-color-text);\n background-color: var(--pst-color-surface);\n}\ndiv.highlight button.copybtn:focus {\n opacity: 1;\n}\ndiv.highlight button.copybtn:focus-visible {\n outline: var(--pst-color-accent) solid 0.1875rem;\n}\n\ndiv.highlight:has(button.copybtn) {\n min-height: 2em;\n}\n\n#ethical-ad-placement .ethical-sidebar a,\n#ethical-ad-placement .ethical-sidebar a:visited,\n#ethical-ad-placement .ethical-sidebar a:hover,\n#ethical-ad-placement .ethical-sidebar a:active,\n#ethical-ad-placement .ethical-footer a,\n#ethical-ad-placement .ethical-footer a:visited,\n#ethical-ad-placement .ethical-footer a:hover,\n#ethical-ad-placement .ethical-footer a:active {\n color: var(--pst-color-text-base);\n}\n#ethical-ad-placement .ethical-sidebar,\n#ethical-ad-placement .ethical-footer {\n background-color: var(--pst-color-background);\n border: 1px solid var(--pst-color-border);\n border-radius: 5px;\n color: var(--pst-color-text-base);\n font-size: 14px;\n line-height: 20px;\n}\n\n/**\n * Styles for various Sphinx execution libraries.\n * For now, where these define output sections, we simply revert their background\n * to be a \"light theme\" background. This ensures that inputs/outputs behave similarly,\n * because the CSS is often controlled by each package.\n * In the future, we might add dark theme support for specific packages.\n */\n/******************************************************************************\n * Jupyter Sphinx\n */\n.bd-content div.jupyter_container {\n border: none;\n background-color: unset;\n box-shadow: none;\n}\n.bd-content div.jupyter_container div.output,\n.bd-content div.jupyter_container div.highlight {\n border-radius: 0.25rem;\n}\n.bd-content div.jupyter_container div.highlight {\n background-color: var(--pst-color-surface);\n}\n.bd-content div.jupyter_container .cell_input,\n.bd-content div.jupyter_container .cell_output {\n border-radius: 0.25rem;\n}\n.bd-content div.jupyter_container .cell_input pre,\n.bd-content div.jupyter_container .cell_output pre {\n padding: 1rem;\n}\n\n/* Styles for graphviz generated output from Sphinx */\n/* Style the inheritance diagram such that it has a dark mode */\nhtml[data-theme=dark] div.graphviz > object.inheritance {\n filter: brightness(0.8) invert(0.82) contrast(1.2);\n color-scheme: normal;\n}\n\n/**\n * Special-cases for packages in the PyData ecosystem\n */\n.xr-wrap[hidden] {\n display: block !important;\n}\n\n.jp-OutputArea-output.lm-Widget {\n overflow: auto;\n}\n\n/*******************************************************************************\n* master color map. Only the colors that actually differ between light and dark\n* themes are specified separately.\n*\n* To see the full list of colors see https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1234%3A765&t=ifcFT1JtnrSshGfi-1\n*/\n/**\n* Function to get items from nested maps\n*/\n/* Assign base colors for the PyData theme */\n:root {\n --pst-teal-50: #f4fbfc;\n --pst-teal-100: #e9f6f8;\n --pst-teal-200: #d0ecf1;\n --pst-teal-300: #abdde6;\n --pst-teal-400: #3fb1c5;\n --pst-teal-500: #0a7d91;\n --pst-teal-600: #085d6c;\n --pst-teal-700: #064752;\n --pst-teal-800: #042c33;\n --pst-teal-900: #021b1f;\n --pst-violet-50: #f4eefb;\n --pst-violet-100: #e0c7ff;\n --pst-violet-200: #d5b4fd;\n --pst-violet-300: #b780ff;\n --pst-violet-400: #9c5ffd;\n --pst-violet-500: #8045e5;\n --pst-violet-600: #6432bd;\n --pst-violet-700: #4b258f;\n --pst-violet-800: #341a61;\n --pst-violet-900: #1e0e39;\n --pst-gray-50: #f9f9fa;\n --pst-gray-100: #f3f4f5;\n --pst-gray-200: #e5e7ea;\n --pst-gray-300: #d1d5da;\n --pst-gray-400: #9ca4af;\n --pst-gray-500: #677384;\n --pst-gray-600: #48566b;\n --pst-gray-700: #29313d;\n --pst-gray-800: #222832;\n --pst-gray-900: #14181e;\n --pst-pink-50: #fcf8fd;\n --pst-pink-100: #fcf0fa;\n --pst-pink-200: #f8dff5;\n --pst-pink-300: #f3c7ee;\n --pst-pink-400: #e47fd7;\n --pst-pink-500: #c132af;\n --pst-pink-600: #912583;\n --pst-pink-700: #6e1c64;\n --pst-pink-800: #46123f;\n --pst-pink-900: #2b0b27;\n --pst-foundation-white: #ffffff;\n --pst-foundation-black: #14181e;\n}\n\n/*******************************************************************************\n* write the color rules for each theme (light/dark)\n*/\n/* NOTE:\n * Mixins enable us to reuse the same definitions for the different modes\n * https://sass-lang.com/documentation/at-rules/mixin\n * something inserts a variable into a CSS selector or property name\n * https://sass-lang.com/documentation/interpolation\n */\n/* Defaults to light mode if data-theme is not set */\nhtml:not([data-theme]) {\n --pst-color-primary: #0a7d91;\n --pst-color-primary-bg: #d0ecf1;\n --pst-color-secondary: #8045e5;\n --pst-color-secondary-bg: #e0c7ff;\n --pst-color-accent: #c132af;\n --pst-color-accent-bg: #f8dff5;\n --pst-color-info: #276be9;\n --pst-color-info-bg: #dce7fc;\n --pst-color-warning: #f66a0a;\n --pst-color-warning-bg: #f8e3d0;\n --pst-color-success: #00843f;\n --pst-color-success-bg: #d6ece1;\n --pst-color-attention: var(--pst-color-warning);\n --pst-color-attention-bg: var(--pst-color-warning-bg);\n --pst-color-danger: #d72d47;\n --pst-color-danger-bg: #f9e1e4;\n --pst-color-text-base: #222832;\n --pst-color-text-muted: #48566b;\n --pst-color-heading-color: #fff;\n --pst-color-shadow: rgba(0, 0, 0, 0.1);\n --pst-color-border: #d1d5da;\n --pst-color-border-muted: rgba(23, 23, 26, 0.2);\n --pst-color-blockquote-notch: #677384;\n --pst-color-inline-code: #912583;\n --pst-color-inline-code-links: #085d6c;\n --pst-color-target: #f3cf95;\n --pst-color-table: #14181e;\n --pst-color-table-row-hover-bg: #b780ff;\n --pst-color-table-inner-border: #e5e7ea;\n --pst-color-background: #ffffff;\n --pst-color-on-background: #ffffff;\n --pst-color-surface: #f3f4f5;\n --pst-color-on-surface: #222832;\n}\n\nhtml:not([data-theme]) {\n --pst-color-link: var(--pst-color-primary);\n --pst-color-link-hover: var(--pst-color-secondary);\n --pst-color-table-outer-border: var(--pst-color-surface);\n --pst-color-table-heading-bg: var(--pst-color-surface);\n --pst-color-table-row-zebra-high-bg: var(--pst-color-on-background);\n --pst-color-table-row-zebra-low-bg: var(--pst-color-surface);\n}\n\nhtml:not([data-theme]) .only-dark,\nhtml:not([data-theme]) .only-dark ~ figcaption {\n display: none !important;\n}\n\n/* NOTE: @each {...} is like a for-loop\n * https://sass-lang.com/documentation/at-rules/control/each\n */\nhtml[data-theme=light] {\n --pst-color-primary: #0a7d91;\n --pst-color-primary-bg: #d0ecf1;\n --pst-color-secondary: #8045e5;\n --pst-color-secondary-bg: #e0c7ff;\n --pst-color-accent: #c132af;\n --pst-color-accent-bg: #f8dff5;\n --pst-color-info: #276be9;\n --pst-color-info-bg: #dce7fc;\n --pst-color-warning: #f66a0a;\n --pst-color-warning-bg: #f8e3d0;\n --pst-color-success: #00843f;\n --pst-color-success-bg: #d6ece1;\n --pst-color-attention: var(--pst-color-warning);\n --pst-color-attention-bg: var(--pst-color-warning-bg);\n --pst-color-danger: #d72d47;\n --pst-color-danger-bg: #f9e1e4;\n --pst-color-text-base: #222832;\n --pst-color-text-muted: #48566b;\n --pst-color-heading-color: #fff;\n --pst-color-shadow: rgba(0, 0, 0, 0.1);\n --pst-color-border: #d1d5da;\n --pst-color-border-muted: rgba(23, 23, 26, 0.2);\n --pst-color-blockquote-notch: #677384;\n --pst-color-inline-code: #912583;\n --pst-color-inline-code-links: #085d6c;\n --pst-color-target: #f3cf95;\n --pst-color-table: #14181e;\n --pst-color-table-row-hover-bg: #b780ff;\n --pst-color-table-inner-border: #e5e7ea;\n --pst-color-background: #ffffff;\n --pst-color-on-background: #ffffff;\n --pst-color-surface: #f3f4f5;\n --pst-color-on-surface: #222832;\n color-scheme: light;\n}\n\nhtml[data-theme=light] {\n --pst-color-link: var(--pst-color-primary);\n --pst-color-link-hover: var(--pst-color-secondary);\n --pst-color-table-outer-border: var(--pst-color-surface);\n --pst-color-table-heading-bg: var(--pst-color-surface);\n --pst-color-table-row-zebra-high-bg: var(--pst-color-on-background);\n --pst-color-table-row-zebra-low-bg: var(--pst-color-surface);\n}\n\nhtml[data-theme=light] .only-dark,\nhtml[data-theme=light] .only-dark ~ figcaption {\n display: none !important;\n}\n\nhtml[data-theme=dark] {\n --pst-color-primary: #3fb1c5;\n --pst-color-primary-bg: #042c33;\n --pst-color-secondary: #9c5ffd;\n --pst-color-secondary-bg: #341a61;\n --pst-color-accent: #e47fd7;\n --pst-color-accent-bg: #46123f;\n --pst-color-info: #79a3f2;\n --pst-color-info-bg: #06245d;\n --pst-color-warning: #ff9245;\n --pst-color-warning-bg: #652a02;\n --pst-color-success: #5fb488;\n --pst-color-success-bg: #002f17;\n --pst-color-attention: var(--pst-color-warning);\n --pst-color-attention-bg: var(--pst-color-warning-bg);\n --pst-color-danger: #e78894;\n --pst-color-danger-bg: #4e111b;\n --pst-color-text-base: #ced6dd;\n --pst-color-text-muted: #9ca4af;\n --pst-color-heading-color: #14181e;\n --pst-color-shadow: rgba(0, 0, 0, 0.2);\n --pst-color-border: #48566b;\n --pst-color-border-muted: #29313d;\n --pst-color-blockquote-notch: #9ca4af;\n --pst-color-inline-code: #f3c7ee;\n --pst-color-inline-code-links: #3fb1c5;\n --pst-color-target: #675c04;\n --pst-color-table: #ffffff;\n --pst-color-table-row-hover-bg: #6432bd;\n --pst-color-table-inner-border: #364150;\n --pst-color-background: #14181e;\n --pst-color-on-background: #222832;\n --pst-color-surface: #29313d;\n --pst-color-on-surface: #f3f4f5;\n /* Adjust images in dark mode (unless they have class .only-dark or\n * .dark-light, in which case assume they're already optimized for dark\n * mode).\n */\n /* Give images a light background in dark mode in case they have\n * transparency and black text (unless they have class .only-dark or .dark-light, in\n * which case assume they're already optimized for dark mode).\n */\n color-scheme: dark;\n}\n\nhtml[data-theme=dark] {\n --pst-color-link: var(--pst-color-primary);\n --pst-color-link-hover: var(--pst-color-secondary);\n --pst-color-table-outer-border: var(--pst-color-surface);\n --pst-color-table-heading-bg: var(--pst-color-surface);\n --pst-color-table-row-zebra-high-bg: var(--pst-color-on-background);\n --pst-color-table-row-zebra-low-bg: var(--pst-color-surface);\n}\n\nhtml[data-theme=dark] .only-light,\nhtml[data-theme=dark] .only-light ~ figcaption {\n display: none !important;\n}\n\nhtml[data-theme=dark] img:not(.only-dark, .dark-light) {\n filter: brightness(0.8) contrast(1.2);\n}\n\nhtml[data-theme=dark] .bd-content img:not(.only-dark, .dark-light) {\n background-color: rgb(255, 255, 255);\n border-radius: 0.25rem;\n}\n\nhtml[data-theme=dark] .MathJax_SVG * {\n fill: var(--pst-color-text-base);\n}\n\n.pst-color-primary {\n color: var(--pst-color-primary);\n}\n\n.pst-color-secondary {\n color: var(--pst-color-secondary);\n}\n\n.pst-color-accent {\n color: var(--pst-color-accent);\n}\n\n.pst-color-info {\n color: var(--pst-color-info);\n}\n\n.pst-color-warning {\n color: var(--pst-color-warning);\n}\n\n.pst-color-success {\n color: var(--pst-color-success);\n}\n\n.pst-color-attention {\n color: var(--pst-color-attention);\n}\n\n.pst-color-danger {\n color: var(--pst-color-danger);\n}\n\n.pst-color-text-base {\n color: var(--pst-color-text-base);\n}\n\n.pst-color-text-muted {\n color: var(--pst-color-text-muted);\n}\n\n.pst-color-heading-color {\n color: var(--pst-color-heading-color);\n}\n\n.pst-color-shadow {\n color: var(--pst-color-shadow);\n}\n\n.pst-color-border {\n color: var(--pst-color-border);\n}\n\n.pst-color-border-muted {\n color: var(--pst-color-border-muted);\n}\n\n.pst-color-blockquote-notch {\n color: var(--pst-color-blockquote-notch);\n}\n\n.pst-color-inline-code {\n color: var(--pst-color-inline-code);\n}\n\n.pst-color-inline-code-links {\n color: var(--pst-color-inline-code-links);\n}\n\n.pst-color-target {\n color: var(--pst-color-target);\n}\n\n.pst-color-table {\n color: var(--pst-color-table);\n}\n\n.pst-color-table-row-hover {\n color: var(--pst-color-table-row-hover);\n}\n\n.pst-color-table-inner-border {\n color: var(--pst-color-table-inner-border);\n}\n\n.pst-color-background {\n color: var(--pst-color-background);\n}\n\n.pst-color-on-background {\n color: var(--pst-color-on-background);\n}\n\n.pst-color-surface {\n color: var(--pst-color-surface);\n}\n\n.pst-color-on-surface {\n color: var(--pst-color-on-surface);\n}\n\n/*******************************************************************************\n * Color and variables\n *\n * This is a list of the semantic color names from sphinx-design (we only\n * need to override variables that sphinx-design has actually defined).\n * https://github.com/executablebooks/sphinx-design/blob/9226a12a/style/_colors.scss#L31-L43\n */\n/**\n * Here we create some extra --pst-color-* variables and use\n * them to override the value of the corresponding sphinx-design variables.\n * This is easier than re-writing the sphinx-design rules. Even easier would be\n * directly assigning our values to the --sd-color-* variables, but then our\n * downstream users couldn't override *our* colors and have it affect buttons\n * and badges.\n *\n * First, define the extra keys needed to cover the full range of semantic\n * color names used in sphinx-design, then merge them with the names we\n * already define for our own needs.\n * see https://sphinx-design.readthedocs.io/en/latest/css_variables.html\n */\nhtml[data-theme=light] {\n --pst-color-primary: rgb(10, 125, 145);\n --pst-color-primary-text: #fff;\n --pst-color-primary-highlight: #086b7c;\n --sd-color-primary: var(--pst-color-primary);\n --sd-color-primary-text: var(--pst-color-primary-text);\n --sd-color-primary-highlight: var(--pst-color-primary-highlight);\n --pst-color-primary-highlight-text: #fff;\n --sd-color-primary-bg: #d0ecf1;\n --sd-color-primary-bg-text: #14181e;\n --pst-color-secondary: rgb(128, 69, 229);\n --pst-color-secondary-text: #fff;\n --pst-color-secondary-highlight: #651ee0;\n --sd-color-secondary: var(--pst-color-secondary);\n --sd-color-secondary-text: var(--pst-color-secondary-text);\n --sd-color-secondary-highlight: var(--pst-color-secondary-highlight);\n --pst-color-secondary-highlight-text: #fff;\n --sd-color-secondary-bg: #e0c7ff;\n --sd-color-secondary-bg-text: #14181e;\n --pst-color-success: #00843f;\n --pst-color-success-text: #fff;\n --pst-color-success-highlight: #007036;\n --sd-color-success: var(--pst-color-success);\n --sd-color-success-text: var(--pst-color-success-text);\n --sd-color-success-highlight: var(--pst-color-success-highlight);\n --pst-color-success-highlight-text: #fff;\n --sd-color-success-bg: #d6ece1;\n --sd-color-success-bg-text: #14181e;\n --pst-color-info: #276be9;\n --pst-color-info-text: #fff;\n --pst-color-info-highlight: #1457d3;\n --sd-color-info: var(--pst-color-info);\n --sd-color-info-text: var(--pst-color-info-text);\n --sd-color-info-highlight: var(--pst-color-info-highlight);\n --pst-color-info-highlight-text: #fff;\n --sd-color-info-bg: #dce7fc;\n --sd-color-info-bg-text: #14181e;\n --pst-color-warning: #f66a0a;\n --pst-color-warning-text: #14181e;\n --pst-color-warning-highlight: #d25a07;\n --sd-color-warning: var(--pst-color-warning);\n --sd-color-warning-text: var(--pst-color-warning-text);\n --sd-color-warning-highlight: var(--pst-color-warning-highlight);\n --pst-color-warning-highlight-text: #14181e;\n --sd-color-warning-bg: #f8e3d0;\n --sd-color-warning-bg-text: #14181e;\n --pst-color-danger: #d72d47;\n --pst-color-danger-text: #fff;\n --pst-color-danger-highlight: #bb2239;\n --sd-color-danger: var(--pst-color-danger);\n --sd-color-danger-text: var(--pst-color-danger-text);\n --sd-color-danger-highlight: var(--pst-color-danger-highlight);\n --pst-color-danger-highlight-text: #fff;\n --sd-color-danger-bg: #f9e1e4;\n --sd-color-danger-bg-text: #14181e;\n --pst-color-light: #f3f4f5;\n --pst-color-light-text: #14181e;\n --pst-color-light-highlight: #c9cfd6;\n --sd-color-light: var(--pst-color-light);\n --sd-color-light-text: var(--pst-color-light-text);\n --sd-color-light-highlight: var(--pst-color-light-highlight);\n --pst-color-light-highlight-text: #14181e;\n --sd-color-light-bg: #f7f7f8;\n --sd-color-light-bg-text: #14181e;\n --pst-color-muted: #29313d;\n --pst-color-muted-text: #fff;\n --pst-color-muted-highlight: #212936;\n --sd-color-muted: var(--pst-color-muted);\n --sd-color-muted-text: var(--pst-color-muted-text);\n --sd-color-muted-highlight: var(--pst-color-muted-highlight);\n --pst-color-muted-highlight-text: #fff;\n --sd-color-muted-bg: #5a6c86;\n --sd-color-muted-bg-text: #fff;\n --pst-color-dark: #222832;\n --pst-color-dark-text: #fff;\n --pst-color-dark-highlight: #1b222c;\n --sd-color-dark: var(--pst-color-dark);\n --sd-color-dark-text: var(--pst-color-dark-text);\n --sd-color-dark-highlight: var(--pst-color-dark-highlight);\n --pst-color-dark-highlight-text: #fff;\n --pst-color-black: #14181e;\n --pst-color-black-text: #fff;\n --pst-color-black-highlight: #10141a;\n --sd-color-black: var(--pst-color-black);\n --sd-color-black-text: var(--pst-color-black-text);\n --sd-color-black-highlight: var(--pst-color-black-highlight);\n --pst-color-black-highlight-text: #fff;\n --pst-color-white: #fff;\n --pst-color-white-text: #14181e;\n --pst-color-white-highlight: #dbd7d7;\n --sd-color-white: var(--pst-color-white);\n --sd-color-white-text: var(--pst-color-white-text);\n --sd-color-white-highlight: var(--pst-color-white-highlight);\n --pst-color-white-highlight-text: #14181e;\n}\n\nhtml[data-theme=dark] {\n --pst-color-primary: rgb(63, 177, 197);\n --pst-color-primary-text: #14181e;\n --pst-color-primary-highlight: #319aac;\n --sd-color-primary: var(--pst-color-primary);\n --sd-color-primary-text: var(--pst-color-primary-text);\n --sd-color-primary-highlight: var(--pst-color-primary-highlight);\n --pst-color-primary-highlight-text: #14181e;\n --sd-color-primary-bg: #042c33;\n --sd-color-primary-bg-text: #fff;\n --pst-color-secondary: rgb(156, 95, 253);\n --pst-color-secondary-text: #14181e;\n --pst-color-secondary-highlight: #7c2bfc;\n --sd-color-secondary: var(--pst-color-secondary);\n --sd-color-secondary-text: var(--pst-color-secondary-text);\n --sd-color-secondary-highlight: var(--pst-color-secondary-highlight);\n --pst-color-secondary-highlight-text: #fff;\n --sd-color-secondary-bg: #341a61;\n --sd-color-secondary-bg-text: #fff;\n --pst-color-success: #5fb488;\n --pst-color-success-text: #14181e;\n --pst-color-success-highlight: #47a373;\n --sd-color-success: var(--pst-color-success);\n --sd-color-success-text: var(--pst-color-success-text);\n --sd-color-success-highlight: var(--pst-color-success-highlight);\n --pst-color-success-highlight-text: #14181e;\n --sd-color-success-bg: #002f17;\n --sd-color-success-bg-text: #fff;\n --pst-color-info: #79a3f2;\n --pst-color-info-text: #14181e;\n --pst-color-info-highlight: #4681ee;\n --sd-color-info: var(--pst-color-info);\n --sd-color-info-text: var(--pst-color-info-text);\n --sd-color-info-highlight: var(--pst-color-info-highlight);\n --pst-color-info-highlight-text: #14181e;\n --sd-color-info-bg: #06245d;\n --sd-color-info-bg-text: #fff;\n --pst-color-warning: #ff9245;\n --pst-color-warning-text: #14181e;\n --pst-color-warning-highlight: #ff7614;\n --sd-color-warning: var(--pst-color-warning);\n --sd-color-warning-text: var(--pst-color-warning-text);\n --sd-color-warning-highlight: var(--pst-color-warning-highlight);\n --pst-color-warning-highlight-text: #14181e;\n --sd-color-warning-bg: #652a02;\n --sd-color-warning-bg-text: #fff;\n --pst-color-danger: #e78894;\n --pst-color-danger-text: #14181e;\n --pst-color-danger-highlight: #df596a;\n --sd-color-danger: var(--pst-color-danger);\n --sd-color-danger-text: var(--pst-color-danger-text);\n --sd-color-danger-highlight: var(--pst-color-danger-highlight);\n --pst-color-danger-highlight-text: #14181e;\n --sd-color-danger-bg: #4e111b;\n --sd-color-danger-bg-text: #fff;\n --pst-color-light: #f3f4f5;\n --pst-color-light-text: #14181e;\n --pst-color-light-highlight: #c9cfd6;\n --sd-color-light: var(--pst-color-light);\n --sd-color-light-text: var(--pst-color-light-text);\n --sd-color-light-highlight: var(--pst-color-light-highlight);\n --pst-color-light-highlight-text: #14181e;\n --sd-color-light-bg: #a3abb2;\n --sd-color-light-bg-text: #14181e;\n --pst-color-muted: #f3f4f5;\n --pst-color-muted-text: #14181e;\n --pst-color-muted-highlight: #c9cfd6;\n --sd-color-muted: var(--pst-color-muted);\n --sd-color-muted-text: var(--pst-color-muted-text);\n --sd-color-muted-highlight: var(--pst-color-muted-highlight);\n --pst-color-muted-highlight-text: #14181e;\n --sd-color-muted-bg: #1d222b;\n --sd-color-muted-bg-text: #fff;\n --pst-color-dark: #222832;\n --pst-color-dark-text: #fff;\n --pst-color-dark-highlight: #1b222c;\n --sd-color-dark: var(--pst-color-dark);\n --sd-color-dark-text: var(--pst-color-dark-text);\n --sd-color-dark-highlight: var(--pst-color-dark-highlight);\n --pst-color-dark-highlight-text: #fff;\n --pst-color-black: #14181e;\n --pst-color-black-text: #fff;\n --pst-color-black-highlight: #10141a;\n --sd-color-black: var(--pst-color-black);\n --sd-color-black-text: var(--pst-color-black-text);\n --sd-color-black-highlight: var(--pst-color-black-highlight);\n --pst-color-black-highlight-text: #fff;\n --pst-color-white: #fff;\n --pst-color-white-text: #14181e;\n --pst-color-white-highlight: #dbd7d7;\n --sd-color-white: var(--pst-color-white);\n --sd-color-white-text: var(--pst-color-white-text);\n --sd-color-white-highlight: var(--pst-color-white-highlight);\n --pst-color-white-highlight-text: #14181e;\n}\n\nhtml[data-theme=light] {\n --sd-color-card-border: var(--pst-color-border);\n}\n\nhtml[data-theme=dark] {\n --sd-color-card-border: var(--pst-color-border);\n}\n\n/*******************************************************************************\n * shadows\n */\nhtml[data-theme=light] .sd-shadow-xs,\nhtml[data-theme=light] .sd-shadow-sm,\nhtml[data-theme=light] .sd-shadow-md,\nhtml[data-theme=light] .sd-shadow-lg {\n box-shadow: 0 0.2rem 0.5rem var(--pst-color-shadow), 0 0 0.0625rem var(--pst-color-shadow) !important;\n}\n\n/*******************************************************************************\n * cards\n */\n.bd-content .sd-card {\n border: 1px solid var(--pst-color-border);\n}\n.bd-content .sd-card .sd-card-header {\n background-color: var(--pst-color-panel-background);\n border-bottom: 1px solid var(--pst-color-border);\n}\n.bd-content .sd-card .sd-card-footer {\n background-color: var(--pst-color-panel-background);\n border-top: 1px solid var(--pst-color-border);\n}\n.bd-content .sd-card .sd-card-body {\n background-color: var(--pst-color-panel-background);\n}\n.bd-content .sd-card .sd-stretched-link:focus-visible {\n outline: none;\n}\n.bd-content .sd-card .sd-stretched-link:focus-visible::after {\n outline: var(--pst-color-accent) solid 0.1875rem;\n border-radius: 0.25rem;\n}\n.bd-content .sd-card.sd-card-hover:hover {\n border-color: var(--pst-color-link-hover);\n}\n\n/*******************************************************************************\n * tabs\n */\n.bd-content .sd-tab-set > input:checked + label {\n border-style: solid solid none;\n border-color: var(--pst-color-primary) var(--pst-color-primary) transparent;\n border-width: 0.125rem 0.125rem 0;\n border-radius: 0.125rem 0.125rem 0 0;\n background-color: var(--pst-color-on-background);\n transform: translateY(0.125rem);\n color: var(--pst-color-primary);\n}\n.bd-content .sd-tab-set > input:focus-visible + label {\n border: 0.125rem solid var(--pst-color-accent);\n border-radius: 0.125rem;\n background-color: var(--pst-color-accent-bg);\n color: var(--pst-color-on-surface);\n}\n.bd-content .sd-tab-set > input:not(:checked, :focus-visible) + label:hover {\n border-color: transparent;\n color: var(--pst-color-secondary);\n text-decoration-line: underline;\n text-decoration-thickness: max(3px, .1875rem, .12em);\n}\n.bd-content .sd-tab-set > label {\n color: var(--pst-color-on-surface);\n border: 0.125rem solid transparent;\n border-radius: 0.125rem 0.125rem 0 0;\n background-color: var(--pst-color-surface);\n padding: 0 0.75em;\n margin-inline-end: 0.25rem;\n line-height: 1.95;\n}\nhtml[data-theme=dark] .bd-content .sd-tab-set > label {\n background-color: var(--pst-color-on-background);\n}\n.bd-content .sd-tab-set .sd-tab-content {\n border: 0.125rem solid var(--pst-color-primary);\n border-radius: 0.1875rem;\n box-shadow: unset;\n padding: 0.625rem;\n background-color: var(--pst-color-on-background);\n}\n\n/*******************************************************************************\n* Dropdowns\n*/\ndetails.sd-dropdown {\n border: 0 !important;\n box-shadow: 0 0.2rem 0.5rem var(--pst-color-shadow), 0 0 0.0625rem var(--pst-color-shadow) !important;\n}\ndetails.sd-dropdown summary.sd-card-header {\n border: 0 !important;\n display: flex;\n align-items: center;\n position: relative;\n font-weight: 600;\n padding-top: 0.5rem;\n padding-bottom: 0.5rem;\n --pst-sd-dropdown-color: var(--pst-gray-500);\n --pst-sd-dropdown-bg-color: var(--pst-color-surface);\n background-color: var(--pst-sd-dropdown-bg-color) !important;\n border-left: 0.2rem solid var(--pst-sd-dropdown-color) !important;\n}\ndetails.sd-dropdown summary.sd-card-header + div.sd-summary-content {\n border: 0;\n --pst-sd-dropdown-color: var(--sd-color-card-border);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-primary {\n --pst-sd-dropdown-color: var(--sd-color-primary);\n --pst-sd-dropdown-bg-color: var(--sd-color-primary-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-primary + div.sd-summary-content {\n --pst-sd-dropdown-color: var(--sd-color-primary);\n --pst-sd-dropdown-bg-color: var(--sd-color-primary-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-text-primary {\n color: var(--sd-color-primary-bg-text) !important;\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-secondary {\n --pst-sd-dropdown-color: var(--sd-color-secondary);\n --pst-sd-dropdown-bg-color: var(--sd-color-secondary-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-secondary + div.sd-summary-content {\n --pst-sd-dropdown-color: var(--sd-color-secondary);\n --pst-sd-dropdown-bg-color: var(--sd-color-secondary-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-text-secondary {\n color: var(--sd-color-secondary-bg-text) !important;\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-success {\n --pst-sd-dropdown-color: var(--sd-color-success);\n --pst-sd-dropdown-bg-color: var(--sd-color-success-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-success + div.sd-summary-content {\n --pst-sd-dropdown-color: var(--sd-color-success);\n --pst-sd-dropdown-bg-color: var(--sd-color-success-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-text-success {\n color: var(--sd-color-success-bg-text) !important;\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-info {\n --pst-sd-dropdown-color: var(--sd-color-info);\n --pst-sd-dropdown-bg-color: var(--sd-color-info-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-info + div.sd-summary-content {\n --pst-sd-dropdown-color: var(--sd-color-info);\n --pst-sd-dropdown-bg-color: var(--sd-color-info-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-text-info {\n color: var(--sd-color-info-bg-text) !important;\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-warning {\n --pst-sd-dropdown-color: var(--sd-color-warning);\n --pst-sd-dropdown-bg-color: var(--sd-color-warning-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-warning + div.sd-summary-content {\n --pst-sd-dropdown-color: var(--sd-color-warning);\n --pst-sd-dropdown-bg-color: var(--sd-color-warning-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-text-warning {\n color: var(--sd-color-warning-bg-text) !important;\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-danger {\n --pst-sd-dropdown-color: var(--sd-color-danger);\n --pst-sd-dropdown-bg-color: var(--sd-color-danger-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-danger + div.sd-summary-content {\n --pst-sd-dropdown-color: var(--sd-color-danger);\n --pst-sd-dropdown-bg-color: var(--sd-color-danger-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-text-danger {\n color: var(--sd-color-danger-bg-text) !important;\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-light {\n --pst-sd-dropdown-color: var(--sd-color-light);\n --pst-sd-dropdown-bg-color: var(--sd-color-light-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-light + div.sd-summary-content {\n --pst-sd-dropdown-color: var(--sd-color-light);\n --pst-sd-dropdown-bg-color: var(--sd-color-light-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-text-light {\n color: var(--sd-color-light-bg-text) !important;\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-muted {\n --pst-sd-dropdown-color: var(--sd-color-muted);\n --pst-sd-dropdown-bg-color: var(--sd-color-muted-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-muted + div.sd-summary-content {\n --pst-sd-dropdown-color: var(--sd-color-muted);\n --pst-sd-dropdown-bg-color: var(--sd-color-muted-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-text-muted {\n color: var(--sd-color-muted-bg-text) !important;\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-dark {\n --pst-sd-dropdown-color: var(--sd-color-dark);\n --pst-sd-dropdown-bg-color: var(--sd-color-dark-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-dark + div.sd-summary-content {\n --pst-sd-dropdown-color: var(--sd-color-dark);\n --pst-sd-dropdown-bg-color: var(--sd-color-dark-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-text-dark {\n color: var(--sd-color-dark-bg-text) !important;\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-black {\n --pst-sd-dropdown-color: var(--sd-color-black);\n --pst-sd-dropdown-bg-color: var(--sd-color-black-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-black + div.sd-summary-content {\n --pst-sd-dropdown-color: var(--sd-color-black);\n --pst-sd-dropdown-bg-color: var(--sd-color-black-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-text-black {\n color: var(--sd-color-black-bg-text) !important;\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-white {\n --pst-sd-dropdown-color: var(--sd-color-white);\n --pst-sd-dropdown-bg-color: var(--sd-color-white-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-white + div.sd-summary-content {\n --pst-sd-dropdown-color: var(--sd-color-white);\n --pst-sd-dropdown-bg-color: var(--sd-color-white-bg);\n}\ndetails.sd-dropdown summary.sd-card-header.sd-bg-text-white {\n color: var(--sd-color-white-bg-text) !important;\n}\ndetails.sd-dropdown summary.sd-card-header::before {\n content: \"\";\n width: 100%;\n height: 100%;\n position: absolute;\n left: 0;\n top: 0;\n z-index: -1;\n pointer-events: none;\n}\ndetails.sd-dropdown summary.sd-card-header + div.sd-summary-content {\n border-left: 0.2rem solid var(--pst-sd-dropdown-color) !important;\n border-bottom-left-radius: calc(0.25rem - 1px);\n background-color: var(--pst-color-on-background);\n}\ndetails.sd-dropdown summary.sd-card-header span.sd-summary-icon {\n display: inline-flex;\n align-items: center;\n color: var(--pst-sd-dropdown-color) !important;\n}\ndetails.sd-dropdown summary.sd-card-header span.sd-summary-icon svg {\n opacity: 1;\n}\ndetails.sd-dropdown summary.sd-card-header .sd-summary-up,\ndetails.sd-dropdown summary.sd-card-header .sd-summary-down {\n top: 0.7rem;\n}\ndetails.sd-dropdown summary.sd-card-header:focus-visible {\n outline: var(--pst-color-accent) solid 0.1875rem;\n outline-offset: -0.1875rem;\n}\n\n/*******************************************************************************\n* Buttons (which in Sphinx Design are actually links that look like buttons)\n* ref: https://sphinx-design.readthedocs.io/en/pydata-theme/badges_buttons.html#buttons\n*/\nhtml .sd-btn {\n min-width: 2.25rem;\n padding: 0.3125rem 0.75rem 0.4375rem;\n}\nhtml .sd-btn:hover {\n text-decoration: underline;\n text-decoration-thickness: max(1px, .0625rem);\n text-underline-offset: 0.1578em;\n text-decoration-thickness: max(3px, .1875rem, .12em);\n text-decoration-skip-ink: none;\n color: var(--pst-color-link-hover);\n text-decoration-thickness: 1px;\n}\nhtml .sd-btn-primary:hover {\n color: var(--pst-color-primary-highlight-text) !important;\n}\nhtml .sd-btn-secondary:hover {\n color: var(--pst-color-secondary-highlight-text) !important;\n}\nhtml .sd-btn-success:hover {\n color: var(--pst-color-success-highlight-text) !important;\n}\nhtml .sd-btn-info:hover {\n color: var(--pst-color-info-highlight-text) !important;\n}\nhtml .sd-btn-warning:hover {\n color: var(--pst-color-warning-highlight-text) !important;\n}\nhtml .sd-btn-danger:hover {\n color: var(--pst-color-danger-highlight-text) !important;\n}\nhtml .sd-btn-light:hover {\n color: var(--pst-color-light-highlight-text) !important;\n}\nhtml .sd-btn-muted:hover {\n color: var(--pst-color-muted-highlight-text) !important;\n}\nhtml .sd-btn-dark:hover {\n color: var(--pst-color-dark-highlight-text) !important;\n}\nhtml .sd-btn-black:hover {\n color: var(--pst-color-black-highlight-text) !important;\n}\nhtml .sd-btn-white:hover {\n color: var(--pst-color-white-highlight-text) !important;\n}\nhtml .sd-btn-primary:focus-visible,\nhtml .sd-btn-outline-primary:focus-visible {\n background-color: var(--sd-color-primary) !important;\n border-color: var(--sd-color-primary) !important;\n outline: var(--sd-color-primary) solid 0.1875rem;\n outline-offset: 0.1875rem;\n}\nhtml .sd-btn-secondary:focus-visible,\nhtml .sd-btn-outline-secondary:focus-visible {\n background-color: var(--sd-color-secondary) !important;\n border-color: var(--sd-color-secondary) !important;\n outline: var(--sd-color-secondary) solid 0.1875rem;\n outline-offset: 0.1875rem;\n}\nhtml .sd-btn-success:focus-visible,\nhtml .sd-btn-outline-success:focus-visible {\n background-color: var(--sd-color-success) !important;\n border-color: var(--sd-color-success) !important;\n outline: var(--sd-color-success) solid 0.1875rem;\n outline-offset: 0.1875rem;\n}\nhtml .sd-btn-info:focus-visible,\nhtml .sd-btn-outline-info:focus-visible {\n background-color: var(--sd-color-info) !important;\n border-color: var(--sd-color-info) !important;\n outline: var(--sd-color-info) solid 0.1875rem;\n outline-offset: 0.1875rem;\n}\nhtml .sd-btn-warning:focus-visible,\nhtml .sd-btn-outline-warning:focus-visible {\n background-color: var(--sd-color-warning) !important;\n border-color: var(--sd-color-warning) !important;\n outline: var(--sd-color-warning) solid 0.1875rem;\n outline-offset: 0.1875rem;\n}\nhtml .sd-btn-danger:focus-visible,\nhtml .sd-btn-outline-danger:focus-visible {\n background-color: var(--sd-color-danger) !important;\n border-color: var(--sd-color-danger) !important;\n outline: var(--sd-color-danger) solid 0.1875rem;\n outline-offset: 0.1875rem;\n}\nhtml .sd-btn-light:focus-visible,\nhtml .sd-btn-outline-light:focus-visible {\n background-color: var(--sd-color-light) !important;\n border-color: var(--sd-color-light) !important;\n outline: var(--sd-color-light) solid 0.1875rem;\n outline-offset: 0.1875rem;\n}\nhtml .sd-btn-muted:focus-visible,\nhtml .sd-btn-outline-muted:focus-visible {\n background-color: var(--sd-color-muted) !important;\n border-color: var(--sd-color-muted) !important;\n outline: var(--sd-color-muted) solid 0.1875rem;\n outline-offset: 0.1875rem;\n}\nhtml .sd-btn-dark:focus-visible,\nhtml .sd-btn-outline-dark:focus-visible {\n background-color: var(--sd-color-dark) !important;\n border-color: var(--sd-color-dark) !important;\n outline: var(--sd-color-dark) solid 0.1875rem;\n outline-offset: 0.1875rem;\n}\nhtml .sd-btn-black:focus-visible,\nhtml .sd-btn-outline-black:focus-visible {\n background-color: var(--sd-color-black) !important;\n border-color: var(--sd-color-black) !important;\n outline: var(--sd-color-black) solid 0.1875rem;\n outline-offset: 0.1875rem;\n}\nhtml .sd-btn-white:focus-visible,\nhtml .sd-btn-outline-white:focus-visible {\n background-color: var(--sd-color-white) !important;\n border-color: var(--sd-color-white) !important;\n outline: var(--sd-color-white) solid 0.1875rem;\n outline-offset: 0.1875rem;\n}\n\n/**\n * Sphinx togglebutton\n */\n.bd-content .admonition button.toggle-button {\n color: inherit;\n}\n.bd-content .admonition button.toggle-button.toggle-button-hidden .toggle-chevron-right {\n transform: rotate(90deg);\n transition: none;\n}\n.bd-content .admonition button.toggle-button .toggle-chevron-right {\n transform: rotate(-90deg);\n transition: none;\n}\n.bd-content .admonition:focus-within {\n overflow: visible;\n}\n.bd-content .admonition:focus-within .admonition-title:focus-within::before {\n content: \"\";\n transform: translateX(-0.2rem);\n width: calc(100% + 0.2rem);\n height: 100%;\n border: var(--pst-color-accent) solid 0.1875rem;\n border-radius: 0.1875rem;\n}\n.bd-content .admonition:focus-within:not(.toggle-hidden) .admonition-title:focus-within::before {\n border-bottom-left-radius: 0;\n border-bottom-right-radius: 0;\n}\n.bd-content details.toggle-details summary {\n border-left: 3px solid var(--pst-color-primary);\n}\n.bd-content details.toggle-details summary .toggle-chevron-right {\n transform: rotate(90deg);\n transition: none;\n}\n.bd-content details.toggle-details[open] .toggle-chevron-right {\n transform: rotate(-90deg);\n transition: none;\n}\n.bd-content details.toggle-details[open] :focus-visible {\n border-bottom-left-radius: 0;\n border-bottom-right-radius: 0;\n}\n\n/**\n * Styles for various Sphinx execution libraries to display pre-executed notebooks.\n * For now, where these define output sections, we simply revert their background\n * to be a \"light theme\" background. This ensures that inputs/outputs behave similarly,\n * because the CSS is often controlled by each package.\n * In the future, we might add dark theme support for specific packages.\n */\n/*******************************************************************************\n * nbsphinx\n */\nhtml div.rendered_html,\nhtml .jp-RenderedHTMLCommon {\n margin: 0.1875rem;\n}\nhtml div.rendered_html table,\nhtml .jp-RenderedHTMLCommon table {\n table-layout: auto;\n}\n\n.bd-content .nboutput .output_area.rendered_html table.dataframe,\n.bd-content .nboutput .output_area .jp-RenderedHTMLCommon table.dataframe {\n color: var(--pst-color-table);\n border: 1px solid var(--pst-color-table-outer-border);\n}\n.bd-content .nboutput .output_area.rendered_html table.dataframe th ~ th,\n.bd-content .nboutput .output_area.rendered_html table.dataframe th ~ td,\n.bd-content .nboutput .output_area.rendered_html table.dataframe td ~ th,\n.bd-content .nboutput .output_area.rendered_html table.dataframe td ~ td,\n.bd-content .nboutput .output_area .jp-RenderedHTMLCommon table.dataframe th ~ th,\n.bd-content .nboutput .output_area .jp-RenderedHTMLCommon table.dataframe th ~ td,\n.bd-content .nboutput .output_area .jp-RenderedHTMLCommon table.dataframe td ~ th,\n.bd-content .nboutput .output_area .jp-RenderedHTMLCommon table.dataframe td ~ td {\n border-left: 1px solid var(--pst-color-table-inner-border);\n}\n.bd-content .nboutput .output_area.rendered_html table.dataframe thead tr,\n.bd-content .nboutput .output_area .jp-RenderedHTMLCommon table.dataframe thead tr {\n background-color: var(--pst-color-table-heading-bg);\n border-bottom: 2px solid var(--pst-color-primary);\n}\n.bd-content .nboutput .output_area.rendered_html table.dataframe tbody tr:nth-child(odd),\n.bd-content .nboutput .output_area .jp-RenderedHTMLCommon table.dataframe tbody tr:nth-child(odd) {\n background-color: var(--pst-color-table-row-zebra-low-bg);\n}\n.bd-content .nboutput .output_area.rendered_html table.dataframe tbody tr:nth-child(even),\n.bd-content .nboutput .output_area .jp-RenderedHTMLCommon table.dataframe tbody tr:nth-child(even) {\n background-color: var(--pst-color-table-row-zebra-high-bg);\n}\n.bd-content .nboutput .output_area.rendered_html table.dataframe tbody tr:hover,\n.bd-content .nboutput .output_area .jp-RenderedHTMLCommon table.dataframe tbody tr:hover {\n background-color: var(--pst-color-table-row-hover-bg);\n}\nhtml[data-theme=dark] .bd-content .nboutput .output_area.rendered_html:not(:has(table.dataframe)),\nhtml[data-theme=dark] .bd-content .nboutput .output_area .widget-subarea {\n color: var(--pst-color-on-background);\n background-color: var(--pst-color-text-base);\n border-radius: 0.25rem;\n padding: 0.5rem;\n}\nhtml[data-theme=dark] .bd-content .nboutput .output_area.stderr {\n background-color: var(--pst-color-danger);\n}\n\ndiv.nblast.container {\n margin-bottom: 1rem;\n}\n\nhtml[data-theme=light] .nbinput.container .prompt pre {\n color: #005b82;\n}\nhtml[data-theme=dark] .nbinput.container .prompt pre {\n color: #00e0e0;\n}\n\nhtml[data-theme=light] .nboutput.container .prompt pre {\n color: #a12236;\n}\nhtml[data-theme=dark] .nboutput.container .prompt pre {\n color: #ffa07a;\n}\n\n/*******************************************************************************\n * myst NB\n */\ndiv.cell_output .output {\n max-width: 100%;\n overflow-x: auto;\n}\n\n.bd-content div.cell_output table.dataframe {\n color: var(--pst-color-table);\n border: 1px solid var(--pst-color-table-outer-border);\n}\n.bd-content div.cell_output table.dataframe th ~ th,\n.bd-content div.cell_output table.dataframe th ~ td,\n.bd-content div.cell_output table.dataframe td ~ th,\n.bd-content div.cell_output table.dataframe td ~ td {\n border-left: 1px solid var(--pst-color-table-inner-border);\n}\n.bd-content div.cell_output table.dataframe thead tr {\n background-color: var(--pst-color-table-heading-bg);\n border-bottom: 2px solid var(--pst-color-primary);\n}\n.bd-content div.cell_output table.dataframe tbody tr:nth-child(odd) {\n background-color: var(--pst-color-table-row-zebra-low-bg);\n}\n.bd-content div.cell_output table.dataframe tbody tr:nth-child(even) {\n background-color: var(--pst-color-table-row-zebra-high-bg);\n}\n.bd-content div.cell_output table.dataframe tbody tr:hover {\n background-color: var(--pst-color-table-row-hover-bg);\n}\nhtml[data-theme=dark] .bd-content div.cell_output img,\nhtml[data-theme=dark] .bd-content div.cell_output .text_html:not(:has(table.dataframe)),\nhtml[data-theme=dark] .bd-content div.cell_output .widget-subarea {\n color: var(--pst-color-on-background);\n background-color: var(--pst-color-text-base);\n border-radius: 0.25rem;\n padding: 0.5rem;\n}\n\n.bd-content div.cell_input {\n display: flex;\n flex-direction: column;\n justify-content: stretch;\n}\n.bd-content div.cell_input,\n.bd-content div.output {\n border-radius: 0.25rem;\n}\n.bd-content div.output table {\n table-layout: auto;\n}\n\n/**\n * style for the various mapping libs based on leaflet (folium, geemap, ipyleaflet)\n * mainly ensure the good display of the maps in both themes and avoid the customization\n * of the tiles\n */\n/**\n * avoid border override from pydata-sphinx-theme\n * minimal selctor to get the priority\n */\nhtml[data-theme=dark] .bd-content img.leaflet-tile.leaflet-tile-loaded {\n border-radius: 0;\n padding: 0;\n}\n\n/**\n * /search.html page special-cases\n */\n.bd-search-container {\n /*******************************************\n * Search results\n */\n}\n.bd-search-container div#search-results > h2, .bd-search-container div#search-results > .h2 {\n font-size: var(--pst-font-size-icon);\n margin-top: 1rem;\n}\n.bd-search-container div#search-results p.search-summary {\n color: var(--pst-color-text-muted);\n}\n.bd-search-container ul.search {\n margin: 0;\n list-style: none;\n}\n.bd-search-container ul.search li {\n background-image: none;\n padding: 1rem 0;\n margin: 1rem 0;\n border-top: 1px solid var(--pst-color-text-muted);\n}\n.bd-search-container ul.search li > a {\n font-size: 1.2em;\n}\n.bd-search-container ul.search li div.context,\n.bd-search-container ul.search li p.context {\n color: var(--pst-color-text-base);\n margin: 0.5em 0 0;\n}\n.bd-search-container ul.search li div.context a::before,\n.bd-search-container ul.search li p.context a::before {\n content: \"#\";\n padding-right: 0.2em;\n color: var(--pst-color-text-muted);\n}","@mixin bsBanner($file) {\n /*!\n * Bootstrap #{$file} v5.3.3 (https://getbootstrap.com/)\n * Copyright 2011-2024 The Bootstrap Authors\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n */\n}\n",":root,\n[data-bs-theme=\"light\"] {\n // Note: Custom variable values only support SassScript inside `#{}`.\n\n // Colors\n //\n // Generate palettes for full colors, grays, and theme colors.\n\n @each $color, $value in $colors {\n --#{$prefix}#{$color}: #{$value};\n }\n\n @each $color, $value in $grays {\n --#{$prefix}gray-#{$color}: #{$value};\n }\n\n @each $color, $value in $theme-colors {\n --#{$prefix}#{$color}: #{$value};\n }\n\n @each $color, $value in $theme-colors-rgb {\n --#{$prefix}#{$color}-rgb: #{$value};\n }\n\n @each $color, $value in $theme-colors-text {\n --#{$prefix}#{$color}-text-emphasis: #{$value};\n }\n\n @each $color, $value in $theme-colors-bg-subtle {\n --#{$prefix}#{$color}-bg-subtle: #{$value};\n }\n\n @each $color, $value in $theme-colors-border-subtle {\n --#{$prefix}#{$color}-border-subtle: #{$value};\n }\n\n --#{$prefix}white-rgb: #{to-rgb($white)};\n --#{$prefix}black-rgb: #{to-rgb($black)};\n\n // Fonts\n\n // Note: Use `inspect` for lists so that quoted items keep the quotes.\n // See https://github.com/sass/sass/issues/2383#issuecomment-336349172\n --#{$prefix}font-sans-serif: #{inspect($font-family-sans-serif)};\n --#{$prefix}font-monospace: #{inspect($font-family-monospace)};\n --#{$prefix}gradient: #{$gradient};\n\n // Root and body\n // scss-docs-start root-body-variables\n @if $font-size-root != null {\n --#{$prefix}root-font-size: #{$font-size-root};\n }\n --#{$prefix}body-font-family: #{inspect($font-family-base)};\n @include rfs($font-size-base, --#{$prefix}body-font-size);\n --#{$prefix}body-font-weight: #{$font-weight-base};\n --#{$prefix}body-line-height: #{$line-height-base};\n @if $body-text-align != null {\n --#{$prefix}body-text-align: #{$body-text-align};\n }\n\n --#{$prefix}body-color: #{$body-color};\n --#{$prefix}body-color-rgb: #{to-rgb($body-color)};\n --#{$prefix}body-bg: #{$body-bg};\n --#{$prefix}body-bg-rgb: #{to-rgb($body-bg)};\n\n --#{$prefix}emphasis-color: #{$body-emphasis-color};\n --#{$prefix}emphasis-color-rgb: #{to-rgb($body-emphasis-color)};\n\n --#{$prefix}secondary-color: #{$body-secondary-color};\n --#{$prefix}secondary-color-rgb: #{to-rgb($body-secondary-color)};\n --#{$prefix}secondary-bg: #{$body-secondary-bg};\n --#{$prefix}secondary-bg-rgb: #{to-rgb($body-secondary-bg)};\n\n --#{$prefix}tertiary-color: #{$body-tertiary-color};\n --#{$prefix}tertiary-color-rgb: #{to-rgb($body-tertiary-color)};\n --#{$prefix}tertiary-bg: #{$body-tertiary-bg};\n --#{$prefix}tertiary-bg-rgb: #{to-rgb($body-tertiary-bg)};\n // scss-docs-end root-body-variables\n\n --#{$prefix}heading-color: #{$headings-color};\n\n --#{$prefix}link-color: #{$link-color};\n --#{$prefix}link-color-rgb: #{to-rgb($link-color)};\n --#{$prefix}link-decoration: #{$link-decoration};\n\n --#{$prefix}link-hover-color: #{$link-hover-color};\n --#{$prefix}link-hover-color-rgb: #{to-rgb($link-hover-color)};\n\n @if $link-hover-decoration != null {\n --#{$prefix}link-hover-decoration: #{$link-hover-decoration};\n }\n\n --#{$prefix}code-color: #{$code-color};\n --#{$prefix}highlight-color: #{$mark-color};\n --#{$prefix}highlight-bg: #{$mark-bg};\n\n // scss-docs-start root-border-var\n --#{$prefix}border-width: #{$border-width};\n --#{$prefix}border-style: #{$border-style};\n --#{$prefix}border-color: #{$border-color};\n --#{$prefix}border-color-translucent: #{$border-color-translucent};\n\n --#{$prefix}border-radius: #{$border-radius};\n --#{$prefix}border-radius-sm: #{$border-radius-sm};\n --#{$prefix}border-radius-lg: #{$border-radius-lg};\n --#{$prefix}border-radius-xl: #{$border-radius-xl};\n --#{$prefix}border-radius-xxl: #{$border-radius-xxl};\n --#{$prefix}border-radius-2xl: var(--#{$prefix}border-radius-xxl); // Deprecated in v5.3.0 for consistency\n --#{$prefix}border-radius-pill: #{$border-radius-pill};\n // scss-docs-end root-border-var\n\n --#{$prefix}box-shadow: #{$box-shadow};\n --#{$prefix}box-shadow-sm: #{$box-shadow-sm};\n --#{$prefix}box-shadow-lg: #{$box-shadow-lg};\n --#{$prefix}box-shadow-inset: #{$box-shadow-inset};\n\n // Focus styles\n // scss-docs-start root-focus-variables\n --#{$prefix}focus-ring-width: #{$focus-ring-width};\n --#{$prefix}focus-ring-opacity: #{$focus-ring-opacity};\n --#{$prefix}focus-ring-color: #{$focus-ring-color};\n // scss-docs-end root-focus-variables\n\n // scss-docs-start root-form-validation-variables\n --#{$prefix}form-valid-color: #{$form-valid-color};\n --#{$prefix}form-valid-border-color: #{$form-valid-border-color};\n --#{$prefix}form-invalid-color: #{$form-invalid-color};\n --#{$prefix}form-invalid-border-color: #{$form-invalid-border-color};\n // scss-docs-end root-form-validation-variables\n}\n\n@if $enable-dark-mode {\n @include color-mode(dark, true) {\n color-scheme: dark;\n\n // scss-docs-start root-dark-mode-vars\n --#{$prefix}body-color: #{$body-color-dark};\n --#{$prefix}body-color-rgb: #{to-rgb($body-color-dark)};\n --#{$prefix}body-bg: #{$body-bg-dark};\n --#{$prefix}body-bg-rgb: #{to-rgb($body-bg-dark)};\n\n --#{$prefix}emphasis-color: #{$body-emphasis-color-dark};\n --#{$prefix}emphasis-color-rgb: #{to-rgb($body-emphasis-color-dark)};\n\n --#{$prefix}secondary-color: #{$body-secondary-color-dark};\n --#{$prefix}secondary-color-rgb: #{to-rgb($body-secondary-color-dark)};\n --#{$prefix}secondary-bg: #{$body-secondary-bg-dark};\n --#{$prefix}secondary-bg-rgb: #{to-rgb($body-secondary-bg-dark)};\n\n --#{$prefix}tertiary-color: #{$body-tertiary-color-dark};\n --#{$prefix}tertiary-color-rgb: #{to-rgb($body-tertiary-color-dark)};\n --#{$prefix}tertiary-bg: #{$body-tertiary-bg-dark};\n --#{$prefix}tertiary-bg-rgb: #{to-rgb($body-tertiary-bg-dark)};\n\n @each $color, $value in $theme-colors-text-dark {\n --#{$prefix}#{$color}-text-emphasis: #{$value};\n }\n\n @each $color, $value in $theme-colors-bg-subtle-dark {\n --#{$prefix}#{$color}-bg-subtle: #{$value};\n }\n\n @each $color, $value in $theme-colors-border-subtle-dark {\n --#{$prefix}#{$color}-border-subtle: #{$value};\n }\n\n --#{$prefix}heading-color: #{$headings-color-dark};\n\n --#{$prefix}link-color: #{$link-color-dark};\n --#{$prefix}link-hover-color: #{$link-hover-color-dark};\n --#{$prefix}link-color-rgb: #{to-rgb($link-color-dark)};\n --#{$prefix}link-hover-color-rgb: #{to-rgb($link-hover-color-dark)};\n\n --#{$prefix}code-color: #{$code-color-dark};\n --#{$prefix}highlight-color: #{$mark-color-dark};\n --#{$prefix}highlight-bg: #{$mark-bg-dark};\n\n --#{$prefix}border-color: #{$border-color-dark};\n --#{$prefix}border-color-translucent: #{$border-color-translucent-dark};\n\n --#{$prefix}form-valid-color: #{$form-valid-color-dark};\n --#{$prefix}form-valid-border-color: #{$form-valid-border-color-dark};\n --#{$prefix}form-invalid-color: #{$form-invalid-color-dark};\n --#{$prefix}form-invalid-border-color: #{$form-invalid-border-color-dark};\n // scss-docs-end root-dark-mode-vars\n }\n}\n","// stylelint-disable scss/dimension-no-non-numeric-values\n\n// SCSS RFS mixin\n//\n// Automated responsive values for font sizes, paddings, margins and much more\n//\n// Licensed under MIT (https://github.com/twbs/rfs/blob/main/LICENSE)\n\n// Configuration\n\n// Base value\n$rfs-base-value: 1.25rem !default;\n$rfs-unit: rem !default;\n\n@if $rfs-unit != rem and $rfs-unit != px {\n @error \"`#{$rfs-unit}` is not a valid unit for $rfs-unit. Use `px` or `rem`.\";\n}\n\n// Breakpoint at where values start decreasing if screen width is smaller\n$rfs-breakpoint: 1200px !default;\n$rfs-breakpoint-unit: px !default;\n\n@if $rfs-breakpoint-unit != px and $rfs-breakpoint-unit != em and $rfs-breakpoint-unit != rem {\n @error \"`#{$rfs-breakpoint-unit}` is not a valid unit for $rfs-breakpoint-unit. Use `px`, `em` or `rem`.\";\n}\n\n// Resize values based on screen height and width\n$rfs-two-dimensional: false !default;\n\n// Factor of decrease\n$rfs-factor: 10 !default;\n\n@if type-of($rfs-factor) != number or $rfs-factor <= 1 {\n @error \"`#{$rfs-factor}` is not a valid $rfs-factor, it must be greater than 1.\";\n}\n\n// Mode. Possibilities: \"min-media-query\", \"max-media-query\"\n$rfs-mode: min-media-query !default;\n\n// Generate enable or disable classes. Possibilities: false, \"enable\" or \"disable\"\n$rfs-class: false !default;\n\n// 1 rem = $rfs-rem-value px\n$rfs-rem-value: 16 !default;\n\n// Safari iframe resize bug: https://github.com/twbs/rfs/issues/14\n$rfs-safari-iframe-resize-bug-fix: false !default;\n\n// Disable RFS by setting $enable-rfs to false\n$enable-rfs: true !default;\n\n// Cache $rfs-base-value unit\n$rfs-base-value-unit: unit($rfs-base-value);\n\n@function divide($dividend, $divisor, $precision: 10) {\n $sign: if($dividend > 0 and $divisor > 0 or $dividend < 0 and $divisor < 0, 1, -1);\n $dividend: abs($dividend);\n $divisor: abs($divisor);\n @if $dividend == 0 {\n @return 0;\n }\n @if $divisor == 0 {\n @error \"Cannot divide by 0\";\n }\n $remainder: $dividend;\n $result: 0;\n $factor: 10;\n @while ($remainder > 0 and $precision >= 0) {\n $quotient: 0;\n @while ($remainder >= $divisor) {\n $remainder: $remainder - $divisor;\n $quotient: $quotient + 1;\n }\n $result: $result * 10 + $quotient;\n $factor: $factor * .1;\n $remainder: $remainder * 10;\n $precision: $precision - 1;\n @if ($precision < 0 and $remainder >= $divisor * 5) {\n $result: $result + 1;\n }\n }\n $result: $result * $factor * $sign;\n $dividend-unit: unit($dividend);\n $divisor-unit: unit($divisor);\n $unit-map: (\n \"px\": 1px,\n \"rem\": 1rem,\n \"em\": 1em,\n \"%\": 1%\n );\n @if ($dividend-unit != $divisor-unit and map-has-key($unit-map, $dividend-unit)) {\n $result: $result * map-get($unit-map, $dividend-unit);\n }\n @return $result;\n}\n\n// Remove px-unit from $rfs-base-value for calculations\n@if $rfs-base-value-unit == px {\n $rfs-base-value: divide($rfs-base-value, $rfs-base-value * 0 + 1);\n}\n@else if $rfs-base-value-unit == rem {\n $rfs-base-value: divide($rfs-base-value, divide($rfs-base-value * 0 + 1, $rfs-rem-value));\n}\n\n// Cache $rfs-breakpoint unit to prevent multiple calls\n$rfs-breakpoint-unit-cache: unit($rfs-breakpoint);\n\n// Remove unit from $rfs-breakpoint for calculations\n@if $rfs-breakpoint-unit-cache == px {\n $rfs-breakpoint: divide($rfs-breakpoint, $rfs-breakpoint * 0 + 1);\n}\n@else if $rfs-breakpoint-unit-cache == rem or $rfs-breakpoint-unit-cache == \"em\" {\n $rfs-breakpoint: divide($rfs-breakpoint, divide($rfs-breakpoint * 0 + 1, $rfs-rem-value));\n}\n\n// Calculate the media query value\n$rfs-mq-value: if($rfs-breakpoint-unit == px, #{$rfs-breakpoint}px, #{divide($rfs-breakpoint, $rfs-rem-value)}#{$rfs-breakpoint-unit});\n$rfs-mq-property-width: if($rfs-mode == max-media-query, max-width, min-width);\n$rfs-mq-property-height: if($rfs-mode == max-media-query, max-height, min-height);\n\n// Internal mixin used to determine which media query needs to be used\n@mixin _rfs-media-query {\n @if $rfs-two-dimensional {\n @if $rfs-mode == max-media-query {\n @media (#{$rfs-mq-property-width}: #{$rfs-mq-value}), (#{$rfs-mq-property-height}: #{$rfs-mq-value}) {\n @content;\n }\n }\n @else {\n @media (#{$rfs-mq-property-width}: #{$rfs-mq-value}) and (#{$rfs-mq-property-height}: #{$rfs-mq-value}) {\n @content;\n }\n }\n }\n @else {\n @media (#{$rfs-mq-property-width}: #{$rfs-mq-value}) {\n @content;\n }\n }\n}\n\n// Internal mixin that adds disable classes to the selector if needed.\n@mixin _rfs-rule {\n @if $rfs-class == disable and $rfs-mode == max-media-query {\n // Adding an extra class increases specificity, which prevents the media query to override the property\n &,\n .disable-rfs &,\n &.disable-rfs {\n @content;\n }\n }\n @else if $rfs-class == enable and $rfs-mode == min-media-query {\n .enable-rfs &,\n &.enable-rfs {\n @content;\n }\n } @else {\n @content;\n }\n}\n\n// Internal mixin that adds enable classes to the selector if needed.\n@mixin _rfs-media-query-rule {\n\n @if $rfs-class == enable {\n @if $rfs-mode == min-media-query {\n @content;\n }\n\n @include _rfs-media-query () {\n .enable-rfs &,\n &.enable-rfs {\n @content;\n }\n }\n }\n @else {\n @if $rfs-class == disable and $rfs-mode == min-media-query {\n .disable-rfs &,\n &.disable-rfs {\n @content;\n }\n }\n @include _rfs-media-query () {\n @content;\n }\n }\n}\n\n// Helper function to get the formatted non-responsive value\n@function rfs-value($values) {\n // Convert to list\n $values: if(type-of($values) != list, ($values,), $values);\n\n $val: \"\";\n\n // Loop over each value and calculate value\n @each $value in $values {\n @if $value == 0 {\n $val: $val + \" 0\";\n }\n @else {\n // Cache $value unit\n $unit: if(type-of($value) == \"number\", unit($value), false);\n\n @if $unit == px {\n // Convert to rem if needed\n $val: $val + \" \" + if($rfs-unit == rem, #{divide($value, $value * 0 + $rfs-rem-value)}rem, $value);\n }\n @else if $unit == rem {\n // Convert to px if needed\n $val: $val + \" \" + if($rfs-unit == px, #{divide($value, $value * 0 + 1) * $rfs-rem-value}px, $value);\n } @else {\n // If $value isn't a number (like inherit) or $value has a unit (not px or rem, like 1.5em) or $ is 0, just print the value\n $val: $val + \" \" + $value;\n }\n }\n }\n\n // Remove first space\n @return unquote(str-slice($val, 2));\n}\n\n// Helper function to get the responsive value calculated by RFS\n@function rfs-fluid-value($values) {\n // Convert to list\n $values: if(type-of($values) != list, ($values,), $values);\n\n $val: \"\";\n\n // Loop over each value and calculate value\n @each $value in $values {\n @if $value == 0 {\n $val: $val + \" 0\";\n } @else {\n // Cache $value unit\n $unit: if(type-of($value) == \"number\", unit($value), false);\n\n // If $value isn't a number (like inherit) or $value has a unit (not px or rem, like 1.5em) or $ is 0, just print the value\n @if not $unit or $unit != px and $unit != rem {\n $val: $val + \" \" + $value;\n } @else {\n // Remove unit from $value for calculations\n $value: divide($value, $value * 0 + if($unit == px, 1, divide(1, $rfs-rem-value)));\n\n // Only add the media query if the value is greater than the minimum value\n @if abs($value) <= $rfs-base-value or not $enable-rfs {\n $val: $val + \" \" + if($rfs-unit == rem, #{divide($value, $rfs-rem-value)}rem, #{$value}px);\n }\n @else {\n // Calculate the minimum value\n $value-min: $rfs-base-value + divide(abs($value) - $rfs-base-value, $rfs-factor);\n\n // Calculate difference between $value and the minimum value\n $value-diff: abs($value) - $value-min;\n\n // Base value formatting\n $min-width: if($rfs-unit == rem, #{divide($value-min, $rfs-rem-value)}rem, #{$value-min}px);\n\n // Use negative value if needed\n $min-width: if($value < 0, -$min-width, $min-width);\n\n // Use `vmin` if two-dimensional is enabled\n $variable-unit: if($rfs-two-dimensional, vmin, vw);\n\n // Calculate the variable width between 0 and $rfs-breakpoint\n $variable-width: #{divide($value-diff * 100, $rfs-breakpoint)}#{$variable-unit};\n\n // Return the calculated value\n $val: $val + \" calc(\" + $min-width + if($value < 0, \" - \", \" + \") + $variable-width + \")\";\n }\n }\n }\n }\n\n // Remove first space\n @return unquote(str-slice($val, 2));\n}\n\n// RFS mixin\n@mixin rfs($values, $property: font-size) {\n @if $values != null {\n $val: rfs-value($values);\n $fluid-val: rfs-fluid-value($values);\n\n // Do not print the media query if responsive & non-responsive values are the same\n @if $val == $fluid-val {\n #{$property}: $val;\n }\n @else {\n @include _rfs-rule () {\n #{$property}: if($rfs-mode == max-media-query, $val, $fluid-val);\n\n // Include safari iframe resize fix if needed\n min-width: if($rfs-safari-iframe-resize-bug-fix, (0 * 1vw), null);\n }\n\n @include _rfs-media-query-rule () {\n #{$property}: if($rfs-mode == max-media-query, $fluid-val, $val);\n }\n }\n }\n}\n\n// Shorthand helper mixins\n@mixin font-size($value) {\n @include rfs($value);\n}\n\n@mixin padding($value) {\n @include rfs($value, padding);\n}\n\n@mixin padding-top($value) {\n @include rfs($value, padding-top);\n}\n\n@mixin padding-right($value) {\n @include rfs($value, padding-right);\n}\n\n@mixin padding-bottom($value) {\n @include rfs($value, padding-bottom);\n}\n\n@mixin padding-left($value) {\n @include rfs($value, padding-left);\n}\n\n@mixin margin($value) {\n @include rfs($value, margin);\n}\n\n@mixin margin-top($value) {\n @include rfs($value, margin-top);\n}\n\n@mixin margin-right($value) {\n @include rfs($value, margin-right);\n}\n\n@mixin margin-bottom($value) {\n @include rfs($value, margin-bottom);\n}\n\n@mixin margin-left($value) {\n @include rfs($value, margin-left);\n}\n","// scss-docs-start color-mode-mixin\n@mixin color-mode($mode: light, $root: false) {\n @if $color-mode-type == \"media-query\" {\n @if $root == true {\n @media (prefers-color-scheme: $mode) {\n :root {\n @content;\n }\n }\n } @else {\n @media (prefers-color-scheme: $mode) {\n @content;\n }\n }\n } @else {\n [data-bs-theme=\"#{$mode}\"] {\n @content;\n }\n }\n}\n// scss-docs-end color-mode-mixin\n","// stylelint-disable declaration-no-important, selector-no-qualifying-type, property-no-vendor-prefix\n\n\n// Reboot\n//\n// Normalization of HTML elements, manually forked from Normalize.css to remove\n// styles targeting irrelevant browsers while applying new styles.\n//\n// Normalize is licensed MIT. https://github.com/necolas/normalize.css\n\n\n// Document\n//\n// Change from `box-sizing: content-box` so that `width` is not affected by `padding` or `border`.\n\n*,\n*::before,\n*::after {\n box-sizing: border-box;\n}\n\n\n// Root\n//\n// Ability to the value of the root font sizes, affecting the value of `rem`.\n// null by default, thus nothing is generated.\n\n:root {\n @if $font-size-root != null {\n @include font-size(var(--#{$prefix}root-font-size));\n }\n\n @if $enable-smooth-scroll {\n @media (prefers-reduced-motion: no-preference) {\n scroll-behavior: smooth;\n }\n }\n}\n\n\n// Body\n//\n// 1. Remove the margin in all browsers.\n// 2. As a best practice, apply a default `background-color`.\n// 3. Prevent adjustments of font size after orientation changes in iOS.\n// 4. Change the default tap highlight to be completely transparent in iOS.\n\n// scss-docs-start reboot-body-rules\nbody {\n margin: 0; // 1\n font-family: var(--#{$prefix}body-font-family);\n @include font-size(var(--#{$prefix}body-font-size));\n font-weight: var(--#{$prefix}body-font-weight);\n line-height: var(--#{$prefix}body-line-height);\n color: var(--#{$prefix}body-color);\n text-align: var(--#{$prefix}body-text-align);\n background-color: var(--#{$prefix}body-bg); // 2\n -webkit-text-size-adjust: 100%; // 3\n -webkit-tap-highlight-color: rgba($black, 0); // 4\n}\n// scss-docs-end reboot-body-rules\n\n\n// Content grouping\n//\n// 1. Reset Firefox's gray color\n\nhr {\n margin: $hr-margin-y 0;\n color: $hr-color; // 1\n border: 0;\n border-top: $hr-border-width solid $hr-border-color;\n opacity: $hr-opacity;\n}\n\n\n// Typography\n//\n// 1. Remove top margins from headings\n// By default, `

`-`

` all receive top and bottom margins. We nuke the top\n// margin for easier control within type scales as it avoids margin collapsing.\n\n%heading {\n margin-top: 0; // 1\n margin-bottom: $headings-margin-bottom;\n font-family: $headings-font-family;\n font-style: $headings-font-style;\n font-weight: $headings-font-weight;\n line-height: $headings-line-height;\n color: var(--#{$prefix}heading-color);\n}\n\nh1 {\n @extend %heading;\n @include font-size($h1-font-size);\n}\n\nh2 {\n @extend %heading;\n @include font-size($h2-font-size);\n}\n\nh3 {\n @extend %heading;\n @include font-size($h3-font-size);\n}\n\nh4 {\n @extend %heading;\n @include font-size($h4-font-size);\n}\n\nh5 {\n @extend %heading;\n @include font-size($h5-font-size);\n}\n\nh6 {\n @extend %heading;\n @include font-size($h6-font-size);\n}\n\n\n// Reset margins on paragraphs\n//\n// Similarly, the top margin on `

`s get reset. However, we also reset the\n// bottom margin to use `rem` units instead of `em`.\n\np {\n margin-top: 0;\n margin-bottom: $paragraph-margin-bottom;\n}\n\n\n// Abbreviations\n//\n// 1. Add the correct text decoration in Chrome, Edge, Opera, and Safari.\n// 2. Add explicit cursor to indicate changed behavior.\n// 3. Prevent the text-decoration to be skipped.\n\nabbr[title] {\n text-decoration: underline dotted; // 1\n cursor: help; // 2\n text-decoration-skip-ink: none; // 3\n}\n\n\n// Address\n\naddress {\n margin-bottom: 1rem;\n font-style: normal;\n line-height: inherit;\n}\n\n\n// Lists\n\nol,\nul {\n padding-left: 2rem;\n}\n\nol,\nul,\ndl {\n margin-top: 0;\n margin-bottom: 1rem;\n}\n\nol ol,\nul ul,\nol ul,\nul ol {\n margin-bottom: 0;\n}\n\ndt {\n font-weight: $dt-font-weight;\n}\n\n// 1. Undo browser default\n\ndd {\n margin-bottom: .5rem;\n margin-left: 0; // 1\n}\n\n\n// Blockquote\n\nblockquote {\n margin: 0 0 1rem;\n}\n\n\n// Strong\n//\n// Add the correct font weight in Chrome, Edge, and Safari\n\nb,\nstrong {\n font-weight: $font-weight-bolder;\n}\n\n\n// Small\n//\n// Add the correct font size in all browsers\n\nsmall {\n @include font-size($small-font-size);\n}\n\n\n// Mark\n\nmark {\n padding: $mark-padding;\n color: var(--#{$prefix}highlight-color);\n background-color: var(--#{$prefix}highlight-bg);\n}\n\n\n// Sub and Sup\n//\n// Prevent `sub` and `sup` elements from affecting the line height in\n// all browsers.\n\nsub,\nsup {\n position: relative;\n @include font-size($sub-sup-font-size);\n line-height: 0;\n vertical-align: baseline;\n}\n\nsub { bottom: -.25em; }\nsup { top: -.5em; }\n\n\n// Links\n\na {\n color: rgba(var(--#{$prefix}link-color-rgb), var(--#{$prefix}link-opacity, 1));\n text-decoration: $link-decoration;\n\n &:hover {\n --#{$prefix}link-color-rgb: var(--#{$prefix}link-hover-color-rgb);\n text-decoration: $link-hover-decoration;\n }\n}\n\n// And undo these styles for placeholder links/named anchors (without href).\n// It would be more straightforward to just use a[href] in previous block, but that\n// causes specificity issues in many other styles that are too complex to fix.\n// See https://github.com/twbs/bootstrap/issues/19402\n\na:not([href]):not([class]) {\n &,\n &:hover {\n color: inherit;\n text-decoration: none;\n }\n}\n\n\n// Code\n\npre,\ncode,\nkbd,\nsamp {\n font-family: $font-family-code;\n @include font-size(1em); // Correct the odd `em` font sizing in all browsers.\n}\n\n// 1. Remove browser default top margin\n// 2. Reset browser default of `1em` to use `rem`s\n// 3. 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  - -
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MLX
+
+ +   + + + + +
+ - + - - + +
+ +
+
+
- - +
- -
-
allocator.h
@@ -104,7 +118,7 @@ $(function(){ initResizable(false); });
10// WARNING: Only Buffer objects constructed from and those that wrap
11// raw pointers from mlx::allocator are supported.
-
12class Buffer {
+
12class Buffer {
13 private:
14 void* ptr_;
15
@@ -137,17 +151,17 @@ $(function(){ initResizable(false); });
37Buffer malloc_or_wait(size_t size);
38
-
39class Allocator {
+
39class Allocator {
41 public:
42 virtual Buffer malloc(size_t size, bool allow_swap = false) = 0;
43 virtual void free(Buffer buffer) = 0;
44 virtual size_t size(Buffer buffer) const = 0;
45
46 Allocator() = default;
-
47 Allocator(const Allocator& other) = delete;
-
48 Allocator(Allocator&& other) = delete;
-
49 Allocator& operator=(const Allocator& other) = delete;
-
50 Allocator& operator=(Allocator&& other) = delete;
+
47 Allocator(const Allocator& other) = delete;
+
48 Allocator(Allocator&& other) = delete;
+
49 Allocator& operator=(const Allocator& other) = delete;
+
50 Allocator& operator=(Allocator&& other) = delete;
51 virtual ~Allocator() = default;
52};
@@ -155,15 +169,15 @@ $(function(){ initResizable(false); });
54Allocator& allocator();
55
-
56class CommonAllocator : public Allocator {
+
56class CommonAllocator : public Allocator {
58 public:
59 virtual Buffer malloc(size_t size, bool allow_swap = false) override;
60 virtual void free(Buffer buffer) override;
61 virtual size_t size(Buffer buffer) const override;
62
63 private:
-
64 CommonAllocator() = default;
-
65 friend Allocator& allocator();
+
64 CommonAllocator() = default;
+
65 friend Allocator& allocator();
66};
67
@@ -184,7 +198,6 @@ $(function(){ initResizable(false); });
mlx::core::allocator::Buffer::ptr
const void * ptr() const
Definition allocator.h:23
mlx::core::allocator::Buffer::Buffer
Buffer(void *ptr)
Definition allocator.h:17
mlx::core::allocator::Buffer::ptr
void * ptr()
Definition allocator.h:26
-
mlx::core::allocator::CommonAllocator
Definition allocator.h:56
mlx::core::allocator::CommonAllocator::malloc
virtual Buffer malloc(size_t size, bool allow_swap=false) override
A general CPU allocator.
mlx::core::allocator::CommonAllocator::free
virtual void free(Buffer buffer) override
mlx::core::allocator::CommonAllocator::size
virtual size_t size(Buffer buffer) const override
@@ -195,10 +208,13 @@ $(function(){ initResizable(false); });
mlx::core::allocator::malloc_or_wait
Buffer malloc_or_wait(size_t size)
mlx::core::allocator::allocator
Allocator & allocator()
- -
-Generated by doxygen 1.12.0 -
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MLX
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+ +   + + + + +
+ - + - - - - -
+
+ +
+
+
+
- -
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-28,12 +35,24 @@
MLX
+
+ +   + + + + +
+ - + - - + +
+ +
+
+
- - +
- -
-
Classes | @@ -129,17 +143,19 @@ Namespaces Typedefs using mlx::core::Deleter = std::function<void(allocator::Buffer)>   -using mlx::core::Shape = std::vector<int32_t> -  -using mlx::core::Strides = std::vector<size_t> -  +using mlx::core::ShapeElem = int32_t +  +using mlx::core::Shape = std::vector<ShapeElem> +  +using mlx::core::Strides = std::vector<int64_t> +  template<typename... T> using mlx::core::enable_for_arrays_t = typename std::enable_if_t<is_arrays_v<T...>>   - + @@ -147,10 +163,13 @@ Variables

Variables

template<typename T >
template<typename T>
constexpr bool mlx::core::is_array_v
 
template<typename... T>
 
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/array_8h.js b/docs/build/html/array_8h.js new file mode 100644 index 000000000..84d221b85 --- /dev/null +++ b/docs/build/html/array_8h.js @@ -0,0 +1,14 @@ +var array_8h = +[ + [ "mlx::core::array", "classmlx_1_1core_1_1array.html", "classmlx_1_1core_1_1array" ], + [ "mlx::core::array::ArrayIterator", "structmlx_1_1core_1_1array_1_1_array_iterator.html", "structmlx_1_1core_1_1array_1_1_array_iterator" ], + [ "mlx::core::array::Data", "structmlx_1_1core_1_1array_1_1_data.html", "structmlx_1_1core_1_1array_1_1_data" ], + [ "mlx::core::array::Flags", "structmlx_1_1core_1_1array_1_1_flags.html", "structmlx_1_1core_1_1array_1_1_flags" ], + [ "mlx::core::Deleter", "namespacemlx_1_1core.html#af834c1e18d6f11c4f233a2e1ce814a4b", null ], + [ "mlx::core::enable_for_arrays_t", "namespacemlx_1_1core.html#af89751d79339f3e4d9318ea97d64d114", null ], + [ "mlx::core::Shape", "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416", null ], + [ "mlx::core::ShapeElem", "namespacemlx_1_1core.html#a167cdec84c0ae62b5b299c617384346e", null ], + [ "mlx::core::Strides", "namespacemlx_1_1core.html#a79939016d0972ded7db37130da2a8b5c", null ], + [ "mlx::core::is_array_v", "namespacemlx_1_1core.html#a01b0d64a75dfa2e95d6c7b5c53d708af", null ], + [ "mlx::core::is_arrays_v", "namespacemlx_1_1core.html#a94c1057929b390e5613304afa16dfbda", null ] +]; \ No newline at end of file diff --git a/docs/build/html/array_8h_source.html b/docs/build/html/array_8h_source.html index 09cfd38d2..56e50f9a5 100644 --- a/docs/build/html/array_8h_source.html +++ b/docs/build/html/array_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/array.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - + +
+ +
+
+
- - +
- -
-
array.h
@@ -107,739 +121,741 @@ $(function(){ initResizable(false); });
14namespace mlx::core {
15
16// Forward declaration
-
17class Primitive;
+
17class Primitive;
18
19using Deleter = std::function<void(allocator::Buffer)>;
-
20using Shape = std::vector<int32_t>;
-
21using Strides = std::vector<size_t>;
-
22
-
-
23class array {
-
24 /* An array is really a node in a graph. It contains a shared ArrayDesc
-
25 * object */
-
26
-
27 public:
-
29 template <typename T>
-
30 explicit array(T val, Dtype dtype = TypeToDtype<T>());
-
31
-
32 /* Special case since std::complex can't be implicitly converted to other
-
33 * types. */
-
34 explicit array(const std::complex<float>& val, Dtype dtype = complex64);
-
35
-
36 template <typename It>
-
37 array(
-
38 It data,
-
39 Shape shape,
-
40 Dtype dtype =
-
41 TypeToDtype<typename std::iterator_traits<It>::value_type>());
-
42
-
43 template <typename T>
-
44 array(std::initializer_list<T> data, Dtype dtype = TypeToDtype<T>());
-
45
-
46 /* Special case so empty lists default to float32. */
-
47 array(std::initializer_list<float> data);
-
48
-
49 /* Special case so array({}, type) is an empty array. */
-
50 array(std::initializer_list<int> data, Dtype dtype);
-
51
-
52 template <typename T>
-
53 array(
-
54 std::initializer_list<T> data,
-
55 Shape shape,
-
56 Dtype dtype = TypeToDtype<T>());
-
57
-
58 /* Build an array from a buffer */
-
59 array(
-
60 allocator::Buffer data,
-
61 Shape shape,
-
62 Dtype dtype,
-
63 Deleter deleter = allocator::free);
-
64
-
66 array& operator=(const array& other) && = delete;
-
67 array& operator=(array&& other) && = delete;
-
68
-
70 array& operator=(array&& other) & = default;
-
71 array(const array& other) = default;
-
72 array(array&& other) = default;
-
73
-
-
74 array& operator=(const array& other) & {
-
75 if (this->id() != other.id()) {
-
76 this->array_desc_ = other.array_desc_;
-
77 }
-
78 return *this;
-
79 }
+
20using ShapeElem = int32_t;
+
21using Shape = std::vector<ShapeElem>;
+
22using Strides = std::vector<int64_t>;
+
23
+
+
24class array {
+
25 /* An array is really a node in a graph. It contains a shared ArrayDesc
+
26 * object */
+
27
+
28 public:
+
30 template <typename T>
+
31 explicit array(T val, Dtype dtype = TypeToDtype<T>());
+
32
+
33 /* Special case since std::complex can't be implicitly converted to other
+
34 * types. */
+
35 explicit array(const std::complex<float>& val, Dtype dtype = complex64);
+
36
+
37 template <typename It>
+
38 explicit array(
+
39 It data,
+
40 Shape shape,
+
41 Dtype dtype =
+
42 TypeToDtype<typename std::iterator_traits<It>::value_type>());
+
43
+
44 template <typename T>
+
45 explicit array(std::initializer_list<T> data, Dtype dtype = TypeToDtype<T>());
+
46
+
47 /* Special case so empty lists default to float32. */
+
48 explicit array(std::initializer_list<float> data);
+
49
+
50 /* Special case so array({}, type) is an empty array. */
+
51 explicit array(std::initializer_list<int> data, Dtype dtype);
+
52
+
53 template <typename T>
+
54 explicit array(
+
55 std::initializer_list<T> data,
+
56 Shape shape,
+
57 Dtype dtype = TypeToDtype<T>());
+
58
+
59 /* Build an array from a buffer */
+
60 explicit array(
+
61 allocator::Buffer data,
+
62 Shape shape,
+
63 Dtype dtype,
+
64 Deleter deleter = allocator::free);
+
65
+
67 array& operator=(const array& other) && = delete;
+
68 array& operator=(array&& other) && = delete;
+
69
+
71 array& operator=(array&& other) & = default;
+
72 array(const array& other) = default;
+
73 array(array&& other) = default;
+
74
+
+
75 array& operator=(const array& other) & {
+
76 if (this->id() != other.id()) {
+
77 this->array_desc_ = other.array_desc_;
+
78 }
+
79 return *this;
+
80 }
-
80
-
-
82 size_t itemsize() const {
-
83 return size_of(dtype());
-
84 }
+
81
+
+
83 size_t itemsize() const {
+
84 return size_of(dtype());
+
85 }
-
85
-
-
87 size_t size() const {
-
88 return array_desc_->size;
-
89 }
+
86
+
+
88 size_t size() const {
+
89 return array_desc_->size;
+
90 }
-
90
-
-
92 size_t nbytes() const {
-
93 return size() * itemsize();
-
94 }
+
91
+
+
93 size_t nbytes() const {
+
94 return size() * itemsize();
+
95 }
-
95
-
-
97 size_t ndim() const {
-
98 return array_desc_->shape.size();
-
99 }
+
96
+
+
98 size_t ndim() const {
+
99 return array_desc_->shape.size();
+
100 }
-
100
-
-
102 const Shape& shape() const {
-
103 return array_desc_->shape;
-
104 }
+
101
+
+
103 const Shape& shape() const {
+
104 return array_desc_->shape;
+
105 }
-
105
-
-
111 auto shape(int dim) const {
-
112 return shape().at(dim < 0 ? dim + ndim() : dim);
-
113 }
+
106
+
+
112 auto shape(int dim) const {
+
113 return shape().at(dim < 0 ? dim + ndim() : dim);
+
114 }
-
114
-
-
116 const Strides& strides() const {
-
117 return array_desc_->strides;
-
118 }
+
115
+
+
117 const Strides& strides() const {
+
118 return array_desc_->strides;
+
119 }
-
119
-
-
125 auto strides(int dim) const {
-
126 return strides().at(dim < 0 ? dim + ndim() : dim);
-
127 }
+
120
+
+
126 auto strides(int dim) const {
+
127 return strides().at(dim < 0 ? dim + ndim() : dim);
+
128 }
-
128
-
-
130 Dtype dtype() const {
-
131 return array_desc_->dtype;
-
132 }
+
129
+
+
131 Dtype dtype() const {
+
132 return array_desc_->dtype;
+
133 }
-
133
-
135 void eval();
-
136
-
138 template <typename T>
-
139 T item();
-
140
-
141 template <typename T>
-
142 T item() const;
-
143
-
-
144 struct ArrayIterator {
-
145 using iterator_category = std::random_access_iterator_tag;
-
146 using difference_type = size_t;
-
147 using value_type = const array;
-
148 using reference = value_type;
-
149
-
150 explicit ArrayIterator(const array& arr, int idx = 0);
-
151
-
152 reference operator*() const;
-
153
-
-
154 ArrayIterator& operator+(difference_type diff) {
-
155 idx += diff;
-
156 return *this;
-
157 }
+
134
+
136 void eval();
+
137
+
139 template <typename T>
+
140 T item();
+
141
+
142 template <typename T>
+
143 T item() const;
+
144
+
+
145 struct ArrayIterator {
+
146 using iterator_category = std::random_access_iterator_tag;
+
147 using difference_type = size_t;
+
148 using value_type = const array;
+
149 using reference = value_type;
+
150
+
151 explicit ArrayIterator(const array& arr, int idx = 0);
+
152
+
153 reference operator*() const;
+
154
+
+
155 ArrayIterator& operator+(difference_type diff) {
+
156 idx += diff;
+
157 return *this;
+
158 }
-
158
-
-
159 ArrayIterator& operator++() {
-
160 idx++;
-
161 return *this;
-
162 }
+
159
+
+
160 ArrayIterator& operator++() {
+
161 idx++;
+
162 return *this;
+
163 }
-
163
-
-
164 friend bool operator==(const ArrayIterator& a, const ArrayIterator& b) {
-
165 return a.arr.id() == b.arr.id() && a.idx == b.idx;
-
166 }
+
164
+
+
165 friend bool operator==(const ArrayIterator& a, const ArrayIterator& b) {
+
166 return a.arr.id() == b.arr.id() && a.idx == b.idx;
+
167 }
-
-
167 friend bool operator!=(const ArrayIterator& a, const ArrayIterator& b) {
-
168 return !(a == b);
-
169 }
+
+
168 friend bool operator!=(const ArrayIterator& a, const ArrayIterator& b) {
+
169 return !(a == b);
+
170 }
-
170
-
171 private:
-
172 const array& arr;
-
173 int idx;
-
174 };
+
171
+
172 private:
+
173 const array& arr;
+
174 int idx;
+
175 };
-
175
-
-
176 ArrayIterator begin() const {
-
177 return ArrayIterator(*this);
-
178 }
+
176
+
+
177 ArrayIterator begin() const {
+
178 return ArrayIterator(*this);
+
179 }
-
-
179 ArrayIterator end() const {
-
180 return ArrayIterator(*this, shape(0));
-
181 }
+
+
180 ArrayIterator end() const {
+
181 return ArrayIterator(*this, shape(0));
+
182 }
-
182
-
189 array(
-
190 Shape shape,
-
191 Dtype dtype,
-
192 std::shared_ptr<Primitive> primitive,
-
193 std::vector<array> inputs);
-
194
-
195 static std::vector<array> make_arrays(
-
196 std::vector<Shape> shapes,
-
197 const std::vector<Dtype>& dtypes,
-
198 const std::shared_ptr<Primitive>& primitive,
-
199 const std::vector<array>& inputs);
-
200
-
-
202 std::uintptr_t id() const {
-
203 return reinterpret_cast<std::uintptr_t>(array_desc_.get());
-
204 }
+
183
+
189
+
190 array(
+
191 Shape shape,
+
192 Dtype dtype,
+
193 std::shared_ptr<Primitive> primitive,
+
194 std::vector<array> inputs);
+
195
+
196 static std::vector<array> make_arrays(
+
197 std::vector<Shape> shapes,
+
198 const std::vector<Dtype>& dtypes,
+
199 const std::shared_ptr<Primitive>& primitive,
+
200 const std::vector<array>& inputs);
+
201
+
+
203 std::uintptr_t id() const {
+
204 return reinterpret_cast<std::uintptr_t>(array_desc_.get());
+
205 }
-
205
-
-
207 std::uintptr_t primitive_id() const {
-
208 return reinterpret_cast<std::uintptr_t>(array_desc_->primitive.get());
-
209 }
+
206
+
+
208 std::uintptr_t primitive_id() const {
+
209 return reinterpret_cast<std::uintptr_t>(array_desc_->primitive.get());
+
210 }
-
210
-
-
211 struct Data {
-
212 allocator::Buffer buffer;
-
213 Deleter d;
-
-
214 Data(allocator::Buffer buffer, Deleter d = allocator::free)
-
215 : buffer(buffer), d(d) {}
+
211
+
+
212 struct Data {
+
213 allocator::Buffer buffer;
+
214 Deleter d;
+ -
216 // Not copyable
-
217 Data(const Data& d) = delete;
-
218 Data& operator=(const Data& d) = delete;
-
-
219 ~Data() {
-
220 d(buffer);
-
221 }
+
217 // Not copyable
+
218 Data(const Data& d) = delete;
+
219 Data& operator=(const Data& d) = delete;
+
+
220 ~Data() {
+
221 d(buffer);
+
222 }
-
222 };
+
223 };
-
223
-
-
224 struct Flags {
-
225 // True iff there are no gaps in the underlying data. Each item
-
226 // in the underlying data buffer belongs to at least one index.
-
227 //
-
228 // True iff:
-
229 // prod(shape[i] for i in range(ndim) if strides[i] > 0) == data_size()
-
230 bool contiguous : 1;
-
231
-
232 // True iff:
-
233 // strides[-1] == 1 and
-
234 // all(strides[i] == (shape[i+1]*strides[i+1]) or shape[i] == 1 for i in
-
235 // range(ndim - 1))
-
236 bool row_contiguous : 1;
-
237
-
238 // True iff:
-
239 // strides[0] == 1 and
-
240 // all(strides[i] == (shape[i-1]*strides[i-1]) or shape[i] == 1 for i in
-
241 // range(1, ndim))
-
242 bool col_contiguous : 1;
-
243 };
+
224
+
+
225 struct Flags {
+
226 // True iff there are no gaps in the underlying data. Each item
+
227 // in the underlying data buffer belongs to at least one index.
+
228 //
+
229 // True iff:
+
230 // prod(shape[i] for i in range(ndim) if strides[i] > 0) == data_size()
+
231 bool contiguous : 1;
+
232
+
233 // True iff:
+
234 // strides[-1] == 1 and
+
235 // all(strides[i] == (shape[i+1]*strides[i+1]) or shape[i] == 1 for i in
+
236 // range(ndim - 1))
+
237 bool row_contiguous : 1;
+
238
+
239 // True iff:
+
240 // strides[0] == 1 and
+
241 // all(strides[i] == (shape[i-1]*strides[i-1]) or shape[i] == 1 for i in
+
242 // range(1, ndim))
+
243 bool col_contiguous : 1;
+
244 };
-
244
-
-
246 Primitive& primitive() const {
-
247 return *(array_desc_->primitive);
-
248 }
+
245
+
+
247 Primitive& primitive() const {
+
248 return *(array_desc_->primitive);
+
249 }
-
249
-
-
251 std::shared_ptr<Primitive>& primitive_ptr() const {
-
252 return array_desc_->primitive;
-
253 }
+
250
+
+
252 std::shared_ptr<Primitive>& primitive_ptr() const {
+
253 return array_desc_->primitive;
+
254 }
-
254
-
-
256 bool has_primitive() const {
-
257 return array_desc_->primitive != nullptr;
-
258 }
+
255
+
+
257 bool has_primitive() const {
+
258 return array_desc_->primitive != nullptr;
+
259 }
-
259
-
-
261 const std::vector<array>& inputs() const {
-
262 return array_desc_->inputs;
-
263 }
+
260
+
+
262 const std::vector<array>& inputs() const {
+
263 return array_desc_->inputs;
+
264 }
-
264
-
-
265 std::vector<array>& inputs() {
-
266 return array_desc_->inputs;
-
267 }
+
265
+
+
266 std::vector<array>& inputs() {
+
267 return array_desc_->inputs;
+
268 }
-
268
-
-
270 bool is_donatable() const {
-
271 return array_desc_.use_count() == 1 && (array_desc_->data.use_count() == 1);
-
272 }
+
269
+
+
271 bool is_donatable() const {
+
272 return array_desc_.use_count() == 1 && (array_desc_->data.use_count() == 1);
+
273 }
-
273
-
-
275 const std::vector<array>& siblings() const {
-
276 return array_desc_->siblings;
-
277 }
+
274
+
+
276 const std::vector<array>& siblings() const {
+
277 return array_desc_->siblings;
+
278 }
-
278
-
-
280 std::vector<array>& siblings() {
-
281 return array_desc_->siblings;
-
282 }
+
279
+
+
281 std::vector<array>& siblings() {
+
282 return array_desc_->siblings;
+
283 }
-
283
-
-
284 void set_siblings(std::vector<array> siblings, uint16_t position) {
-
285 array_desc_->siblings = std::move(siblings);
-
286 array_desc_->position = position;
-
287 }
+
284
+
+
285 void set_siblings(std::vector<array> siblings, uint16_t position) {
+
286 array_desc_->siblings = std::move(siblings);
+
287 array_desc_->position = position;
+
288 }
-
288
-
-
291 std::vector<array> outputs() const {
-
292 auto idx = array_desc_->position;
-
293 std::vector<array> outputs;
-
294 outputs.reserve(siblings().size() + 1);
-
295 outputs.insert(outputs.end(), siblings().begin(), siblings().begin() + idx);
-
296 outputs.push_back(*this);
-
297 outputs.insert(outputs.end(), siblings().begin() + idx, siblings().end());
-
298 return outputs;
-
299 }
+
289
+
+
292 std::vector<array> outputs() const {
+
293 auto idx = array_desc_->position;
+
294 std::vector<array> outputs;
+
295 outputs.reserve(siblings().size() + 1);
+
296 outputs.insert(outputs.end(), siblings().begin(), siblings().begin() + idx);
+
297 outputs.push_back(*this);
+
298 outputs.insert(outputs.end(), siblings().begin() + idx, siblings().end());
+
299 return outputs;
+
300 }
-
300
-
302 void detach();
-
303
-
-
305 const Flags& flags() const {
-
306 return array_desc_->flags;
-
307 }
+
301
+
303 void detach();
+
304
+
+
306 const Flags& flags() const {
+
307 return array_desc_->flags;
+
308 }
-
308
-
-
319 size_t data_size() const {
-
320 return array_desc_->data_size;
-
321 }
+
309
+
+
320 size_t data_size() const {
+
321 return array_desc_->data_size;
+
322 }
-
322
-
-
323 allocator::Buffer& buffer() {
-
324 return array_desc_->data->buffer;
-
325 }
+
323
+
+
324 allocator::Buffer& buffer() {
+
325 return array_desc_->data->buffer;
+
326 }
-
-
326 const allocator::Buffer& buffer() const {
-
327 return array_desc_->data->buffer;
-
328 }
+
+
327 const allocator::Buffer& buffer() const {
+
328 return array_desc_->data->buffer;
+
329 }
-
329
-
-
330 size_t buffer_size() const {
-
331 return allocator::allocator().size(buffer());
-
332 }
+
330
+
+
331 size_t buffer_size() const {
+
332 return allocator::allocator().size(buffer());
+
333 }
-
333
-
334 // Return a copy of the shared pointer
-
335 // to the array::Data struct
-
-
336 std::shared_ptr<Data> data_shared_ptr() const {
-
337 return array_desc_->data;
-
338 }
+
334
+
335 // Return a copy of the shared pointer
+
336 // to the array::Data struct
+
+
337 std::shared_ptr<Data> data_shared_ptr() const {
+
338 return array_desc_->data;
+
339 }
-
339 // Return a raw pointer to the arrays data
-
340 template <typename T>
-
-
341 T* data() {
-
342 return static_cast<T*>(array_desc_->data_ptr);
-
343 }
+
340 // Return a raw pointer to the arrays data
+
341 template <typename T>
+
+
342 T* data() {
+
343 return static_cast<T*>(array_desc_->data_ptr);
+
344 }
-
344
-
345 template <typename T>
-
-
346 const T* data() const {
-
347 return static_cast<T*>(array_desc_->data_ptr);
-
348 }
+
345
+
346 template <typename T>
+
+
347 const T* data() const {
+
348 return static_cast<T*>(array_desc_->data_ptr);
+
349 }
-
349
-
-
350 enum Status {
-
351 // The ouptut of a computation which has not been scheduled.
-
352 // For example, the status of `x` in `auto x = a + b`.
-
353 unscheduled,
-
354
-
355 // The ouptut of a computation which has been scheduled but `eval_*` has
-
356 // not yet been called on the array's primitive. A possible
-
357 // status of `x` in `auto x = a + b; eval(x);`
-
358 scheduled,
-
359
-
360 // The array's `eval_*` function has been run, but the computation is not
-
361 // necessarily complete. The array will have memory allocated and if it is
-
362 // not a tracer then it will be detached from the graph.
-
363 evaluated,
-
364
-
365 // If the array is the output of a computation then the computation
-
366 // is complete. Constant arrays are always available (e.g. `array({1, 2,
-
367 // 3})`)
-
368 available
-
369 };
+
350
+
+
351 enum Status {
+
352 // The ouptut of a computation which has not been scheduled.
+
353 // For example, the status of `x` in `auto x = a + b`.
+
354 unscheduled,
+
355
+
356 // The ouptut of a computation which has been scheduled but `eval_*` has
+
357 // not yet been called on the array's primitive. A possible
+
358 // status of `x` in `auto x = a + b; eval(x);`
+
359 scheduled,
+
360
+
361 // The array's `eval_*` function has been run, but the computation is not
+
362 // necessarily complete. The array will have memory allocated and if it is
+
363 // not a tracer then it will be detached from the graph.
+
364 evaluated,
+
365
+
366 // If the array is the output of a computation then the computation
+
367 // is complete. Constant arrays are always available (e.g. `array({1, 2,
+
368 // 3})`)
+
369 available
+
370 };
-
370
-
371 // Check if the array is safe to read.
-
372 bool is_available() const;
-
373
-
374 // Wait on the array to be available. After this `is_available` returns
-
375 // `true`.
-
376 void wait();
-
377
-
-
378 Status status() const {
-
379 return array_desc_->status;
-
380 }
+
371
+
372 // Check if the array is safe to read.
+
373 bool is_available() const;
+
374
+
375 // Wait on the array to be available. After this `is_available` returns
+
376 // `true`.
+
377 void wait();
+
378
+
+
379 Status status() const {
+
380 return array_desc_->status;
+
381 }
-
381
-
-
382 void set_status(Status s) const {
-
383 array_desc_->status = s;
-
384 }
+
382
+
+
383 void set_status(Status s) const {
+
384 array_desc_->status = s;
+
385 }
-
385
-
386 // Get the array's shared event
-
-
387 Event& event() const {
-
388 return array_desc_->event;
-
389 }
+
386
+
387 // Get the array's shared event
+
+
388 Event& event() const {
+
389 return array_desc_->event;
+
390 }
-
390
-
391 // Attach an event to a not yet evaluated array
-
-
392 void attach_event(Event e) const {
-
393 array_desc_->event = std::move(e);
-
394 }
+
391
+
392 // Attach an event to a not yet evaluated array
+
+
393 void attach_event(Event e) const {
+
394 array_desc_->event = std::move(e);
+
395 }
-
395
-
396 // Mark the array as a tracer array (true) or not.
-
-
397 void set_tracer(bool is_tracer) {
-
398 array_desc_->is_tracer = is_tracer;
-
399 }
+
396
+
397 // Mark the array as a tracer array (true) or not.
+
+
398 void set_tracer(bool is_tracer) {
+
399 array_desc_->is_tracer = is_tracer;
+
400 }
-
400 // Check if the array is a tracer array
-
401 bool is_tracer() const;
-
402
-
403 void set_data(allocator::Buffer buffer, Deleter d = allocator::free);
-
404
-
405 void set_data(
-
406 allocator::Buffer buffer,
-
407 size_t data_size,
-
408 Strides strides,
-
409 Flags flags,
-
410 Deleter d = allocator::free);
-
411
-
412 void copy_shared_buffer(
-
413 const array& other,
-
414 const Strides& strides,
-
415 Flags flags,
-
416 size_t data_size,
-
417 size_t offset = 0);
-
418
-
419 void copy_shared_buffer(const array& other);
-
420
-
421 void move_shared_buffer(
-
422 array other,
-
423 const Strides& strides,
-
424 Flags flags,
-
425 size_t data_size,
-
426 size_t offset = 0);
-
427
-
428 void move_shared_buffer(array other);
-
429
-
-
430 void overwrite_descriptor(const array& other) {
-
431 array_desc_ = other.array_desc_;
-
432 }
+
401 // Check if the array is a tracer array
+
402 bool is_tracer() const;
+
403
+
404 void set_data(allocator::Buffer buffer, Deleter d = allocator::free);
+
405
+
406 void set_data(
+
407 allocator::Buffer buffer,
+
408 size_t data_size,
+
409 Strides strides,
+
410 Flags flags,
+
411 Deleter d = allocator::free);
+
412
+
413 void copy_shared_buffer(
+
414 const array& other,
+
415 const Strides& strides,
+
416 Flags flags,
+
417 size_t data_size,
+
418 size_t offset = 0);
+
419
+
420 void copy_shared_buffer(const array& other);
+
421
+
422 void move_shared_buffer(
+
423 array other,
+
424 const Strides& strides,
+
425 Flags flags,
+
426 size_t data_size,
+
427 size_t offset = 0);
+
428
+
429 void move_shared_buffer(array other);
+
430
+
+
431 void overwrite_descriptor(const array& other) {
+
432 array_desc_ = other.array_desc_;
+
433 }
-
433
-
434 ~array();
-
435
-
436 private:
-
437 // Initialize the arrays data
-
438 template <typename It>
-
439 void init(const It src);
-
440
-
441 struct ArrayDesc {
-
442 Shape shape;
-
443 Strides strides;
-
444 size_t size;
-
445 Dtype dtype;
-
446 std::shared_ptr<Primitive> primitive;
-
447
-
448 Status status;
-
449
-
450 // An event on the array used for synchronization
-
451 Event event;
-
452
-
453 // Indicates an array is being used in a graph transform
-
454 // and should not be detached from the graph
-
455 bool is_tracer{false};
-
456
-
457 // This is a shared pointer so that *different* arrays
-
458 // can share the underlying data buffer.
-
459 std::shared_ptr<Data> data;
-
460
-
461 // Properly offset data pointer
-
462 void* data_ptr{nullptr};
-
463
-
464 // The size in elements of the data buffer the array accesses
-
465 size_t data_size;
-
466
-
467 // Contains useful meta data about the array
-
468 Flags flags;
-
469
-
470 std::vector<array> inputs;
-
471 // An array to keep track of the siblings from a multi-output
-
472 // primitive.
-
473 std::vector<array> siblings;
-
474 // The arrays position in the output list
-
475 uint32_t position{0};
-
476
-
477 explicit ArrayDesc(Shape shape, Dtype dtype);
-
478
-
479 explicit ArrayDesc(
-
480 Shape shape,
-
481 Dtype dtype,
-
482 std::shared_ptr<Primitive> primitive,
-
483 std::vector<array> inputs);
-
484
-
485 ~ArrayDesc();
-
486
-
487 private:
-
488 // Initialize size, strides, and other metadata
-
489 void init();
-
490 };
-
491
-
492 // The ArrayDesc contains the details of the materialized array including the
-
493 // shape, strides, the data type. It also includes
-
494 // the primitive which knows how to compute the array's data from its inputs
-
495 // and the list of array's inputs for the primitive.
-
496 std::shared_ptr<ArrayDesc> array_desc_;
-
497};
+
434
+
435 ~array();
+
436
+
437 private:
+
438 // Initialize the arrays data
+
439 template <typename It>
+
440 void init(const It src);
+
441
+
442 struct ArrayDesc {
+
443 Shape shape;
+
444 Strides strides;
+
445 size_t size;
+
446 Dtype dtype;
+
447 std::shared_ptr<Primitive> primitive;
+
448
+
449 Status status;
+
450
+
451 // An event on the array used for synchronization
+
452 Event event;
+
453
+
454 // Indicates an array is being used in a graph transform
+
455 // and should not be detached from the graph
+
456 bool is_tracer{false};
+
457
+
458 // This is a shared pointer so that *different* arrays
+
459 // can share the underlying data buffer.
+
460 std::shared_ptr<Data> data;
+
461
+
462 // Properly offset data pointer
+
463 void* data_ptr{nullptr};
+
464
+
465 // The size in elements of the data buffer the array accesses
+
466 size_t data_size;
+
467
+
468 // Contains useful meta data about the array
+
469 Flags flags;
+
470
+
471 std::vector<array> inputs;
+
472 // An array to keep track of the siblings from a multi-output
+
473 // primitive.
+
474 std::vector<array> siblings;
+
475 // The arrays position in the output list
+
476 uint32_t position{0};
+
477
+
478 explicit ArrayDesc(Shape shape, Dtype dtype);
+
479
+
480 explicit ArrayDesc(
+
481 Shape shape,
+
482 Dtype dtype,
+
483 std::shared_ptr<Primitive> primitive,
+
484 std::vector<array> inputs);
+
485
+
486 ~ArrayDesc();
+
487
+
488 private:
+
489 // Initialize size, strides, and other metadata
+
490 void init();
+
491 };
+
492
+
493 // The ArrayDesc contains the details of the materialized array including the
+
494 // shape, strides, the data type. It also includes
+
495 // the primitive which knows how to compute the array's data from its inputs
+
496 // and the list of array's inputs for the primitive.
+
497 std::shared_ptr<ArrayDesc> array_desc_;
+
498};
-
498
-
499template <typename T>
-
-
500array::array(T val, Dtype dtype /* = TypeToDtype<T>() */)
-
501 : array_desc_(std::make_shared<ArrayDesc>(std::vector<int>{}, dtype)) {
-
502 init(&val);
-
503}
+
499
+
500template <typename T>
+
+
501array::array(T val, Dtype dtype /* = TypeToDtype<T>() */)
+
502 : array_desc_(std::make_shared<ArrayDesc>(Shape{}, dtype)) {
+
503 init(&val);
+
504}
-
504
-
505template <typename It>
-
-
506array::array(
-
507 It data,
-
508 Shape shape,
-
509 Dtype dtype /* = TypeToDtype<typename std::iterator_traits<It>::value_type>() */) :
-
510 array_desc_(std::make_shared<ArrayDesc>(std::move(shape), dtype)) {
-
511 init(data);
-
512}
+
505
+
506template <typename It>
+
+
507array::array(
+
508 It data,
+
509 Shape shape,
+
510 Dtype dtype /* = TypeToDtype<typename std::iterator_traits<It>::value_type>() */) :
+
511 array_desc_(std::make_shared<ArrayDesc>(std::move(shape), dtype)) {
+
512 init(data);
+
513}
-
513
-
514template <typename T>
-
-
515array::array(
-
516 std::initializer_list<T> data,
-
517 Dtype dtype /* = TypeToDtype<T>() */)
-
518 : array_desc_(std::make_shared<ArrayDesc>(
-
519 std::vector<int>{static_cast<int>(data.size())},
-
520 dtype)) {
-
521 init(data.begin());
-
522}
+
514
+
515template <typename T>
+
+
516array::array(
+
517 std::initializer_list<T> data,
+
518 Dtype dtype /* = TypeToDtype<T>() */)
+
519 : array_desc_(std::make_shared<ArrayDesc>(
+
520 Shape{static_cast<ShapeElem>(data.size())},
+
521 dtype)) {
+
522 init(data.begin());
+
523}
-
523
-
524template <typename T>
-
-
525array::array(
-
526 std::initializer_list<T> data,
-
527 Shape shape,
-
528 Dtype dtype /* = TypeToDtype<T>() */)
-
529 : array_desc_(std::make_shared<ArrayDesc>(std::move(shape), dtype)) {
-
530 if (data.size() != size()) {
-
531 throw std::invalid_argument(
-
532 "Data size and provided shape mismatch in array construction.");
-
533 }
-
534 init(data.begin());
-
535}
+
524
+
525template <typename T>
+
+
526array::array(
+
527 std::initializer_list<T> data,
+
528 Shape shape,
+
529 Dtype dtype /* = TypeToDtype<T>() */)
+
530 : array_desc_(std::make_shared<ArrayDesc>(std::move(shape), dtype)) {
+
531 if (data.size() != size()) {
+
532 throw std::invalid_argument(
+
533 "Data size and provided shape mismatch in array construction.");
+
534 }
+
535 init(data.begin());
+
536}
-
536
-
537template <typename T>
-
-
538T array::item() {
-
539 if (size() != 1) {
-
540 throw std::invalid_argument("item can only be called on arrays of size 1.");
-
541 }
-
542 eval();
-
543 return *data<T>();
-
544}
+
537
+
538template <typename T>
+
+
539T array::item() {
+
540 if (size() != 1) {
+
541 throw std::invalid_argument("item can only be called on arrays of size 1.");
+
542 }
+
543 eval();
+
544 return *data<T>();
+
545}
-
545
-
546template <typename T>
-
-
547T array::item() const {
-
548 if (size() != 1) {
-
549 throw std::invalid_argument("item can only be called on arrays of size 1.");
-
550 }
-
551 if (status() == Status::unscheduled) {
-
552 throw std::invalid_argument(
-
553 "item() const can only be called on evaled arrays");
-
554 }
-
555 const_cast<array*>(this)->eval();
-
556 return *data<T>();
-
557}
+
546
+
547template <typename T>
+
+
548T array::item() const {
+
549 if (size() != 1) {
+
550 throw std::invalid_argument("item can only be called on arrays of size 1.");
+
551 }
+
552 if (status() == Status::unscheduled) {
+
553 throw std::invalid_argument(
+
554 "item() const can only be called on evaled arrays");
+
555 }
+
556 const_cast<array*>(this)->eval();
+
557 return *data<T>();
+
558}
-
558
-
559template <typename It>
-
560void array::init(It src) {
-
561 set_data(allocator::malloc(size() * size_of(dtype())));
-
562 switch (dtype()) {
-
563 case bool_:
-
564 std::copy(src, src + size(), data<bool>());
-
565 break;
-
566 case uint8:
-
567 std::copy(src, src + size(), data<uint8_t>());
-
568 break;
-
569 case uint16:
-
570 std::copy(src, src + size(), data<uint16_t>());
-
571 break;
-
572 case uint32:
-
573 std::copy(src, src + size(), data<uint32_t>());
-
574 break;
-
575 case uint64:
-
576 std::copy(src, src + size(), data<uint64_t>());
-
577 break;
-
578 case int8:
-
579 std::copy(src, src + size(), data<int8_t>());
-
580 break;
-
581 case int16:
-
582 std::copy(src, src + size(), data<int16_t>());
-
583 break;
-
584 case int32:
-
585 std::copy(src, src + size(), data<int32_t>());
-
586 break;
-
587 case int64:
-
588 std::copy(src, src + size(), data<int64_t>());
-
589 break;
-
590 case float16:
-
591 std::copy(src, src + size(), data<float16_t>());
-
592 break;
-
593 case float32:
-
594 std::copy(src, src + size(), data<float>());
-
595 break;
-
596 case bfloat16:
-
597 std::copy(src, src + size(), data<bfloat16_t>());
-
598 break;
-
599 case complex64:
-
600 std::copy(src, src + size(), data<complex64_t>());
-
601 break;
-
602 }
-
603}
-
604
-
605/* Utilities for determining whether a template parameter is array. */
-
606template <typename T>
-
607inline constexpr bool is_array_v =
-
608 std::is_same_v<std::remove_cv_t<std::remove_reference_t<T>>, array>;
-
609
-
610template <typename... T>
-
611inline constexpr bool is_arrays_v = (is_array_v<T> && ...);
-
612
-
613template <typename... T>
-
614using enable_for_arrays_t = typename std::enable_if_t<is_arrays_v<T...>>;
-
615
-
616} // namespace mlx::core
+
559
+
560template <typename It>
+
561void array::init(It src) {
+
562 set_data(allocator::malloc(size() * size_of(dtype())));
+
563 switch (dtype()) {
+
564 case bool_:
+
565 std::copy(src, src + size(), data<bool>());
+
566 break;
+
567 case uint8:
+
568 std::copy(src, src + size(), data<uint8_t>());
+
569 break;
+
570 case uint16:
+
571 std::copy(src, src + size(), data<uint16_t>());
+
572 break;
+
573 case uint32:
+
574 std::copy(src, src + size(), data<uint32_t>());
+
575 break;
+
576 case uint64:
+
577 std::copy(src, src + size(), data<uint64_t>());
+
578 break;
+
579 case int8:
+
580 std::copy(src, src + size(), data<int8_t>());
+
581 break;
+
582 case int16:
+
583 std::copy(src, src + size(), data<int16_t>());
+
584 break;
+
585 case int32:
+
586 std::copy(src, src + size(), data<int32_t>());
+
587 break;
+
588 case int64:
+
589 std::copy(src, src + size(), data<int64_t>());
+
590 break;
+
591 case float16:
+
592 std::copy(src, src + size(), data<float16_t>());
+
593 break;
+
594 case float32:
+
595 std::copy(src, src + size(), data<float>());
+
596 break;
+
597 case bfloat16:
+
598 std::copy(src, src + size(), data<bfloat16_t>());
+
599 break;
+
600 case complex64:
+
601 std::copy(src, src + size(), data<complex64_t>());
+
602 break;
+
603 }
+
604}
+
605
+
606/* Utilities for determining whether a template parameter is array. */
+
607template <typename T>
+
608inline constexpr bool is_array_v =
+
609 std::is_same_v<std::remove_cv_t<std::remove_reference_t<T>>, array>;
+
610
+
611template <typename... T>
+
612inline constexpr bool is_arrays_v = (is_array_v<T> && ...);
+
613
+
614template <typename... T>
+
615using enable_for_arrays_t = typename std::enable_if_t<is_arrays_v<T...>>;
+
616
+
617} // namespace mlx::core
mlx::core::Event
Definition event.h:11
mlx::core::Primitive
Definition primitives.h:48
mlx::core::allocator::Allocator::size
virtual size_t size(Buffer buffer) const =0
mlx::core::allocator::Buffer
Definition allocator.h:12
-
mlx::core::array
Definition array.h:23
-
mlx::core::array::attach_event
void attach_event(Event e) const
Definition array.h:392
-
mlx::core::array::flags
const Flags & flags() const
Get the Flags bit-field.
Definition array.h:305
-
mlx::core::array::event
Event & event() const
Definition array.h:387
-
mlx::core::array::Status
Status
Definition array.h:350
-
mlx::core::array::available
@ available
Definition array.h:368
-
mlx::core::array::evaluated
@ evaluated
Definition array.h:363
-
mlx::core::array::unscheduled
@ unscheduled
Definition array.h:353
-
mlx::core::array::scheduled
@ scheduled
Definition array.h:358
-
mlx::core::array::shape
const Shape & shape() const
The shape of the array as a vector of integers.
Definition array.h:102
+
mlx::core::array
Definition array.h:24
+
mlx::core::array::attach_event
void attach_event(Event e) const
Definition array.h:393
+
mlx::core::array::flags
const Flags & flags() const
Get the Flags bit-field.
Definition array.h:306
+
mlx::core::array::event
Event & event() const
Definition array.h:388
+
mlx::core::array::Status
Status
Definition array.h:351
+
mlx::core::array::available
@ available
Definition array.h:369
+
mlx::core::array::evaluated
@ evaluated
Definition array.h:364
+
mlx::core::array::unscheduled
@ unscheduled
Definition array.h:354
+
mlx::core::array::scheduled
@ scheduled
Definition array.h:359
+
mlx::core::array::shape
const Shape & shape() const
The shape of the array as a vector of integers.
Definition array.h:103
mlx::core::array::eval
void eval()
Evaluate the array.
-
mlx::core::array::strides
const Strides & strides() const
The strides of the array.
Definition array.h:116
-
mlx::core::array::inputs
const std::vector< array > & inputs() const
The array's inputs.
Definition array.h:261
+
mlx::core::array::strides
const Strides & strides() const
The strides of the array.
Definition array.h:117
+
mlx::core::array::inputs
const std::vector< array > & inputs() const
The array's inputs.
Definition array.h:262
mlx::core::array::array
array(const array &other)=default
-
mlx::core::array::outputs
std::vector< array > outputs() const
The outputs of the array's primitive (i.e.
Definition array.h:291
+
mlx::core::array::outputs
std::vector< array > outputs() const
The outputs of the array's primitive (i.e.
Definition array.h:292
-
mlx::core::array::nbytes
size_t nbytes() const
The number of bytes in the array.
Definition array.h:92
+
mlx::core::array::nbytes
size_t nbytes() const
The number of bytes in the array.
Definition array.h:93
mlx::core::array::move_shared_buffer
void move_shared_buffer(array other)
mlx::core::array::make_arrays
static std::vector< array > make_arrays(std::vector< Shape > shapes, const std::vector< Dtype > &dtypes, const std::shared_ptr< Primitive > &primitive, const std::vector< array > &inputs)
mlx::core::array::array
array(std::initializer_list< float > data)
-
mlx::core::array::is_donatable
bool is_donatable() const
True indicates the arrays buffer is safe to reuse.
Definition array.h:270
+
mlx::core::array::is_donatable
bool is_donatable() const
True indicates the arrays buffer is safe to reuse.
Definition array.h:271
mlx::core::array::array
array(allocator::Buffer data, Shape shape, Dtype dtype, Deleter deleter=allocator::free)
-
mlx::core::array::primitive_ptr
std::shared_ptr< Primitive > & primitive_ptr() const
A shared pointer to the array's primitive.
Definition array.h:251
-
mlx::core::array::ndim
size_t ndim() const
The number of dimensions of the array.
Definition array.h:97
-
mlx::core::array::size
size_t size() const
The number of elements in the array.
Definition array.h:87
+
mlx::core::array::primitive_ptr
std::shared_ptr< Primitive > & primitive_ptr() const
A shared pointer to the array's primitive.
Definition array.h:252
+
mlx::core::array::ndim
size_t ndim() const
The number of dimensions of the array.
Definition array.h:98
+
mlx::core::array::size
size_t size() const
The number of elements in the array.
Definition array.h:88
mlx::core::array::operator=
array & operator=(array &&other) &&=delete
-
mlx::core::array::operator=
array & operator=(const array &other) &
Definition array.h:74
-
mlx::core::array::end
ArrayIterator end() const
Definition array.h:179
+
mlx::core::array::operator=
array & operator=(const array &other) &
Definition array.h:75
+
mlx::core::array::end
ArrayIterator end() const
Definition array.h:180
mlx::core::array::array
array(std::initializer_list< int > data, Dtype dtype)
mlx::core::array::set_data
void set_data(allocator::Buffer buffer, size_t data_size, Strides strides, Flags flags, Deleter d=allocator::free)
-
mlx::core::array::buffer
const allocator::Buffer & buffer() const
Definition array.h:326
-
mlx::core::array::set_status
void set_status(Status s) const
Definition array.h:382
+
mlx::core::array::buffer
const allocator::Buffer & buffer() const
Definition array.h:327
+
mlx::core::array::set_status
void set_status(Status s) const
Definition array.h:383
mlx::core::array::array
array(const std::complex< float > &val, Dtype dtype=complex64)
-
mlx::core::array::status
Status status() const
Definition array.h:378
-
mlx::core::array::siblings
std::vector< array > & siblings()
The array's siblings.
Definition array.h:280
-
mlx::core::array::data
T * data()
Definition array.h:341
-
mlx::core::array::array
array(T val, Dtype dtype=TypeToDtype< T >())
Construct a scalar array with zero dimensions.
Definition array.h:500
-
mlx::core::array::begin
ArrayIterator begin() const
Definition array.h:176
-
mlx::core::array::primitive
Primitive & primitive() const
The array's primitive.
Definition array.h:246
+
mlx::core::array::status
Status status() const
Definition array.h:379
+
mlx::core::array::siblings
std::vector< array > & siblings()
The array's siblings.
Definition array.h:281
+
mlx::core::array::data
T * data()
Definition array.h:342
+
mlx::core::array::array
array(T val, Dtype dtype=TypeToDtype< T >())
Construct a scalar array with zero dimensions.
Definition array.h:501
+
mlx::core::array::begin
ArrayIterator begin() const
Definition array.h:177
+
mlx::core::array::primitive
Primitive & primitive() const
The array's primitive.
Definition array.h:247
mlx::core::array::detach
void detach()
Detach the array from the graph.
mlx::core::array::operator=
array & operator=(const array &other) &&=delete
Assignment to rvalue does not compile.
-
mlx::core::array::set_siblings
void set_siblings(std::vector< array > siblings, uint16_t position)
Definition array.h:284
-
mlx::core::array::item
T item()
Get the value from a scalar array.
Definition array.h:538
-
mlx::core::array::buffer_size
size_t buffer_size() const
Definition array.h:330
+
mlx::core::array::set_siblings
void set_siblings(std::vector< array > siblings, uint16_t position)
Definition array.h:285
+
mlx::core::array::item
T item()
Get the value from a scalar array.
Definition array.h:539
+
mlx::core::array::buffer_size
size_t buffer_size() const
Definition array.h:331
mlx::core::array::copy_shared_buffer
void copy_shared_buffer(const array &other)
-
mlx::core::array::overwrite_descriptor
void overwrite_descriptor(const array &other)
Definition array.h:430
-
mlx::core::array::data
const T * data() const
Definition array.h:346
-
mlx::core::array::has_primitive
bool has_primitive() const
Check if the array has an attached primitive or is a leaf node.
Definition array.h:256
-
mlx::core::array::buffer
allocator::Buffer & buffer()
Definition array.h:323
+
mlx::core::array::overwrite_descriptor
void overwrite_descriptor(const array &other)
Definition array.h:431
+
mlx::core::array::data
const T * data() const
Definition array.h:347
+
mlx::core::array::has_primitive
bool has_primitive() const
Check if the array has an attached primitive or is a leaf node.
Definition array.h:257
+
mlx::core::array::buffer
allocator::Buffer & buffer()
Definition array.h:324
mlx::core::array::array
array(array &&other)=default
-
mlx::core::array::data_shared_ptr
std::shared_ptr< Data > data_shared_ptr() const
Definition array.h:336
+
mlx::core::array::data_shared_ptr
std::shared_ptr< Data > data_shared_ptr() const
Definition array.h:337
mlx::core::array::array
array(Shape shape, Dtype dtype, std::shared_ptr< Primitive > primitive, std::vector< array > inputs)
The following methods should be used with caution.
-
mlx::core::array::shape
auto shape(int dim) const
Get the size of the corresponding dimension.
Definition array.h:111
-
mlx::core::array::strides
auto strides(int dim) const
Get the stride of the corresponding dimension.
Definition array.h:125
-
mlx::core::array::siblings
const std::vector< array > & siblings() const
The array's siblings.
Definition array.h:275
-
mlx::core::array::inputs
std::vector< array > & inputs()
Definition array.h:265
+
mlx::core::array::shape
auto shape(int dim) const
Get the size of the corresponding dimension.
Definition array.h:112
+
mlx::core::array::strides
auto strides(int dim) const
Get the stride of the corresponding dimension.
Definition array.h:126
+
mlx::core::array::siblings
const std::vector< array > & siblings() const
The array's siblings.
Definition array.h:276
+
mlx::core::array::inputs
std::vector< array > & inputs()
Definition array.h:266
mlx::core::array::copy_shared_buffer
void copy_shared_buffer(const array &other, const Strides &strides, Flags flags, size_t data_size, size_t offset=0)
mlx::core::array::operator=
array & operator=(array &&other) &=default
Default copy and move constructors otherwise.
mlx::core::array::move_shared_buffer
void move_shared_buffer(array other, const Strides &strides, Flags flags, size_t data_size, size_t offset=0)
-
mlx::core::array::id
std::uintptr_t id() const
A unique identifier for an array.
Definition array.h:202
-
mlx::core::array::dtype
Dtype dtype() const
Get the arrays data type.
Definition array.h:130
+
mlx::core::array::id
std::uintptr_t id() const
A unique identifier for an array.
Definition array.h:203
+
mlx::core::array::dtype
Dtype dtype() const
Get the arrays data type.
Definition array.h:131
mlx::core::array::is_available
bool is_available() const
-
mlx::core::array::set_tracer
void set_tracer(bool is_tracer)
Definition array.h:397
-
mlx::core::array::itemsize
size_t itemsize() const
The size of the array's datatype in bytes.
Definition array.h:82
-
mlx::core::array::primitive_id
std::uintptr_t primitive_id() const
A unique identifier for an arrays primitive.
Definition array.h:207
+
mlx::core::array::set_tracer
void set_tracer(bool is_tracer)
Definition array.h:398
+
mlx::core::array::itemsize
size_t itemsize() const
The size of the array's datatype in bytes.
Definition array.h:83
+
mlx::core::array::primitive_id
std::uintptr_t primitive_id() const
A unique identifier for an arrays primitive.
Definition array.h:208
mlx::core::array::is_tracer
bool is_tracer() const
mlx::core::array::set_data
void set_data(allocator::Buffer buffer, Deleter d=allocator::free)
-
mlx::core::array::data_size
size_t data_size() const
The size (in elements) of the underlying buffer the array points to.
Definition array.h:319
+
mlx::core::array::data_size
size_t data_size() const
The size (in elements) of the underlying buffer the array points to.
Definition array.h:320
mlx::core::std
array std(const array &a, bool keepdims, int ddof=0, StreamOrDevice s={})
Computes the standard deviation of the elements of an array.
@@ -847,54 +863,58 @@ $(function(){ initResizable(false); });
mlx::core::allocator::free
void free(Buffer buffer)
mlx::core::allocator::allocator
Allocator & allocator()
mlx::core
Definition allocator.h:7
-
mlx::core::is_array_v
constexpr bool is_array_v
Definition array.h:607
+
mlx::core::is_array_v
constexpr bool is_array_v
Definition array.h:608
mlx::core::bool_
constexpr Dtype bool_
Definition dtype.h:67
+
mlx::core::ShapeElem
int32_t ShapeElem
Definition array.h:20
mlx::core::uint64
constexpr Dtype uint64
Definition dtype.h:72
mlx::core::uint16
constexpr Dtype uint16
Definition dtype.h:70
mlx::core::bfloat16
constexpr Dtype bfloat16
Definition dtype.h:81
mlx::core::int32
constexpr Dtype int32
Definition dtype.h:76
mlx::core::float32
constexpr Dtype float32
Definition dtype.h:80
+
mlx::core::Shape
std::vector< ShapeElem > Shape
Definition array.h:21
mlx::core::int16
constexpr Dtype int16
Definition dtype.h:75
+
mlx::core::Strides
std::vector< int64_t > Strides
Definition array.h:22
mlx::core::int8
constexpr Dtype int8
Definition dtype.h:74
mlx::core::int64
constexpr Dtype int64
Definition dtype.h:77
-
mlx::core::is_arrays_v
constexpr bool is_arrays_v
Definition array.h:611
+
mlx::core::is_arrays_v
constexpr bool is_arrays_v
Definition array.h:612
mlx::core::uint8
constexpr Dtype uint8
Definition dtype.h:69
-
mlx::core::Shape
std::vector< int32_t > Shape
Definition array.h:20
mlx::core::float16
constexpr Dtype float16
Definition dtype.h:79
mlx::core::uint32
constexpr Dtype uint32
Definition dtype.h:71
-
mlx::core::Strides
std::vector< size_t > Strides
Definition array.h:21
mlx::core::size_of
uint8_t size_of(const Dtype &t)
Definition dtype.h:102
mlx::core::Deleter
std::function< void(allocator::Buffer)> Deleter
Definition array.h:19
-
mlx::core::enable_for_arrays_t
typename std::enable_if_t< is_arrays_v< T... > > enable_for_arrays_t
Definition array.h:614
+
mlx::core::enable_for_arrays_t
typename std::enable_if_t< is_arrays_v< T... > > enable_for_arrays_t
Definition array.h:615
mlx::core::complex64
constexpr Dtype complex64
Definition dtype.h:82
mlx::core::Dtype
Definition dtype.h:13
mlx::core::TypeToDtype
Definition dtype.h:109
-
mlx::core::array::ArrayIterator
Definition array.h:144
+
mlx::core::array::ArrayIterator
Definition array.h:145
-
mlx::core::array::ArrayIterator::operator==
friend bool operator==(const ArrayIterator &a, const ArrayIterator &b)
Definition array.h:164
-
mlx::core::array::ArrayIterator::iterator_category
std::random_access_iterator_tag iterator_category
Definition array.h:145
-
mlx::core::array::ArrayIterator::operator++
ArrayIterator & operator++()
Definition array.h:159
-
mlx::core::array::ArrayIterator::operator!=
friend bool operator!=(const ArrayIterator &a, const ArrayIterator &b)
Definition array.h:167
+
mlx::core::array::ArrayIterator::operator==
friend bool operator==(const ArrayIterator &a, const ArrayIterator &b)
Definition array.h:165
+
mlx::core::array::ArrayIterator::iterator_category
std::random_access_iterator_tag iterator_category
Definition array.h:146
+
mlx::core::array::ArrayIterator::operator++
ArrayIterator & operator++()
Definition array.h:160
+
mlx::core::array::ArrayIterator::reference
value_type reference
Definition array.h:149
+
mlx::core::array::ArrayIterator::operator!=
friend bool operator!=(const ArrayIterator &a, const ArrayIterator &b)
Definition array.h:168
mlx::core::array::ArrayIterator::ArrayIterator
ArrayIterator(const array &arr, int idx=0)
-
mlx::core::array::ArrayIterator::difference_type
size_t difference_type
Definition array.h:146
-
mlx::core::array::ArrayIterator::value_type
const array value_type
Definition array.h:147
-
mlx::core::array::ArrayIterator::operator+
ArrayIterator & operator+(difference_type diff)
Definition array.h:154
-
mlx::core::array::Data
Definition array.h:211
-
mlx::core::array::Data::d
Deleter d
Definition array.h:213
-
mlx::core::array::Data::Data
Data(allocator::Buffer buffer, Deleter d=allocator::free)
Definition array.h:214
-
mlx::core::array::Data::~Data
~Data()
Definition array.h:219
+
mlx::core::array::ArrayIterator::difference_type
size_t difference_type
Definition array.h:147
+
mlx::core::array::ArrayIterator::value_type
const array value_type
Definition array.h:148
+
mlx::core::array::ArrayIterator::operator+
ArrayIterator & operator+(difference_type diff)
Definition array.h:155
+
mlx::core::array::Data::d
Deleter d
Definition array.h:214
+
mlx::core::array::Data::Data
Data(allocator::Buffer buffer, Deleter d=allocator::free)
Definition array.h:215
+
mlx::core::array::Data::~Data
~Data()
Definition array.h:220
mlx::core::array::Data::Data
Data(const Data &d)=delete
mlx::core::array::Data::operator=
Data & operator=(const Data &d)=delete
-
mlx::core::array::Data::buffer
allocator::Buffer buffer
Definition array.h:212
-
mlx::core::array::Flags
Definition array.h:224
-
mlx::core::array::Flags::row_contiguous
bool row_contiguous
Definition array.h:236
-
mlx::core::array::Flags::col_contiguous
bool col_contiguous
Definition array.h:242
-
mlx::core::array::Flags::contiguous
bool contiguous
Definition array.h:230
+
mlx::core::array::Data::buffer
allocator::Buffer buffer
Definition array.h:213
+
mlx::core::array::Flags
Definition array.h:225
+
mlx::core::array::Flags::row_contiguous
bool row_contiguous
Definition array.h:237
+
mlx::core::array::Flags::col_contiguous
bool col_contiguous
Definition array.h:243
+
mlx::core::array::Flags::contiguous
bool contiguous
Definition array.h:231
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/atomic_8h.html b/docs/build/html/atomic_8h.html index 64e3eeaa2..9e9399614 100644 --- a/docs/build/html/atomic_8h.html +++ b/docs/build/html/atomic_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/atomic.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Classes | @@ -104,36 +118,36 @@ $(function(){ initResizable(false); }); Classes struct  mlx_atomic< T, typename >   -struct  mlx_atomic< T, enable_if_t< is_metal_atomic< T > > > +struct  mlx_atomic< T, enable_if_t< is_metal_atomic< T > > >   - + - + - + - + - + - + - + - + - + @@ -142,13 +156,13 @@ Functions - +

Functions

template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC T mlx_atomic_load_explicit (device mlx_atomic< T > *object, size_t offset)
 
template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_store_explicit (device mlx_atomic< T > *object, T val, size_t offset)
 
template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_fetch_and_explicit (device mlx_atomic< T > *object, T val, size_t offset)
 
template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_fetch_or_explicit (device mlx_atomic< T > *object, T val, size_t offset)
 
template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_fetch_min_explicit (device mlx_atomic< T > *object, T val, size_t offset)
 
template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_fetch_max_explicit (device mlx_atomic< T > *object, T val, size_t offset)
 
template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_fetch_add_explicit (device mlx_atomic< T > *object, T val, size_t offset)
 
template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_fetch_mul_explicit (device mlx_atomic< T > *object, T val, size_t offset)
 
template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC bool mlx_atomic_compare_exchange_weak_explicit (device mlx_atomic< T > *object, thread T *expected, T val, size_t offset)
 
template<>
template<>
METAL_FUNC void mlx_atomic_fetch_max_explicit< float > (device mlx_atomic< float > *object, float val, size_t offset)
 
template<typename T , enable_if_t<!is_metal_atomic< T >, bool > = true>
template<typename T, enable_if_t<!is_metal_atomic< T >, bool > = true>
METAL_FUNC bool mlx_atomic_compare_exchange_weak_explicit (device mlx_atomic< T > *object, thread uint *expected, uint val, size_t offset)
 
- +

Variables

template<typename T >
template<typename T>
constexpr constant bool is_metal_atomic
 
@@ -159,7 +173,7 @@ Variables
-template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
+template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
@@ -192,7 +206,7 @@ template<typename T , enable_if_t<
-template<typename T , enable_if_t<!is_metal_atomic< T >, bool > = true>
+template<typename T, enable_if_t<!is_metal_atomic< T >, bool > = true>
METAL_FUNC bool mlx_atomic_compare_exchange_weak_explicit
@@ -225,7 +239,7 @@ template<typename T , enable_if_t<!
-template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
+template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC bool mlx_atomic_compare_exchange_weak_explicit
@@ -253,7 +267,7 @@ template<typename T , enable_if_t<
-template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
+template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_fetch_add_explicit
@@ -281,7 +295,7 @@ template<typename T , enable_if_t<
-template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
+template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_fetch_and_explicit
@@ -337,7 +351,7 @@ template<>
-template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
+template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_fetch_max_explicit
@@ -393,7 +407,7 @@ template<>
-template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
+template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_fetch_min_explicit
@@ -421,7 +435,7 @@ template<typename T , enable_if_t<
-template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
+template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_fetch_mul_explicit
@@ -449,7 +463,7 @@ template<typename T , enable_if_t<
-template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
+template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC void mlx_atomic_fetch_or_explicit
@@ -472,7 +486,7 @@ template<typename T , enable_if_t<
-template<typename T , enable_if_t< is_metal_atomic< T >, bool > = true>
+template<typename T, enable_if_t< is_metal_atomic< T >, bool > = true>
METAL_FUNC T mlx_atomic_load_explicit
@@ -501,7 +515,7 @@ template<typename T , enable_if_t<
-template<typename T >
+template<typename T>
METAL_FUNC void mlx_atomic_store_explicit
@@ -512,7 +526,7 @@ template<typename T >
-constexpr +constexpr
@@ -525,10 +539,13 @@ template<typename T >
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/atomic_8h.js b/docs/build/html/atomic_8h.js new file mode 100644 index 000000000..191a21f81 --- /dev/null +++ b/docs/build/html/atomic_8h.js @@ -0,0 +1,18 @@ +var atomic_8h = +[ + [ "mlx_atomic< T, typename >", "structmlx__atomic.html", "structmlx__atomic" ], + [ "mlx_atomic< T, enable_if_t< is_metal_atomic< T > > >", "structmlx__atomic.html", "structmlx__atomic" ], + [ "mlx_atomic_compare_exchange_weak_explicit", "atomic_8h.html#ad7f32327ff66354cfa2f0cfdac79316f", null ], + [ "mlx_atomic_compare_exchange_weak_explicit", "atomic_8h.html#aa8f47b2e9b95d4b00ad51f08b070deb5", null ], + [ "mlx_atomic_fetch_add_explicit", "atomic_8h.html#aad448d9e06e001700b65ca8317216a3b", null ], + [ "mlx_atomic_fetch_and_explicit", "atomic_8h.html#a253e3c870c0ddc7c28ab2f6ca2c3eae5", null ], + [ "mlx_atomic_fetch_max_explicit", "atomic_8h.html#ac480f2b459a8ad9095cee353e152d00c", null ], + [ "mlx_atomic_fetch_max_explicit< float >", "atomic_8h.html#a1dce2abfa16417122c4d2bf261129ae4", null ], + [ "mlx_atomic_fetch_min_explicit", "atomic_8h.html#a2ec33dca0039bd944d73d1c2b378cc19", null ], + [ "mlx_atomic_fetch_min_explicit< float >", "atomic_8h.html#ab7d1dc49f319f239b7ee0b7c72976dd0", null ], + [ "mlx_atomic_fetch_mul_explicit", "atomic_8h.html#adfdbea60436f14f1af9ce36e2a0a77a3", null ], + [ "mlx_atomic_fetch_or_explicit", "atomic_8h.html#ab7391f197001471e4788312bdb6ab37a", null ], + [ "mlx_atomic_load_explicit", "atomic_8h.html#a253a4e8c2c5768a069e2791b627dfc99", null ], + [ "mlx_atomic_store_explicit", "atomic_8h.html#a0ae453140b0819a4c02f265334de98c0", null ], + [ "is_metal_atomic", "atomic_8h.html#a91a8bdcae647947a83c6689d7f252d24", null ] +]; \ No newline at end of file diff --git a/docs/build/html/atomic_8h_source.html b/docs/build/html/atomic_8h_source.html index a5c220e83..dc357bdef 100644 --- a/docs/build/html/atomic_8h_source.html +++ b/docs/build/html/atomic_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/atomic.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
atomic.h
@@ -99,7 +113,7 @@ $(function(){ initResizable(false); });
6#include <metal_stdlib>
7
8using namespace metal;
-
9
+
9
11// Atomic utils
13
14#pragma METAL internals : enable
@@ -121,11 +135,11 @@ $(function(){ initResizable(false); });
28
29template <typename T>
-
30struct mlx_atomic<T, enable_if_t<is_metal_atomic<T>>> {
-
31 atomic<T> val;
+
30struct mlx_atomic<T, enable_if_t<is_metal_atomic<T>>> {
+
31 atomic<T> val;
32};
-
33
+
33
35// Native metal atomics
37
38template <typename T, enable_if_t<is_metal_atomic<T>, bool> = true>
@@ -256,7 +270,7 @@ $(function(){ initResizable(false); });
142 }
143}
-
144
+
144
146// Custom atomics
148
149namespace {
@@ -267,14 +281,14 @@ $(function(){ initResizable(false); });
154template <typename T>
155union uint_or_packed {
156 T val[packing_size<T>];
-
157 uint bits;
+
157 uint bits;
158};
159
160template <typename T, typename Op>
161struct mlx_atomic_update_helper {
162 uint operator()(uint_or_packed<T> init, T update, size_t elem_offset) {
-
163 Op op;
-
164 init.val[elem_offset] = op(update, init.val[elem_offset]);
+
163 Op op;
+
164 init.val[elem_offset] = op(update, init.val[elem_offset]);
165 return init.bits;
166 }
167};
@@ -470,21 +484,22 @@ $(function(){ initResizable(false); });
mlx_atomic_fetch_max_explicit
METAL_FUNC void mlx_atomic_fetch_max_explicit(device mlx_atomic< T > *object, T val, size_t offset)
Definition atomic.h:75
mlx_atomic_compare_exchange_weak_explicit
METAL_FUNC bool mlx_atomic_compare_exchange_weak_explicit(device mlx_atomic< T > *object, thread T *expected, T val, size_t offset)
Definition atomic.h:102
mlx_atomic_fetch_mul_explicit
METAL_FUNC void mlx_atomic_fetch_mul_explicit(device mlx_atomic< T > *object, T val, size_t offset)
Definition atomic.h:91
-
op
Op op
Definition binary.h:129
mlx::core::identity
array identity(int n, Dtype dtype, StreamOrDevice s={})
Create a square matrix of shape (n,n) of zeros, and ones in the major diagonal.
metal
Definition bf16_math.h:226
metal::min
METAL_FUNC bfloat16_t min(bfloat16_t x, bfloat16_t y)
Definition bf16_math.h:232
metal::max
METAL_FUNC bfloat16_t max(bfloat16_t x, bfloat16_t y)
Definition bf16_math.h:232
mlx::core::distributed::init
Group init(bool strict=false)
Initialize the distributed backend and return the group containing all discoverable processes.
-
mlx::core::random::bits
array bits(const std::vector< int > &shape, int width, const std::optional< array > &key=std::nullopt, StreamOrDevice s={})
Generate an array with type uint32 filled with random bits.
-
mlx_atomic< T, enable_if_t< is_metal_atomic< T > > >::val
atomic< T > val
Definition atomic.h:31
mlx_atomic
Definition atomic.h:25
mlx_atomic::val
atomic< uint > val
Definition atomic.h:26
+
mlx_atomic< T, enable_if_t< is_metal_atomic< T > > >::val
atomic< T > val
Definition atomic.h:31
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/attn_2loader_8h.html b/docs/build/html/attn_2loader_8h.html index 882286aea..cb6b2a06a 100644 --- a/docs/build/html/attn_2loader_8h.html +++ b/docs/build/html/attn_2loader_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/attn/loader.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Classes | @@ -117,10 +131,13 @@ Namespaces  
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/attn_2loader_8h.js b/docs/build/html/attn_2loader_8h.js new file mode 100644 index 000000000..a46dd5748 --- /dev/null +++ b/docs/build/html/attn_2loader_8h.js @@ -0,0 +1,7 @@ +var attn_2loader_8h = +[ + [ "mlx::steel::BlockLoader< T, BROWS, BCOLS, dst_ld, reduction_dim, tgp_size, alignment, n_reads, TCOLS, TROWS >", "structmlx_1_1steel_1_1_block_loader.html", "structmlx_1_1steel_1_1_block_loader" ], + [ "mlx::steel::BlockLoader< T, BROWS, BCOLS, dst_ld, reduction_dim, tgp_size, alignment, n_reads, TCOLS, TROWS >::ReadVector", "structmlx_1_1steel_1_1_block_loader_1_1_read_vector.html", "structmlx_1_1steel_1_1_block_loader_1_1_read_vector" ], + [ "mlx::steel::CShape< R, C >", "structmlx_1_1steel_1_1_c_shape.html", "structmlx_1_1steel_1_1_c_shape" ], + [ "mlx::steel::BlockLoaderT< T, BROWS, BCOLS, kDstStrRow, kDstStrCol, reduction_dim, tgp_size, n_reads, TCOLS, TROWS >", "structmlx_1_1steel_1_1_block_loader_t.html", "structmlx_1_1steel_1_1_block_loader_t" ] +]; \ No newline at end of file diff --git a/docs/build/html/attn_2loader_8h_source.html b/docs/build/html/attn_2loader_8h_source.html index 311bc1556..e32e07887 100644 --- a/docs/build/html/attn_2loader_8h_source.html +++ b/docs/build/html/attn_2loader_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/attn/loader.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
loader.h
@@ -96,11 +110,11 @@ $(function(){ initResizable(false); });
3#pragma once
4
5#include "mlx/backend/metal/kernels/steel/defines.h"
-
6
+
6
8// Loading helper
10
11namespace mlx {
-
12namespace steel {
+
12namespace steel {
13
14template <
15 typename T,
@@ -113,7 +127,7 @@ $(function(){ initResizable(false); });
22 short n_reads = (BCOLS * BROWS) / (tgp_size),
23 short TCOLS = BCOLS / n_reads,
24 short TROWS = tgp_size / TCOLS>
-
25struct BlockLoader {
+
25struct BlockLoader {
26 STEEL_CONST short n_rows = (BROWS + TROWS - 1) / TROWS;
27 STEEL_CONST short vec_size = n_reads;
28
@@ -130,7 +144,7 @@ $(function(){ initResizable(false); });
39 threadgroup T* dst;
40 const device T* src;
41
-
42 struct alignas(alignment * sizeof(T)) ReadVector {
+
42 struct alignas(alignment * sizeof(T)) ReadVector {
43 uint8_t v[sizeof(T) * vec_size];
44 };
45
@@ -147,19 +161,19 @@ $(function(){ initResizable(false); });
55 thread_idx(simd_group_id * 32 + simd_lane_id),
56 bi(thread_idx / TCOLS),
57 bj(vec_size * (thread_idx % TCOLS)),
-
58 dst(dst_ + bi * dst_ld + bj),
+
58 dst(dst_ + bi * dst_ld + bj),
59 src(src_ + bi * src_ld + bj) {}
60
61 /* Apply operation to threadgroup without bound checking */
62 template <typename UnaryOp>
-
63 METAL_FUNC void apply_inplace_op(thread const UnaryOp& op) const {
+
63 METAL_FUNC void apply_inplace_op(thread const UnaryOp& op) const {
64 STEEL_PRAGMA_UNROLL
65 for (short i = 0; i < BROWS; i += TROWS) {
66 STEEL_PRAGMA_UNROLL
67 for (short j = 0; j < vec_size; j++) {
-
68 dst[i * dst_ld + j] = op.apply(dst[i * dst_ld + j]);
+
68 dst[i * dst_ld + j] = op.apply(dst[i * dst_ld + j]);
69 }
70 }
71 }
@@ -170,8 +184,8 @@ $(function(){ initResizable(false); });
74 METAL_FUNC void load_unsafe() const {
75 STEEL_PRAGMA_UNROLL
76 for (short i = 0; i < BROWS; i += TROWS) {
-
77 *((threadgroup ReadVector*)(&dst[i * dst_ld])) =
-
78 *((const device ReadVector*)(&src[i * src_ld]));
+
77 *((threadgroup ReadVector*)(&dst[i * dst_ld])) =
+
78 *((const device ReadVector*)(&src[i * src_ld]));
79 }
80 }
@@ -187,7 +201,7 @@ $(function(){ initResizable(false); });
89 for (short i = 0; i < BROWS; i += TROWS) {
90 STEEL_PRAGMA_UNROLL
91 for (short j = 0; j < vec_size; j++) {
-
92 dst[i * dst_ld + j] = T(0);
+
92 dst[i * dst_ld + j] = T(0);
93 }
94 }
95 return;
@@ -220,7 +234,7 @@ $(function(){ initResizable(false); });
122 // Copy values to threadgroup memory
123 STEEL_PRAGMA_UNROLL
124 for (short j = 0; j < vec_size; j++) {
-
125 dst[i * dst_ld + j] = tmp_val[j];
+
125 dst[i * dst_ld + j] = tmp_val[j];
126 }
127 }
128 }
@@ -254,7 +268,7 @@ $(function(){ initResizable(false); });
151 short TCOLS = BCOLS / n_reads,
152 short TROWS = tgp_size / TCOLS>
-
153struct BlockLoaderT {
+
153struct BlockLoaderT {
154 STEEL_CONST short n_rows = (BROWS + TROWS - 1) / TROWS;
155 STEEL_CONST short vec_size = n_reads;
156
@@ -284,20 +298,20 @@ $(function(){ initResizable(false); });
179 thread_idx(simd_group_id * 32 + simd_lane_id),
180 bi(thread_idx / TCOLS),
181 bj(vec_size * (thread_idx % TCOLS)),
-
182 dst(dst_ + bi * kDstStrRow + bj * kDstStrCol),
+
182 dst(dst_ + bi * kDstStrRow + bj * kDstStrCol),
183 src(src_ + bi * src_ld + bj) {}
184
185 /* Apply operation to threadgroup without bound checking */
186 template <typename UnaryOp>
-
187 METAL_FUNC void apply_inplace_op(thread const UnaryOp& op) const {
+
187 METAL_FUNC void apply_inplace_op(thread const UnaryOp& op) const {
188 STEEL_PRAGMA_UNROLL
189 for (short i = 0; i < BROWS; i += TROWS) {
190 STEEL_PRAGMA_UNROLL
191 for (short j = 0; j < vec_size; j++) {
-
192 dst[i * kDstStrRow + j * kDstStrCol] =
-
193 op.apply(dst[i * kDstStrRow + j * kDstStrCol]);
+
192 dst[i * kDstStrRow + j * kDstStrCol] =
+
193 op.apply(dst[i * kDstStrRow + j * kDstStrCol]);
194 }
195 }
196 }
@@ -310,7 +324,7 @@ $(function(){ initResizable(false); });
201 for (short i = 0; i < BROWS; i += TROWS) {
202 STEEL_PRAGMA_UNROLL
203 for (short j = 0; j < vec_size; j++) {
-
204 dst[i * kDstStrRow + j * kDstStrCol] = src[i * src_ld + j];
+
204 dst[i * kDstStrRow + j * kDstStrCol] = src[i * src_ld + j];
205 }
206 }
207 }
@@ -327,7 +341,7 @@ $(function(){ initResizable(false); });
216 for (short i = 0; i < BROWS; i += TROWS) {
217 STEEL_PRAGMA_UNROLL
218 for (short j = 0; j < vec_size; j++) {
-
219 dst[i * kDstStrRow + j * kDstStrCol] = T(0);
+
219 dst[i * kDstStrRow + j * kDstStrCol] = T(0);
220 }
221 }
222 return;
@@ -360,7 +374,7 @@ $(function(){ initResizable(false); });
249 // Copy values to threadgroup memory
250 STEEL_PRAGMA_UNROLL
251 for (short j = 0; j < vec_size; j++) {
-
252 dst[i * kDstStrRow + j * kDstStrCol] = tmp_val[j];
+
252 dst[i * kDstStrRow + j * kDstStrCol] = tmp_val[j];
253 }
254 }
255 }
@@ -377,28 +391,27 @@ $(function(){ initResizable(false); });
262
263} // namespace steel
264} // namespace mlx
-
op
Op op
Definition binary.h:129
+
mlx::steel
Definition attn.h:19
mlx
Definition allocator.h:7
STEEL_PRAGMA_UNROLL
#define STEEL_PRAGMA_UNROLL
Definition defines.h:4
STEEL_CONST
#define STEEL_CONST
Definition defines.h:3
-
mlx::steel::BlockLoader::ReadVector::v
uint8_t v[sizeof(T) *vec_size]
Definition loader.h:43
-
mlx::steel::BlockLoader::thread_idx
const short thread_idx
Definition loader.h:34
+
mlx::steel::BlockLoader
Definition loader.h:25
+
mlx::steel::BlockLoader::BlockLoader
METAL_FUNC BlockLoader(const device T *src_, const int src_ld_, threadgroup T *dst_, ushort simd_group_id, ushort simd_lane_id)
Definition loader.h:47
-
mlx::steel::BlockLoader::vec_size
STEEL_CONST short vec_size
Definition loader.h:27
+
mlx::steel::BlockLoader::next
METAL_FUNC void next()
Definition loader.h:131
mlx::steel::BlockLoader::load_unsafe
METAL_FUNC void load_unsafe() const
Definition loader.h:74
-
mlx::steel::BlockLoader::bj
const short bj
Definition loader.h:36
-
mlx::steel::BlockLoader::n_rows
STEEL_CONST short n_rows
Definition loader.h:26
-
mlx::steel::BlockLoader::bi
const short bi
Definition loader.h:35
-
mlx::steel::BlockLoader::src_ld
const int src_ld
Definition loader.h:30
-
mlx::steel::BlockLoader::tile_stride
const int tile_stride
Definition loader.h:31
+ + + + +
mlx::steel::BlockLoader::load_safe
METAL_FUNC void load_safe(short2 src_tile_dim) const
Definition loader.h:83
-
mlx::steel::BlockLoader::src
const device T * src
Definition loader.h:40
+
mlx::steel::BlockLoader::apply_inplace_op
METAL_FUNC void apply_inplace_op(thread const UnaryOp &op) const
Definition loader.h:63
-
mlx::steel::BlockLoader::dst
threadgroup T * dst
Definition loader.h:39
-
mlx::steel::BlockLoaderT
Definition loader.h:153
+
mlx::steel::BlockLoaderT::BlockLoaderT
METAL_FUNC BlockLoaderT(const device T *src_, const int src_ld_, threadgroup T *dst_, ushort simd_group_id, ushort simd_lane_id)
Definition loader.h:171
mlx::steel::BlockLoaderT::n_rows
STEEL_CONST short n_rows
Definition loader.h:154
mlx::steel::BlockLoaderT::apply_inplace_op
METAL_FUNC void apply_inplace_op(thread const UnaryOp &op) const
Definition loader.h:187
@@ -417,10 +430,13 @@ $(function(){ initResizable(false); });
mlx::steel::CShape::kCols
STEEL_CONST int kCols
Definition loader.h:139
mlx::steel::CShape::kRows
STEEL_CONST int kRows
Definition loader.h:138
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/attn_2mma_8h.html b/docs/build/html/attn_2mma_8h.html index 9c7def403..df0162ba6 100644 --- a/docs/build/html/attn_2mma_8h.html +++ b/docs/build/html/attn_2mma_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/attn/mma.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Classes | @@ -112,7 +126,7 @@ Classes   struct  mlx::steel::BaseMMAFrag< T, kFragRows_, kFragCols_ >   -struct  mlx::steel::BaseMMAFrag< T, 8, 8 > +struct  mlx::steel::BaseMMAFrag< T, 8, 8 >   struct  mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >   @@ -128,15 +142,18 @@ Namespaces - +

Functions

template<typename T , typename U , int M, int N, int K>
template<typename T, typename U, int M, int N, int K>
METAL_FUNC void mlx::steel::tile_matmad (thread MMATile< T, M, N > &D, thread MMATile< U, M, K > &A, thread MMATile< U, K, N > &B, thread MMATile< T, M, N > &C)
 
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/attn_2mma_8h.js b/docs/build/html/attn_2mma_8h.js new file mode 100644 index 000000000..e0f09a31b --- /dev/null +++ b/docs/build/html/attn_2mma_8h.js @@ -0,0 +1,10 @@ +var attn_2mma_8h = +[ + [ "mlx::steel::Shape2D< RInt, CInt >", "structmlx_1_1steel_1_1_shape2_d.html", "structmlx_1_1steel_1_1_shape2_d" ], + [ "mlx::steel::Layout2D< Shape, Layout >", "structmlx_1_1steel_1_1_layout2_d.html", "structmlx_1_1steel_1_1_layout2_d" ], + [ "mlx::steel::BaseMMAFrag< T, kFragRows_, kFragCols_ >", "structmlx_1_1steel_1_1_base_m_m_a_frag.html", null ], + [ "mlx::steel::BaseMMAFrag< T, 8, 8 >", "structmlx_1_1steel_1_1_base_m_m_a_frag.html", "structmlx_1_1steel_1_1_base_m_m_a_frag" ], + [ "mlx::steel::MMATile< T, kTileRows_, kTileCols_, MMAFrag_ >", "structmlx_1_1steel_1_1_m_m_a_tile.html", "structmlx_1_1steel_1_1_m_m_a_tile" ], + [ "mlx::steel::BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, lda_tgp, ldb_tgp, AccumType, Epilogue >", "structmlx_1_1steel_1_1_block_m_m_a.html", "structmlx_1_1steel_1_1_block_m_m_a" ], + [ "mlx::steel::tile_matmad", "namespacemlx_1_1steel.html#ad583e6038efc119542410f43b603d4ad", null ] +]; \ No newline at end of file diff --git a/docs/build/html/attn_2mma_8h_source.html b/docs/build/html/attn_2mma_8h_source.html index 156ab79e8..69ee53e27 100644 --- a/docs/build/html/attn_2mma_8h_source.html +++ b/docs/build/html/attn_2mma_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/attn/mma.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
mma.h
@@ -104,15 +118,15 @@ $(function(){ initResizable(false); });
11#include "mlx/backend/metal/kernels/steel/utils/integral_constant.h"
12
13using namespace metal;
-
14
+
14
16// MMA helper
18
19namespace mlx {
-
20namespace steel {
+
20namespace steel {
21
22template <typename RInt, typename CInt>
-
23struct Shape2D {
+
23struct Shape2D {
24 RInt r;
25 CInt c;
26
@@ -140,25 +154,25 @@ $(function(){ initResizable(false); });
45
46template <typename T>
47struct BaseMMAFrag<T, 8, 8> {
-
48 STEEL_CONST int kFragRows = 8;
-
49 STEEL_CONST int kFragCols = 8;
+
48 STEEL_CONST int kFragRows = 8;
+
49 STEEL_CONST int kFragCols = 8;
50
-
51 STEEL_CONST int kElemsPerFrag = (kFragRows * kFragCols) / 32;
+
51 STEEL_CONST int kElemsPerFrag = (kFragRows * kFragCols) / 32;
52
-
53 STEEL_CONST int kElemRows = 1;
-
54 STEEL_CONST int kElemCols = 2;
+
53 STEEL_CONST int kElemRows = 1;
+
54 STEEL_CONST int kElemCols = 2;
55
56 static_assert(
-
57 kElemRows * kElemCols == kElemsPerFrag,
+
57 kElemRows * kElemCols == kElemsPerFrag,
58 "MMAFrag shape is not consistent with MMAFrag size");
59
-
60 typedef metal::simdgroup_matrix<T, kFragRows, kFragCols> mat_type;
-
61 typedef metal::vec<T, kElemsPerFrag> frag_type;
-
62 typedef metal::vec<T, kElemRows> row_frag_type;
-
63 typedef metal::vec<T, kElemCols> col_frag_type;
+
60 typedef metal::simdgroup_matrix<T, kFragRows, kFragCols> mat_type;
+
61 typedef metal::vec<T, kElemsPerFrag> frag_type;
+
62 typedef metal::vec<T, kElemRows> row_frag_type;
+
63 typedef metal::vec<T, kElemCols> col_frag_type;
64
-
65 METAL_FUNC static constexpr short2 get_coord(ushort simd_lane_id
+
65 METAL_FUNC static constexpr short2 get_coord(ushort simd_lane_id
66 [[thread_index_in_simdgroup]]) {
67 const short qid = simd_lane_id / 4;
68 const short fm = (qid & 4) + ((simd_lane_id / 2) % 4);
@@ -170,12 +184,12 @@ $(function(){ initResizable(false); });
73 template <typename SrcPtrType, typename StrX, typename StrY>
74 METAL_FUNC static constexpr void
-
75 load(thread frag_type& dst, SrcPtrType src, StrX str_x, StrY str_y) {
+
75 load(thread frag_type& dst, SrcPtrType src, StrX str_x, StrY str_y) {
76 STEEL_PRAGMA_UNROLL
-
77 for (short i = 0; i < kElemRows; i++) {
+
77 for (short i = 0; i < kElemRows; i++) {
78 STEEL_PRAGMA_UNROLL
-
79 for (short j = 0; j < kElemCols; j++) {
-
80 dst[i * kElemCols + j] = static_cast<T>(src[i * str_x + j * str_y]);
+
79 for (short j = 0; j < kElemCols; j++) {
+
80 dst[i * kElemCols + j] = static_cast<T>(src[i * str_x + j * str_y]);
81 }
82 }
83 }
@@ -190,15 +204,15 @@ $(function(){ initResizable(false); });
91 typename OffX,
92 typename OffY>
-
93 METAL_FUNC static constexpr void load_safe(
-
94 thread frag_type& dst,
+
93 METAL_FUNC static constexpr void load_safe(
+
94 thread frag_type& dst,
95 SrcPtrType src,
96 StrX str_x,
97 StrY str_y,
98 LimX lim_x,
99 LimY lim_y,
-
100 OffX off_x = Int<0>{},
-
101 OffY off_y = Int<0>{}) {
+
100 OffX off_x = Int<0>{},
+
101 OffY off_y = Int<0>{}) {
102 STEEL_PRAGMA_UNROLL
103 for (short i = 0; i < kElemRows; i++) {
104 STEEL_PRAGMA_UNROLL
@@ -217,14 +231,14 @@ $(function(){ initResizable(false); });
116 template <typename DstPtrType, typename StrX, typename StrY>
117 METAL_FUNC static constexpr void
-
118 store(const thread frag_type& src, DstPtrType dst, StrX str_x, StrY str_y) {
+
118 store(const thread frag_type& src, DstPtrType dst, StrX str_x, StrY str_y) {
119 using U = pointer_element_t<DstPtrType>;
120
121 STEEL_PRAGMA_UNROLL
-
122 for (short i = 0; i < kElemRows; i++) {
+
122 for (short i = 0; i < kElemRows; i++) {
123 STEEL_PRAGMA_UNROLL
-
124 for (short j = 0; j < kElemCols; j++) {
-
125 dst[i * str_x + j * str_y] = static_cast<U>(src[i * kElemCols + j]);
+
124 for (short j = 0; j < kElemCols; j++) {
+
125 dst[i * str_x + j * str_y] = static_cast<U>(src[i * kElemCols + j]);
126 }
127 }
128 }
@@ -239,15 +253,15 @@ $(function(){ initResizable(false); });
136 typename OffX,
137 typename OffY>
-
138 METAL_FUNC static constexpr void store_safe(
-
139 const thread frag_type& src,
+
138 METAL_FUNC static constexpr void store_safe(
+
139 const thread frag_type& src,
140 DstPtrType dst,
141 StrX str_x,
142 StrY str_y,
143 LimX lim_x,
144 LimY lim_y,
-
145 OffX off_x = Int<0>{},
-
146 OffY off_y = Int<0>{}) {
+
145 OffX off_x = Int<0>{},
+
146 OffY off_y = Int<0>{}) {
147 using U = pointer_element_t<DstPtrType>;
148
149 STEEL_PRAGMA_UNROLL
@@ -264,40 +278,40 @@ $(function(){ initResizable(false); });
160
-
161 METAL_FUNC static constexpr void mma(
-
162 thread frag_type& D,
-
163 thread frag_type& A,
-
164 thread frag_type& B,
-
165 thread frag_type& C) {
-
166 mat_type D_mat;
-
167 mat_type A_mat;
-
168 mat_type B_mat;
-
169 mat_type C_mat;
+
161 METAL_FUNC static constexpr void mma(
+
162 thread frag_type& D,
+
163 thread frag_type& A,
+
164 thread frag_type& B,
+
165 thread frag_type& C) {
+
166 mat_type D_mat;
+
167 mat_type A_mat;
+
168 mat_type B_mat;
+
169 mat_type C_mat;
170
-
171 reinterpret_cast<thread frag_type&>(A_mat.thread_elements()) = A;
-
172 reinterpret_cast<thread frag_type&>(B_mat.thread_elements()) = B;
-
173 reinterpret_cast<thread frag_type&>(C_mat.thread_elements()) = C;
+
171 reinterpret_cast<thread frag_type&>(A_mat.thread_elements()) = A;
+
172 reinterpret_cast<thread frag_type&>(B_mat.thread_elements()) = B;
+
173 reinterpret_cast<thread frag_type&>(C_mat.thread_elements()) = C;
174
-
175 mma(D_mat, A_mat, B_mat, C_mat);
+
175 mma(D_mat, A_mat, B_mat, C_mat);
176
-
177 D = reinterpret_cast<thread frag_type&>(D_mat.thread_elements());
+
177 D = reinterpret_cast<thread frag_type&>(D_mat.thread_elements());
178 }
179
-
180 METAL_FUNC static constexpr void mma(
-
181 thread mat_type& D,
-
182 thread mat_type& A,
-
183 thread mat_type& B,
-
184 thread mat_type& C) {
+
180 METAL_FUNC static constexpr void mma(
+
181 thread mat_type& D,
+
182 thread mat_type& A,
+
183 thread mat_type& B,
+
184 thread mat_type& C) {
185 simdgroup_multiply_accumulate(D, A, B, C);
186 }
187
188 template <typename Op>
-
189 METAL_FUNC static constexpr void row_reduce(
-
190 thread const frag_type& inp_vals,
+
189 METAL_FUNC static constexpr void row_reduce(
+
190 thread const frag_type& inp_vals,
191 thread T* reduced_vals) {
192 T thr_reduce = Op::apply(inp_vals.x, inp_vals.y);
193
@@ -313,15 +327,15 @@ $(function(){ initResizable(false); });
202
203 template <typename Op>
-
204 METAL_FUNC static constexpr void row_bin_op(
-
205 thread frag_type& inp_vals,
+
204 METAL_FUNC static constexpr void row_bin_op(
+
205 thread frag_type& inp_vals,
206 thread T* row_vals) {
207 STEEL_PRAGMA_UNROLL
-
208 for (short i = 0; i < kElemRows; i++) {
+
208 for (short i = 0; i < kElemRows; i++) {
209 STEEL_PRAGMA_UNROLL
-
210 for (short j = 0; j < kElemCols; j++) {
-
211 inp_vals[i * kElemCols + j] =
-
212 Op::apply(inp_vals[i * kElemCols + j], row_vals[i]);
+
210 for (short j = 0; j < kElemCols; j++) {
+
211 inp_vals[i * kElemCols + j] =
+
212 Op::apply(inp_vals[i * kElemCols + j], row_vals[i]);
213 }
214 }
215 }
@@ -334,8 +348,8 @@ $(function(){ initResizable(false); });
221 int kTileCols_,
222 class MMAFrag_ = BaseMMAFrag<T, 8, 8>>
223struct MMATile {
-
224 using MMAFrag_t = MMAFrag_;
-
225 using elem_type = T;
+
224 using MMAFrag_t = MMAFrag_;
+
225 using elem_type = T;
226 STEEL_CONST int kFragRows = MMAFrag_t::kFragRows;
227 STEEL_CONST int kFragCols = MMAFrag_t::kFragCols;
228 STEEL_CONST int kElemsPerFrag = MMAFrag_t::kElemsPerFrag;
@@ -394,14 +408,14 @@ $(function(){ initResizable(false); });
274
-
275 METAL_FUNC thread elem_type* elems() {
-
276 return reinterpret_cast<thread elem_type*>(val_frags);
+
275 METAL_FUNC thread elem_type* elems() {
+
276 return reinterpret_cast<thread elem_type*>(val_frags);
277 }
278
-
279 METAL_FUNC const thread elem_type* elems() const {
-
280 return reinterpret_cast<const thread elem_type*>(val_frags);
+
279 METAL_FUNC const thread elem_type* elems() const {
+
280 return reinterpret_cast<const thread elem_type*>(val_frags);
281 }
282
@@ -445,8 +459,8 @@ $(function(){ initResizable(false); });
315 &(
316 src[(i * kFragRows) * w_x * str_x +
317 (j * kFragCols) * w_y * str_y]),
-
318 Int<str_x>{},
-
319 Int<str_y>{});
+
318 Int<str_x>{},
+
319 Int<str_y>{});
320 }
321 }
322 }
@@ -464,8 +478,8 @@ $(function(){ initResizable(false); });
332 &(
333 dst[(i * kFragRows) * w_x * str_x +
334 (j * kFragCols) * w_y * str_y]),
-
335 Int<str_x>{},
-
336 Int<str_y>{});
+
335 Int<str_x>{},
+
336 Int<str_y>{});
337 }
338 }
339 }
@@ -482,7 +496,7 @@ $(function(){ initResizable(false); });
348 frag_at(i, j),
349 &(src[(i * kFragRows) * w_x * ld + (j * kFragCols) * w_y]),
350 ld,
-
351 Int<1>{});
+
351 Int<1>{});
352 }
353 }
354 }
@@ -499,7 +513,7 @@ $(function(){ initResizable(false); });
363 frag_at(i, j),
364 &(dst[(i * kFragRows) * w_x * ld + (j * kFragCols) * w_y]),
365 ld,
-
366 Int<1>{});
+
366 Int<1>{});
367 }
368 }
369 }
@@ -517,7 +531,7 @@ $(function(){ initResizable(false); });
379 frag_at(i, j),
380 src,
381 ld,
-
382 Int<1>{},
+
382 Int<1>{},
383 src_tile_dims.y,
384 src_tile_dims.x,
385 (i * kFragRows) * w_x,
@@ -539,7 +553,7 @@ $(function(){ initResizable(false); });
399 frag_at(i, j),
400 dst,
401 ld,
-
402 Int<1>{},
+
402 Int<1>{},
403 dst_tile_dims.y,
404 dst_tile_dims.x,
405 (i * kFragRows) * w_x,
@@ -592,7 +606,7 @@ $(function(){ initResizable(false); });
449struct BlockMMA {
450 // MMAFrag size
451 STEEL_CONST short kFragSize = 8;
-
452 using MMAFrag_acc_t = BaseMMAFrag<AccumType, kFragSize, kFragSize>;
+
452 using MMAFrag_acc_t = BaseMMAFrag<AccumType, kFragSize, kFragSize>;
453
454 // Warp tile simdgroup matrix strides along M
455 STEEL_CONST short TM_stride = kFragSize * WM;
@@ -890,51 +904,59 @@ $(function(){ initResizable(false); });
metal
Definition bf16_math.h:226
metal::simd_shuffle_xor
METAL_FUNC bfloat16_t simd_shuffle_xor(bfloat16_t data, ushort mask)
Definition bf16_math.h:377
metal::pointer_element_t
typename pointer_element< remove_cv_t< T > >::type pointer_element_t
Definition type_traits.h:51
+
mlx::steel
Definition attn.h:19
mlx::steel::tile_matmad
METAL_FUNC void tile_matmad(thread MMATile< T, M, N > &D, thread MMATile< U, M, K > &A, thread MMATile< U, K, N > &B, thread MMATile< T, M, N > &C)
Definition mma.h:413
+
mlx::steel::Int
integral_constant< int, val > Int
Definition integral_constant.h:48
mlx
Definition allocator.h:7
STEEL_PRAGMA_UNROLL
#define STEEL_PRAGMA_UNROLL
Definition defines.h:4
STEEL_CONST
#define STEEL_CONST
Definition defines.h:3
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::mma
static METAL_FUNC constexpr void mma(thread mat_type &D, thread mat_type &A, thread mat_type &B, thread mat_type &C)
Definition mma.h:180
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::store_safe
static METAL_FUNC constexpr void store_safe(const thread frag_type &src, DstPtrType dst, StrX str_x, StrY str_y, LimX lim_x, LimY lim_y, OffX off_x=Int< 0 >{}, OffY off_y=Int< 0 >{})
Definition mma.h:138
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::row_bin_op
static METAL_FUNC constexpr void row_bin_op(thread frag_type &inp_vals, thread T *row_vals)
Definition mma.h:204
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::row_reduce
static METAL_FUNC constexpr void row_reduce(thread const frag_type &inp_vals, thread T *reduced_vals)
Definition mma.h:189
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::row_frag_type
metal::vec< T, kElemRows > row_frag_type
Definition mma.h:62
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::get_coord
static METAL_FUNC constexpr short2 get_coord(ushort simd_lane_id)
Definition mma.h:65
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::mma
static METAL_FUNC constexpr void mma(thread frag_type &D, thread frag_type &A, thread frag_type &B, thread frag_type &C)
Definition mma.h:161
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::mat_type
metal::simdgroup_matrix< T, kFragRows, kFragCols > mat_type
Definition mma.h:60
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::frag_type
metal::vec< T, kElemsPerFrag > frag_type
Definition mma.h:61
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::store
static METAL_FUNC constexpr void store(const thread frag_type &src, DstPtrType dst, StrX str_x, StrY str_y)
Definition mma.h:118
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::col_frag_type
metal::vec< T, kElemCols > col_frag_type
Definition mma.h:63
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::load
static METAL_FUNC constexpr void load(thread frag_type &dst, SrcPtrType src, StrX str_x, StrY str_y)
Definition mma.h:75
-
mlx::steel::BaseMMAFrag< T, 8, 8 >::load_safe
static METAL_FUNC constexpr void load_safe(thread frag_type &dst, SrcPtrType src, StrX str_x, StrY str_y, LimX lim_x, LimY lim_y, OffX off_x=Int< 0 >{}, OffY off_y=Int< 0 >{})
Definition mma.h:93
mlx::steel::BaseMMAFrag
Definition mma.h:23
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::mma
static METAL_FUNC constexpr void mma(thread mat_type &D, thread mat_type &A, thread mat_type &B, thread mat_type &C)
Definition mma.h:180
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::store_safe
static METAL_FUNC constexpr void store_safe(const thread frag_type &src, DstPtrType dst, StrX str_x, StrY str_y, LimX lim_x, LimY lim_y, OffX off_x=Int< 0 >{}, OffY off_y=Int< 0 >{})
Definition mma.h:138
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::kFragCols
STEEL_CONST int kFragCols
Definition mma.h:49
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::mat_type
metal::simdgroup_matrix< T, kFragRows, kFragCols > mat_type
Definition mma.h:60
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::kFragRows
STEEL_CONST int kFragRows
Definition mma.h:48
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::row_bin_op
static METAL_FUNC constexpr void row_bin_op(thread frag_type &inp_vals, thread T *row_vals)
Definition mma.h:204
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::kElemsPerFrag
STEEL_CONST int kElemsPerFrag
Definition mma.h:51
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::row_frag_type
metal::vec< T, kElemRows > row_frag_type
Definition mma.h:62
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::row_reduce
static METAL_FUNC constexpr void row_reduce(thread const frag_type &inp_vals, thread T *reduced_vals)
Definition mma.h:189
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::get_coord
static METAL_FUNC constexpr short2 get_coord(ushort simd_lane_id)
Definition mma.h:65
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::kElemRows
STEEL_CONST int kElemRows
Definition mma.h:53
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::kElemCols
STEEL_CONST int kElemCols
Definition mma.h:54
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::mma
static METAL_FUNC constexpr void mma(thread frag_type &D, thread frag_type &A, thread frag_type &B, thread frag_type &C)
Definition mma.h:161
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::frag_type
metal::vec< T, kElemsPerFrag > frag_type
Definition mma.h:61
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::store
static METAL_FUNC constexpr void store(const thread frag_type &src, DstPtrType dst, StrX str_x, StrY str_y)
Definition mma.h:118
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::load
static METAL_FUNC constexpr void load(thread frag_type &dst, SrcPtrType src, StrX str_x, StrY str_y)
Definition mma.h:75
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::load_safe
static METAL_FUNC constexpr void load_safe(thread frag_type &dst, SrcPtrType src, StrX str_x, StrY str_y, LimX lim_x, LimY lim_y, OffX off_x=Int< 0 >{}, OffY off_y=Int< 0 >{})
Definition mma.h:93
+
mlx::steel::BaseMMAFrag< T, 8, 8 >::col_frag_type
metal::vec< T, kElemCols > col_frag_type
Definition mma.h:63
mlx::steel::BlockMMA::store_result
METAL_FUNC void store_result(device U *D, const int ldd)
Definition mma.h:536
mlx::steel::BlockMMA::store_result_safe
METAL_FUNC void store_result_safe(device U *D, const int ldd, short2 dst_tile_dims)
Definition mma.h:550
-
mlx::steel::BlockMMA::As_offset
short As_offset
Definition mma.h:485
-
mlx::steel::BlockMMA::Ctile
MMATile< AccumType, TM, TN, MMAFrag_acc_t > Ctile
Definition mma.h:479
-
mlx::steel::BlockMMA::A_str_k
STEEL_CONST short A_str_k
Definition mma.h:466
-
mlx::steel::BlockMMA::Btile
MMATile< AccumType, 1, TN, MMAFrag_acc_t > Btile
Definition mma.h:478
-
mlx::steel::BlockMMA::Atile
MMATile< AccumType, TM, 1, MMAFrag_acc_t > Atile
Definition mma.h:477
-
mlx::steel::BlockMMA::B_str_n
STEEL_CONST short B_str_n
Definition mma.h:470
-
mlx::steel::BlockMMA::TM_stride
STEEL_CONST short TM_stride
Definition mma.h:455
+ + + + + + +
mlx::steel::BlockMMA::mma
METAL_FUNC void mma(const threadgroup T *As, const threadgroup T *Bs)
Definition mma.h:509
-
mlx::steel::BlockMMA::TN
STEEL_CONST short TN
Definition mma.h:462
+
mlx::steel::BlockMMA::store_result_safe
METAL_FUNC void store_result_safe(device U *D, const int ldd, const device U *C, const int ldc, const int fdc, short2 dst_tile_dims, thread const Epilogue &epilogue_op) const
Definition mma.h:683
mlx::steel::BlockMMA::store_result
METAL_FUNC void store_result(device U *D, const int ldd, const device U *C, const int ldc, const int fdc, thread const Epilogue &epilogue_op) const
Definition mma.h:651
mlx::steel::BlockMMA::apply_epilogue
METAL_FUNC void apply_epilogue(const device U *C, const int ldc, const int fdc, thread const BinaryEpilogue &epilogue_op)
Definition mma.h:579
-
mlx::steel::BlockMMA::TN_stride
STEEL_CONST short TN_stride
Definition mma.h:457
-
mlx::steel::BlockMMA::tile_stride_a
STEEL_CONST short tile_stride_a
Definition mma.h:473
-
mlx::steel::BlockMMA::Bs_offset
short Bs_offset
Definition mma.h:486
+ + +
mlx::steel::BlockMMA::apply_epilogue_safe
METAL_FUNC void apply_epilogue_safe(const device U *C, const int ldc, const int fdc, short2 dst_tile_dims, thread const BinaryEpilogue &epilogue_op)
Definition mma.h:607
mlx::steel::BlockMMA::BlockMMA
METAL_FUNC BlockMMA(ushort simd_group_id, ushort simd_lane_id)
Definition mma.h:489
-
mlx::steel::BlockMMA::B_str_k
STEEL_CONST short B_str_k
Definition mma.h:469
-
mlx::steel::BlockMMA::sm
short sm
Definition mma.h:482
-
mlx::steel::BlockMMA::A_str_m
STEEL_CONST short A_str_m
Definition mma.h:465
-
mlx::steel::BlockMMA::TM
STEEL_CONST short TM
Definition mma.h:460
-
mlx::steel::BlockMMA::sn
short sn
Definition mma.h:483
-
mlx::steel::BlockMMA::tile_stride_b
STEEL_CONST short tile_stride_b
Definition mma.h:474
-
mlx::steel::BlockMMA::kFragSize
STEEL_CONST short kFragSize
Definition mma.h:451
+ + + + + + + +
mlx::steel::BlockMMA::apply_epilogue
METAL_FUNC void apply_epilogue(thread const UnaryEpilogue &epilogue_op)
Definition mma.h:569
mlx::steel::Layout2D
Definition mma.h:31
mlx::steel::Layout2D::shape
Shape shape
Definition mma.h:32
@@ -953,9 +975,8 @@ $(function(){ initResizable(false); });
mlx::steel::MMATile::kRowsPerThread
STEEL_CONST int kRowsPerThread
Definition mma.h:239
mlx::steel::MMATile::kRows
STEEL_CONST int kRows
Definition mma.h:233
mlx::steel::MMATile::val_frags
frag_type val_frags[kNumFrags]
Definition mma.h:245
-
mlx::steel::MMATile::MMAFrag_t
MMAFrag_ MMAFrag_t
Definition mma.h:224
mlx::steel::MMATile::store
METAL_FUNC void store(device U *dst, const int ld) const
Definition mma.h:357
-
mlx::steel::MMATile::elem_type
T elem_type
Definition mma.h:225
+
mlx::steel::MMATile::elem_type
T elem_type
Definition mma.h:225
mlx::steel::MMATile::elems
METAL_FUNC thread elem_type * elems()
Definition mma.h:275
mlx::steel::MMATile::kCols
STEEL_CONST int kCols
Definition mma.h:234
mlx::steel::MMATile::kElemsPerTile
STEEL_CONST int kElemsPerTile
Definition mma.h:237
@@ -966,21 +987,23 @@ $(function(){ initResizable(false); });
mlx::steel::MMATile::clear
METAL_FUNC constexpr void clear()
Definition mma.h:249
mlx::steel::MMATile::load
METAL_FUNC void load(const device U *src, const int ld)
Definition mma.h:342
mlx::steel::MMATile::frag_type
MMAFrag_t::frag_type frag_type
Definition mma.h:243
+
mlx::steel::MMATile::MMAFrag_t
MMAFrag_ MMAFrag_t
Definition mma.h:224
mlx::steel::MMATile::kFragCols
STEEL_CONST int kFragCols
Definition mma.h:227
mlx::steel::MMATile::frag_at
METAL_FUNC constexpr const thread frag_type & frag_at(const short i, const short j) const
Definition mma.h:260
mlx::steel::MMATile::elems
METAL_FUNC const thread elem_type * elems() const
Definition mma.h:279
mlx::steel::MMATile::kNumFrags
STEEL_CONST int kNumFrags
Definition mma.h:236
mlx::steel::MMATile::kElemsPerFrag
STEEL_CONST int kElemsPerFrag
Definition mma.h:228
-
mlx::steel::Shape2D
Definition mma.h:23
mlx::steel::Shape2D::Shape2D
Shape2D(RInt r_, CInt c_)
Definition mma.h:27
mlx::steel::Shape2D::r
RInt r
Definition mma.h:24
mlx::steel::Shape2D::c
CInt c
Definition mma.h:25
-
mlx::steel::integral_constant
Definition integral_constant.h:18
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/attn_2params_8h.html b/docs/build/html/attn_2params_8h.html index e7fe51aab..9aca50835 100644 --- a/docs/build/html/attn_2params_8h.html +++ b/docs/build/html/attn_2params_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/attn/params.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
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+ + diff --git a/docs/build/html/attn_2params_8h.js b/docs/build/html/attn_2params_8h.js new file mode 100644 index 000000000..f9f62aac2 --- /dev/null +++ b/docs/build/html/attn_2params_8h.js @@ -0,0 +1,4 @@ +var attn_2params_8h = +[ + [ "mlx::steel::AttnParams", "structmlx_1_1steel_1_1_attn_params.html", "structmlx_1_1steel_1_1_attn_params" ] +]; \ No newline at end of file diff --git a/docs/build/html/attn_2params_8h_source.html b/docs/build/html/attn_2params_8h_source.html index b7657a3ee..4c75cbba8 100644 --- a/docs/build/html/attn_2params_8h_source.html +++ b/docs/build/html/attn_2params_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/attn/params.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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params.h
@@ -94,11 +108,11 @@ $(function(){ initResizable(false); }); Go to the documentation of this file.
1// Copyright © 2024 Apple Inc.
2
3#pragma once
-
4
+
4
6// Attn param classes
8
9namespace mlx {
-
10namespace steel {
+
10namespace steel {
11
12struct AttnParams {
@@ -118,21 +132,20 @@ $(function(){ initResizable(false); });
26 int NQ_aligned;
27 int NK_aligned;
28
-
29 size_t Q_strides[3];
-
30 size_t K_strides[3];
-
31 size_t V_strides[3];
-
32 size_t O_strides[3];
+
29 int64_t Q_strides[3];
+
30 int64_t K_strides[3];
+
31 int64_t V_strides[3];
+
32 int64_t O_strides[3];
33};
34
35} // namespace steel
36} // namespace mlx
+
mlx::steel
Definition attn.h:19
mlx
Definition allocator.h:7
mlx::steel::AttnParams
Definition params.h:12
-
mlx::steel::AttnParams::K_strides
size_t K_strides[3]
Key strides (B, H, L, D = 1)
Definition params.h:30
mlx::steel::AttnParams::D
int D
Head Dim.
Definition params.h:15
mlx::steel::AttnParams::B
int B
Batch Size.
Definition params.h:13
-
mlx::steel::AttnParams::O_strides
size_t O_strides[3]
Output strides (B, H, L, D = 1)
Definition params.h:32
mlx::steel::AttnParams::gqa_factor
int gqa_factor
Group Query factor.
Definition params.h:20
mlx::steel::AttnParams::H
int H
Heads.
Definition params.h:14
mlx::steel::AttnParams::NQ
int NQ
Number of query blocks.
Definition params.h:23
@@ -140,15 +153,20 @@ $(function(){ initResizable(false); });
mlx::steel::AttnParams::NQ_aligned
int NQ_aligned
Number of full query blocks.
Definition params.h:26
mlx::steel::AttnParams::qL
int qL
Query Sequence Length.
Definition params.h:17
mlx::steel::AttnParams::NK
int NK
Number of key/value blocks.
Definition params.h:24
-
mlx::steel::AttnParams::Q_strides
size_t Q_strides[3]
Query strides (B, H, L, D = 1)
Definition params.h:29
+
mlx::steel::AttnParams::Q_strides
int64_t Q_strides[3]
Query strides (B, H, L, D = 1)
Definition params.h:29
mlx::steel::AttnParams::NK_aligned
int NK_aligned
Number of full key/value blocks.
Definition params.h:27
-
mlx::steel::AttnParams::V_strides
size_t V_strides[3]
Value strides (B, H, L, D = 1)
Definition params.h:31
+
mlx::steel::AttnParams::O_strides
int64_t O_strides[3]
Output strides (B, H, L, D = 1)
Definition params.h:32
+
mlx::steel::AttnParams::V_strides
int64_t V_strides[3]
Value strides (B, H, L, D = 1)
Definition params.h:31
mlx::steel::AttnParams::scale
float scale
Attention scale.
Definition params.h:21
+
mlx::steel::AttnParams::K_strides
int64_t K_strides[3]
Key strides (B, H, L, D = 1)
Definition params.h:30
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/attn_8h.html b/docs/build/html/attn_8h.html index e7a1ad19a..2e7da7753 100644 --- a/docs/build/html/attn_8h.html +++ b/docs/build/html/attn_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/attn/attn.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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+ + diff --git a/docs/build/html/attn_8h.js b/docs/build/html/attn_8h.js new file mode 100644 index 000000000..1cf2805bd --- /dev/null +++ b/docs/build/html/attn_8h.js @@ -0,0 +1,5 @@ +var attn_8h = +[ + [ "mlx::steel::LoopAlignment< M_aligned, N_aligned, K_aligned >", "structmlx_1_1steel_1_1_loop_alignment.html", null ], + [ "mlx::steel::GEMMKernel< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, MN_aligned, K_aligned, AccumType, Epilogue >", "structmlx_1_1steel_1_1_g_e_m_m_kernel.html", "structmlx_1_1steel_1_1_g_e_m_m_kernel" ] +]; \ No newline at end of file diff --git a/docs/build/html/attn_8h_source.html b/docs/build/html/attn_8h_source.html index c8e033f33..d3bd01048 100644 --- a/docs/build/html/attn_8h_source.html +++ b/docs/build/html/attn_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/attn/attn.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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attn.h
@@ -103,12 +117,12 @@ $(function(){ initResizable(false); });
10#include "mlx/backend/metal/kernels/steel/utils.h"
11
12using namespace metal;
-
13
+
13
15// GEMM kernel class
17
18namespace mlx {
-
19namespace steel {
+
19namespace steel {
20
21template <bool M_aligned, bool N_aligned, bool K_aligned>
22struct LoopAlignment {};
@@ -138,21 +152,21 @@ $(function(){ initResizable(false); });
46
47 STEEL_CONST short tgp_size = WM * WN * 32;
48
-
49 using loader_a_t = BlockLoader<
+
49 using loader_a_t = BlockLoader<
50 T,
51 transpose_a ? BK : BM,
52 transpose_a ? BM : BK,
53 transpose_a ? BM + tgp_padding_a : BK + tgp_padding_a,
54 !transpose_a,
55 tgp_size>;
-
56 using loader_b_t = BlockLoader<
+
56 using loader_b_t = BlockLoader<
57 T,
58 transpose_b ? BN : BK,
59 transpose_b ? BK : BN,
60 transpose_b ? BK + tgp_padding_b : BN + tgp_padding_b,
61 transpose_b,
62 tgp_size>;
-
63 using mma_t = BlockMMA<
+
63 using mma_t = BlockMMA<
64 T,
65 U,
66 BM,
@@ -174,9 +188,9 @@ $(function(){ initResizable(false); });
81 threadgroup T* As [[threadgroup(0)]],
82 threadgroup T* Bs [[threadgroup(1)]],
83 const int gemm_k_iterations,
-
84 thread loader_a_t& loader_a,
-
85 thread loader_b_t& loader_b,
-
86 thread mma_t& mma_op,
+
84 thread loader_a_t& loader_a,
+
85 thread loader_b_t& loader_b,
+
86 thread mma_t& mma_op,
87 thread const short& tgp_bm,
88 thread const short& tgp_bn,
89 thread const short& lbk,
@@ -268,14 +282,14 @@ $(function(){ initResizable(false); });
173 D += c_row_long * params->ldd + c_col_long;
174
175 // Prepare threadgroup loading operations
-
176 thread loader_a_t loader_a(A, params->lda, As, simd_group_id, simd_lane_id);
-
177 thread loader_b_t loader_b(B, params->ldb, Bs, simd_group_id, simd_lane_id);
+
176 thread loader_a_t loader_a(A, params->lda, As, simd_group_id, simd_lane_id);
+
177 thread loader_b_t loader_b(B, params->ldb, Bs, simd_group_id, simd_lane_id);
178
179 // Prepare threadgroup mma operation
-
180 thread mma_t mma_op(simd_group_id, simd_lane_id);
+
180 thread mma_t mma_op(simd_group_id, simd_lane_id);
181
182 int gemm_k_iterations = params->gemm_k_iterations_aligned;
-
183
+
183
185 // MNK aligned loop
186 if (MN_aligned) {
187 for (int k = 0; k < gemm_k_iterations; k++) {
@@ -397,6 +411,7 @@ $(function(){ initResizable(false); });
metal
Definition bf16_math.h:226
metal::min
METAL_FUNC bfloat16_t min(bfloat16_t x, bfloat16_t y)
Definition bf16_math.h:232
+
mlx::steel
Definition attn.h:19
mlx
Definition allocator.h:7
STEEL_CONST
#define STEEL_CONST
Definition defines.h:3
mlx::steel::AccumHelper::accum_type
float accum_type
Definition transforms.h:57
@@ -408,17 +423,23 @@ $(function(){ initResizable(false); });
mlx::steel::GEMMKernel::tgp_mem_size
STEEL_CONST short tgp_mem_size
Definition attn.h:45
mlx::steel::GEMMKernel::gemm_loop
static METAL_FUNC void gemm_loop(threadgroup T *As, threadgroup T *Bs, const int gemm_k_iterations, thread loader_a_t &loader_a, thread loader_b_t &loader_b, thread mma_t &mma_op, thread const short &tgp_bm, thread const short &tgp_bn, thread const short &lbk, LoopAlignment< M_aligned, N_aligned, K_aligned_ > l={})
Definition attn.h:80
mlx::steel::GEMMKernel::tgp_size
STEEL_CONST short tgp_size
Definition attn.h:47
+
mlx::steel::GEMMKernel::loader_a_t
BlockLoader< T, transpose_a ? BK :BM, transpose_a ? BM :BK, transpose_a ? BM+tgp_padding_a :BK+tgp_padding_a, !transpose_a, tgp_size > loader_a_t
Definition attn.h:49
+
mlx::steel::GEMMKernel::loader_b_t
BlockLoader< T, transpose_b ? BN :BK, transpose_b ? BK :BN, transpose_b ? BK+tgp_padding_b :BN+tgp_padding_b, transpose_b, tgp_size > loader_b_t
Definition attn.h:56
mlx::steel::GEMMKernel::tgp_mem_size_a
STEEL_CONST short tgp_mem_size_a
Definition attn.h:41
mlx::steel::GEMMKernel::tgp_padding_b
STEEL_CONST short tgp_padding_b
Definition attn.h:40
mlx::steel::GEMMKernel::tgp_padding_a
STEEL_CONST short tgp_padding_a
Definition attn.h:39
+
mlx::steel::GEMMKernel::mma_t
BlockMMA< T, U, BM, BN, BK, WM, WN, transpose_a, transpose_b, transpose_a ? BM+tgp_padding_a :BK+tgp_padding_a, transpose_b ? BK+tgp_padding_b :BN+tgp_padding_b, AccumType, Epilogue > mma_t
Definition attn.h:63
mlx::steel::GEMMParams
Definition params.h:12
mlx::steel::LoopAlignment
Definition gemm.h:21
mlx::steel::TransformNone
Definition transforms.h:15
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2accelerate_2utils_8h.html b/docs/build/html/backend_2accelerate_2utils_8h.html index acc935f75..16c2725d9 100644 --- a/docs/build/html/backend_2accelerate_2utils_8h.html +++ b/docs/build/html/backend_2accelerate_2utils_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/accelerate/utils.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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+ + diff --git a/docs/build/html/backend_2accelerate_2utils_8h.js b/docs/build/html/backend_2accelerate_2utils_8h.js new file mode 100644 index 000000000..851b05f8d --- /dev/null +++ b/docs/build/html/backend_2accelerate_2utils_8h.js @@ -0,0 +1,4 @@ +var backend_2accelerate_2utils_8h = +[ + [ "mlx::core::to_bnns_dtype", "namespacemlx_1_1core.html#a7a4193f37b1de9c33c31d1da09c77edb", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2accelerate_2utils_8h_source.html b/docs/build/html/backend_2accelerate_2utils_8h_source.html index a244f91a9..5194315c1 100644 --- a/docs/build/html/backend_2accelerate_2utils_8h_source.html +++ b/docs/build/html/backend_2accelerate_2utils_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/accelerate/utils.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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utils.h
@@ -127,17 +141,20 @@ $(function(){ initResizable(false); });
mlx::core::kindof
Dtype::Kind kindof(const Dtype &t)
mlx::core::size_of
uint8_t size_of(const Dtype &t)
Definition dtype.h:102
mlx::core::Dtype
Definition dtype.h:13
- - - - - - +
mlx::core::Dtype::Kind::c
@ c
Definition dtype.h:35
+
mlx::core::Dtype::Kind::V
@ V
Definition dtype.h:36
+
mlx::core::Dtype::Kind::u
@ u
Definition dtype.h:32
+
mlx::core::Dtype::Kind::i
@ i
Definition dtype.h:33
+
mlx::core::Dtype::Kind::f
@ f
Definition dtype.h:34
+
mlx::core::Dtype::Kind::b
@ b
Definition dtype.h:31
- -
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+ + diff --git a/docs/build/html/backend_2common_2load_8h.html b/docs/build/html/backend_2common_2load_8h.html index 58a9183fb..78fedd71a 100644 --- a/docs/build/html/backend_2common_2load_8h.html +++ b/docs/build/html/backend_2common_2load_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/load.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
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+ + diff --git a/docs/build/html/backend_2common_2load_8h.js b/docs/build/html/backend_2common_2load_8h.js new file mode 100644 index 000000000..452297e46 --- /dev/null +++ b/docs/build/html/backend_2common_2load_8h.js @@ -0,0 +1,4 @@ +var backend_2common_2load_8h = +[ + [ "mlx::core::load", "namespacemlx_1_1core.html#a954de19249da7c1fa39b89bdc47368aa", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2common_2load_8h_source.html b/docs/build/html/backend_2common_2load_8h_source.html index b21cc0b6a..f45bf50f2 100644 --- a/docs/build/html/backend_2common_2load_8h_source.html +++ b/docs/build/html/backend_2common_2load_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/load.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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@@ -106,15 +120,18 @@ $(function(){ initResizable(false); });
13
14} // namespace mlx::core
-
mlx::core::array
Definition array.h:23
+
mlx::core::array
Definition array.h:24
mlx::core
Definition allocator.h:7
mlx::core::load
void load(array &out, size_t offset, const std::shared_ptr< io::Reader > &reader, bool swap_endianess)
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2common_2ops_8h.html b/docs/build/html/backend_2common_2ops_8h.html index fdaf270c9..fbd4e3758 100644 --- a/docs/build/html/backend_2common_2ops_8h.html +++ b/docs/build/html/backend_2common_2ops_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/ops.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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+ + diff --git a/docs/build/html/backend_2common_2ops_8h.js b/docs/build/html/backend_2common_2ops_8h.js new file mode 100644 index 000000000..ce72fbd73 --- /dev/null +++ b/docs/build/html/backend_2common_2ops_8h.js @@ -0,0 +1,66 @@ +var backend_2common_2ops_8h = +[ + [ "mlx::core::detail::IntOrFloat", "unionmlx_1_1core_1_1detail_1_1_int_or_float.html", "unionmlx_1_1core_1_1detail_1_1_int_or_float" ], + [ "mlx::core::detail::Abs", "structmlx_1_1core_1_1detail_1_1_abs.html", "structmlx_1_1core_1_1detail_1_1_abs" ], + [ "mlx::core::detail::ArcCos", "structmlx_1_1core_1_1detail_1_1_arc_cos.html", "structmlx_1_1core_1_1detail_1_1_arc_cos" ], + [ "mlx::core::detail::ArcCosh", "structmlx_1_1core_1_1detail_1_1_arc_cosh.html", "structmlx_1_1core_1_1detail_1_1_arc_cosh" ], + [ "mlx::core::detail::ArcSin", "structmlx_1_1core_1_1detail_1_1_arc_sin.html", "structmlx_1_1core_1_1detail_1_1_arc_sin" ], + [ "mlx::core::detail::ArcSinh", "structmlx_1_1core_1_1detail_1_1_arc_sinh.html", "structmlx_1_1core_1_1detail_1_1_arc_sinh" ], + [ "mlx::core::detail::ArcTan", "structmlx_1_1core_1_1detail_1_1_arc_tan.html", "structmlx_1_1core_1_1detail_1_1_arc_tan" ], + [ "mlx::core::detail::ArcTan2", "structmlx_1_1core_1_1detail_1_1_arc_tan2.html", "structmlx_1_1core_1_1detail_1_1_arc_tan2" ], + [ "mlx::core::detail::ArcTanh", "structmlx_1_1core_1_1detail_1_1_arc_tanh.html", "structmlx_1_1core_1_1detail_1_1_arc_tanh" ], + [ "mlx::core::detail::Ceil", "structmlx_1_1core_1_1detail_1_1_ceil.html", "structmlx_1_1core_1_1detail_1_1_ceil" ], + [ "mlx::core::detail::Conjugate", "structmlx_1_1core_1_1detail_1_1_conjugate.html", "structmlx_1_1core_1_1detail_1_1_conjugate" ], + [ "mlx::core::detail::Cos", "structmlx_1_1core_1_1detail_1_1_cos.html", "structmlx_1_1core_1_1detail_1_1_cos" ], + [ "mlx::core::detail::Cosh", "structmlx_1_1core_1_1detail_1_1_cosh.html", "structmlx_1_1core_1_1detail_1_1_cosh" ], + [ "mlx::core::detail::Erf", "structmlx_1_1core_1_1detail_1_1_erf.html", "structmlx_1_1core_1_1detail_1_1_erf" ], + [ "mlx::core::detail::ErfInv", "structmlx_1_1core_1_1detail_1_1_erf_inv.html", "structmlx_1_1core_1_1detail_1_1_erf_inv" ], + [ "mlx::core::detail::Exp", "structmlx_1_1core_1_1detail_1_1_exp.html", "structmlx_1_1core_1_1detail_1_1_exp" ], + [ "mlx::core::detail::Expm1", "structmlx_1_1core_1_1detail_1_1_expm1.html", "structmlx_1_1core_1_1detail_1_1_expm1" ], + [ "mlx::core::detail::Floor", "structmlx_1_1core_1_1detail_1_1_floor.html", "structmlx_1_1core_1_1detail_1_1_floor" ], + [ "mlx::core::detail::Imag", "structmlx_1_1core_1_1detail_1_1_imag.html", "structmlx_1_1core_1_1detail_1_1_imag" ], + [ "mlx::core::detail::Log", "structmlx_1_1core_1_1detail_1_1_log.html", "structmlx_1_1core_1_1detail_1_1_log" ], + [ "mlx::core::detail::Log2", "structmlx_1_1core_1_1detail_1_1_log2.html", "structmlx_1_1core_1_1detail_1_1_log2" ], + [ "mlx::core::detail::Log10", "structmlx_1_1core_1_1detail_1_1_log10.html", "structmlx_1_1core_1_1detail_1_1_log10" ], + [ "mlx::core::detail::Log1p", "structmlx_1_1core_1_1detail_1_1_log1p.html", "structmlx_1_1core_1_1detail_1_1_log1p" ], + [ "mlx::core::detail::LogicalNot", "structmlx_1_1core_1_1detail_1_1_logical_not.html", "structmlx_1_1core_1_1detail_1_1_logical_not" ], + [ "mlx::core::detail::Negative", "structmlx_1_1core_1_1detail_1_1_negative.html", "structmlx_1_1core_1_1detail_1_1_negative" ], + [ "mlx::core::detail::Real", "structmlx_1_1core_1_1detail_1_1_real.html", "structmlx_1_1core_1_1detail_1_1_real" ], + [ "mlx::core::detail::Round", "structmlx_1_1core_1_1detail_1_1_round.html", "structmlx_1_1core_1_1detail_1_1_round" ], + [ "mlx::core::detail::Sigmoid", "structmlx_1_1core_1_1detail_1_1_sigmoid.html", "structmlx_1_1core_1_1detail_1_1_sigmoid" ], + [ "mlx::core::detail::Sign", "structmlx_1_1core_1_1detail_1_1_sign.html", "structmlx_1_1core_1_1detail_1_1_sign" ], + [ "mlx::core::detail::Sin", "structmlx_1_1core_1_1detail_1_1_sin.html", "structmlx_1_1core_1_1detail_1_1_sin" ], + [ "mlx::core::detail::Sinh", "structmlx_1_1core_1_1detail_1_1_sinh.html", "structmlx_1_1core_1_1detail_1_1_sinh" ], + [ "mlx::core::detail::Square", "structmlx_1_1core_1_1detail_1_1_square.html", "structmlx_1_1core_1_1detail_1_1_square" ], + [ "mlx::core::detail::Sqrt", "structmlx_1_1core_1_1detail_1_1_sqrt.html", "structmlx_1_1core_1_1detail_1_1_sqrt" ], + [ "mlx::core::detail::Rsqrt", "structmlx_1_1core_1_1detail_1_1_rsqrt.html", "structmlx_1_1core_1_1detail_1_1_rsqrt" ], + [ "mlx::core::detail::Tan", "structmlx_1_1core_1_1detail_1_1_tan.html", "structmlx_1_1core_1_1detail_1_1_tan" ], + [ "mlx::core::detail::Tanh", "structmlx_1_1core_1_1detail_1_1_tanh.html", "structmlx_1_1core_1_1detail_1_1_tanh" ], + [ "mlx::core::detail::Add", "structmlx_1_1core_1_1detail_1_1_add.html", "structmlx_1_1core_1_1detail_1_1_add" ], + [ "mlx::core::detail::Divide", "structmlx_1_1core_1_1detail_1_1_divide.html", "structmlx_1_1core_1_1detail_1_1_divide" ], + [ "mlx::core::detail::Remainder", "structmlx_1_1core_1_1detail_1_1_remainder.html", "structmlx_1_1core_1_1detail_1_1_remainder" ], + [ "mlx::core::detail::Equal", "structmlx_1_1core_1_1detail_1_1_equal.html", "structmlx_1_1core_1_1detail_1_1_equal" ], + [ "mlx::core::detail::NaNEqual", "structmlx_1_1core_1_1detail_1_1_na_n_equal.html", "structmlx_1_1core_1_1detail_1_1_na_n_equal" ], + [ "mlx::core::detail::Greater", "structmlx_1_1core_1_1detail_1_1_greater.html", "structmlx_1_1core_1_1detail_1_1_greater" ], + [ "mlx::core::detail::GreaterEqual", "structmlx_1_1core_1_1detail_1_1_greater_equal.html", "structmlx_1_1core_1_1detail_1_1_greater_equal" ], + [ "mlx::core::detail::Less", "structmlx_1_1core_1_1detail_1_1_less.html", "structmlx_1_1core_1_1detail_1_1_less" ], + [ "mlx::core::detail::LessEqual", "structmlx_1_1core_1_1detail_1_1_less_equal.html", "structmlx_1_1core_1_1detail_1_1_less_equal" ], + [ "mlx::core::detail::Maximum", "structmlx_1_1core_1_1detail_1_1_maximum.html", "structmlx_1_1core_1_1detail_1_1_maximum" ], + [ "mlx::core::detail::Minimum", "structmlx_1_1core_1_1detail_1_1_minimum.html", "structmlx_1_1core_1_1detail_1_1_minimum" ], + [ "mlx::core::detail::LogAddExp", "structmlx_1_1core_1_1detail_1_1_log_add_exp.html", "structmlx_1_1core_1_1detail_1_1_log_add_exp" ], + [ "mlx::core::detail::Multiply", "structmlx_1_1core_1_1detail_1_1_multiply.html", "structmlx_1_1core_1_1detail_1_1_multiply" ], + [ "mlx::core::detail::NotEqual", "structmlx_1_1core_1_1detail_1_1_not_equal.html", "structmlx_1_1core_1_1detail_1_1_not_equal" ], + [ "mlx::core::detail::Power", "structmlx_1_1core_1_1detail_1_1_power.html", "structmlx_1_1core_1_1detail_1_1_power" ], + [ "mlx::core::detail::Subtract", "structmlx_1_1core_1_1detail_1_1_subtract.html", "structmlx_1_1core_1_1detail_1_1_subtract" ], + [ "mlx::core::detail::LogicalAnd", "structmlx_1_1core_1_1detail_1_1_logical_and.html", "structmlx_1_1core_1_1detail_1_1_logical_and" ], + [ "mlx::core::detail::LogicalOr", "structmlx_1_1core_1_1detail_1_1_logical_or.html", "structmlx_1_1core_1_1detail_1_1_logical_or" ], + [ "mlx::core::detail::Select", "structmlx_1_1core_1_1detail_1_1_select.html", "structmlx_1_1core_1_1detail_1_1_select" ], + [ "mlx::core::detail::BitwiseAnd", "structmlx_1_1core_1_1detail_1_1_bitwise_and.html", "structmlx_1_1core_1_1detail_1_1_bitwise_and" ], + [ "mlx::core::detail::BitwiseOr", "structmlx_1_1core_1_1detail_1_1_bitwise_or.html", "structmlx_1_1core_1_1detail_1_1_bitwise_or" ], + [ "mlx::core::detail::BitwiseXor", "structmlx_1_1core_1_1detail_1_1_bitwise_xor.html", "structmlx_1_1core_1_1detail_1_1_bitwise_xor" ], + [ "mlx::core::detail::LeftShift", "structmlx_1_1core_1_1detail_1_1_left_shift.html", "structmlx_1_1core_1_1detail_1_1_left_shift" ], + [ "mlx::core::detail::RightShift", "structmlx_1_1core_1_1detail_1_1_right_shift.html", "structmlx_1_1core_1_1detail_1_1_right_shift" ], + [ "mlx::core::detail::fast_erf", "namespacemlx_1_1core_1_1detail.html#a90c9f6149af5adf4e2a95608d5f7b790", null ], + [ "mlx::core::detail::fast_erfinv", "namespacemlx_1_1core_1_1detail.html#ad0ff3975e4c96317df1a2de0f7a30c1d", null ], + [ "mlx::core::detail::fast_exp", "namespacemlx_1_1core_1_1detail.html#a2726436fc72d4a3f0030c89579b4d374", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2common_2ops_8h_source.html b/docs/build/html/backend_2common_2ops_8h_source.html index 9eeec1ffc..32a0c3429 100644 --- a/docs/build/html/backend_2common_2ops_8h_source.html +++ b/docs/build/html/backend_2common_2ops_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/ops.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
ops.h
@@ -144,16 +158,16 @@ $(function(){ initResizable(false); });
46
47inline float fast_erf(float a) {
-
48 float r, s, t, u;
+
48 float r, s, t, u;
49 t = std::abs(a);
50 s = a * a;
51 if (t > 0.927734375f) {
52 // maximum error 0.99527 ulp
53 r = std::fma(
54 -1.72853470e-5f, t, 3.83197126e-4f); // -0x1.220000p-16,0x1.91cfb2p-12
-
55 u = std::fma(
+
55 u = std::fma(
56 -3.88396438e-3f, t, 2.42546219e-2f); // -0x1.fd1438p-9, 0x1.8d6342p-6
-
57 r = std::fma(r, s, u);
+
57 r = std::fma(r, s, u);
58 r = std::fma(r, t, -1.06777877e-1f); // -0x1.b55cb8p-4
59 r = std::fma(r, t, -6.34846687e-1f); // -0x1.450aa0p-1
60 r = std::fma(r, t, -1.28717512e-1f); // -0x1.079d0cp-3
@@ -826,263 +840,268 @@ $(function(){ initResizable(false); });
501 template <typename T>
502 bool operator()(T x, T y) {
-
503 return x == y || (std::isnan(x) && std::isnan(y));
-
504 }
+
503 if constexpr (std::is_integral_v<T>) {
+
504 // isnan always returns false for integers, and MSVC refuses to compile.
+
505 return x == y;
+
506 } else {
+
507 return x == y || (std::isnan(x) && std::isnan(y));
+
508 }
+
509 }
-
505};
+
510};
-
506
-
-
507struct Greater {
-
508 template <typename T>
-
-
509 bool operator()(T x, T y) {
-
510 return x > y;
-
511 }
+
511
+
+
512struct Greater {
+
513 template <typename T>
+
+
514 bool operator()(T x, T y) {
+
515 return x > y;
+
516 }
-
512};
+
517};
-
513
-
-
514struct GreaterEqual {
-
515 template <typename T>
-
-
516 bool operator()(T x, T y) {
-
517 return x >= y;
-
518 }
+
518
+
+
519struct GreaterEqual {
+
520 template <typename T>
+
+
521 bool operator()(T x, T y) {
+
522 return x >= y;
+
523 }
-
519};
+
524};
-
520
-
-
521struct Less {
-
522 template <typename T>
-
-
523 bool operator()(T x, T y) {
-
524 return x < y;
-
525 }
+
525
+
+
526struct Less {
+
527 template <typename T>
+
+
528 bool operator()(T x, T y) {
+
529 return x < y;
+
530 }
-
526};
+
531};
-
527
-
-
528struct LessEqual {
-
529 template <typename T>
-
-
530 bool operator()(T x, T y) {
-
531 return x <= y;
-
532 }
+
532
+
+
533struct LessEqual {
+
534 template <typename T>
+
+
535 bool operator()(T x, T y) {
+
536 return x <= y;
+
537 }
-
533};
+
538};
-
534
-
-
535struct Maximum {
-
536 template <typename T>
-
-
537 std::enable_if_t<std::is_integral_v<T>, T> operator()(T x, T y) {
-
538 return (x > y) ? x : y;
-
539 }
-
-
540
+
539
+
+
540struct Maximum {
541 template <typename T>
-
542 std::enable_if_t<!std::is_integral_v<T>, T> operator()(T x, T y) {
-
543 if (std::isnan(x)) {
-
544 return x;
-
545 }
-
546 return (x > y) ? x : y;
-
547 }
+
542 std::enable_if_t<std::is_integral_v<T>, T> operator()(T x, T y) {
+
543 return (x > y) ? x : y;
+
544 }
-
548};
+
545
+
546 template <typename T>
+
+
547 std::enable_if_t<!std::is_integral_v<T>, T> operator()(T x, T y) {
+
548 if (std::isnan(x)) {
+
549 return x;
+
550 }
+
551 return (x > y) ? x : y;
+
552 }
-
549
-
-
550struct Minimum {
-
551 template <typename T>
-
-
552 std::enable_if_t<std::is_integral_v<T>, T> operator()(T x, T y) {
-
553 return x < y ? x : y;
-
554 }
+
553};
-
555
+
554
+
+
555struct Minimum {
556 template <typename T>
-
557 std::enable_if_t<!std::is_integral_v<T>, T> operator()(T x, T y) {
-
558 if (std::isnan(x)) {
-
559 return x;
-
560 }
-
561 return x < y ? x : y;
-
562 }
+
557 std::enable_if_t<std::is_integral_v<T>, T> operator()(T x, T y) {
+
558 return x < y ? x : y;
+
559 }
-
563};
+
560
+
561 template <typename T>
+
+
562 std::enable_if_t<!std::is_integral_v<T>, T> operator()(T x, T y) {
+
563 if (std::isnan(x)) {
+
564 return x;
+
565 }
+
566 return x < y ? x : y;
+
567 }
-
564
-
-
565struct LogAddExp {
-
566 template <typename T>
-
-
567 T operator()(T x, T y) {
-
568 constexpr float inf = std::numeric_limits<float>::infinity();
-
569 auto maxval = Maximum()(x, y);
-
570 auto minval = Minimum()(x, y);
-
571 return (minval == -inf || maxval == inf)
-
572 ? maxval
-
573 : static_cast<decltype(x)>(
-
574 maxval + std::log1p(fast_exp(minval - maxval)));
-
575 }
+
568};
-
576};
+
569
+
+
570struct LogAddExp {
+
571 template <typename T>
+
+
572 T operator()(T x, T y) {
+
573 constexpr float inf = std::numeric_limits<float>::infinity();
+
574 auto maxval = Maximum()(x, y);
+
575 auto minval = Minimum()(x, y);
+
576 return (minval == -inf || maxval == inf)
+
577 ? maxval
+
578 : static_cast<decltype(x)>(
+
579 maxval + std::log1p(fast_exp(minval - maxval)));
+
580 }
-
577
-
-
578struct Multiply {
-
579 template <typename T>
-
-
580 T operator()(T x, T y) {
-
581 return x * y;
-
582 }
+
581};
-
583};
+
582
+
+
583struct Multiply {
+
584 template <typename T>
+
+
585 T operator()(T x, T y) {
+
586 return x * y;
+
587 }
-
584
-
-
585struct NotEqual {
-
586 template <typename T>
-
-
587 bool operator()(T x, T y) {
-
588 return x != y;
-
589 }
+
588};
-
590};
+
589
+
+
590struct NotEqual {
+
591 template <typename T>
+
+
592 bool operator()(T x, T y) {
+
593 return x != y;
+
594 }
-
591
-
-
592struct Power {
-
593 template <typename T>
-
-
594 std::enable_if_t<!std::is_integral_v<T>, T> operator()(T base, T exp) {
-
595 return std::pow(base, exp);
-
596 }
+
595};
-
597
+
596
+
+
597struct Power {
598 template <typename T>
-
599 std::enable_if_t<std::is_integral_v<T>, T> operator()(T base, T exp) {
-
600 T res = 1;
-
601 while (exp) {
-
602 if (exp & 1) {
-
603 res *= base;
-
604 }
-
605 exp >>= 1;
-
606 base *= base;
-
607 }
-
608 return res;
-
609 }
+
599 std::enable_if_t<!std::is_integral_v<T>, T> operator()(T base, T exp) {
+
600 return std::pow(base, exp);
+
601 }
-
610};
+
602
+
603 template <typename T>
+
+
604 std::enable_if_t<std::is_integral_v<T>, T> operator()(T base, T exp) {
+
605 T res = 1;
+
606 while (exp) {
+
607 if (exp & 1) {
+
608 res *= base;
+
609 }
+
610 exp >>= 1;
+
611 base *= base;
+
612 }
+
613 return res;
+
614 }
-
611
-
-
612struct Subtract {
-
613 template <typename T>
-
-
614 T operator()(T x, T y) {
-
615 return x - y;
-
616 }
+
615};
-
617};
+
616
+
+
617struct Subtract {
+
618 template <typename T>
+
+
619 T operator()(T x, T y) {
+
620 return x - y;
+
621 }
-
618
-
-
619struct LogicalAnd {
-
620 template <typename T>
-
-
621 T operator()(T x, T y) {
-
622 return x && y;
-
623 }
+
622};
-
624};
+
623
+
+
624struct LogicalAnd {
+
625 template <typename T>
+
+
626 T operator()(T x, T y) {
+
627 return x && y;
+
628 }
-
625
-
-
626struct LogicalOr {
-
627 template <typename T>
-
-
628 T operator()(T x, T y) {
-
629 return x || y;
-
630 }
+
629};
-
631};
+
630
+
+
631struct LogicalOr {
+
632 template <typename T>
+
+
633 T operator()(T x, T y) {
+
634 return x || y;
+
635 }
-
632
-
-
633struct Select {
-
634 template <typename T>
-
-
635 T operator()(bool condition, T x, T y) {
-
636 return condition ? x : y;
-
637 }
+
636};
-
638};
+
637
+
+
638struct Select {
+
639 template <typename T>
+
+
640 T operator()(bool condition, T x, T y) {
+
641 return condition ? x : y;
+
642 }
-
639
-
-
640struct BitwiseAnd {
-
641 template <typename T>
-
-
642 T operator()(T x, T y) {
-
643 return x & y;
-
644 }
+
643};
-
645};
+
644
+
+
645struct BitwiseAnd {
+
646 template <typename T>
+
+
647 T operator()(T x, T y) {
+
648 return x & y;
+
649 }
-
646
-
-
647struct BitwiseOr {
-
648 template <typename T>
-
-
649 T operator()(T x, T y) {
-
650 return x | y;
-
651 }
+
650};
-
652};
+
651
+
+
652struct BitwiseOr {
+
653 template <typename T>
+
+
654 T operator()(T x, T y) {
+
655 return x | y;
+
656 }
-
653
-
-
654struct BitwiseXor {
-
655 template <typename T>
-
-
656 T operator()(T x, T y) {
-
657 return x ^ y;
-
658 }
+
657};
-
659};
+
658
+
+
659struct BitwiseXor {
+
660 template <typename T>
+
+
661 T operator()(T x, T y) {
+
662 return x ^ y;
+
663 }
-
660
-
-
661struct LeftShift {
-
662 template <typename T>
-
-
663 T operator()(T x, T y) {
-
664 return x << y;
-
665 }
+
664};
-
666};
+
665
+
+
666struct LeftShift {
+
667 template <typename T>
+
+
668 T operator()(T x, T y) {
+
669 return x << y;
+
670 }
-
667
-
-
668struct RightShift {
-
669 template <typename T>
-
-
670 T operator()(T x, T y) {
-
671 return x >> y;
-
672 }
+
671};
-
673};
+
672
+
+
673struct RightShift {
+
674 template <typename T>
+
+
675 T operator()(T x, T y) {
+
676 return x >> y;
+
677 }
-
674
-
675} // namespace mlx::core::detail
+
678};
+
+
679
+
680} // namespace mlx::core::detail
mlx::core::log1p
array log1p(const array &a, StreamOrDevice s={})
Natural logarithm of one plus elements in the array: log(1 + a).
mlx::core::expm1
array expm1(const array &a, StreamOrDevice s={})
Computes the expm1 function of the elements of an array.
@@ -1115,12 +1134,12 @@ $(function(){ initResizable(false); });
mlx::core::detail::ArcTan::operator()
T operator()(T x)
Definition ops.h:159
mlx::core::detail::ArcTanh
Definition ops.h:171
mlx::core::detail::ArcTanh::operator()
T operator()(T x)
Definition ops.h:173
-
mlx::core::detail::BitwiseAnd
Definition ops.h:640
-
mlx::core::detail::BitwiseAnd::operator()
T operator()(T x, T y)
Definition ops.h:642
-
mlx::core::detail::BitwiseOr
Definition ops.h:647
-
mlx::core::detail::BitwiseOr::operator()
T operator()(T x, T y)
Definition ops.h:649
-
mlx::core::detail::BitwiseXor
Definition ops.h:654
-
mlx::core::detail::BitwiseXor::operator()
T operator()(T x, T y)
Definition ops.h:656
+
mlx::core::detail::BitwiseAnd
Definition ops.h:645
+
mlx::core::detail::BitwiseAnd::operator()
T operator()(T x, T y)
Definition ops.h:647
+
mlx::core::detail::BitwiseOr
Definition ops.h:652
+
mlx::core::detail::BitwiseOr::operator()
T operator()(T x, T y)
Definition ops.h:654
+
mlx::core::detail::BitwiseXor
Definition ops.h:659
+
mlx::core::detail::BitwiseXor::operator()
T operator()(T x, T y)
Definition ops.h:661
mlx::core::detail::Ceil
Definition ops.h:178
mlx::core::detail::Ceil::operator()
uint8_t operator()(uint8_t x)
Definition ops.h:195
mlx::core::detail::Ceil::operator()
T operator()(T x)
Definition ops.h:180
@@ -1162,51 +1181,51 @@ $(function(){ initResizable(false); });
mlx::core::detail::Floor::operator()
int8_t operator()(int8_t x)
Definition ops.h:269
mlx::core::detail::Floor::operator()
uint64_t operator()(uint64_t x)
Definition ops.h:290
mlx::core::detail::Floor::operator()
int16_t operator()(int16_t x)
Definition ops.h:272
- -
mlx::core::detail::GreaterEqual::operator()
bool operator()(T x, T y)
Definition ops.h:516
-
mlx::core::detail::Greater
Definition ops.h:507
-
mlx::core::detail::Greater::operator()
bool operator()(T x, T y)
Definition ops.h:509
+ +
mlx::core::detail::GreaterEqual::operator()
bool operator()(T x, T y)
Definition ops.h:521
+
mlx::core::detail::Greater
Definition ops.h:512
+
mlx::core::detail::Greater::operator()
bool operator()(T x, T y)
Definition ops.h:514
mlx::core::detail::Imag
Definition ops.h:298
mlx::core::detail::Imag::operator()
T operator()(T x)
Definition ops.h:300
-
mlx::core::detail::LeftShift
Definition ops.h:661
-
mlx::core::detail::LeftShift::operator()
T operator()(T x, T y)
Definition ops.h:663
-
mlx::core::detail::LessEqual
Definition ops.h:528
-
mlx::core::detail::LessEqual::operator()
bool operator()(T x, T y)
Definition ops.h:530
-
mlx::core::detail::Less
Definition ops.h:521
-
mlx::core::detail::Less::operator()
bool operator()(T x, T y)
Definition ops.h:523
+
mlx::core::detail::LeftShift
Definition ops.h:666
+
mlx::core::detail::LeftShift::operator()
T operator()(T x, T y)
Definition ops.h:668
+
mlx::core::detail::LessEqual
Definition ops.h:533
+
mlx::core::detail::LessEqual::operator()
bool operator()(T x, T y)
Definition ops.h:535
+
mlx::core::detail::Less
Definition ops.h:526
+
mlx::core::detail::Less::operator()
bool operator()(T x, T y)
Definition ops.h:528
mlx::core::detail::Log10
Definition ops.h:319
mlx::core::detail::Log10::operator()
T operator()(T x)
Definition ops.h:321
mlx::core::detail::Log1p
Definition ops.h:326
mlx::core::detail::Log1p::operator()
T operator()(T x)
Definition ops.h:328
mlx::core::detail::Log2
Definition ops.h:312
mlx::core::detail::Log2::operator()
T operator()(T x)
Definition ops.h:314
-
mlx::core::detail::LogAddExp
Definition ops.h:565
-
mlx::core::detail::LogAddExp::operator()
T operator()(T x, T y)
Definition ops.h:567
+
mlx::core::detail::LogAddExp
Definition ops.h:570
+
mlx::core::detail::LogAddExp::operator()
T operator()(T x, T y)
Definition ops.h:572
mlx::core::detail::Log
Definition ops.h:305
mlx::core::detail::Log::operator()
T operator()(T x)
Definition ops.h:307
-
mlx::core::detail::LogicalAnd
Definition ops.h:619
-
mlx::core::detail::LogicalAnd::operator()
T operator()(T x, T y)
Definition ops.h:621
+
mlx::core::detail::LogicalAnd
Definition ops.h:624
+
mlx::core::detail::LogicalAnd::operator()
T operator()(T x, T y)
Definition ops.h:626
mlx::core::detail::LogicalNot
Definition ops.h:333
mlx::core::detail::LogicalNot::operator()
T operator()(T x)
Definition ops.h:335
-
mlx::core::detail::LogicalOr
Definition ops.h:626
-
mlx::core::detail::LogicalOr::operator()
T operator()(T x, T y)
Definition ops.h:628
-
mlx::core::detail::Maximum
Definition ops.h:535
-
mlx::core::detail::Maximum::operator()
std::enable_if_t< std::is_integral_v< T >, T > operator()(T x, T y)
Definition ops.h:537
-
mlx::core::detail::Maximum::operator()
std::enable_if_t<!std::is_integral_v< T >, T > operator()(T x, T y)
Definition ops.h:542
-
mlx::core::detail::Minimum
Definition ops.h:550
-
mlx::core::detail::Minimum::operator()
std::enable_if_t<!std::is_integral_v< T >, T > operator()(T x, T y)
Definition ops.h:557
-
mlx::core::detail::Minimum::operator()
std::enable_if_t< std::is_integral_v< T >, T > operator()(T x, T y)
Definition ops.h:552
-
mlx::core::detail::Multiply
Definition ops.h:578
-
mlx::core::detail::Multiply::operator()
T operator()(T x, T y)
Definition ops.h:580
+
mlx::core::detail::LogicalOr
Definition ops.h:631
+
mlx::core::detail::LogicalOr::operator()
T operator()(T x, T y)
Definition ops.h:633
+
mlx::core::detail::Maximum
Definition ops.h:540
+
mlx::core::detail::Maximum::operator()
std::enable_if_t< std::is_integral_v< T >, T > operator()(T x, T y)
Definition ops.h:542
+
mlx::core::detail::Maximum::operator()
std::enable_if_t<!std::is_integral_v< T >, T > operator()(T x, T y)
Definition ops.h:547
+
mlx::core::detail::Minimum
Definition ops.h:555
+
mlx::core::detail::Minimum::operator()
std::enable_if_t<!std::is_integral_v< T >, T > operator()(T x, T y)
Definition ops.h:562
+
mlx::core::detail::Minimum::operator()
std::enable_if_t< std::is_integral_v< T >, T > operator()(T x, T y)
Definition ops.h:557
+
mlx::core::detail::Multiply
Definition ops.h:583
+
mlx::core::detail::Multiply::operator()
T operator()(T x, T y)
Definition ops.h:585
mlx::core::detail::NaNEqual
Definition ops.h:500
mlx::core::detail::NaNEqual::operator()
bool operator()(T x, T y)
Definition ops.h:502
mlx::core::detail::Negative
Definition ops.h:340
mlx::core::detail::Negative::operator()
T operator()(T x)
Definition ops.h:342
-
mlx::core::detail::NotEqual
Definition ops.h:585
-
mlx::core::detail::NotEqual::operator()
bool operator()(T x, T y)
Definition ops.h:587
-
mlx::core::detail::Power
Definition ops.h:592
-
mlx::core::detail::Power::operator()
std::enable_if_t<!std::is_integral_v< T >, T > operator()(T base, T exp)
Definition ops.h:594
-
mlx::core::detail::Power::operator()
std::enable_if_t< std::is_integral_v< T >, T > operator()(T base, T exp)
Definition ops.h:599
+
mlx::core::detail::NotEqual
Definition ops.h:590
+
mlx::core::detail::NotEqual::operator()
bool operator()(T x, T y)
Definition ops.h:592
+
mlx::core::detail::Power
Definition ops.h:597
+
mlx::core::detail::Power::operator()
std::enable_if_t<!std::is_integral_v< T >, T > operator()(T base, T exp)
Definition ops.h:599
+
mlx::core::detail::Power::operator()
std::enable_if_t< std::is_integral_v< T >, T > operator()(T base, T exp)
Definition ops.h:604
mlx::core::detail::Real
Definition ops.h:347
mlx::core::detail::Real::operator()
T operator()(T x)
Definition ops.h:349
mlx::core::detail::Remainder
Definition ops.h:459
@@ -1214,15 +1233,15 @@ $(function(){ initResizable(false); });
mlx::core::detail::Remainder::operator()
std::enable_if_t< std::is_integral_v< T > &!std::is_signed_v< T >, T > operator()(T numerator, T denominator)
Definition ops.h:461
mlx::core::detail::Remainder::operator()
std::enable_if_t< std::is_integral_v< T > &std::is_signed_v< T >, T > operator()(T numerator, T denominator)
Definition ops.h:468
mlx::core::detail::Remainder::operator()
complex64_t operator()(complex64_t numerator, complex64_t denominator)
Definition ops.h:488
-
mlx::core::detail::RightShift
Definition ops.h:668
-
mlx::core::detail::RightShift::operator()
T operator()(T x, T y)
Definition ops.h:670
+
mlx::core::detail::RightShift
Definition ops.h:673
+
mlx::core::detail::RightShift::operator()
T operator()(T x, T y)
Definition ops.h:675
mlx::core::detail::Round
Definition ops.h:354
mlx::core::detail::Round::operator()
T operator()(T x)
Definition ops.h:356
mlx::core::detail::Round::operator()
complex64_t operator()(complex64_t x)
Definition ops.h:360
mlx::core::detail::Rsqrt
Definition ops.h:424
mlx::core::detail::Rsqrt::operator()
T operator()(T x)
Definition ops.h:426
-
mlx::core::detail::Select
Definition ops.h:633
-
mlx::core::detail::Select::operator()
T operator()(bool condition, T x, T y)
Definition ops.h:635
+
mlx::core::detail::Select
Definition ops.h:638
+
mlx::core::detail::Select::operator()
T operator()(bool condition, T x, T y)
Definition ops.h:640
mlx::core::detail::Sigmoid
Definition ops.h:365
mlx::core::detail::Sigmoid::operator()
T operator()(T x)
Definition ops.h:367
mlx::core::detail::Sign
Definition ops.h:373
@@ -1240,21 +1259,23 @@ $(function(){ initResizable(false); });
mlx::core::detail::Sqrt::operator()
T operator()(T x)
Definition ops.h:419
mlx::core::detail::Square
Definition ops.h:410
mlx::core::detail::Square::operator()
T operator()(T x)
Definition ops.h:412
-
mlx::core::detail::Subtract
Definition ops.h:612
-
mlx::core::detail::Subtract::operator()
T operator()(T x, T y)
Definition ops.h:614
+
mlx::core::detail::Subtract
Definition ops.h:617
+
mlx::core::detail::Subtract::operator()
T operator()(T x, T y)
Definition ops.h:619
mlx::core::detail::Tan
Definition ops.h:431
mlx::core::detail::Tan::operator()
T operator()(T x)
Definition ops.h:433
mlx::core::detail::Tanh
Definition ops.h:438
mlx::core::detail::Tanh::operator()
T operator()(T x)
Definition ops.h:440
-
u
uint32_t u
Definition bf16.h:17
mlx::core::detail::IntOrFloat::f
float f
Definition ops.h:16
mlx::core::detail::IntOrFloat::i
int i
Definition ops.h:15
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2common_2utils_8h.html b/docs/build/html/backend_2common_2utils_8h.html index f09f54813..ca7b1bf4f 100644 --- a/docs/build/html/backend_2common_2utils_8h.html +++ b/docs/build/html/backend_2common_2utils_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/utils.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Classes | @@ -102,7 +116,7 @@ $(function(){ initResizable(false); }); - +

Classes

struct  mlx::core::ContiguousIterator< StrideT >
struct  mlx::core::ContiguousIterator
 

@@ -114,44 +128,44 @@ Namespaces

- - - - - - - - - - - - - - - + + + + + + + + + + + - - - - - - - - - + + + + + + - - + + + + + +

Functions

template<typename StrideT >
StrideT mlx::core::elem_to_loc (int elem, const std::vector< int > &shape, const std::vector< StrideT > &strides)
 
size_t mlx::core::elem_to_loc (int elem, const array &a)
 
template<typename StrideT >
std::vector< StrideT > mlx::core::make_contiguous_strides (const std::vector< int > &shape)
 
std::tuple< std::vector< int >, std::vector< std::vector< int64_t > > > mlx::core::collapse_contiguous_dims (const std::vector< int > &shape, const std::vector< std::vector< int64_t > > &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())
 
std::tuple< std::vector< int >, std::vector< std::vector< size_t > > > mlx::core::collapse_contiguous_dims (const std::vector< int > &shape, const std::vector< std::vector< size_t > > &strides, size_t size_cap=std::numeric_limits< int32_t >::max())
 
std::tuple< std::vector< int >, std::vector< std::vector< size_t > > > mlx::core::collapse_contiguous_dims (const std::vector< array > &xs, size_t size_cap=std::numeric_limits< int32_t >::max())
 
template<typename... Arrays, typename = enable_for_arrays_t<Arrays...>>
int64_t mlx::core::elem_to_loc (int elem, const Shape &shape, const Strides &strides)
 
int64_t mlx::core::elem_to_loc (int elem, const array &a)
 
Strides mlx::core::make_contiguous_strides (const Shape &shape)
 
std::tuple< Shape, std::vector< Strides > > mlx::core::collapse_contiguous_dims (const Shape &shape, const std::vector< Strides > &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())
 
std::tuple< Shape, std::vector< Strides > > mlx::core::collapse_contiguous_dims (const std::vector< array > &xs, size_t size_cap=std::numeric_limits< int32_t >::max())
 
template<typename... Arrays, typename = enable_for_arrays_t<Arrays...>>
auto mlx::core::collapse_contiguous_dims (Arrays &&... xs)
 
std::pair< std::vector< int >, std::vector< int64_t > > mlx::core::collapse_contiguous_dims (const std::vector< int > &shape, const std::vector< int64_t > &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())
 
std::pair< std::vector< int >, std::vector< size_t > > mlx::core::collapse_contiguous_dims (const std::vector< int > &shape, const std::vector< size_t > &strides, size_t size_cap=std::numeric_limits< int32_t >::max())
 
std::pair< std::vector< int >, std::vector< size_t > > mlx::core::collapse_contiguous_dims (const array &a, size_t size_cap=std::numeric_limits< int32_t >::max())
 
template<typename StrideT >
auto mlx::core::check_contiguity (const std::vector< int > &shape, const std::vector< StrideT > &strides)
 
std::pair< Shape, Strides > mlx::core::collapse_contiguous_dims (const Shape &shape, const Strides &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())
 
std::pair< Shape, Strides > mlx::core::collapse_contiguous_dims (const array &a, int64_t size_cap=std::numeric_limits< int32_t >::max())
 
auto mlx::core::check_contiguity (const Shape &shape, const Strides &strides)
 
bool mlx::core::is_donatable (const array &in, const array &out)
 
void mlx::core::move_or_copy (const array &in, array &out)
 
void mlx::core::move_or_copy (const array &in, array &out, const std::vector< size_t > &strides, array::Flags flags, size_t data_size, size_t offset=0)
 
void mlx::core::move_or_copy (const array &in, array &out, const Strides &strides, array::Flags flags, size_t data_size, size_t offset=0)
 
std::pair< bool, Strides > mlx::core::prepare_reshape (const array &in, const array &out)
 
void mlx::core::shared_buffer_reshape (const array &in, const Strides &out_strides, array &out)
 
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2common_2utils_8h.js b/docs/build/html/backend_2common_2utils_8h.js new file mode 100644 index 000000000..e85f82ea1 --- /dev/null +++ b/docs/build/html/backend_2common_2utils_8h.js @@ -0,0 +1,18 @@ +var backend_2common_2utils_8h = +[ + [ "mlx::core::ContiguousIterator", "structmlx_1_1core_1_1_contiguous_iterator.html", "structmlx_1_1core_1_1_contiguous_iterator" ], + [ "mlx::core::check_contiguity", "namespacemlx_1_1core.html#ab2b50a44a9d3a06282be4611f5fc7447", null ], + [ "mlx::core::collapse_contiguous_dims", "namespacemlx_1_1core.html#ac813412cce77fc1340dcfefc6e099276", null ], + [ "mlx::core::collapse_contiguous_dims", "namespacemlx_1_1core.html#ab607cd6974ca6606826e785807156d6a", null ], + [ "mlx::core::collapse_contiguous_dims", "namespacemlx_1_1core.html#a4d594bb84abeff4619d1abb77b20123e", null ], + [ "mlx::core::collapse_contiguous_dims", "namespacemlx_1_1core.html#a79acfa8bc30c1f213bf893b5983eb666", null ], + [ "mlx::core::collapse_contiguous_dims", "namespacemlx_1_1core.html#a977c7c84de79ad67055ae2a89b7f6869", null ], + [ "mlx::core::elem_to_loc", "namespacemlx_1_1core.html#ac9c19514210333346f02a4520641847f", null ], + [ "mlx::core::elem_to_loc", "namespacemlx_1_1core.html#a59c0af06c5325c04ad8d69563c1c6b0a", null ], + [ "mlx::core::is_donatable", "namespacemlx_1_1core.html#af650e831ce21759da1ac103037d08d84", null ], + [ "mlx::core::make_contiguous_strides", "namespacemlx_1_1core.html#a449ef1148816a37bbc7ffd43d3c586a0", null ], + [ "mlx::core::move_or_copy", "namespacemlx_1_1core.html#a830a47d8a317dffb0c88e5a7afe6aee2", null ], + [ "mlx::core::move_or_copy", "namespacemlx_1_1core.html#a9fcb3711b150cb65c7778a35c51284b2", null ], + [ "mlx::core::prepare_reshape", "namespacemlx_1_1core.html#a6783cfc7dbe1a116ba84a3904a37145f", null ], + [ "mlx::core::shared_buffer_reshape", "namespacemlx_1_1core.html#a88d88987bd8bf3ca46bf3b5e8aacce9d", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2common_2utils_8h_source.html b/docs/build/html/backend_2common_2utils_8h_source.html index 897bfa0d5..42b3cef6d 100644 --- a/docs/build/html/backend_2common_2utils_8h_source.html +++ b/docs/build/html/backend_2common_2utils_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/utils.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
utils.h
@@ -101,244 +115,237 @@ $(function(){ initResizable(false); });
8
9namespace mlx::core {
10
-
11template <typename StrideT>
+
11inline int64_t
-
12inline StrideT elem_to_loc(
-
13 int elem,
-
14 const std::vector<int>& shape,
-
15 const std::vector<StrideT>& strides) {
-
16 StrideT loc = 0;
-
17 for (int i = shape.size() - 1; i >= 0; --i) {
-
18 auto q_and_r = ldiv(elem, shape[i]);
-
19 loc += q_and_r.rem * strides[i];
-
20 elem = q_and_r.quot;
-
21 }
-
22 return loc;
-
23}
+
12elem_to_loc(int elem, const Shape& shape, const Strides& strides) {
+
13 int64_t loc = 0;
+
14 for (int i = shape.size() - 1; i >= 0; --i) {
+
15 auto q_and_r = ldiv(elem, shape[i]);
+
16 loc += q_and_r.rem * strides[i];
+
17 elem = q_and_r.quot;
+
18 }
+
19 return loc;
+
20}
-
24
-
-
25inline size_t elem_to_loc(int elem, const array& a) {
-
26 if (a.flags().row_contiguous) {
-
27 return elem;
-
28 }
-
29 return elem_to_loc(elem, a.shape(), a.strides());
-
30}
+
21
+
+
22inline int64_t elem_to_loc(int elem, const array& a) {
+
23 if (a.flags().row_contiguous) {
+
24 return elem;
+
25 }
+
26 return elem_to_loc(elem, a.shape(), a.strides());
+
27}
-
31
-
32template <typename StrideT>
-
-
33std::vector<StrideT> make_contiguous_strides(const std::vector<int>& shape) {
-
34 std::vector<StrideT> strides(shape.size(), 1);
-
35 for (int i = shape.size() - 1; i > 0; i--) {
-
36 strides[i - 1] = strides[i] * shape[i];
-
37 }
-
38 return strides;
-
39}
+
28
+
+
29inline Strides make_contiguous_strides(const Shape& shape) {
+
30 Strides strides(shape.size(), 1);
+
31 for (int i = shape.size() - 1; i > 0; i--) {
+
32 strides[i - 1] = strides[i] * shape[i];
+
33 }
+
34 return strides;
+
35}
+
+
36
+
37// Collapse dims that are contiguous to possibly route to a better kernel
+
38// e.g. for x = transpose(array({0, 1, 2, 3, 4, 5, 6, 7}, {2, 2, 2}), {2, 0, 1})
+
39// should return {{2, 4}, {{1, 2}}}.
+
40//
+
41// When multiple arrays are passed they should all have the same shape. The
+
42// collapsed axes are also the same so one shape is returned.
+
43std::tuple<Shape, std::vector<Strides>> collapse_contiguous_dims(
+
44 const Shape& shape,
+
45 const std::vector<Strides>& strides,
+
46 int64_t size_cap = std::numeric_limits<int32_t>::max());
+
47
+
+
48inline std::tuple<Shape, std::vector<Strides>> collapse_contiguous_dims(
+
49 const std::vector<array>& xs,
+
50 size_t size_cap = std::numeric_limits<int32_t>::max()) {
+
51 std::vector<Strides> strides;
+
52 for (auto& x : xs) {
+
53 strides.emplace_back(x.strides());
+
54 }
+
55 return collapse_contiguous_dims(xs[0].shape(), strides, size_cap);
+
56}
-
40
-
41// Collapse dims that are contiguous to possibly route to a better kernel
-
42// e.g. for x = transpose(array({0, 1, 2, 3, 4, 5, 6, 7}, {2, 2, 2}), {2, 0, 1})
-
43// should return {{2, 4}, {{1, 2}}}.
-
44//
-
45// When multiple arrays are passed they should all have the same shape. The
-
46// collapsed axes are also the same so one shape is returned.
-
47std::tuple<std::vector<int>, std::vector<std::vector<int64_t>>>
-
48collapse_contiguous_dims(
-
49 const std::vector<int>& shape,
-
50 const std::vector<std::vector<int64_t>>& strides,
-
51 int64_t size_cap = std::numeric_limits<int32_t>::max());
-
52std::tuple<std::vector<int>, std::vector<std::vector<size_t>>>
-
53collapse_contiguous_dims(
-
54 const std::vector<int>& shape,
-
55 const std::vector<std::vector<size_t>>& strides,
-
56 size_t size_cap = std::numeric_limits<int32_t>::max());
57
-
58inline std::tuple<std::vector<int>, std::vector<std::vector<size_t>>>
+
58template <typename... Arrays, typename = enable_for_arrays_t<Arrays...>>
-
59collapse_contiguous_dims(
-
60 const std::vector<array>& xs,
-
61 size_t size_cap = std::numeric_limits<int32_t>::max()) {
-
62 std::vector<std::vector<size_t>> strides;
-
63 for (auto& x : xs) {
-
64 strides.emplace_back(x.strides());
-
65 }
-
66 return collapse_contiguous_dims(xs[0].shape(), strides, size_cap);
-
67}
+
59inline auto collapse_contiguous_dims(Arrays&&... xs) {
+
60 return collapse_contiguous_dims(
+
61 std::vector<array>{std::forward<Arrays>(xs)...});
+
62}
-
68
-
69template <typename... Arrays, typename = enable_for_arrays_t<Arrays...>>
-
-
70inline auto collapse_contiguous_dims(Arrays&&... xs) {
-
71 return collapse_contiguous_dims(
-
72 std::vector<array>{std::forward<Arrays>(xs)...});
-
73}
+
63
+
64// The single array version of the above.
+
65std::pair<Shape, Strides> collapse_contiguous_dims(
+
66 const Shape& shape,
+
67 const Strides& strides,
+
68 int64_t size_cap = std::numeric_limits<int32_t>::max());
+
69std::pair<Shape, Strides> collapse_contiguous_dims(
+
70 const array& a,
+
71 int64_t size_cap = std::numeric_limits<int32_t>::max());
+
72
+
+
73struct ContiguousIterator {
+
+
74 inline void step() {
+
75 int dims = shape_.size();
+
76 if (dims == 0) {
+
77 return;
+
78 }
+
79 int i = dims - 1;
+
80 while (pos_[i] == (shape_[i] - 1) && i > 0) {
+
81 pos_[i] = 0;
+
82 loc -= (shape_[i] - 1) * strides_[i];
+
83 i--;
+
84 }
+
85 pos_[i]++;
+
86 loc += strides_[i];
+
87 }
-
74
-
75// The single array version of the above.
-
76std::pair<std::vector<int>, std::vector<int64_t>> collapse_contiguous_dims(
-
77 const std::vector<int>& shape,
-
78 const std::vector<int64_t>& strides,
-
79 int64_t size_cap = std::numeric_limits<int32_t>::max());
-
80std::pair<std::vector<int>, std::vector<size_t>> collapse_contiguous_dims(
-
81 const std::vector<int>& shape,
-
82 const std::vector<size_t>& strides,
-
83 size_t size_cap = std::numeric_limits<int32_t>::max());
-
84std::pair<std::vector<int>, std::vector<size_t>> collapse_contiguous_dims(
-
85 const array& a,
-
86 size_t size_cap = std::numeric_limits<int32_t>::max());
-
87
-
88template <typename StrideT>
-
-
89struct ContiguousIterator {
-
-
90 inline void step() {
-
91 int dims = shape_.size();
-
92 if (dims == 0) {
-
93 return;
-
94 }
-
95 int i = dims - 1;
-
96 while (pos_[i] == (shape_[i] - 1) && i > 0) {
-
97 pos_[i] = 0;
-
98 loc -= (shape_[i] - 1) * strides_[i];
-
99 i--;
-
100 }
-
101 pos_[i]++;
-
102 loc += strides_[i];
-
103 }
+
88
+
+
89 void seek(int64_t n) {
+
90 loc = 0;
+
91 for (int i = shape_.size() - 1; i >= 0; --i) {
+
92 auto q_and_r = ldiv(n, shape_[i]);
+
93 loc += q_and_r.rem * strides_[i];
+
94 pos_[i] = q_and_r.rem;
+
95 n = q_and_r.quot;
+
96 }
+
97 }
-
104
-
-
105 void seek(StrideT n) {
-
106 loc = 0;
-
107 for (int i = shape_.size() - 1; i >= 0; --i) {
-
108 auto q_and_r = ldiv(n, shape_[i]);
-
109 loc += q_and_r.rem * strides_[i];
-
110 pos_[i] = q_and_r.rem;
-
111 n = q_and_r.quot;
-
112 }
-
113 }
+
98
+
+
99 void reset() {
+
100 loc = 0;
+
101 std::fill(pos_.begin(), pos_.end(), 0);
+
102 }
-
114
-
-
115 void reset() {
-
116 loc = 0;
-
117 std::fill(pos_.begin(), pos_.end(), 0);
-
118 }
+
103
+
104 ContiguousIterator() {};
+
105
+
+
106 explicit ContiguousIterator(const array& a)
+
107 : shape_(a.shape()), strides_(a.strides()) {
+
108 if (!shape_.empty()) {
+
109 std::tie(shape_, strides_) = collapse_contiguous_dims(shape_, strides_);
+
110 pos_ = Shape(shape_.size(), 0);
+
111 }
+
112 }
-
119
-
120 ContiguousIterator() {};
-
121
-
-
122 explicit ContiguousIterator(const array& a)
-
123 : shape_(a.shape()), strides_(a.strides()) {
-
124 if (!shape_.empty()) {
-
125 std::tie(shape_, strides_) = collapse_contiguous_dims(shape_, strides_);
-
126 pos_ = std::vector<int>(shape_.size(), 0);
-
127 }
-
128 }
+
113
+
+
114 explicit ContiguousIterator(
+
115 const Shape& shape,
+
116 const Strides& strides,
+
117 int dims)
+
118 : shape_(shape.begin(), shape.begin() + dims),
+
119 strides_(strides.begin(), strides.begin() + dims) {
+
120 if (!shape_.empty()) {
+
121 std::tie(shape_, strides_) = collapse_contiguous_dims(shape_, strides_);
+
122 pos_ = Shape(shape_.size(), 0);
+
123 }
+
124 }
-
129
-
-
130 explicit ContiguousIterator(
-
131 const std::vector<int>& shape,
-
132 const std::vector<StrideT>& strides,
-
133 int dims)
-
134 : shape_(shape.begin(), shape.begin() + dims),
-
135 strides_(strides.begin(), strides.begin() + dims) {
-
136 if (!shape_.empty()) {
-
137 std::tie(shape_, strides_) = collapse_contiguous_dims(shape_, strides_);
-
138 pos_ = std::vector<int>(shape_.size(), 0);
-
139 }
-
140 }
+
125
+
126 int64_t loc{0};
+
127
+
128 private:
+
129 Shape shape_;
+
130 Strides strides_;
+
131 Shape pos_;
+
132};
-
141
-
142 StrideT loc{0};
-
143
-
144 private:
-
145 std::vector<int> shape_;
-
146 std::vector<StrideT> strides_;
-
147 std::vector<int> pos_;
-
148};
+
133
+
+
134inline auto check_contiguity(const Shape& shape, const Strides& strides) {
+
135 size_t no_broadcast_data_size = 1;
+
136 int64_t f_stride = 1;
+
137 int64_t b_stride = 1;
+
138 bool is_row_contiguous = true;
+
139 bool is_col_contiguous = true;
+
140
+
141 for (int i = 0, ri = shape.size() - 1; ri >= 0; i++, ri--) {
+
142 is_col_contiguous &= strides[i] == f_stride || shape[i] == 1;
+
143 is_row_contiguous &= strides[ri] == b_stride || shape[ri] == 1;
+
144 f_stride *= shape[i];
+
145 b_stride *= shape[ri];
+
146 if (strides[i] > 0) {
+
147 no_broadcast_data_size *= shape[i];
+
148 }
+
149 }
+
150
+
151 return std::make_tuple(
+
152 no_broadcast_data_size, is_row_contiguous, is_col_contiguous);
+
153}
-
149
-
150template <typename StrideT>
-
-
151inline auto check_contiguity(
-
152 const std::vector<int>& shape,
-
153 const std::vector<StrideT>& strides) {
-
154 size_t no_broadcast_data_size = 1;
-
155 size_t f_stride = 1;
-
156 size_t b_stride = 1;
-
157 bool is_row_contiguous = true;
-
158 bool is_col_contiguous = true;
-
159
-
160 for (int i = 0, ri = shape.size() - 1; ri >= 0; i++, ri--) {
-
161 is_col_contiguous &= strides[i] == f_stride || shape[i] == 1;
-
162 is_row_contiguous &= strides[ri] == b_stride || shape[ri] == 1;
-
163 f_stride *= shape[i];
-
164 b_stride *= shape[ri];
-
165 if (strides[i] > 0) {
-
166 no_broadcast_data_size *= shape[i];
-
167 }
-
168 }
-
169
-
170 return std::make_tuple(
-
171 no_broadcast_data_size, is_row_contiguous, is_col_contiguous);
-
172}
+
154
+
+
155inline bool is_donatable(const array& in, const array& out) {
+
156 constexpr size_t donation_extra = 16384;
+
157
+
158 return in.is_donatable() && in.itemsize() == out.itemsize() &&
+
159 in.buffer_size() <= out.nbytes() + donation_extra;
+
160}
-
173
-
-
174inline bool is_donatable(const array& in, const array& out) {
-
175 constexpr size_t donation_extra = 16384;
-
176
-
177 return in.is_donatable() && in.itemsize() == out.itemsize() &&
-
178 in.buffer_size() <= out.nbytes() + donation_extra;
-
179}
-
-
180
-
181void move_or_copy(const array& in, array& out);
-
182void move_or_copy(
-
183 const array& in,
-
184 array& out,
-
185 const std::vector<size_t>& strides,
-
186 array::Flags flags,
-
187 size_t data_size,
-
188 size_t offset = 0);
-
189
-
190} // namespace mlx::core
+
161
+
162void move_or_copy(const array& in, array& out);
+
163void move_or_copy(
+
164 const array& in,
+
165 array& out,
+
166 const Strides& strides,
+
167 array::Flags flags,
+
168 size_t data_size,
+
169 size_t offset = 0);
+
170
+
171std::pair<bool, Strides> prepare_reshape(const array& in, const array& out);
+
172
+
173void shared_buffer_reshape(
+
174 const array& in,
+
175 const Strides& out_strides,
+
176 array& out);
+
177} // namespace mlx::core
-
mlx::core::array
Definition array.h:23
-
mlx::core::array::flags
const Flags & flags() const
Get the Flags bit-field.
Definition array.h:305
-
mlx::core::array::shape
const Shape & shape() const
The shape of the array as a vector of integers.
Definition array.h:102
-
mlx::core::array::strides
const Strides & strides() const
The strides of the array.
Definition array.h:116
-
mlx::core::array::nbytes
size_t nbytes() const
The number of bytes in the array.
Definition array.h:92
-
mlx::core::array::is_donatable
bool is_donatable() const
True indicates the arrays buffer is safe to reuse.
Definition array.h:270
-
mlx::core::array::buffer_size
size_t buffer_size() const
Definition array.h:330
-
mlx::core::array::itemsize
size_t itemsize() const
The size of the array's datatype in bytes.
Definition array.h:82
+
mlx::core::array
Definition array.h:24
+
mlx::core::array::flags
const Flags & flags() const
Get the Flags bit-field.
Definition array.h:306
+
mlx::core::array::shape
const Shape & shape() const
The shape of the array as a vector of integers.
Definition array.h:103
+
mlx::core::array::strides
const Strides & strides() const
The strides of the array.
Definition array.h:117
+
mlx::core::array::nbytes
size_t nbytes() const
The number of bytes in the array.
Definition array.h:93
+
mlx::core::array::is_donatable
bool is_donatable() const
True indicates the arrays buffer is safe to reuse.
Definition array.h:271
+
mlx::core::array::buffer_size
size_t buffer_size() const
Definition array.h:331
+
mlx::core::array::itemsize
size_t itemsize() const
The size of the array's datatype in bytes.
Definition array.h:83
mlx::core
Definition allocator.h:7
-
mlx::core::make_contiguous_strides
std::vector< StrideT > make_contiguous_strides(const std::vector< int > &shape)
Definition utils.h:33
-
mlx::core::collapse_contiguous_dims
std::tuple< std::vector< int >, std::vector< std::vector< int64_t > > > collapse_contiguous_dims(const std::vector< int > &shape, const std::vector< std::vector< int64_t > > &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())
-
mlx::core::check_contiguity
auto check_contiguity(const std::vector< int > &shape, const std::vector< StrideT > &strides)
Definition utils.h:151
-
mlx::core::elem_to_loc
StrideT elem_to_loc(int elem, const std::vector< int > &shape, const std::vector< StrideT > &strides)
Definition utils.h:12
+
mlx::core::make_contiguous_strides
Strides make_contiguous_strides(const Shape &shape)
Definition utils.h:29
+
mlx::core::collapse_contiguous_dims
std::tuple< Shape, std::vector< Strides > > collapse_contiguous_dims(const Shape &shape, const std::vector< Strides > &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())
+
mlx::core::elem_to_loc
int64_t elem_to_loc(int elem, const Shape &shape, const Strides &strides)
Definition utils.h:12
+
mlx::core::prepare_reshape
std::pair< bool, Strides > prepare_reshape(const array &in, const array &out)
+
mlx::core::Shape
std::vector< ShapeElem > Shape
Definition array.h:21
+
mlx::core::Strides
std::vector< int64_t > Strides
Definition array.h:22
mlx::core::move_or_copy
void move_or_copy(const array &in, array &out)
-
mlx::core::is_donatable
bool is_donatable(const array &in, const array &out)
Definition utils.h:174
-
mlx::core::enable_for_arrays_t
typename std::enable_if_t< is_arrays_v< T... > > enable_for_arrays_t
Definition array.h:614
-
mlx::core::ContiguousIterator
Definition utils.h:89
-
mlx::core::ContiguousIterator::loc
StrideT loc
Definition utils.h:142
-
mlx::core::ContiguousIterator::ContiguousIterator
ContiguousIterator(const std::vector< int > &shape, const std::vector< StrideT > &strides, int dims)
Definition utils.h:130
-
mlx::core::ContiguousIterator::seek
void seek(StrideT n)
Definition utils.h:105
-
mlx::core::ContiguousIterator::reset
void reset()
Definition utils.h:115
-
mlx::core::ContiguousIterator::ContiguousIterator
ContiguousIterator()
Definition utils.h:120
-
mlx::core::ContiguousIterator::ContiguousIterator
ContiguousIterator(const array &a)
Definition utils.h:122
-
mlx::core::ContiguousIterator::step
void step()
Definition utils.h:90
-
mlx::core::array::Flags
Definition array.h:224
-
mlx::core::array::Flags::row_contiguous
bool row_contiguous
Definition array.h:236
+
mlx::core::shared_buffer_reshape
void shared_buffer_reshape(const array &in, const Strides &out_strides, array &out)
+
mlx::core::check_contiguity
auto check_contiguity(const Shape &shape, const Strides &strides)
Definition utils.h:134
+
mlx::core::is_donatable
bool is_donatable(const array &in, const array &out)
Definition utils.h:155
+
mlx::core::enable_for_arrays_t
typename std::enable_if_t< is_arrays_v< T... > > enable_for_arrays_t
Definition array.h:615
+
mlx::core::ContiguousIterator::loc
int64_t loc
Definition utils.h:126
+
mlx::core::ContiguousIterator::ContiguousIterator
ContiguousIterator()
Definition utils.h:104
+
mlx::core::ContiguousIterator::ContiguousIterator
ContiguousIterator(const Shape &shape, const Strides &strides, int dims)
Definition utils.h:114
+
mlx::core::ContiguousIterator::ContiguousIterator
ContiguousIterator(const array &a)
Definition utils.h:106
+
mlx::core::ContiguousIterator::step
void step()
Definition utils.h:74
+
mlx::core::ContiguousIterator::seek
void seek(int64_t n)
Definition utils.h:89
+
mlx::core::ContiguousIterator::reset
void reset()
Definition utils.h:99
+
mlx::core::array::Flags
Definition array.h:225
+
mlx::core::array::Flags::row_contiguous
bool row_contiguous
Definition array.h:237
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2allocator_8h.html b/docs/build/html/backend_2metal_2allocator_8h.html index 30e7b00c3..adee1c0ca 100644 --- a/docs/build/html/backend_2metal_2allocator_8h.html +++ b/docs/build/html/backend_2metal_2allocator_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/allocator.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Classes | @@ -108,6 +122,8 @@ $(function(){ initResizable(false); }); Classes class  mlx::core::metal::MetalAllocator   +class  mlx::core::metal::Buffer +  @@ -123,54 +139,14 @@ Functions

Namespaces

MetalAllocator & mlx::core::metal::allocator ()
 
-

Variable Documentation

- -

◆ buf

- -
-
- - - - -
MTL::Buffer* buf
-
- -
-
- -

◆ next

- -
-
- - - - -
BufferHolder* next
-
- -
-
- -

◆ prev

- -
-
- - - - -
BufferHolder* prev
-
- -
-
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2allocator_8h.js b/docs/build/html/backend_2metal_2allocator_8h.js new file mode 100644 index 000000000..5cc65ba48 --- /dev/null +++ b/docs/build/html/backend_2metal_2allocator_8h.js @@ -0,0 +1,6 @@ +var backend_2metal_2allocator_8h = +[ + [ "mlx::core::metal::MetalAllocator", "classmlx_1_1core_1_1metal_1_1_metal_allocator.html", "classmlx_1_1core_1_1metal_1_1_metal_allocator" ], + [ "mlx::core::metal::Buffer", "classmlx_1_1core_1_1metal_1_1_buffer.html", "classmlx_1_1core_1_1metal_1_1_buffer" ], + [ "mlx::core::metal::allocator", "namespacemlx_1_1core_1_1metal.html#a74b3558bd518aecde6b14b0ba5e1a0d5", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2allocator_8h_source.html b/docs/build/html/backend_2metal_2allocator_8h_source.html index 8cddd5983..19036a861 100644 --- a/docs/build/html/backend_2metal_2allocator_8h_source.html +++ b/docs/build/html/backend_2metal_2allocator_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/allocator.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
allocator.h
@@ -116,21 +130,21 @@ $(function(){ initResizable(false); });
22 ~BufferCache();
23
24 MTL::Buffer* reuse_from_cache(size_t size);
-
25 void recycle_to_cache(MTL::Buffer* buf);
-
26 void release_cached_buffers(size_t min_bytes_to_free);
+
25 void recycle_to_cache(MTL::Buffer* buf);
+
26 int release_cached_buffers(size_t min_bytes_to_free);
27 size_t cache_size() {
28 return pool_size_;
29 }
-
30 void clear();
+
30 int clear();
31
32 private:
33 struct BufferHolder {
34 public:
-
35 BufferHolder(MTL::Buffer* buf_) : buf(buf_), prev(nullptr), next(nullptr) {}
+
35 BufferHolder(MTL::Buffer* buf_) : buf(buf_), prev(nullptr), next(nullptr) {}
36
-
37 BufferHolder* prev;
-
38 BufferHolder* next;
-
39 MTL::Buffer* buf;
+
37 BufferHolder* prev;
+
38 BufferHolder* next;
+
39 MTL::Buffer* buf;
40 };
41
42 void add_at_head(BufferHolder* to_add);
@@ -147,7 +161,7 @@ $(function(){ initResizable(false); });
53} // namespace
54
-
55class MetalAllocator : public allocator::Allocator {
+
55class MetalAllocator : public allocator::Allocator {
57 public:
58 virtual Buffer malloc(size_t size, bool allow_swap = false) override;
59 virtual void free(Buffer buffer) override;
@@ -180,8 +194,8 @@ $(function(){ initResizable(false); });
78
79 private:
80 MTL::Device* device_;
-
81 MetalAllocator();
-
82 friend MetalAllocator& allocator();
+
81 MetalAllocator();
+
82 friend MetalAllocator& allocator();
83
84 // Caching allocator
85 BufferCache buffer_cache_;
@@ -196,19 +210,18 @@ $(function(){ initResizable(false); });
94 size_t max_pool_size_;
95 size_t wired_limit_{0};
96 bool relaxed_{true};
-
97
-
98 std::mutex mutex_;
-
99};
+
97 size_t num_resources_{0};
+
98 size_t resource_limit_{0};
+
99
+
100 std::mutex mutex_;
+
101};
-
100
-
101MetalAllocator& allocator();
102
-
103} // namespace mlx::core::metal
+
103MetalAllocator& allocator();
+
104
+
105} // namespace mlx::core::metal
-
buf
MTL::Buffer * buf
Definition allocator.h:39
-
prev
BufferHolder * prev
Definition allocator.h:37
-
next
BufferHolder * next
Definition allocator.h:38
mlx::core::allocator::Allocator
Definition allocator.h:39
mlx::core::allocator::Buffer
Definition allocator.h:12
@@ -231,10 +244,13 @@ $(function(){ initResizable(false); });
mlx::core::metal::device
Device & device(mlx::core::Device)
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2device_8h.html b/docs/build/html/backend_2metal_2device_8h.html index 951193346..01a9c47e6 100644 --- a/docs/build/html/backend_2metal_2device_8h.html +++ b/docs/build/html/backend_2metal_2device_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/device.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Classes | @@ -145,10 +159,13 @@ Functions  
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2device_8h.js b/docs/build/html/backend_2metal_2device_8h.js new file mode 100644 index 000000000..dc0fe6fee --- /dev/null +++ b/docs/build/html/backend_2metal_2device_8h.js @@ -0,0 +1,11 @@ +var backend_2metal_2device_8h = +[ + [ "mlx::core::metal::CommandEncoder", "structmlx_1_1core_1_1metal_1_1_command_encoder.html", "structmlx_1_1core_1_1metal_1_1_command_encoder" ], + [ "mlx::core::metal::CommandEncoder::ConcurrentContext", "structmlx_1_1core_1_1metal_1_1_command_encoder_1_1_concurrent_context.html", "structmlx_1_1core_1_1metal_1_1_command_encoder_1_1_concurrent_context" ], + [ "mlx::core::metal::Fence", "structmlx_1_1core_1_1metal_1_1_fence.html", "structmlx_1_1core_1_1metal_1_1_fence" ], + [ "mlx::core::metal::DeviceStream", "structmlx_1_1core_1_1metal_1_1_device_stream.html", "structmlx_1_1core_1_1metal_1_1_device_stream" ], + [ "mlx::core::metal::Device", "classmlx_1_1core_1_1metal_1_1_device.html", "classmlx_1_1core_1_1metal_1_1_device" ], + [ "mlx::core::metal::MTLFCList", "namespacemlx_1_1core_1_1metal.html#a616e09a1ef321d527770721cef264c54", null ], + [ "mlx::core::metal::device", "namespacemlx_1_1core_1_1metal.html#a910797b74824e6ee576fbb533dee8b57", null ], + [ "mlx::core::metal::get_colocated_mtllib_path", "namespacemlx_1_1core_1_1metal.html#a5fd6ba2040e53a254b9d71ae7ebd315f", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2device_8h_source.html b/docs/build/html/backend_2metal_2device_8h_source.html index d571eed00..8421dd17c 100644 --- a/docs/build/html/backend_2metal_2device_8h_source.html +++ b/docs/build/html/backend_2metal_2device_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/device.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
device.h
@@ -134,15 +148,15 @@ $(function(){ initResizable(false); });
39 std::vector<std::tuple<const void*, MTL::DataType, NS::UInteger>>;
40
-
41struct CommandEncoder {
+
41struct CommandEncoder {
42 CommandEncoder(MTL::CommandBuffer* cbuf);
-
43 CommandEncoder(const CommandEncoder&) = delete;
-
44 CommandEncoder& operator=(const CommandEncoder&) = delete;
+
43 CommandEncoder(const CommandEncoder&) = delete;
+
44 CommandEncoder& operator=(const CommandEncoder&) = delete;
45
-
46 struct ConcurrentContext {
+
46 struct ConcurrentContext {
-
47 ConcurrentContext(CommandEncoder& enc) : enc(enc) {
+
47 ConcurrentContext(CommandEncoder& enc) : enc(enc) {
48 enc.concurrent_ = true;
49 }
@@ -156,7 +170,7 @@ $(function(){ initResizable(false); });
56
57 private:
-
58 CommandEncoder& enc;
+
58 CommandEncoder& enc;
59 };
60
@@ -245,7 +259,7 @@ $(function(){ initResizable(false); });
123
-
124struct Fence {
+
124struct Fence {
125 Fence(MTL::Fence* fence) : fence(fence) {}
126 ~Fence() {
@@ -257,7 +271,7 @@ $(function(){ initResizable(false); });
131
-
132struct DeviceStream {
+
132struct DeviceStream {
133 DeviceStream(MTL::CommandQueue* queue) : queue(queue) {};
134 ~DeviceStream() {
@@ -287,11 +301,11 @@ $(function(){ initResizable(false); });
157
-
158class Device {
+
158class Device {
159 public:
160 Device();
-
161 Device(const Device&) = delete;
-
162 Device& operator=(const Device&) = delete;
+
161 Device(const Device&) = delete;
+
162 Device& operator=(const Device&) = delete;
163 ~Device();
164
@@ -408,7 +422,7 @@ $(function(){ initResizable(false); });
269
270} // namespace mlx::core::metal
-
mlx::core::array
Definition array.h:23
+
mlx::core::array
Definition array.h:24
mlx::core::metal::Device
Definition device.h:158
mlx::core::metal::Device::set_residency_set
void set_residency_set(const MTL::ResidencySet *residency_set)
mlx::core::metal::Device::get_command_buffer_ops
int get_command_buffer_ops(int index)
@@ -472,15 +486,17 @@ $(function(){ initResizable(false); });
mlx::core::metal::DeviceStream::buffer
MTL::CommandBuffer * buffer
Definition device.h:148
mlx::core::metal::DeviceStream::buffer_ops
int buffer_ops
Definition device.h:149
mlx::core::metal::DeviceStream::temporaries
std::vector< array > temporaries
Definition device.h:155
-
mlx::core::metal::Fence
Definition device.h:124
mlx::core::metal::Fence::Fence
Fence(MTL::Fence *fence)
Definition device.h:125
mlx::core::metal::Fence::~Fence
~Fence()
Definition device.h:126
mlx::core::metal::Fence::fence
MTL::Fence * fence
Definition device.h:129
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2complex_8h.html b/docs/build/html/backend_2metal_2kernels_2complex_8h.html index 1cde7782d..c306930cc 100644 --- a/docs/build/html/backend_2metal_2kernels_2complex_8h.html +++ b/docs/build/html/backend_2metal_2kernels_2complex_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/complex.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Classes | @@ -131,10 +145,10 @@ Functions - + - +

Variables

template<typename T >
template<typename T>
static constexpr constant bool can_convert_to_complex64
 
template<typename T >
template<typename T>
static constexpr constant bool can_convert_from_complex64
 
@@ -161,7 +175,7 @@ Variables -constexpr +constexpr
@@ -190,7 +204,7 @@ Variables -constexpr +constexpr
@@ -219,7 +233,7 @@ Variables -constexpr +constexpr
@@ -248,7 +262,7 @@ Variables -constexpr +constexpr
@@ -273,7 +287,7 @@ Variables -constexpr +constexpr
@@ -302,7 +316,7 @@ Variables -constexpr +constexpr
@@ -331,7 +345,7 @@ Variables -constexpr +constexpr
@@ -360,7 +374,7 @@ Variables -constexpr +constexpr
@@ -389,7 +403,7 @@ Variables -constexpr +constexpr
@@ -418,7 +432,7 @@ Variables -constexpr +constexpr
@@ -447,7 +461,7 @@ Variables -constexpr +constexpr
@@ -461,7 +475,7 @@ Variables
-template<typename T >
+template<typename T>
@@ -472,7 +486,7 @@ template<typename T >
-staticconstexpr +staticconstexpr
@@ -488,7 +502,7 @@ template<typename T >
-template<typename T >
+template<typename T>
@@ -499,7 +513,7 @@ template<typename T >
-staticconstexpr +staticconstexpr
@@ -509,10 +523,13 @@ template<typename T >
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2complex_8h.js b/docs/build/html/backend_2metal_2kernels_2complex_8h.js new file mode 100644 index 000000000..8707a287c --- /dev/null +++ b/docs/build/html/backend_2metal_2kernels_2complex_8h.js @@ -0,0 +1,17 @@ +var backend_2metal_2kernels_2complex_8h = +[ + [ "complex64_t", "structcomplex64__t.html", "structcomplex64__t" ], + [ "operator%", "backend_2metal_2kernels_2complex_8h.html#aaf53122a07c8eca858b5a8e38ae280e0", null ], + [ "operator*", "backend_2metal_2kernels_2complex_8h.html#a681d4fb076973f58f7dac894ec62a385", null ], + [ "operator+", "backend_2metal_2kernels_2complex_8h.html#ad6af5c6c5ed4898b49758618e5aee189", null ], + [ "operator-", "backend_2metal_2kernels_2complex_8h.html#af5608264cf920688607059b4e8cd3117", null ], + [ "operator-", "backend_2metal_2kernels_2complex_8h.html#a226cfd54d49f02e35c5aab3139c7596b", null ], + [ "operator/", "backend_2metal_2kernels_2complex_8h.html#ae6a708f67d6fd9b0962aa8877cec6d35", null ], + [ "operator<", "backend_2metal_2kernels_2complex_8h.html#a67674e32596a9dae2258bb8e0e6a2058", null ], + [ "operator<=", "backend_2metal_2kernels_2complex_8h.html#aee04c9a63c6716a99a027418354debb0", null ], + [ "operator==", "backend_2metal_2kernels_2complex_8h.html#abfc19f03616441245dfc7726b278f190", null ], + [ "operator>", "backend_2metal_2kernels_2complex_8h.html#a032a8d3eec2384c9f03066f7fd945995", null ], + [ "operator>=", "backend_2metal_2kernels_2complex_8h.html#aafbd686c180398c98b33d7643f893a46", null ], + [ "can_convert_from_complex64", "backend_2metal_2kernels_2complex_8h.html#ab149db78f6f19b8da6297dac4c36d893", null ], + [ "can_convert_to_complex64", "backend_2metal_2kernels_2complex_8h.html#a4f90ad54f4fae363e8d3cc41d539557b", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2kernels_2complex_8h_source.html b/docs/build/html/backend_2metal_2kernels_2complex_8h_source.html index 9f5645c71..0836cb7ca 100644 --- a/docs/build/html/backend_2metal_2kernels_2complex_8h_source.html +++ b/docs/build/html/backend_2metal_2kernels_2complex_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/complex.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
complex.h
@@ -111,7 +125,7 @@ $(function(){ initResizable(false); });
18 (is_convertible_v<float, T> || is_convertible_v<bfloat16_t, T>);
19
-
20struct complex64_t {
+
20struct complex64_t {
21 float real;
22 float imag;
23
@@ -280,10 +294,13 @@ $(function(){ initResizable(false); });
complex64_t::complex64_t
constexpr complex64_t(T x) device
Definition complex.h:43
complex64_t::complex64_t
constexpr complex64_t(float real, float imag)
Definition complex.h:25
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2fft_8h.html b/docs/build/html/backend_2metal_2kernels_2fft_8h.html index 498ee99f4..6c9aadde9 100644 --- a/docs/build/html/backend_2metal_2kernels_2fft_8h.html +++ b/docs/build/html/backend_2metal_2kernels_2fft_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/fft.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Macros | @@ -123,21 +137,21 @@ Functions METAL_FUNC void radix_butterfly (int i, int p, thread float2 *x, thread short *indices, thread float2 *y)   template<int radix, RadixFunc radix_func> -METAL_FUNC void radix_n_steps (int i, thread int *p, int m, int n, int num_steps, thread float2 *inputs, thread short *indices, thread float2 *values, threadgroup float2 *buf) +METAL_FUNC void radix_n_steps (int i, thread int *p, int m, int n, int num_steps, thread float2 *inputs, thread short *indices, thread float2 *values, threadgroup float2 *buf)   template<bool rader = false> -METAL_FUNC void perform_fft (int fft_idx, thread int *p, int m, int n, threadgroup float2 *buf) +METAL_FUNC void perform_fft (int fft_idx, thread int *p, int m, int n, threadgroup float2 *buf)   -template<int tg_mem_size, typename in_T , typename out_T > +template<int tg_mem_size, typename in_T, typename out_T> void fft (const device in_T *in, device out_T *out, constant const int &n, constant const int &batch_size, uint3 elem, uint3 grid)   -template<int tg_mem_size, typename in_T , typename out_T > +template<int tg_mem_size, typename in_T, typename out_T> void rader_fft (const device in_T *in, device out_T *out, const device float2 *raders_b_q, const device short *raders_g_q, const device short *raders_g_minus_q, constant const int &n, constant const int &batch_size, constant const int &rader_n, uint3 elem, uint3 grid)   -template<int tg_mem_size, typename in_T , typename out_T > +template<int tg_mem_size, typename in_T, typename out_T> void bluestein_fft (const device in_T *in, device out_T *out, const device float2 *w_q, const device float2 *w_k, constant const int &length, constant const int &n, constant const int &batch_size, uint3 elem, uint3 grid)   -template<int tg_mem_size, typename in_T , typename out_T , int step, bool real = false> +template<int tg_mem_size, typename in_T, typename out_T, int step, bool real = false> void four_step_fft (const device in_T *in, device out_T *out, constant const int &n1, constant const int &n2, constant const int &batch_size, uint3 elem, uint3 grid)   @@ -241,8 +255,7 @@ Variables
Value:
radix_n_steps<radix, radix_func>( \
-
fft_idx, p, m, n, num_steps, inputs, indices, values, buf);
-
buf
MTL::Buffer * buf
Definition allocator.h:39
+
fft_idx, p, m, n, num_steps, inputs, indices, values, buf);
radix_n_steps
METAL_FUNC void radix_n_steps(int i, thread int *p, int m, int n, int num_steps, thread float2 *inputs, thread short *indices, thread float2 *values, threadgroup float2 *buf)
Definition fft.h:100
@@ -269,7 +282,7 @@ Variables
-template<int tg_mem_size, typename in_T , typename out_T >
+template<int tg_mem_size, typename in_T, typename out_T>
@@ -327,7 +340,7 @@ template<int tg_mem_size, typename in_T , typename out_T >
-template<int tg_mem_size, typename in_T , typename out_T >
+template<int tg_mem_size, typename in_T, typename out_T>
void bluestein_fft
@@ -370,7 +383,7 @@ template<int tg_mem_size, typename in_T , typename out_T >
-template<int tg_mem_size, typename in_T , typename out_T , int step, bool real = false>
+template<int tg_mem_size, typename in_T, typename out_T, int step, bool real = false>
void fft
@@ -456,7 +469,7 @@ template<bool rader = false>
-template<int tg_mem_size, typename in_T , typename out_T >
+template<int tg_mem_size, typename in_T, typename out_T>
void four_step_fft
@@ -625,7 +638,7 @@ template<int radix, R
void rader_fft
-staticconstexpr +staticconstexpr
@@ -647,7 +660,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -669,7 +682,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -691,7 +704,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -713,7 +726,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -735,7 +748,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -757,7 +770,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -779,7 +792,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -801,7 +814,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -823,7 +836,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -845,7 +858,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -867,7 +880,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -889,7 +902,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -911,7 +924,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -933,7 +946,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -955,7 +968,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -977,7 +990,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -999,7 +1012,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -1021,7 +1034,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -1043,7 +1056,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -1065,7 +1078,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -1087,7 +1100,7 @@ template<int radix, R -staticconstexpr +staticconstexpr
@@ -1095,10 +1108,13 @@ template<int radix, R
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2fft_8h.js b/docs/build/html/backend_2metal_2kernels_2fft_8h.js new file mode 100644 index 000000000..4f55396c1 --- /dev/null +++ b/docs/build/html/backend_2metal_2kernels_2fft_8h.js @@ -0,0 +1,36 @@ +var backend_2metal_2kernels_2fft_8h = +[ + [ "MAX_OUTPUT_SIZE", "backend_2metal_2kernels_2fft_8h.html#a28d683cf067736d76f867f30c066317e", null ], + [ "MAX_RADIX", "backend_2metal_2kernels_2fft_8h.html#a7b6e56afa21f022c5e754b000955735a", null ], + [ "RADIX_STEP", "backend_2metal_2kernels_2fft_8h.html#a794032d3a9acff0e31c77c69d0007f10", null ], + [ "RadixFunc", "backend_2metal_2kernels_2fft_8h.html#a6ba62eabfd5428644aabf89ddaa0128d", null ], + [ "bluestein_fft", "backend_2metal_2kernels_2fft_8h.html#a0abc609e9756475800e996775a96a87e", null ], + [ "fft", "backend_2metal_2kernels_2fft_8h.html#a4010b0e151e5f01e610e9c32234458c7", null ], + [ "four_step_fft", "backend_2metal_2kernels_2fft_8h.html#a6558a8205ee4c3e4767bafa93f7606de", null ], + [ "perform_fft", "backend_2metal_2kernels_2fft_8h.html#a050ead8fa5cacdaec13d68ca3c0dcb81", null ], + [ "rader_fft", "backend_2metal_2kernels_2fft_8h.html#ad123452303f6415904f3592f660769b8", null ], + [ "radix_butterfly", "backend_2metal_2kernels_2fft_8h.html#a278d980ed397e6841ce0af44b9aa4396", null ], + [ "radix_n_steps", "backend_2metal_2kernels_2fft_8h.html#aba8d32e0911499671df93678f39da08b", null ], + [ "elems_per_thread_", "backend_2metal_2kernels_2fft_8h.html#ad395c11e6f2aee72cd1928fba93a35a3", null ], + [ "inv_", "backend_2metal_2kernels_2fft_8h.html#a7a83318497519ff3ff0141b7d511ed38", null ], + [ "is_power_of_2_", "backend_2metal_2kernels_2fft_8h.html#a2a4df90e329b84ee6c1890ba7c265c9c", null ], + [ "rader_11_steps_", "backend_2metal_2kernels_2fft_8h.html#a1f3c377d05da52429172e64132dba750", null ], + [ "rader_13_steps_", "backend_2metal_2kernels_2fft_8h.html#a20d24f3e040d3d226a70d4dd7c9ac6a9", null ], + [ "rader_2_steps_", "backend_2metal_2kernels_2fft_8h.html#a2d725bfd4c30be4c605b5c4559a62892", null ], + [ "rader_3_steps_", "backend_2metal_2kernels_2fft_8h.html#adb129cc3808c08fd95af9795bfc7ae63", null ], + [ "rader_4_steps_", "backend_2metal_2kernels_2fft_8h.html#ac7c58404df0434d4f861db62d3471870", null ], + [ "rader_5_steps_", "backend_2metal_2kernels_2fft_8h.html#afea05e9a7105bafbaafca25042f4d1b4", null ], + [ "rader_6_steps_", "backend_2metal_2kernels_2fft_8h.html#a020469d1aca557ff1b49414f121dedbb", null ], + [ "rader_7_steps_", "backend_2metal_2kernels_2fft_8h.html#a0d437aef17faf8d9707ae7ffe68fdb30", null ], + [ "rader_8_steps_", "backend_2metal_2kernels_2fft_8h.html#ac6123e111816dd62a11ccb86b66fa3e9", null ], + [ "rader_m_", "backend_2metal_2kernels_2fft_8h.html#ac309c77ef775a3ef13850c5287a86480", null ], + [ "radix_11_steps_", "backend_2metal_2kernels_2fft_8h.html#a7cd17bff8bc567f71d4789ee31fa07f2", null ], + [ "radix_13_steps_", "backend_2metal_2kernels_2fft_8h.html#abb079b86e89ca88ce13a179d9ec566af", null ], + [ "radix_2_steps_", "backend_2metal_2kernels_2fft_8h.html#a53fdc660e99e6b5db6808bbd596cd374", null ], + [ "radix_3_steps_", "backend_2metal_2kernels_2fft_8h.html#a579123b7be825f08f3076287dded08e3", null ], + [ "radix_4_steps_", "backend_2metal_2kernels_2fft_8h.html#a12d99a846c3686806bab6c42148e1039", null ], + [ "radix_5_steps_", "backend_2metal_2kernels_2fft_8h.html#a903d5239b5f73577c559e97ff910892d", null ], + [ "radix_6_steps_", "backend_2metal_2kernels_2fft_8h.html#a2f7f7cc2423cfcd4998d1a2a0363c3e2", null ], + [ "radix_7_steps_", "backend_2metal_2kernels_2fft_8h.html#a2145cc8ab4d07583a735317b3cf60d55", null ], + [ "radix_8_steps_", "backend_2metal_2kernels_2fft_8h.html#a3cb03a97a209ba1346375e720ee76177", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2kernels_2fft_8h_source.html b/docs/build/html/backend_2metal_2kernels_2fft_8h_source.html index 85d097d05..5f9dbbd09 100644 --- a/docs/build/html/backend_2metal_2kernels_2fft_8h_source.html +++ b/docs/build/html/backend_2metal_2kernels_2fft_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/fft.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
fft.h
@@ -202,7 +216,7 @@ $(function(){ initResizable(false); });
106 thread float2* inputs,
107 thread short* indices,
108 thread float2* values,
-
109 threadgroup float2* buf) {
+
109 threadgroup float2* buf) {
110 int m_r = n / radix;
111 // When combining different sized radices, we have to do
112 // multiple butterflies in a single thread.
@@ -220,7 +234,7 @@ $(function(){ initResizable(false); });
124 index = i + t * m;
125 if (index < m_r) {
126 for (int r = 0; r < radix; r++) {
-
127 inputs[r] = buf[index + r * m_r];
+
127 inputs[r] = buf[index + r * m_r];
128 }
129 radix_butterfly<radix, radix_func>(
130 index, *p, inputs, indices + t * radix, values + t * radix);
@@ -235,7 +249,7 @@ $(function(){ initResizable(false); });
139 if (index < m_r) {
140 for (int r = 0; r < radix; r++) {
141 r_index = t * radix + r;
-
142 buf[indices[r_index]] = values[r_index];
+
142 buf[indices[r_index]] = values[r_index];
143 }
144 }
145 }
@@ -256,7 +270,7 @@ $(function(){ initResizable(false); });
157template <bool rader = false>
158METAL_FUNC void
-
159perform_fft(int fft_idx, thread int* p, int m, int n, threadgroup float2* buf) {
+
159perform_fft(int fft_idx, thread int* p, int m, int n, threadgroup float2* buf) {
160 float2 inputs[MAX_RADIX];
161 short indices[MAX_OUTPUT_SIZE];
162 float2 values[MAX_OUTPUT_SIZE];
@@ -310,9 +324,9 @@ $(function(){ initResizable(false); });
208 int fft_idx = elem.z; // Thread index in DFT
209 int m = grid.z; // Threads per DFT
210 int tg_idx = elem.y * n; // Index of this DFT in threadgroup
-
211 threadgroup float2* buf = &shared_in[tg_idx];
+
211 threadgroup float2* buf = &shared_in[tg_idx];
212
-
213 perform_fft(fft_idx, &p, m, n, buf);
+
213 perform_fft(fft_idx, &p, m, n, buf);
214
215 read_writer.write();
216}
@@ -379,7 +393,7 @@ $(function(){ initResizable(false); });
275
276 int fft_idx = elem.z;
277 int tg_idx = elem.y * n;
-
278 threadgroup float2* buf = &shared_in[tg_idx];
+
278 threadgroup float2* buf = &shared_in[tg_idx];
279
280 // rader_m = n / rader_n;
281 int rader_m = rader_m_;
@@ -391,7 +405,7 @@ $(function(){ initResizable(false); });
287 // 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
288 short x_0_index =
289 metal::min(fft_idx * elems_per_thread_ / (rader_n - 1), rader_m - 1);
-
290 float2 x_0[2] = {buf[x_0_index], buf[x_0_index + 1]};
+
290 float2 x_0[2] = {buf[x_0_index], buf[x_0_index + 1]};
291
292 // Do the Rader permutation in shared memory
293 float2 temp[MAX_RADIX];
@@ -399,26 +413,26 @@ $(function(){ initResizable(false); });
295 for (int e = 0; e < elems_per_thread_; e++) {
296 short index = metal::min(fft_idx * elems_per_thread_ + e, max_index);
297 short g_q = raders_g_q[index / rader_m];
-
298 temp[e] = buf[rader_m + (g_q - 1) * rader_m + index % rader_m];
+
298 temp[e] = buf[rader_m + (g_q - 1) * rader_m + index % rader_m];
299 }
300
301 threadgroup_barrier(mem_flags::mem_threadgroup);
302
303 for (int e = 0; e < elems_per_thread_; e++) {
304 short index = metal::min(fft_idx * elems_per_thread_ + e, max_index);
-
305 buf[index + rader_m] = temp[e];
+
305 buf[index + rader_m] = temp[e];
306 }
307
308 threadgroup_barrier(mem_flags::mem_threadgroup);
309
310 // Rader FFT on x[rader_m:]
311 int p = 1;
-
312 perform_fft</*rader=*/true>(fft_idx, &p, m, n - rader_m, buf + rader_m);
+
312 perform_fft</*rader=*/true>(fft_idx, &p, m, n - rader_m, buf + rader_m);
313
314 // x_1 + ... + x_n is computed for us in the first FFT step so
315 // we save it in the first rader_m indices of the array for later.
316 int x_sum_index = metal::min(fft_idx, rader_m - 1);
-
317 buf[x_sum_index] = buf[rader_m + x_sum_index * (rader_n - 1)];
+
317 buf[x_sum_index] = buf[rader_m + x_sum_index * (rader_n - 1)];
318
319 float2 inv = {1.0f, -1.0f};
320 for (int e = 0; e < elems_per_thread_; e++) {
@@ -426,7 +440,7 @@ $(function(){ initResizable(false); });
322 short interleaved_index =
323 index / rader_m + (index % rader_m) * (rader_n - 1);
324 temp[e] = complex_mul(
-
325 buf[rader_m + interleaved_index],
+
325 buf[rader_m + interleaved_index],
326 raders_b_q[interleaved_index % (rader_n - 1)]);
327 }
328
@@ -434,25 +448,25 @@ $(function(){ initResizable(false); });
330
331 for (int e = 0; e < elems_per_thread_; e++) {
332 short index = metal::min(fft_idx * elems_per_thread_ + e, max_index);
-
333 buf[rader_m + index] = temp[e] * inv;
+
333 buf[rader_m + index] = temp[e] * inv;
334 }
335
336 threadgroup_barrier(mem_flags::mem_threadgroup);
337
338 // Rader IFFT on x[rader_m:]
339 p = 1;
-
340 perform_fft</*rader=*/true>(fft_idx, &p, m, n - rader_m, buf + rader_m);
+
340 perform_fft</*rader=*/true>(fft_idx, &p, m, n - rader_m, buf + rader_m);
341
342 float2 rader_inv_factor = {1.0f / (rader_n - 1), -1.0f / (rader_n - 1)};
343
344 for (int e = 0; e < elems_per_thread_; e++) {
345 short index = metal::min(fft_idx * elems_per_thread_ + e, n - rader_m - 1);
346 short diff_index = index / (rader_n - 1) - x_0_index;
-
347 temp[e] = buf[rader_m + index] * rader_inv_factor + x_0[diff_index];
+
347 temp[e] = buf[rader_m + index] * rader_inv_factor + x_0[diff_index];
348 }
349
350 // Use the sum of elements that was computed in the first FFT
-
351 float2 x_sum = buf[x_0_index] + x_0[0];
+
351 float2 x_sum = buf[x_0_index] + x_0[0];
352
353 threadgroup_barrier(mem_flags::mem_threadgroup);
354
@@ -461,15 +475,15 @@ $(function(){ initResizable(false); });
357 short g_q_index = index % (rader_n - 1);
358 short g_q = raders_g_minus_q[g_q_index];
359 short out_index = index - g_q_index + g_q + (index / (rader_n - 1));
-
360 buf[out_index] = temp[e];
+
360 buf[out_index] = temp[e];
361 }
362
-
363 buf[x_0_index * rader_n] = x_sum;
+
363 buf[x_0_index * rader_n] = x_sum;
364
365 threadgroup_barrier(mem_flags::mem_threadgroup);
366
367 p = rader_n;
-
368 perform_fft(fft_idx, &p, m, n, buf);
+
368 perform_fft(fft_idx, &p, m, n, buf);
369
370 read_writer.write();
371}
@@ -520,22 +534,22 @@ $(function(){ initResizable(false); });
414 int fft_idx = elem.z; // Thread index in DFT
415 int m = grid.z; // Threads per DFT
416 int tg_idx = elem.y * n; // Index of this DFT in threadgroup
-
417 threadgroup float2* buf = &shared_in[tg_idx];
+
417 threadgroup float2* buf = &shared_in[tg_idx];
418
419 // fft
-
420 perform_fft(fft_idx, &p, m, n, buf);
+
420 perform_fft(fft_idx, &p, m, n, buf);
421
422 float2 inv = float2(1.0f, -1.0f);
423 for (int t = 0; t < elems_per_thread_; t++) {
424 int index = fft_idx + t * m;
-
425 buf[index] = complex_mul(buf[index], w_q[index]) * inv;
+
425 buf[index] = complex_mul(buf[index], w_q[index]) * inv;
426 }
427
428 threadgroup_barrier(mem_flags::mem_threadgroup);
429
430 // ifft
431 p = 1;
-
432 perform_fft(fft_idx, &p, m, n, buf);
+
432 perform_fft(fft_idx, &p, m, n, buf);
433
434 read_writer.write_padded(length, w_k);
435}
@@ -566,7 +580,7 @@ $(function(){ initResizable(false); });
458 int fft_idx = elem.z;
459
460 threadgroup float2 shared_in[tg_mem_size];
-
461 threadgroup float2* buf = &shared_in[elem.y * n];
+
461 threadgroup float2* buf = &shared_in[elem.y * n];
462
463 using read_writer_t = ReadWriter<in_T, out_T, step, real>;
464 read_writer_t read_writer = read_writer_t(
@@ -588,12 +602,11 @@ $(function(){ initResizable(false); });
480 threadgroup_barrier(mem_flags::mem_threadgroup);
481
482 int p = 1;
-
483 perform_fft(fft_idx, &p, m, n, buf);
+
483 perform_fft(fft_idx, &p, m, n, buf);
484
485 read_writer.write_strided(stride, overall_n);
486}
-
buf
MTL::Buffer * buf
Definition allocator.h:39
rader_6_steps_
static constant constexpr const int rader_6_steps_
Definition fft.h:43
perform_fft
METAL_FUNC void perform_fft(int fft_idx, thread int *p, int m, int n, threadgroup float2 *buf)
Definition fft.h:159
bluestein_fft
void bluestein_fft(const device in_T *in, device out_T *out, const device float2 *w_q, const device float2 *w_k, constant const int &length, constant const int &n, constant const int &batch_size, uint3 elem, uint3 grid)
Definition fft.h:374
@@ -649,10 +662,13 @@ $(function(){ initResizable(false); });
STEEL_CONST
#define STEEL_CONST
Definition defines.h:3
ReadWriter
Definition readwrite.h:35
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2jit_2bf16_8h.html b/docs/build/html/backend_2metal_2kernels_2jit_2bf16_8h.html index 563d1b301..9aeb476fc 100644 --- a/docs/build/html/backend_2metal_2kernels_2jit_2bf16_8h.html +++ b/docs/build/html/backend_2metal_2kernels_2jit_2bf16_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/jit/bf16.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Macros
@@ -151,10 +165,13 @@ Macros
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2jit_2bf16_8h.js b/docs/build/html/backend_2metal_2kernels_2jit_2bf16_8h.js new file mode 100644 index 000000000..9545bed3d --- /dev/null +++ b/docs/build/html/backend_2metal_2kernels_2jit_2bf16_8h.js @@ -0,0 +1,6 @@ +var backend_2metal_2kernels_2jit_2bf16_8h = +[ + [ "jit_else", "backend_2metal_2kernels_2jit_2bf16_8h.html#a4b2f08732045407adc7ee181e39e5ae3", null ], + [ "jit_endif", "backend_2metal_2kernels_2jit_2bf16_8h.html#a5049b44a1fffcb837e0c470ae4cafc56", null ], + [ "jit_if", "backend_2metal_2kernels_2jit_2bf16_8h.html#aaf5bb88c2349054a6c4c2aefee63d3d2", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2kernels_2jit_2bf16_8h_source.html b/docs/build/html/backend_2metal_2kernels_2jit_2bf16_8h_source.html index fd1428656..abcd64be5 100644 --- a/docs/build/html/backend_2metal_2kernels_2jit_2bf16_8h_source.html +++ b/docs/build/html/backend_2metal_2kernels_2jit_2bf16_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/jit/bf16.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
bf16.h
@@ -112,10 +126,13 @@ $(function(){ initResizable(false); });
jit_if
#define jit_if
Definition bf16.h:4
bf16.h
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2metal__3__0_2bf16_8h.html b/docs/build/html/backend_2metal_2kernels_2metal__3__0_2bf16_8h.html index 76a2309e8..f3a9773dc 100644 --- a/docs/build/html/backend_2metal_2kernels_2metal__3__0_2bf16_8h.html +++ b/docs/build/html/backend_2metal_2kernels_2metal__3__0_2bf16_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/metal_3_0/bf16.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Classes | @@ -827,10 +841,10 @@ Functions - + - +

Variables

template<typename T >
template<typename T>
static constexpr constant bool can_convert_to_bfloat
 
template<typename T >
template<typename T>
static constexpr constant bool can_convert_from_bfloat
 
@@ -1163,7 +1177,7 @@ Variables -inline +inline
@@ -1188,7 +1202,7 @@ Variables -constexpr +constexpr
@@ -1213,7 +1227,7 @@ Variables -constexpr +constexpr
@@ -1242,7 +1256,7 @@ Variables -constexpr +constexpr
@@ -1271,7 +1285,7 @@ Variables -constexpr +constexpr
@@ -1300,7 +1314,7 @@ Variables -constexpr +constexpr
@@ -1329,7 +1343,7 @@ Variables -constexpr +constexpr
@@ -1358,7 +1372,7 @@ Variables -constexpr +constexpr
@@ -1387,7 +1401,7 @@ Variables -constexpr +constexpr
@@ -1416,7 +1430,7 @@ Variables -constexpr +constexpr
@@ -1445,7 +1459,7 @@ Variables -constexpr +constexpr
@@ -1474,7 +1488,7 @@ Variables -constexpr +constexpr
@@ -1503,7 +1517,7 @@ Variables -constexpr +constexpr
@@ -1532,7 +1546,7 @@ Variables -constexpr +constexpr
@@ -1561,7 +1575,7 @@ Variables -constexpr +constexpr
@@ -1590,7 +1604,7 @@ Variables -constexpr +constexpr
@@ -1619,7 +1633,7 @@ Variables -constexpr +constexpr
@@ -1648,7 +1662,7 @@ Variables -constexpr +constexpr
@@ -1677,7 +1691,7 @@ Variables -constexpr +constexpr
@@ -1706,7 +1720,7 @@ Variables -constexpr +constexpr
@@ -1735,7 +1749,7 @@ Variables -constexpr +constexpr
@@ -1764,7 +1778,7 @@ Variables -constexpr +constexpr
@@ -1793,7 +1807,7 @@ Variables -constexpr +constexpr
@@ -1822,7 +1836,7 @@ Variables -constexpr +constexpr
@@ -1851,7 +1865,7 @@ Variables -constexpr +constexpr
@@ -1880,7 +1894,7 @@ Variables -constexpr +constexpr
@@ -1909,7 +1923,7 @@ Variables -constexpr +constexpr
@@ -1938,7 +1952,7 @@ Variables -constexpr +constexpr
@@ -1967,7 +1981,7 @@ Variables -constexpr +constexpr
@@ -1996,7 +2010,7 @@ Variables -constexpr +constexpr
@@ -2025,7 +2039,7 @@ Variables -constexpr +constexpr
@@ -2054,7 +2068,7 @@ Variables -constexpr +constexpr
@@ -2083,7 +2097,7 @@ Variables -constexpr +constexpr
@@ -2112,7 +2126,7 @@ Variables -constexpr +constexpr
@@ -2141,7 +2155,7 @@ Variables -constexpr +constexpr
@@ -2170,7 +2184,7 @@ Variables -constexpr +constexpr
@@ -2199,7 +2213,7 @@ Variables -constexpr +constexpr
@@ -2228,7 +2242,7 @@ Variables -constexpr +constexpr
@@ -2257,7 +2271,7 @@ Variables -constexpr +constexpr
@@ -2286,7 +2300,7 @@ Variables -constexpr +constexpr
@@ -2315,7 +2329,7 @@ Variables -constexpr +constexpr
@@ -2344,7 +2358,7 @@ Variables -constexpr +constexpr
@@ -2373,7 +2387,7 @@ Variables -constexpr +constexpr
@@ -2402,7 +2416,7 @@ Variables -constexpr +constexpr
@@ -2431,7 +2445,7 @@ Variables -constexpr +constexpr
@@ -2460,7 +2474,7 @@ Variables -constexpr +constexpr
@@ -2489,7 +2503,7 @@ Variables -constexpr +constexpr
@@ -2518,7 +2532,7 @@ Variables -constexpr +constexpr
@@ -2547,7 +2561,7 @@ Variables -constexpr +constexpr
@@ -2576,7 +2590,7 @@ Variables -constexpr +constexpr
@@ -2605,7 +2619,7 @@ Variables -constexpr +constexpr
@@ -2634,7 +2648,7 @@ Variables -constexpr +constexpr
@@ -2663,7 +2677,7 @@ Variables -constexpr +constexpr
@@ -2692,7 +2706,7 @@ Variables -constexpr +constexpr
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"backend_2metal_2kernels_2metal__3__0_2bf16_8h.html#a8d066e48cf3e2a0583c71816fa40f7f4", null ], + [ "can_convert_from_bfloat", "backend_2metal_2kernels_2metal__3__0_2bf16_8h.html#a7e5992f7fcd8f2cdadcc1d7f6aefbb5a", null ], + [ "can_convert_to_bfloat", "backend_2metal_2kernels_2metal__3__0_2bf16_8h.html#aae77817d261452b2f001f4d947a3e04e", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2kernels_2metal__3__0_2bf16_8h_source.html b/docs/build/html/backend_2metal_2kernels_2metal__3__0_2bf16_8h_source.html index 9c4dd6bcd..76a2d5932 100644 --- a/docs/build/html/backend_2metal_2kernels_2metal__3__0_2bf16_8h_source.html +++ b/docs/build/html/backend_2metal_2kernels_2metal__3__0_2bf16_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/metal_3_0/bf16.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
bf16.h
@@ -98,7 +112,7 @@ $(function(){ initResizable(false); });
5#include <metal_stdlib>
6
7using namespace metal;
-
8
+
8
10// Helpers
12
@@ -135,17 +149,17 @@ $(function(){ initResizable(false); });
40template <typename T>
41static constexpr constant bool can_convert_from_bfloat =
42 !is_same_v<T, _MLX_BFloat16> && is_convertible_v<float, T>;
-
43
+
43
45// Bfloat struct
47
-
48struct _MLX_BFloat16 {
+
48struct _MLX_BFloat16 {
50 // Constructors
51 uint16_t bits_;
52 _MLX_BFloat16() thread = default;
-
53 _MLX_BFloat16() threadgroup = default;
-
54 _MLX_BFloat16() device = default;
-
55 _MLX_BFloat16() constant = default;
+
53 _MLX_BFloat16() threadgroup = default;
+
54 _MLX_BFloat16() device = default;
+
55 _MLX_BFloat16() constant = default;
56
57 struct bits_to_bfloat_struct {};
@@ -157,7 +171,7 @@ $(function(){ initResizable(false); });
61 constexpr METAL_FUNC _MLX_BFloat16(uint16_t bits, bits_to_bfloat_struct)
62 : bits_(bits) {}
-
63
+
63
65 // Conversions to bfloat
66
67 template <
@@ -191,7 +205,7 @@ $(function(){ initResizable(false); });
88 constexpr METAL_FUNC _MLX_BFloat16(T x) constant
89 : bits_(float_to_bfloat_bits(static_cast<float>(x))) {}
-
90
+
90
92 // Conversions from bfloat
93
94 template <
@@ -231,16 +245,16 @@ $(function(){ initResizable(false); });
121};
-
122
+
122
124// Bfloat operators
-
126
+
126
128// Unary ops
129constexpr METAL_FUNC _MLX_BFloat16 operator-(_MLX_BFloat16 x) {
130 return -static_cast<float>(x);
131}
-
132
+
132
134// Binary operators
135#define bfloat_binop_base(__op__, __operator__, otype, atype, btype, ctype) \
@@ -258,7 +272,7 @@ $(function(){ initResizable(false); });
145 return static_cast<ctype>(lhs) __op__ static_cast<ctype>(rhs); \
146 }
-
147
+
147
149// Arithmetic Operators
150#define bfloat_binop(_op_, _operator_) \
@@ -276,7 +290,7 @@ $(function(){ initResizable(false); });
161bfloat_binop(-, operator-);
162bfloat_binop(*, operator*);
163bfloat_binop(/, operator/);
-
164
+
164
166// Comparison ops
167#define bfloat_compop(__op__, __operator__) \
@@ -301,7 +315,7 @@ $(function(){ initResizable(false); });
185#undef bfloat_binop_base
186#undef bfloat_binop_helper
187#undef bfloat_binop
-
188
+
188
190// Inplace Operators
191#define bfloat_inplace_op_helper(__op__, __operator__, itype, addr_space) \
@@ -364,11 +378,11 @@ $(function(){ initResizable(false); });
243
244#undef bfloat_inplace_op_helper
245#undef bfloat_inplace_op_addr_space_helper
-
246
+
246
248// Bfloat typedef
250
-
251typedef struct _MLX_BFloat16 bfloat16_t;
-
252
+
251typedef struct _MLX_BFloat16 bfloat16_t;
+
252
254// Bfloat numeric limits
256
257#pragma METAL internals : enable
@@ -377,58 +391,58 @@ $(function(){ initResizable(false); });
260
261template <>
-
262struct _numeric_limits_impl<bfloat16_t> : _fp_numeric_limits_impl_base {
-
263 static constexpr constant int digits = 8;
-
264 static constexpr constant int digits10 = 2;
-
265 static constexpr constant int max_digits10 = 4;
-
266 static constexpr constant int radix = 2;
-
267 static constexpr constant int min_exponent = -125;
-
268 static constexpr constant int min_exponent10 = -37;
-
269 static constexpr constant int max_exponent = 128;
-
270 static constexpr constant int max_exponent10 = 38;
+
262struct _numeric_limits_impl<bfloat16_t> : _fp_numeric_limits_impl_base {
+
263 static constexpr constant int digits = 8;
+
264 static constexpr constant int digits10 = 2;
+
265 static constexpr constant int max_digits10 = 4;
+
266 static constexpr constant int radix = 2;
+
267 static constexpr constant int min_exponent = -125;
+
268 static constexpr constant int min_exponent10 = -37;
+
269 static constexpr constant int max_exponent = 128;
+
270 static constexpr constant int max_exponent10 = 38;
271
-
272 static constexpr bfloat16_t min() {
+
272 static constexpr bfloat16_t min() {
273 return _MLX_BFloat16(0x0080, _MLX_BFloat16::bits_to_bfloat());
274 }
-
275 static constexpr bfloat16_t lowest() {
+
275 static constexpr bfloat16_t lowest() {
276 return _MLX_BFloat16(0xFF7F, _MLX_BFloat16::bits_to_bfloat());
277 }
-
278 static constexpr bfloat16_t max() {
+
278 static constexpr bfloat16_t max() {
279 return _MLX_BFloat16(0x7F7F, _MLX_BFloat16::bits_to_bfloat());
280 }
-
281 static constexpr bfloat16_t epsilon() {
+
281 static constexpr bfloat16_t epsilon() {
282 return _MLX_BFloat16(0x3C00, _MLX_BFloat16::bits_to_bfloat());
283 }
-
284 static constexpr bfloat16_t round_error() {
+
284 static constexpr bfloat16_t round_error() {
285 return _MLX_BFloat16(0x3F00, _MLX_BFloat16::bits_to_bfloat());
286 }
-
287 static constexpr bfloat16_t infinity() {
+
287 static constexpr bfloat16_t infinity() {
288 return _MLX_BFloat16(0x7F80, _MLX_BFloat16::bits_to_bfloat());
289 }
-
290 static constexpr bfloat16_t quiet_NaN() {
+
290 static constexpr bfloat16_t quiet_NaN() {
291 return _MLX_BFloat16(0x7FC0, _MLX_BFloat16::bits_to_bfloat());
292 }
-
293 static constexpr bfloat16_t signaling_NaN() {
+
293 static constexpr bfloat16_t signaling_NaN() {
294 return _MLX_BFloat16(0x7F80, _MLX_BFloat16::bits_to_bfloat());
295 }
-
296 static constexpr bfloat16_t denorm_min() {
+
296 static constexpr bfloat16_t denorm_min() {
297 return _MLX_BFloat16(0x0001, _MLX_BFloat16::bits_to_bfloat());
298 }
@@ -445,13 +459,13 @@ $(function(){ initResizable(false); });
306
307#pragma METAL internals : disable
-
308inline uint16_t bfloat16_to_uint16(const bfloat16_t x) {
+
308inline uint16_t bfloat16_to_uint16(const bfloat16_t x) {
309 return x.bits_;
310}
311
-
312inline bfloat16_t uint16_to_bfloat16(const uint16_t x) {
+
312inline bfloat16_t uint16_to_bfloat16(const uint16_t x) {
313 return _MLX_BFloat16(x, _MLX_BFloat16::bits_to_bfloat());
314}
@@ -462,6 +476,7 @@ $(function(){ initResizable(false); });
bfloat_inplace_op
#define bfloat_inplace_op(itype)
Definition bf16.h:208
operator-
constexpr METAL_FUNC _MLX_BFloat16 operator-(_MLX_BFloat16 x)
Definition bf16.h:129
bfloat_binop
#define bfloat_binop(_op_, _operator_)
Definition bf16.h:150
+
bfloat16_t
struct _MLX_BFloat16 bfloat16_t
Definition bf16.h:251
can_convert_from_bfloat
static constexpr constant bool can_convert_from_bfloat
Definition bf16.h:41
uint16_to_bfloat16
bfloat16_t uint16_to_bfloat16(const uint16_t x)
Definition bf16.h:312
can_convert_to_bfloat
static constexpr constant bool can_convert_to_bfloat
Definition bf16.h:37
@@ -478,20 +493,31 @@ $(function(){ initResizable(false); });
_MLX_BFloat16::_MLX_BFloat16
constexpr METAL_FUNC _MLX_BFloat16(T x) device
Definition bf16.h:82
_MLX_BFloat16::_MLX_BFloat16
constexpr METAL_FUNC _MLX_BFloat16(T x) threadgroup
Definition bf16.h:76
_MLX_BFloat16::_MLX_BFloat16
constexpr METAL_FUNC _MLX_BFloat16(T x) const ant
Definition bf16.h:88
+
metal::_numeric_limits_impl< bfloat16_t >::digits10
static constexpr constant int digits10
Definition bf16.h:264
+
metal::_numeric_limits_impl< bfloat16_t >::min_exponent
static constexpr constant int min_exponent
Definition bf16.h:267
+
metal::_numeric_limits_impl< bfloat16_t >::max_exponent
static constexpr constant int max_exponent
Definition bf16.h:269
metal::_numeric_limits_impl< bfloat16_t >::infinity
static constexpr bfloat16_t infinity()
Definition bf16.h:287
metal::_numeric_limits_impl< bfloat16_t >::denorm_min
static constexpr bfloat16_t denorm_min()
Definition bf16.h:296
+
metal::_numeric_limits_impl< bfloat16_t >::max_exponent10
static constexpr constant int max_exponent10
Definition bf16.h:270
+
metal::_numeric_limits_impl< bfloat16_t >::max_digits10
static constexpr constant int max_digits10
Definition bf16.h:265
metal::_numeric_limits_impl< bfloat16_t >::max
static constexpr bfloat16_t max()
Definition bf16.h:278
metal::_numeric_limits_impl< bfloat16_t >::epsilon
static constexpr bfloat16_t epsilon()
Definition bf16.h:281
+
metal::_numeric_limits_impl< bfloat16_t >::radix
static constexpr constant int radix
Definition bf16.h:266
metal::_numeric_limits_impl< bfloat16_t >::signaling_NaN
static constexpr bfloat16_t signaling_NaN()
Definition bf16.h:293
metal::_numeric_limits_impl< bfloat16_t >::min
static constexpr bfloat16_t min()
Definition bf16.h:272
metal::_numeric_limits_impl< bfloat16_t >::lowest
static constexpr bfloat16_t lowest()
Definition bf16.h:275
+
metal::_numeric_limits_impl< bfloat16_t >::min_exponent10
static constexpr constant int min_exponent10
Definition bf16.h:268
metal::_numeric_limits_impl< bfloat16_t >::quiet_NaN
static constexpr bfloat16_t quiet_NaN()
Definition bf16.h:290
+
metal::_numeric_limits_impl< bfloat16_t >::digits
static constexpr constant int digits
Definition bf16.h:263
metal::_numeric_limits_impl< bfloat16_t >::round_error
static constexpr bfloat16_t round_error()
Definition bf16.h:284
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2metal__3__1_2bf16_8h.html b/docs/build/html/backend_2metal_2kernels_2metal__3__1_2bf16_8h.html index 628c1311f..01bd6ceb2 100644 --- a/docs/build/html/backend_2metal_2kernels_2metal__3__1_2bf16_8h.html +++ b/docs/build/html/backend_2metal_2kernels_2metal__3__1_2bf16_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/metal_3_1/bf16.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Typedefs | @@ -144,7 +158,7 @@ Functions -inline +inline
@@ -169,7 +183,7 @@ Functions -inline +inline
@@ -177,10 +191,13 @@ Functions
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2metal__3__1_2bf16_8h.js b/docs/build/html/backend_2metal_2kernels_2metal__3__1_2bf16_8h.js new file mode 100644 index 000000000..cc947d5f4 --- /dev/null +++ b/docs/build/html/backend_2metal_2kernels_2metal__3__1_2bf16_8h.js @@ -0,0 +1,6 @@ +var backend_2metal_2kernels_2metal__3__1_2bf16_8h = +[ + [ "bfloat16_t", "backend_2metal_2kernels_2metal__3__1_2bf16_8h.html#a58e15a77da988b9104fee00cdf8b280e", null ], + [ "bfloat16_to_uint16", "backend_2metal_2kernels_2metal__3__1_2bf16_8h.html#a1420e191fa60d707dce327d0938e3088", null ], + [ "uint16_to_bfloat16", "backend_2metal_2kernels_2metal__3__1_2bf16_8h.html#a8d066e48cf3e2a0583c71816fa40f7f4", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2kernels_2metal__3__1_2bf16_8h_source.html b/docs/build/html/backend_2metal_2kernels_2metal__3__1_2bf16_8h_source.html index 8f9809902..629d6dd18 100644 --- a/docs/build/html/backend_2metal_2kernels_2metal__3__1_2bf16_8h_source.html +++ b/docs/build/html/backend_2metal_2kernels_2metal__3__1_2bf16_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/metal_3_1/bf16.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
bf16.h
@@ -99,28 +113,30 @@ $(function(){ initResizable(false); });
6
7using namespace metal;
8
-
9typedef bfloat bfloat16_t;
+
9typedef bfloat bfloat16_t;
-
10inline uint16_t bfloat16_to_uint16(const bfloat16_t x) {
+
10inline uint16_t bfloat16_to_uint16(const bfloat16_t x) {
11 return as_type<uint16_t>(x);
12}
13
-
14inline bfloat16_t uint16_to_bfloat16(const uint16_t x) {
+
14inline bfloat16_t uint16_to_bfloat16(const uint16_t x) {
15 return as_type<bfloat16_t>(x);
16}
+
bfloat16_t
struct _MLX_BFloat16 bfloat16_t
Definition bf16.h:251
bfloat16_to_uint16
uint16_t bfloat16_to_uint16(const bfloat16_t x)
Definition bf16.h:10
-
bfloat16_t
bfloat bfloat16_t
Definition bf16.h:9
uint16_to_bfloat16
bfloat16_t uint16_to_bfloat16(const uint16_t x)
Definition bf16.h:14
metal
Definition bf16_math.h:226
-
_MLX_BFloat16
Definition bf16.h:48
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2reduction_2ops_8h.html b/docs/build/html/backend_2metal_2kernels_2reduction_2ops_8h.html index 7feb28464..2b6e28786 100644 --- a/docs/build/html/backend_2metal_2kernels_2reduction_2ops_8h.html +++ b/docs/build/html/backend_2metal_2kernels_2reduction_2ops_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/reduction/ops.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Classes | @@ -157,7 +171,7 @@ Variables
return val; \
}
simd_size
static constant constexpr const uint8_t simd_size
Definition ops.h:22
-
simd_shuffle_down
uint64_t simd_shuffle_down(uint64_t data, uint16_t delta)
Definition utils.h:346
+
simd_shuffle_down
uint64_t simd_shuffle_down(uint64_t data, uint16_t delta)
Definition utils.h:335
@@ -177,7 +191,7 @@ Variables -staticconstexpr +staticconstexpr
@@ -185,10 +199,13 @@ Variables
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2reduction_2ops_8h.js b/docs/build/html/backend_2metal_2kernels_2reduction_2ops_8h.js new file mode 100644 index 000000000..cb4e919a8 --- /dev/null +++ b/docs/build/html/backend_2metal_2kernels_2reduction_2ops_8h.js @@ -0,0 +1,13 @@ +var backend_2metal_2kernels_2reduction_2ops_8h = +[ + [ "bool4_or_uint", "unionbool4__or__uint.html", "unionbool4__or__uint" ], + [ "None", "struct_none.html", "struct_none" ], + [ "And< U >", "struct_and.html", null ], + [ "Or< U >", "struct_or.html", null ], + [ "Sum< U >", "struct_sum.html", null ], + [ "Prod< U >", "struct_prod.html", null ], + [ "Min< U >", "struct_min.html", null ], + [ "Max< U >", "struct_max.html", "struct_max" ], + [ "DEFINE_SIMD_REDUCE", "backend_2metal_2kernels_2reduction_2ops_8h.html#acacf99e0ba629ed062ccc3c2eba89b05", null ], + [ "simd_size", "backend_2metal_2kernels_2reduction_2ops_8h.html#a515b75d563a93d3c09ee677948dc83e3", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2kernels_2reduction_2ops_8h_source.html b/docs/build/html/backend_2metal_2kernels_2reduction_2ops_8h_source.html index 35b73c8b1..e8e93d72d 100644 --- a/docs/build/html/backend_2metal_2kernels_2reduction_2ops_8h_source.html +++ b/docs/build/html/backend_2metal_2kernels_2reduction_2ops_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/reduction/ops.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
ops.h
@@ -278,7 +292,7 @@ $(function(){ initResizable(false); });
168 return simd_min(val);
169 }
170
-
171 static constexpr constant U init = Limits<U>::max;
+
171 static constexpr constant U init = Limits<U>::max;
172
173 template <typename T>
174 void atomic_update(device mlx_atomic<T>* out, T val, size_t offset = 0) {
@@ -302,7 +316,7 @@ $(function(){ initResizable(false); });
190 return simd_max(val);
191 }
192
-
193 static constexpr constant U init = Limits<U>::min;
+
193 static constexpr constant U init = Limits<U>::min;
194
195 template <typename T>
196 void atomic_update(device mlx_atomic<T>* out, T val, size_t offset = 0) {
@@ -325,7 +339,8 @@ $(function(){ initResizable(false); });
simd_size
static constant constexpr const uint8_t simd_size
Definition ops.h:22
DEFINE_SIMD_REDUCE
#define DEFINE_SIMD_REDUCE()
Definition ops.h:8
And
Definition ops.h:37
-
Limits
Definition utils.h:23
+
Limits::max
static const constant U max
Definition utils.h:24
+
Limits::min
static const constant U min
Definition utils.h:25
Max
Definition ops.h:185
Max::a
b a
Definition ops.h:202
Min
Definition ops.h:163
@@ -339,10 +354,13 @@ $(function(){ initResizable(false); });
bool4_or_uint::b
bool4 b
Definition ops.h:25
bool4_or_uint::i
unsigned int i
Definition ops.h:26
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2steel_2attn_2transforms_8h.html b/docs/build/html/backend_2metal_2kernels_2steel_2attn_2transforms_8h.html index 9e8b79ebe..05643cf17 100644 --- a/docs/build/html/backend_2metal_2kernels_2steel_2attn_2transforms_8h.html +++ b/docs/build/html/backend_2metal_2kernels_2steel_2attn_2transforms_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/attn/transforms.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Classes | @@ -119,10 +133,13 @@ Namespaces  
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2steel_2attn_2transforms_8h.js b/docs/build/html/backend_2metal_2kernels_2steel_2attn_2transforms_8h.js new file mode 100644 index 000000000..78d9e2f69 --- /dev/null +++ b/docs/build/html/backend_2metal_2kernels_2steel_2attn_2transforms_8h.js @@ -0,0 +1,8 @@ +var backend_2metal_2kernels_2steel_2attn_2transforms_8h = +[ + [ "mlx::steel::TransformNone< OutT, InT >", "structmlx_1_1steel_1_1_transform_none.html", "structmlx_1_1steel_1_1_transform_none" ], + [ "mlx::steel::TransformAdd< OutT, InT >", "structmlx_1_1steel_1_1_transform_add.html", "structmlx_1_1steel_1_1_transform_add" ], + [ "mlx::steel::TransformAxpby< OutT, InT >", "structmlx_1_1steel_1_1_transform_axpby.html", "structmlx_1_1steel_1_1_transform_axpby" ], + [ "mlx::steel::AccumHelper< T >", "structmlx_1_1steel_1_1_accum_helper.html", "structmlx_1_1steel_1_1_accum_helper" ], + [ "mlx::steel::BlockSwizzle", "structmlx_1_1steel_1_1_block_swizzle.html", "structmlx_1_1steel_1_1_block_swizzle" ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2kernels_2steel_2attn_2transforms_8h_source.html b/docs/build/html/backend_2metal_2kernels_2steel_2attn_2transforms_8h_source.html index 38d8120ab..a56a84ca0 100644 --- a/docs/build/html/backend_2metal_2kernels_2steel_2attn_2transforms_8h_source.html +++ b/docs/build/html/backend_2metal_2kernels_2steel_2attn_2transforms_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/attn/transforms.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
transforms.h
@@ -96,14 +110,14 @@ $(function(){ initResizable(false); });
3#pragma once
4
5#include "mlx/backend/metal/kernels/steel/utils.h"
-
6
+
6
8// Transforms and Epilogues
10
11namespace mlx {
-
12namespace steel {
+
12namespace steel {
13
14template <typename OutT, typename InT>
-
15struct TransformNone {
+
15struct TransformNone {
16 static METAL_FUNC OutT apply(InT x) {
17 return static_cast<OutT>(x);
@@ -177,6 +191,7 @@ $(function(){ initResizable(false); });
70} // namespace steel
71} // namespace mlx
+
mlx::steel
Definition attn.h:19
mlx
Definition allocator.h:7
mlx::steel::AccumHelper::accum_type
float accum_type
Definition transforms.h:57
mlx::steel::BlockSwizzle
Definition transforms.h:60
@@ -189,13 +204,17 @@ $(function(){ initResizable(false); });
mlx::steel::TransformAxpby::apply
METAL_FUNC OutT apply(InT x, OutT c) const
Definition transforms.h:50
mlx::steel::TransformAxpby::alpha
const float alpha
Definition transforms.h:40
mlx::steel::TransformAxpby::TransformAxpby
TransformAxpby(const float alpha_, const float beta_)
Definition transforms.h:43
+
mlx::steel::TransformNone
Definition transforms.h:15
mlx::steel::TransformNone::apply
static METAL_FUNC OutT apply(InT x)
Definition transforms.h:16
mlx::steel::TransformNone::apply
static METAL_FUNC OutT apply(InT x, OutT)
Definition transforms.h:20
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2steel_2gemm_2transforms_8h.html b/docs/build/html/backend_2metal_2kernels_2steel_2gemm_2transforms_8h.html index a860bf4ee..62095839e 100644 --- a/docs/build/html/backend_2metal_2kernels_2steel_2gemm_2transforms_8h.html +++ b/docs/build/html/backend_2metal_2kernels_2steel_2gemm_2transforms_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/gemm/transforms.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
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+
+ +
+
+
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-
Classes | @@ -119,10 +133,13 @@ Namespaces  
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2steel_2gemm_2transforms_8h.js b/docs/build/html/backend_2metal_2kernels_2steel_2gemm_2transforms_8h.js new file mode 100644 index 000000000..ab629f64e --- /dev/null +++ b/docs/build/html/backend_2metal_2kernels_2steel_2gemm_2transforms_8h.js @@ -0,0 +1,8 @@ +var backend_2metal_2kernels_2steel_2gemm_2transforms_8h = +[ + [ "mlx::steel::TransformNone< OutT, InT >", "structmlx_1_1steel_1_1_transform_none.html", "structmlx_1_1steel_1_1_transform_none" ], + [ "mlx::steel::TransformAdd< OutT, InT >", "structmlx_1_1steel_1_1_transform_add.html", "structmlx_1_1steel_1_1_transform_add" ], + [ "mlx::steel::TransformAxpby< OutT, InT >", "structmlx_1_1steel_1_1_transform_axpby.html", "structmlx_1_1steel_1_1_transform_axpby" ], + [ "mlx::steel::AccumHelper< T >", "structmlx_1_1steel_1_1_accum_helper.html", "structmlx_1_1steel_1_1_accum_helper" ], + [ "mlx::steel::BlockSwizzle", "structmlx_1_1steel_1_1_block_swizzle.html", "structmlx_1_1steel_1_1_block_swizzle" ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2kernels_2steel_2gemm_2transforms_8h_source.html b/docs/build/html/backend_2metal_2kernels_2steel_2gemm_2transforms_8h_source.html index c8295ad7f..9c76ba5b9 100644 --- a/docs/build/html/backend_2metal_2kernels_2steel_2gemm_2transforms_8h_source.html +++ b/docs/build/html/backend_2metal_2kernels_2steel_2gemm_2transforms_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/gemm/transforms.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
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transforms.h
@@ -96,11 +110,11 @@ $(function(){ initResizable(false); });
3#pragma once
4
5#include "mlx/backend/metal/kernels/steel/utils.h"
-
6
+
6
8// Transforms and Epilogues
10
11namespace mlx {
-
12namespace steel {
+
12namespace steel {
13
14template <typename OutT, typename InT>
@@ -121,7 +135,7 @@ $(function(){ initResizable(false); });
24
25template <typename OutT, typename InT>
-
26struct TransformAdd {
+
26struct TransformAdd {
27 TransformAdd(const float, const float) {}
28
@@ -140,7 +154,7 @@ $(function(){ initResizable(false); });
37
38template <typename OutT, typename InT>
-
39struct TransformAxpby {
+
39struct TransformAxpby {
40 const float alpha;
41 const float beta;
42
@@ -166,7 +180,7 @@ $(function(){ initResizable(false); });
55template <typename T>
56struct AccumHelper {
-
57 typedef float accum_type;
+
57 typedef float accum_type;
58};
59
@@ -187,16 +201,15 @@ $(function(){ initResizable(false); });
70} // namespace steel
71} // namespace mlx
+
mlx::steel
Definition attn.h:19
mlx
Definition allocator.h:7
mlx::steel::AccumHelper
Definition transforms.h:56
mlx::steel::AccumHelper::accum_type
float accum_type
Definition transforms.h:57
mlx::steel::BlockSwizzle
Definition transforms.h:60
mlx::steel::BlockSwizzle::swizzle
static METAL_FUNC int2 swizzle(uint3 tid, const int swizzle_log)
Definition transforms.h:62
-
mlx::steel::TransformAdd
Definition transforms.h:26
mlx::steel::TransformAdd::apply
static METAL_FUNC OutT apply(InT x, OutT c)
Definition transforms.h:33
mlx::steel::TransformAdd::TransformAdd
TransformAdd(const float, const float)
Definition transforms.h:27
mlx::steel::TransformAdd::apply
static METAL_FUNC OutT apply(InT x)
Definition transforms.h:29
-
mlx::steel::TransformAxpby
Definition transforms.h:39
mlx::steel::TransformAxpby::apply
static METAL_FUNC OutT apply(InT x)
Definition transforms.h:46
mlx::steel::TransformAxpby::beta
const float beta
Definition transforms.h:41
mlx::steel::TransformAxpby::apply
METAL_FUNC OutT apply(InT x, OutT c) const
Definition transforms.h:50
@@ -206,10 +219,13 @@ $(function(){ initResizable(false); });
mlx::steel::TransformNone::apply
static METAL_FUNC OutT apply(InT x)
Definition transforms.h:16
mlx::steel::TransformNone::apply
static METAL_FUNC OutT apply(InT x, OutT)
Definition transforms.h:20
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2steel_2utils_8h.html b/docs/build/html/backend_2metal_2kernels_2steel_2utils_8h.html index 542013daf..9e3227c78 100644 --- a/docs/build/html/backend_2metal_2kernels_2steel_2utils_8h.html +++ b/docs/build/html/backend_2metal_2kernels_2steel_2utils_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/utils.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
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+
+ +
+
+
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-
Functions
@@ -99,14 +113,14 @@ $(function(){ initResizable(false); }); - - - - + + + +

Functions

METAL_FUNC ulong2 elem_to_loc_broadcast (uint elem, constant const int *shape, constant const size_t *a_strides, constant const size_t *b_strides, int ndim)
 
METAL_FUNC ulong3 elem_to_loc_broadcast (uint elem, constant const int *shape, constant const size_t *a_strides, constant const size_t *b_strides, constant const size_t *c_strides, int ndim)
 
METAL_FUNC ulong2 elem_to_loc_broadcast (uint elem, constant const int *shape, constant const int64_t *a_strides, constant const int64_t *b_strides, int ndim)
 
METAL_FUNC ulong3 elem_to_loc_broadcast (uint elem, constant const int *shape, constant const int64_t *a_strides, constant const int64_t *b_strides, constant const int64_t *c_strides, int ndim)
 

Function Documentation

- -

◆ elem_to_loc_broadcast() [1/2]

+ +

◆ elem_to_loc_broadcast() [1/2]

@@ -124,17 +138,17 @@ Functions - constant const size_t * a_strides, + constant const int64_t * a_strides, - constant const size_t * b_strides, + constant const int64_t * b_strides, - constant const size_t * c_strides, + constant const int64_t * c_strides, @@ -146,8 +160,8 @@ Functions
- -

◆ elem_to_loc_broadcast() [2/2]

+ +

◆ elem_to_loc_broadcast() [2/2]

@@ -165,12 +179,12 @@ Functions - constant const size_t * a_strides, + constant const int64_t * a_strides, - constant const size_t * b_strides, + constant const int64_t * b_strides, @@ -183,10 +197,13 @@ Functions
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2steel_2utils_8h.js b/docs/build/html/backend_2metal_2kernels_2steel_2utils_8h.js new file mode 100644 index 000000000..0e8168b55 --- /dev/null +++ b/docs/build/html/backend_2metal_2kernels_2steel_2utils_8h.js @@ -0,0 +1,5 @@ +var backend_2metal_2kernels_2steel_2utils_8h = +[ + [ "elem_to_loc_broadcast", "backend_2metal_2kernels_2steel_2utils_8h.html#a32e15e82a0534d2647b927949860d0fe", null ], + [ "elem_to_loc_broadcast", "backend_2metal_2kernels_2steel_2utils_8h.html#af62bacceef7d93f8c1ba4fcf5b1adfe6", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2kernels_2steel_2utils_8h_source.html b/docs/build/html/backend_2metal_2kernels_2steel_2utils_8h_source.html index 18e04846d..438ab64e7 100644 --- a/docs/build/html/backend_2metal_2kernels_2steel_2utils_8h_source.html +++ b/docs/build/html/backend_2metal_2kernels_2steel_2utils_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/utils.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
utils.h
@@ -98,11 +112,11 @@ $(function(){ initResizable(false); });
5#include <metal_stdlib>
6
-
7METAL_FUNC ulong2 elem_to_loc_broadcast(
+
7METAL_FUNC ulong2 elem_to_loc_broadcast(
8 uint elem,
9 constant const int* shape,
-
10 constant const size_t* a_strides,
-
11 constant const size_t* b_strides,
+
10 constant const int64_t* a_strides,
+
11 constant const int64_t* b_strides,
12 int ndim) {
13 ulong loc_a{0};
14 ulong loc_b{0};
@@ -117,12 +131,12 @@ $(function(){ initResizable(false); });
23
-
24METAL_FUNC ulong3 elem_to_loc_broadcast(
+
24METAL_FUNC ulong3 elem_to_loc_broadcast(
25 uint elem,
26 constant const int* shape,
-
27 constant const size_t* a_strides,
-
28 constant const size_t* b_strides,
-
29 constant const size_t* c_strides,
+
27 constant const int64_t* a_strides,
+
28 constant const int64_t* b_strides,
+
29 constant const int64_t* c_strides,
30 int ndim) {
31 ulong loc_a{0};
32 ulong loc_b{0};
@@ -137,12 +151,15 @@ $(function(){ initResizable(false); });
41 return ulong3(loc_a, loc_b, loc_c);
42}
-
elem_to_loc_broadcast
METAL_FUNC ulong2 elem_to_loc_broadcast(uint elem, constant const int *shape, constant const size_t *a_strides, constant const size_t *b_strides, int ndim)
Definition utils.h:7
+
elem_to_loc_broadcast
METAL_FUNC ulong2 elem_to_loc_broadcast(uint elem, constant const int *shape, constant const int64_t *a_strides, constant const int64_t *b_strides, int ndim)
Definition utils.h:7
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2utils_8h.html b/docs/build/html/backend_2metal_2kernels_2utils_8h.html index 8ea099ba8..5cb4388de 100644 --- a/docs/build/html/backend_2metal_2kernels_2utils_8h.html +++ b/docs/build/html/backend_2metal_2kernels_2utils_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/utils.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+ - + - - + +
+ +
+
+
- - +
- -
-
Classes | @@ -108,41 +122,41 @@ $(function(){ initResizable(false); }); Classes struct  Limits< U >   -struct  Limits< uint8_t > +struct  Limits< uint8_t >   -struct  Limits< uint16_t > +struct  Limits< uint16_t >   -struct  Limits< uint32_t > +struct  Limits< uint32_t >   -struct  Limits< uint64_t > +struct  Limits< uint64_t >   -struct  Limits< int8_t > +struct  Limits< int8_t >   -struct  Limits< int16_t > +struct  Limits< int16_t >   -struct  Limits< int32_t > +struct  Limits< int32_t >   -struct  Limits< int64_t > +struct  Limits< int64_t >   -struct  Limits< half > +struct  Limits< half >   -struct  Limits< float > +struct  Limits< float >   -struct  Limits< bfloat16_t > +struct  Limits< bfloat16_t >   -struct  Limits< bool > +struct  Limits< bool >   -struct  Limits< complex64_t > +struct  Limits< complex64_t >   struct  LoopedElemToLoc< DIM, OffsetT, General >   -struct  LoopedElemToLoc< 1, OffsetT, true > +struct  LoopedElemToLoc< 1, OffsetT, true >   -struct  LoopedElemToLoc< 1, OffsetT, false > +struct  LoopedElemToLoc< 1, OffsetT, false >   struct  ConditionalType< condition, T, U >   -struct  ConditionalType< true, T, U > +struct  ConditionalType< true, T, U >  

@@ -161,31 +175,28 @@ Typedefs

- - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + @@ -243,18 +254,16 @@ Functions
Value:
template <> \
struct Limits<type> { \
-
static constexpr constant type max = metal::numeric_limits<type>::max(); \
-
static constexpr constant type min = metal::numeric_limits<type>::min(); \
-
static constexpr constant type finite_max = \
+
static constexpr constant type max = metal::numeric_limits<type>::max(); \
+
static constexpr constant type min = metal::numeric_limits<type>::min(); \
+
static constexpr constant type finite_max = \
metal::numeric_limits<type>::max(); \
-
static constexpr constant type finite_min = \
+
static constexpr constant type finite_min = \
metal::numeric_limits<type>::min(); \
};
+
metal::min
METAL_FUNC bfloat16_t min(bfloat16_t x, bfloat16_t y)
Definition bf16_math.h:232
+
metal::max
METAL_FUNC bfloat16_t max(bfloat16_t x, bfloat16_t y)
Definition bf16_math.h:232
Limits
Definition utils.h:23
-
Limits::max
static const constant U max
Definition utils.h:24
-
Limits::finite_max
static const constant U finite_max
Definition utils.h:26
-
Limits::min
static const constant U min
Definition utils.h:25
-
Limits::finite_min
static const constant U finite_min
Definition utils.h:27
@@ -274,13 +283,13 @@ Functions
Value:
template <> \
struct Limits<type> { \
-
static constexpr constant type max = \
+
static constexpr constant type max = \
metal::numeric_limits<type>::infinity(); \
-
static constexpr constant type min = \
+
static constexpr constant type min = \
-metal::numeric_limits<type>::infinity(); \
-
static constexpr constant type finite_max = \
+
static constexpr constant type finite_max = \
metal::numeric_limits<type>::max(); \
-
static constexpr constant type finite_min = \
+
static constexpr constant type finite_min = \
-metal::numeric_limits<type>::max(); \
};
@@ -322,7 +331,7 @@ Functions
-template<typename T , typename U >
+template<typename T, typename U>

Functions

template<typename StrideT , typename IdxT = StrideT>
METAL_FUNC IdxT elem_to_loc (uint elem, constant const int *shape, constant const StrideT *strides, int ndim)
 
template<typename StrideT , typename IdxT = StrideT>
METAL_FUNC IdxT elem_to_loc (StrideT elem, constant const int *shape, constant const StrideT *strides, int ndim)
 
template<typename StrideT , typename IdxT = StrideT>
METAL_FUNC IdxT elem_to_loc (uint3 elem, constant const int *shape, constant const StrideT *strides, int ndim)
 
template<typename StrideT , typename IdxT = StrideT>
METAL_FUNC IdxT elem_to_loc_1 (uint elem, constant const StrideT &stride)
 
template<typename StrideT , typename IdxT = StrideT>
METAL_FUNC IdxT elem_to_loc_2 (uint2 elem, constant const StrideT strides[2])
 
template<typename StrideT , typename IdxT = StrideT>
METAL_FUNC IdxT elem_to_loc_3 (uint3 elem, constant const StrideT strides[3])
 
template<typename StrideT , typename IdxT = StrideT>
METAL_FUNC vec< IdxT, 2 > elem_to_loc_2_nd (uint3 elem, constant const int *shape, constant const StrideT *a_strides, constant const StrideT *b_strides, int ndim)
 
template<typename IdxT = size_t>
METAL_FUNC vec< IdxT, 3 > elem_to_loc_3_nd (uint3 elem, constant const int *shape, constant const size_t *a_strides, constant const size_t *b_strides, constant const size_t *c_strides, int ndim)
 
template<typename T , typename U >
template<typename IdxT = int64_t>
METAL_FUNC IdxT elem_to_loc (IdxT elem, constant const int *shape, constant const int64_t *strides, int ndim)
 
template<typename IdxT = int64_t>
METAL_FUNC IdxT elem_to_loc (uint3 elem, constant const int *shape, constant const int64_t *strides, int ndim)
 
template<typename IdxT = int64_t>
METAL_FUNC IdxT elem_to_loc_1 (uint elem, constant const int64_t &stride)
 
template<typename IdxT = int64_t>
METAL_FUNC IdxT elem_to_loc_2 (uint2 elem, constant const int64_t strides[2])
 
template<typename IdxT = int64_t>
METAL_FUNC IdxT elem_to_loc_3 (uint3 elem, constant const int64_t strides[3])
 
template<typename IdxT = int64_t>
METAL_FUNC vec< IdxT, 2 > elem_to_loc_2_nd (uint3 elem, constant const int *shape, constant const int64_t *a_strides, constant const int64_t *b_strides, int ndim)
 
template<typename IdxT = int64_t>
METAL_FUNC vec< IdxT, 3 > elem_to_loc_3_nd (uint3 elem, constant const int *shape, constant const int64_t *a_strides, constant const int64_t *b_strides, constant const int64_t *c_strides, int ndim)
 
template<typename T, typename U>
T ceildiv (T N, U M)
 Compute ceil((float)N/(float)M)
 
@@ -340,7 +349,7 @@ template<typename T , typename U >
-inline +inline
@@ -349,18 +358,18 @@ template<typename T , typename U >
- -

◆ elem_to_loc() [1/3]

+ +

◆ elem_to_loc() [1/2]

-template<typename StrideT , typename IdxT = StrideT>
+template<typename IdxT = int64_t>
- + @@ -370,7 +379,7 @@ template<typename StrideT , typename IdxT = StrideT> - + @@ -382,46 +391,13 @@ template<typename StrideT , typename IdxT = StrideT> - -

◆ elem_to_loc() [2/3]

+ +

◆ elem_to_loc() [2/2]

-template<typename StrideT , typename IdxT = StrideT>
-
METAL_FUNC IdxT elem_to_loc (StrideT elem, IdxT elem,
constant const StrideT * strides, constant const int64_t * strides,
- - - - - - - - - - - - - - - - - - - - -
METAL_FUNC IdxT elem_to_loc (uint elem,
constant const int * shape,
constant const StrideT * strides,
int ndim )
-
- -
- - -

◆ elem_to_loc() [3/3]

- -
-
-
-template<typename StrideT , typename IdxT = StrideT>
+template<typename IdxT = int64_t>
@@ -436,7 +412,7 @@ template<typename StrideT , typename IdxT = StrideT> - + @@ -448,13 +424,13 @@ template<typename StrideT , typename IdxT = StrideT> - -

◆ elem_to_loc_1()

+ +

◆ elem_to_loc_1()

-template<typename StrideT , typename IdxT = StrideT>
+template<typename IdxT = int64_t>
METAL_FUNC IdxT elem_to_loc
constant const StrideT * strides, constant const int64_t * strides,
@@ -464,20 +440,20 @@ template<typename StrideT , typename IdxT = StrideT> - +
METAL_FUNC IdxT elem_to_loc_1
constant const StrideT & stride )constant const int64_t & stride )
- -

◆ elem_to_loc_2()

+ +

◆ elem_to_loc_2()

-template<typename StrideT , typename IdxT = StrideT>
+template<typename IdxT = int64_t>
@@ -487,20 +463,20 @@ template<typename StrideT , typename IdxT = StrideT> - +
METAL_FUNC IdxT elem_to_loc_2
constant const StrideT strides[2] )constant const int64_t strides[2] )
- -

◆ elem_to_loc_2_nd()

+ +

◆ elem_to_loc_2_nd()

-template<typename StrideT , typename IdxT = StrideT>
+template<typename IdxT = int64_t>
@@ -515,12 +491,12 @@ template<typename StrideT , typename IdxT = StrideT> - + - + @@ -532,13 +508,13 @@ template<typename StrideT , typename IdxT = StrideT> - -

◆ elem_to_loc_3()

+ +

◆ elem_to_loc_3()

-template<typename StrideT , typename IdxT = StrideT>
+template<typename IdxT = int64_t>
METAL_FUNC vec< IdxT, 2 > elem_to_loc_2_nd
constant const StrideT * a_strides, constant const int64_t * a_strides,
constant const StrideT * b_strides, constant const int64_t * b_strides,
@@ -548,20 +524,20 @@ template<typename StrideT , typename IdxT = StrideT> - +
METAL_FUNC IdxT elem_to_loc_3
constant const StrideT strides[3] )constant const int64_t strides[3] )
- -

◆ elem_to_loc_3_nd()

+ +

◆ elem_to_loc_3_nd()

-template<typename IdxT = size_t>
+template<typename IdxT = int64_t>
@@ -576,17 +552,17 @@ template<typename IdxT = size_t> - + - + - + @@ -616,7 +592,7 @@ template<typename IdxT = size_t>
METAL_FUNC vec< IdxT, 3 > elem_to_loc_3_nd
constant const size_t * a_strides, constant const int64_t * a_strides,
constant const size_t * b_strides, constant const int64_t * b_strides,
constant const size_t * c_strides, constant const int64_t * c_strides,
-inline +inline
@@ -641,7 +617,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -670,7 +646,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -699,7 +675,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -728,7 +704,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -757,7 +733,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -791,7 +767,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -825,7 +801,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -859,7 +835,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -893,7 +869,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -922,7 +898,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -951,7 +927,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -980,7 +956,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -1009,7 +985,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -1038,7 +1014,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -1067,7 +1043,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -1096,7 +1072,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -1125,7 +1101,7 @@ template<typename IdxT = size_t>
-inline +inline
@@ -1133,10 +1109,13 @@ template<typename IdxT = size_t>
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2kernels_2utils_8h.js b/docs/build/html/backend_2metal_2kernels_2utils_8h.js new file mode 100644 index 000000000..df2545d99 --- /dev/null +++ b/docs/build/html/backend_2metal_2kernels_2utils_8h.js @@ -0,0 +1,52 @@ +var backend_2metal_2kernels_2utils_8h = +[ + [ "Limits< U >", "struct_limits.html", "struct_limits" ], + [ "Limits< uint8_t >", "struct_limits.html", "struct_limits" ], + [ "Limits< uint16_t >", "struct_limits.html", "struct_limits" ], + [ "Limits< uint32_t >", "struct_limits.html", "struct_limits" ], + [ "Limits< uint64_t >", "struct_limits.html", "struct_limits" ], + [ "Limits< int8_t >", "struct_limits.html", "struct_limits" ], + [ "Limits< int16_t >", "struct_limits.html", "struct_limits" ], + [ "Limits< int32_t >", "struct_limits.html", "struct_limits" ], + [ "Limits< int64_t >", "struct_limits.html", "struct_limits" ], + [ "Limits< half >", "struct_limits.html", "struct_limits" ], + [ "Limits< float >", "struct_limits.html", "struct_limits" ], + [ "Limits< bfloat16_t >", "struct_limits.html", "struct_limits" ], + [ "Limits< bool >", "struct_limits.html", "struct_limits" ], + [ "Limits< complex64_t >", "struct_limits.html", "struct_limits" ], + [ "LoopedElemToLoc< DIM, OffsetT, General >", "struct_looped_elem_to_loc.html", "struct_looped_elem_to_loc" ], + [ "LoopedElemToLoc< 1, OffsetT, true >", "struct_looped_elem_to_loc.html", "struct_looped_elem_to_loc" ], + [ "LoopedElemToLoc< 1, OffsetT, false >", "struct_looped_elem_to_loc.html", "struct_looped_elem_to_loc" ], + [ "ConditionalType< condition, T, U >", "struct_conditional_type.html", "struct_conditional_type" ], + [ "ConditionalType< true, T, U >", "struct_conditional_type.html", "struct_conditional_type" ], + [ "instantiate_default_limit", "backend_2metal_2kernels_2utils_8h.html#abedffa358e7ba7782cc78d6772064c7c", null ], + [ "instantiate_float_limit", "backend_2metal_2kernels_2utils_8h.html#a1e520e23f58ca645dea1ac20998d987a", null ], + [ "MLX_MTL_PRAGMA_UNROLL", "backend_2metal_2kernels_2utils_8h.html#a069b682d7d21827461544817d722bfd3", null ], + [ "float16_t", "backend_2metal_2kernels_2utils_8h.html#acb8ddf4a29129846b673c50ba7078773", null ], + [ "ceildiv", "backend_2metal_2kernels_2utils_8h.html#a8e5a4b0fb5d018d7b078d147efe4f1e3", null ], + [ "elem_to_loc", "backend_2metal_2kernels_2utils_8h.html#a497dd9f1a00c8a4303d8782158a0812a", null ], + [ "elem_to_loc", "backend_2metal_2kernels_2utils_8h.html#aa610d2e68eb75d7f2da5db386c1ffc9e", null ], + [ "elem_to_loc_1", "backend_2metal_2kernels_2utils_8h.html#a6787efcdf7a898d5bafb48f2a2f1e555", null ], + [ "elem_to_loc_2", "backend_2metal_2kernels_2utils_8h.html#aac0e227f82198021246aa91d8c427b3e", null ], + [ "elem_to_loc_2_nd", "backend_2metal_2kernels_2utils_8h.html#a97ea664406a270b34ff5a23815716730", null ], + [ "elem_to_loc_3", "backend_2metal_2kernels_2utils_8h.html#ac8f4258ba306870b0280079f1c5eb23e", null ], + [ "elem_to_loc_3_nd", "backend_2metal_2kernels_2utils_8h.html#a62b078234dfd1d101ce635430b050916", null ], + [ "log1p", "backend_2metal_2kernels_2utils_8h.html#a3501b665c8837eabf9789ea27a7d6946", null ], + [ "log1p", "backend_2metal_2kernels_2utils_8h.html#a27c03f2f90ab56db2e4d59559a3d2e9a", null ], + [ "simd_shuffle", "backend_2metal_2kernels_2utils_8h.html#ab4cbcdb054f9165130da91a3334da0cf", null ], + [ "simd_shuffle", "backend_2metal_2kernels_2utils_8h.html#ab8175b66bcc080fb89f738143568c30b", null ], + [ "simd_shuffle", "backend_2metal_2kernels_2utils_8h.html#a3bdbdfeb7a1dde40cd3ce1df8d9213b5", null ], + [ "simd_shuffle", "backend_2metal_2kernels_2utils_8h.html#a71986ecdd7d18f975dd22c3df7421ce2", null ], + [ "simd_shuffle_and_fill_up", "backend_2metal_2kernels_2utils_8h.html#ad55bd473647f2c6c68e65e5312c132d1", null ], + [ "simd_shuffle_and_fill_up", "backend_2metal_2kernels_2utils_8h.html#a94e02a6ae8c39cbf4cb23aa44df9dbd5", null ], + [ "simd_shuffle_and_fill_up", "backend_2metal_2kernels_2utils_8h.html#a7bb56415c5412a6a26f70a990915f064", null ], + [ "simd_shuffle_and_fill_up", "backend_2metal_2kernels_2utils_8h.html#a5862d5ea154c9b76cf56a630cf6385b4", null ], + [ "simd_shuffle_down", "backend_2metal_2kernels_2utils_8h.html#a48ae83a8caf5c74810df60b6c6cdb062", null ], + [ "simd_shuffle_down", "backend_2metal_2kernels_2utils_8h.html#ad9a671a5f9aaa729ae7a77026f16bcb0", null ], + [ "simd_shuffle_down", "backend_2metal_2kernels_2utils_8h.html#a0c1e4d782fcc56e1ab5565cef12430dd", null ], + [ "simd_shuffle_down", "backend_2metal_2kernels_2utils_8h.html#aba6279624b1d30c525efee856a222b5c", null ], + [ "simd_shuffle_up", "backend_2metal_2kernels_2utils_8h.html#ae0f5c42020275a588234e69f1eb7a485", null ], + [ "simd_shuffle_up", "backend_2metal_2kernels_2utils_8h.html#a92b455bac6a23af51c35ea83de2383eb", null ], + [ "simd_shuffle_up", "backend_2metal_2kernels_2utils_8h.html#a617f3857caf33c569afa6148135f8b7a", null ], + [ "simd_shuffle_up", "backend_2metal_2kernels_2utils_8h.html#a39e436e0a942912266aae7e0bd82d7c0", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2kernels_2utils_8h_source.html b/docs/build/html/backend_2metal_2kernels_2utils_8h_source.html index f5050fc46..466f232a5 100644 --- a/docs/build/html/backend_2metal_2kernels_2utils_8h_source.html +++ b/docs/build/html/backend_2metal_2kernels_2utils_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/utils.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+ - + - - + +
+ +
+
+
- - +
- -
-
utils.h
@@ -107,7 +121,7 @@ $(function(){ initResizable(false); });
14#include "mlx/backend/metal/kernels/defines.h"
15
16typedef half float16_t;
-
17
+
17
19// Type limits utils
21
22template <typename U>
@@ -133,14 +147,14 @@ $(function(){ initResizable(false); });
39 };
40
-
41instantiate_default_limit(uint8_t);
-
42instantiate_default_limit(uint16_t);
-
43instantiate_default_limit(uint32_t);
-
44instantiate_default_limit(uint64_t);
-
45instantiate_default_limit(int8_t);
-
46instantiate_default_limit(int16_t);
-
47instantiate_default_limit(int32_t);
-
48instantiate_default_limit(int64_t);
+
41instantiate_default_limit(uint8_t);
+
42instantiate_default_limit(uint16_t);
+
43instantiate_default_limit(uint32_t);
+
44instantiate_default_limit(uint64_t);
+
45instantiate_default_limit(int8_t);
+
46instantiate_default_limit(int16_t);
+
47instantiate_default_limit(int32_t);
+
48instantiate_default_limit(int64_t);
49
50#define instantiate_float_limit(type) \
@@ -157,42 +171,42 @@ $(function(){ initResizable(false); });
61 };
62
-
63instantiate_float_limit(half);
-
64instantiate_float_limit(float);
-
65instantiate_float_limit(bfloat16_t);
+
63instantiate_float_limit(half);
+
64instantiate_float_limit(float);
+
65instantiate_float_limit(bfloat16_t);
66
67template <>
-
68struct Limits<bool> {
-
69 static constexpr constant bool max = true;
-
70 static constexpr constant bool min = false;
+
68struct Limits<bool> {
+
69 static constexpr constant bool max = true;
+
70 static constexpr constant bool min = false;
71};
72
73template <>
-
74struct Limits<complex64_t> {
-
75 static constexpr constant complex64_t max = complex64_t(
+
74struct Limits<complex64_t> {
+
75 static constexpr constant complex64_t max = complex64_t(
76 metal::numeric_limits<float>::infinity(),
77 metal::numeric_limits<float>::infinity());
-
78 static constexpr constant complex64_t min = complex64_t(
+
78 static constexpr constant complex64_t min = complex64_t(
79 -metal::numeric_limits<float>::infinity(),
80 -metal::numeric_limits<float>::infinity());
81};
-
82
+
82
84// Indexing utils
86
87#define MLX_MTL_PRAGMA_UNROLL _Pragma("clang loop unroll(full)")
-
88
+
88
90// Single Array with generic dims
91
-
92template <typename StrideT, typename IdxT = StrideT>
+
92template <typename IdxT = int64_t>
-
93METAL_FUNC IdxT elem_to_loc(
-
94 uint elem,
+
93METAL_FUNC IdxT elem_to_loc(
+
94 IdxT elem,
95 constant const int* shape,
-
96 constant const StrideT* strides,
+
96 constant const int64_t* strides,
97 int ndim) {
98 IdxT loc = 0;
99 for (int i = ndim - 1; i >= 0 && elem > 0; --i) {
@@ -203,419 +217,405 @@ $(function(){ initResizable(false); });
104}
105
-
106template <typename StrideT, typename IdxT = StrideT>
-
-
107METAL_FUNC IdxT elem_to_loc(
-
108 StrideT elem,
-
109 constant const int* shape,
-
110 constant const StrideT* strides,
-
111 int ndim) {
-
112 IdxT loc = 0;
-
113 for (int i = ndim - 1; i >= 0 && elem > 0; --i) {
-
114 loc += (elem % shape[i]) * IdxT(strides[i]);
-
115 elem /= shape[i];
-
116 }
-
117 return loc;
-
118}
+
106// Non templated version to handle arbitrary dims
+
107template <typename IdxT = int64_t>
+
+
108METAL_FUNC IdxT elem_to_loc(
+
109 uint3 elem,
+
110 constant const int* shape,
+
111 constant const int64_t* strides,
+
112 int ndim) {
+
113 IdxT loc =
+
114 elem.x * IdxT(strides[ndim - 1]) + elem.y * IdxT(strides[ndim - 2]);
+
115 for (int d = ndim - 3; d >= 0; --d) {
+
116 loc += (elem.z % shape[d]) * IdxT(strides[d]);
+
117 elem.z /= shape[d];
+
118 }
+
119 return loc;
+
120}
-
119
-
120// Non templated version to handle arbitrary dims
-
121template <typename StrideT, typename IdxT = StrideT>
-
-
122METAL_FUNC IdxT elem_to_loc(
-
123 uint3 elem,
-
124 constant const int* shape,
-
125 constant const StrideT* strides,
-
126 int ndim) {
-
127 IdxT loc =
-
128 elem.x * IdxT(strides[ndim - 1]) + elem.y * IdxT(strides[ndim - 2]);
-
129 for (int d = ndim - 3; d >= 0; --d) {
-
130 loc += (elem.z % shape[d]) * IdxT(strides[d]);
-
131 elem.z /= shape[d];
-
132 }
-
133 return loc;
-
134}
+
121
+
123// Single Array with fixed N dims
+
124
+
125template <typename IdxT = int64_t>
+
+
126METAL_FUNC IdxT elem_to_loc_1(uint elem, constant const int64_t& stride) {
+
127 return elem * IdxT(stride);
+
128}
-
135
-
137// Single Array with fixed N dims
-
138
-
139template <typename StrideT, typename IdxT = StrideT>
-
-
140METAL_FUNC IdxT elem_to_loc_1(uint elem, constant const StrideT& stride) {
-
141 return elem * IdxT(stride);
-
142}
+
129
+
130template <typename IdxT = int64_t>
+
+
131METAL_FUNC IdxT elem_to_loc_2(uint2 elem, constant const int64_t strides[2]) {
+
132 return elem.x * IdxT(strides[1]) + elem.y * IdxT(strides[0]);
+
133}
+
134
+
135template <typename IdxT = int64_t>
+
+
136METAL_FUNC IdxT elem_to_loc_3(uint3 elem, constant const int64_t strides[3]) {
+
137 return elem.x * IdxT(strides[2]) + elem.y * IdxT(strides[1]) +
+
138 elem.z * IdxT(strides[0]);
+
139}
+
+
140
+
142// Multiple Arrays with generic dims
143
-
144template <typename StrideT, typename IdxT = StrideT>
+
144template <typename IdxT = int64_t>
-
145METAL_FUNC IdxT elem_to_loc_2(uint2 elem, constant const StrideT strides[2]) {
-
146 return elem.x * IdxT(strides[1]) + elem.y * IdxT(strides[0]);
-
147}
+
145METAL_FUNC vec<IdxT, 2> elem_to_loc_2_nd(
+
146 uint3 elem,
+
147 constant const int* shape,
+
148 constant const int64_t* a_strides,
+
149 constant const int64_t* b_strides,
+
150 int ndim) {
+
151 vec<IdxT, 2> loc = {
+
152 IdxT(
+
153 elem.x * IdxT(a_strides[ndim - 1]) +
+
154 IdxT(elem.y) * IdxT(a_strides[ndim - 2])),
+
155 IdxT(
+
156 elem.x * IdxT(b_strides[ndim - 1]) +
+
157 elem.y * IdxT(b_strides[ndim - 2]))};
+
158 for (int d = ndim - 3; d >= 0; --d) {
+
159 uint l = elem.z % shape[d];
+
160 loc.x += l * IdxT(a_strides[d]);
+
161 loc.y += l * IdxT(b_strides[d]);
+
162 elem.z /= shape[d];
+
163 }
+
164 return loc;
+
165}
-
148
-
149template <typename StrideT, typename IdxT = StrideT>
-
-
150METAL_FUNC IdxT elem_to_loc_3(uint3 elem, constant const StrideT strides[3]) {
-
151 return elem.x * IdxT(strides[2]) + elem.y * IdxT(strides[1]) +
-
152 elem.z * IdxT(strides[0]);
-
153}
-
-
154
-
156// Multiple Arrays with generic dims
-
157
-
158template <typename StrideT, typename IdxT = StrideT>
-
-
159METAL_FUNC vec<IdxT, 2> elem_to_loc_2_nd(
-
160 uint3 elem,
-
161 constant const int* shape,
-
162 constant const StrideT* a_strides,
-
163 constant const StrideT* b_strides,
-
164 int ndim) {
-
165 vec<IdxT, 2> loc = {
-
166 IdxT(
-
167 elem.x * IdxT(a_strides[ndim - 1]) +
-
168 IdxT(elem.y) * IdxT(a_strides[ndim - 2])),
-
169 IdxT(
-
170 elem.x * IdxT(b_strides[ndim - 1]) +
-
171 elem.y * IdxT(b_strides[ndim - 2]))};
-
172 for (int d = ndim - 3; d >= 0; --d) {
-
173 uint l = elem.z % shape[d];
-
174 loc.x += l * IdxT(a_strides[d]);
-
175 loc.y += l * IdxT(b_strides[d]);
-
176 elem.z /= shape[d];
-
177 }
-
178 return loc;
-
179}
-
-
180
-
181template <typename IdxT = size_t>
-
-
182METAL_FUNC vec<IdxT, 3> elem_to_loc_3_nd(
-
183 uint3 elem,
-
184 constant const int* shape,
-
185 constant const size_t* a_strides,
-
186 constant const size_t* b_strides,
-
187 constant const size_t* c_strides,
-
188 int ndim) {
-
189 vec<IdxT, 3> loc = {
-
190 elem.x * IdxT(a_strides[ndim - 1]) + elem.y * IdxT(a_strides[ndim - 2]),
-
191 elem.x * IdxT(b_strides[ndim - 1]) + elem.y * IdxT(b_strides[ndim - 2]),
-
192 elem.x * IdxT(c_strides[ndim - 1]) + elem.y * IdxT(c_strides[ndim - 2])};
-
193 for (int d = ndim - 3; d >= 0; --d) {
-
194 uint l = elem.z % shape[d];
-
195 loc.x += l * IdxT(a_strides[d]);
-
196 loc.y += l * IdxT(b_strides[d]);
-
197 loc.z += l * IdxT(c_strides[d]);
-
198 elem.z /= shape[d];
-
199 }
-
200 return loc;
-
201}
+
166
+
167template <typename IdxT = int64_t>
+
+
168METAL_FUNC vec<IdxT, 3> elem_to_loc_3_nd(
+
169 uint3 elem,
+
170 constant const int* shape,
+
171 constant const int64_t* a_strides,
+
172 constant const int64_t* b_strides,
+
173 constant const int64_t* c_strides,
+
174 int ndim) {
+
175 vec<IdxT, 3> loc = {
+
176 IdxT(elem.x * IdxT(a_strides[ndim - 1])) +
+
177 IdxT(elem.y * IdxT(a_strides[ndim - 2])),
+
178 IdxT(elem.x * IdxT(b_strides[ndim - 1])) +
+
179 IdxT(elem.y * IdxT(b_strides[ndim - 2])),
+
180 IdxT(elem.x * IdxT(c_strides[ndim - 1])) +
+
181 IdxT(elem.y * IdxT(c_strides[ndim - 2]))};
+
182 for (int d = ndim - 3; d >= 0; --d) {
+
183 uint l = elem.z % shape[d];
+
184 loc.x += l * IdxT(a_strides[d]);
+
185 loc.y += l * IdxT(b_strides[d]);
+
186 loc.z += l * IdxT(c_strides[d]);
+
187 elem.z /= shape[d];
+
188 }
+
189 return loc;
+
190}
+
191
+
193// Elem to loc in a loop utils
+
195
+
196template <int DIM, typename OffsetT = size_t, bool General = true>
+
+
197struct LoopedElemToLoc {
+
198 int dim;
+
199 LoopedElemToLoc<DIM - 1, OffsetT, General> inner_looper;
+
200 OffsetT offset{0};
+
201 int index{0};
202
-
204// Elem to loc in a loop utils
-
206
-
207template <int DIM, typename OffsetT = size_t, bool General = true>
-
-
208struct LoopedElemToLoc {
-
209 int dim;
-
210 LoopedElemToLoc<DIM - 1, OffsetT, General> inner_looper;
-
211 OffsetT offset{0};
-
212 int index{0};
-
213
-
214 LoopedElemToLoc(int dim) : dim(dim), inner_looper(dim - 1) {}
-
215
-
-
216 void next(const constant int* shape, const constant size_t* strides) {
-
217 if (dim == 0) {
-
218 return;
-
219 }
-
220 index++;
-
221 offset += OffsetT(strides[dim - 1]);
-
222 if (index >= shape[dim - 1]) {
-
223 index = 0;
-
224 inner_looper.next(shape, strides);
-
225 offset = inner_looper.offset;
-
226 }
-
227 }
+
203 LoopedElemToLoc(int dim) : dim(dim), inner_looper(dim - 1) {}
+
204
+
+
205 void next(const constant int* shape, const constant int64_t* strides) {
+
206 if (dim == 0) {
+
207 return;
+
208 }
+
209 index++;
+
210 offset += OffsetT(strides[dim - 1]);
+
211 if (index >= shape[dim - 1]) {
+
212 index = 0;
+
213 inner_looper.next(shape, strides);
+
214 offset = inner_looper.offset;
+
215 }
+
216 }
-
228
-
-
229 void next(int n, const constant int* shape, const constant size_t* strides) {
-
230 if (dim == 0) {
-
231 return;
-
232 }
-
233 index += n;
-
234 offset += n * OffsetT(strides[dim - 1]);
-
235
-
236 if (index >= shape[dim - 1]) {
-
237 int extra = index - shape[dim - 1];
-
238 if (extra >= shape[dim - 1]) {
-
239 inner_looper.next(1 + extra / shape[dim - 1], shape, strides);
-
240 extra = extra % shape[dim - 1];
-
241 } else {
-
242 inner_looper.next(shape, strides);
-
243 }
-
244 index = 0;
-
245 offset = inner_looper.offset;
-
246 if (extra > 0) {
-
247 next(extra, shape, strides);
-
248 }
-
249 }
-
250 }
+
217
+
+
218 void next(int n, const constant int* shape, const constant int64_t* strides) {
+
219 if (dim == 0) {
+
220 return;
+
221 }
+
222 index += n;
+
223 offset += n * OffsetT(strides[dim - 1]);
+
224
+
225 if (index >= shape[dim - 1]) {
+
226 int extra = index - shape[dim - 1];
+
227 if (extra >= shape[dim - 1]) {
+
228 inner_looper.next(1 + extra / shape[dim - 1], shape, strides);
+
229 extra = extra % shape[dim - 1];
+
230 } else {
+
231 inner_looper.next(shape, strides);
+
232 }
+
233 index = 0;
+
234 offset = inner_looper.offset;
+
235 if (extra > 0) {
+
236 next(extra, shape, strides);
+
237 }
+
238 }
+
239 }
+
240
+
+
241 OffsetT location() {
+
242 return offset;
+
243 }
+
+
244};
+
+
245
+
246template <typename OffsetT>
+
+
247struct LoopedElemToLoc<1, OffsetT, true> {
+
248 int dim;
+
249 OffsetT offset{0};
+
250 uint index{0};
251
-
-
252 OffsetT location() {
-
253 return offset;
-
254 }
+
252 LoopedElemToLoc(int dim) : dim(dim) {}
+
253
+
+
254 void next(const constant int* shape, const constant int64_t* strides) {
+
255 index++;
+
256 if (dim > 1) {
+
257 offset = elem_to_loc<OffsetT>(index, shape, strides, dim);
+
258 } else {
+
259 offset += OffsetT(strides[0]);
+
260 }
+
261 }
-
255};
-
-
256
-
257template <typename OffsetT>
-
-
258struct LoopedElemToLoc<1, OffsetT, true> {
-
259 int dim;
-
260 OffsetT offset{0};
-
261 uint index{0};
262
-
263 LoopedElemToLoc(int dim) : dim(dim) {}
-
264
-
-
265 void next(const constant int* shape, const constant size_t* strides) {
-
266 index++;
-
267 if (dim > 1) {
-
268 offset = elem_to_loc<size_t, OffsetT>(index, shape, strides, dim);
-
269 } else {
-
270 offset += OffsetT(strides[0]);
-
271 }
-
272 }
+
+
263 void next(int n, const constant int* shape, const constant int64_t* strides) {
+
264 index += n;
+
265 if (dim > 1) {
+
266 offset = elem_to_loc<OffsetT>(index, shape, strides, dim);
+
267 } else {
+
268 offset = index * OffsetT(strides[0]);
+
269 }
+
270 }
-
273
-
-
274 void next(int n, const constant int* shape, const constant size_t* strides) {
-
275 index += n;
-
276 if (dim > 1) {
-
277 offset = elem_to_loc<size_t, OffsetT>(index, shape, strides, dim);
-
278 } else {
-
279 offset = index * OffsetT(strides[0]);
-
280 }
-
281 }
+
271
+
+
272 OffsetT location() {
+
273 return offset;
+
274 }
+
275};
+
+
276
+
277template <typename OffsetT>
+
+
278struct LoopedElemToLoc<1, OffsetT, false> {
+
279 OffsetT offset{0};
+
280
+
281 LoopedElemToLoc(int) {}
282
-
283 OffsetT location() {
-
284 return offset;
+
283 void next(const constant int*, const constant int64_t* strides) {
+
284 offset += OffsetT(strides[0]);
285 }
-
286};
+
286
+
+
287 void next(int n, const constant int*, const constant int64_t* strides) {
+
288 offset += n * OffsetT(strides[0]);
+
289 }
-
287
-
288template <typename OffsetT>
-
-
289struct LoopedElemToLoc<1, OffsetT, false> {
-
290 OffsetT offset{0};
-
291
-
292 LoopedElemToLoc(int) {}
-
293
-
-
294 void next(const constant int*, const constant size_t* strides) {
-
295 offset += OffsetT(strides[0]);
-
296 }
+
290
+
+
291 OffsetT location() {
+
292 return offset;
+
293 }
-
297
-
-
298 void next(int n, const constant int*, const constant size_t* strides) {
-
299 offset += n * OffsetT(strides[0]);
-
300 }
+
294};
-
301
+
295
+
297// Calculation utils
+
299
+
301template <typename T, typename U>
-
302 OffsetT location() {
-
303 return offset;
-
304 }
+
302inline T ceildiv(T N, U M) {
+
303 return (N + M - 1) / M;
+
304}
-
305};
+
305
+
306// https://docs.oracle.com/cd/E19957-01/806-3568/ncg_goldberg.html#1202
+
+
307inline float log1p(float x) {
+
308 float xp1 = 1.0f + x;
+
309 if (xp1 == Limits<float>::max) {
+
310 return Limits<float>::max;
+
311 }
+
312 if (xp1 == 1.0f) {
+
313 return x;
+
314 }
+
315
+
316 return x * (metal::log(xp1) / (xp1 - 1.0f));
+
317}
-
306
-
308// Calculation utils
-
310
-
312template <typename T, typename U>
-
-
313inline T ceildiv(T N, U M) {
-
314 return (N + M - 1) / M;
-
315}
+
318
+
+
319inline bfloat16_t log1p(bfloat16_t x) {
+
320 float xp1 = 1.0f + static_cast<float>(x);
+
321 if (xp1 == Limits<float>::max) {
+
322 return Limits<bfloat16_t>::max;
+
323 }
+
324 if (xp1 == 1.0f) {
+
325 return x;
+
326 }
+
327
+
328 return bfloat16_t(x * (metal::log(xp1) / (xp1 - 1.0f)));
+
329}
-
316
-
317// https://docs.oracle.com/cd/E19957-01/806-3568/ncg_goldberg.html#1202
-
-
318inline float log1p(float x) {
-
319 float xp1 = 1.0f + x;
-
320 if (xp1 == Limits<float>::max) {
-
321 return Limits<float>::max;
-
322 }
-
323 if (xp1 == 1.0f) {
-
324 return x;
-
325 }
-
326
-
327 return x * (metal::log(xp1) / (xp1 - 1.0f));
-
328}
+
330
+
332// SIMD shuffle ops
+
334
+
+
335inline uint64_t simd_shuffle_down(uint64_t data, uint16_t delta) {
+
336 return as_type<uint64_t>(
+
337 metal::simd_shuffle_down(as_type<uint2>(data), delta));
+
338}
-
329
-
-
330inline bfloat16_t log1p(bfloat16_t x) {
-
331 float xp1 = 1.0f + static_cast<float>(x);
-
332 if (xp1 == Limits<float>::max) {
-
333 return Limits<bfloat16_t>::max;
-
334 }
-
335 if (xp1 == 1.0f) {
-
336 return x;
-
337 }
-
338
-
339 return bfloat16_t(x * (metal::log(xp1) / (xp1 - 1.0f)));
-
340}
+
339
+
+
340inline int64_t simd_shuffle_down(int64_t data, uint16_t delta) {
+
341 return as_type<int64_t>(
+
342 metal::simd_shuffle_down(as_type<uint2>(data), delta));
+
343}
-
341
-
343// SIMD shuffle ops
-
345
-
-
346inline uint64_t simd_shuffle_down(uint64_t data, uint16_t delta) {
-
347 return as_type<uint64_t>(
-
348 metal::simd_shuffle_down(as_type<uint2>(data), delta));
-
349}
+
344
+
+
345inline bool simd_shuffle_down(bool data, uint16_t delta) {
+
346 return simd_shuffle_down(static_cast<uint32_t>(data), delta);
+
347}
-
350
-
-
351inline int64_t simd_shuffle_down(int64_t data, uint16_t delta) {
-
352 return as_type<int64_t>(
-
353 metal::simd_shuffle_down(as_type<uint2>(data), delta));
-
354}
+
348
+
+
349inline complex64_t simd_shuffle_down(complex64_t data, uint16_t delta) {
+
350 return complex64_t(
+
351 simd_shuffle_down(data.real, delta), simd_shuffle_down(data.imag, delta));
+
352}
-
355
-
-
356inline bool simd_shuffle_down(bool data, uint16_t delta) {
-
357 return simd_shuffle_down(static_cast<uint32_t>(data), delta);
-
358}
+
353
+
+
354inline uint64_t simd_shuffle_up(uint64_t data, uint16_t delta) {
+
355 return as_type<uint64_t>(metal::simd_shuffle_up(as_type<uint2>(data), delta));
+
356}
-
359
-
-
360inline complex64_t simd_shuffle_down(complex64_t data, uint16_t delta) {
-
361 return complex64_t(
-
362 simd_shuffle_down(data.real, delta), simd_shuffle_down(data.imag, delta));
-
363}
+
357
+
+
358inline int64_t simd_shuffle_up(int64_t data, uint16_t delta) {
+
359 return as_type<int64_t>(metal::simd_shuffle_up(as_type<uint2>(data), delta));
+
360}
-
364
-
-
365inline uint64_t simd_shuffle_up(uint64_t data, uint16_t delta) {
-
366 return as_type<uint64_t>(metal::simd_shuffle_up(as_type<uint2>(data), delta));
-
367}
+
361
+
+
362inline bool simd_shuffle_up(bool data, uint16_t delta) {
+
363 return simd_shuffle_up(static_cast<uint32_t>(data), delta);
+
364}
-
368
-
-
369inline int64_t simd_shuffle_up(int64_t data, uint16_t delta) {
-
370 return as_type<int64_t>(metal::simd_shuffle_up(as_type<uint2>(data), delta));
-
371}
+
365
+
+
366inline complex64_t simd_shuffle_up(complex64_t data, uint16_t delta) {
+
367 return complex64_t(
+
368 simd_shuffle_up(data.real, delta), simd_shuffle_up(data.imag, delta));
+
369}
-
372
-
-
373inline bool simd_shuffle_up(bool data, uint16_t delta) {
-
374 return simd_shuffle_up(static_cast<uint32_t>(data), delta);
+
370
+
371inline uint64_t
+
+
372simd_shuffle_and_fill_up(uint64_t data, uint64_t filling, uint16_t delta) {
+
373 return as_type<uint64_t>(metal::simd_shuffle_and_fill_up(
+
374 as_type<uint2>(data), as_type<uint2>(filling), delta));
375}
376
-
-
377inline complex64_t simd_shuffle_up(complex64_t data, uint16_t delta) {
-
378 return complex64_t(
-
379 simd_shuffle_up(data.real, delta), simd_shuffle_up(data.imag, delta));
-
380}
+
377inline int64_t
+
+
378simd_shuffle_and_fill_up(int64_t data, int64_t filling, uint16_t delta) {
+
379 return as_type<int64_t>(metal::simd_shuffle_and_fill_up(
+
380 as_type<uint2>(data), as_type<uint2>(filling), delta));
+
381}
-
381
-
382inline uint64_t
+
382
-
383simd_shuffle_and_fill_up(uint64_t data, uint64_t filling, uint16_t delta) {
-
384 return as_type<uint64_t>(metal::simd_shuffle_and_fill_up(
-
385 as_type<uint2>(data), as_type<uint2>(filling), delta));
+
383inline bool simd_shuffle_and_fill_up(bool data, bool filling, uint16_t delta) {
+
384 return simd_shuffle_and_fill_up(
+
385 static_cast<uint32_t>(data), static_cast<uint32_t>(filling), delta);
386}
387
-
388inline int64_t
-
-
389simd_shuffle_and_fill_up(int64_t data, int64_t filling, uint16_t delta) {
-
390 return as_type<int64_t>(metal::simd_shuffle_and_fill_up(
-
391 as_type<uint2>(data), as_type<uint2>(filling), delta));
-
392}
+
+
388inline complex64_t simd_shuffle_and_fill_up(
+
389 complex64_t data,
+
390 complex64_t filling,
+
391 uint16_t delta) {
+
392 return complex64_t(
+
393 simd_shuffle_and_fill_up(data.real, filling.real, delta),
+
394 simd_shuffle_and_fill_up(data.imag, filling.imag, delta));
+
395}
-
393
-
-
394inline bool simd_shuffle_and_fill_up(bool data, bool filling, uint16_t delta) {
-
395 return simd_shuffle_and_fill_up(
-
396 static_cast<uint32_t>(data), static_cast<uint32_t>(filling), delta);
-
397}
+
396
+
+
397inline uint64_t simd_shuffle(uint64_t data, uint16_t lane) {
+
398 return as_type<uint64_t>(metal::simd_shuffle(as_type<uint2>(data), lane));
+
399}
-
398
-
-
399inline complex64_t simd_shuffle_and_fill_up(
-
400 complex64_t data,
-
401 complex64_t filling,
-
402 uint16_t delta) {
-
403 return complex64_t(
-
404 simd_shuffle_and_fill_up(data.real, filling.real, delta),
-
405 simd_shuffle_and_fill_up(data.imag, filling.imag, delta));
-
406}
+
400
+
+
401inline int64_t simd_shuffle(int64_t data, uint16_t lane) {
+
402 return as_type<int64_t>(metal::simd_shuffle(as_type<uint2>(data), lane));
+
403}
-
407
-
-
408inline uint64_t simd_shuffle(uint64_t data, uint16_t lane) {
-
409 return as_type<uint64_t>(metal::simd_shuffle(as_type<uint2>(data), lane));
-
410}
+
404
+
+
405inline bool simd_shuffle(bool data, uint16_t lane) {
+
406 return simd_shuffle(static_cast<uint32_t>(data), lane);
+
407}
-
411
-
-
412inline int64_t simd_shuffle(int64_t data, uint16_t lane) {
-
413 return as_type<int64_t>(metal::simd_shuffle(as_type<uint2>(data), lane));
-
414}
+
408
+
+
409inline complex64_t simd_shuffle(complex64_t data, uint16_t lane) {
+
410 return complex64_t(
+
411 simd_shuffle(data.real, lane), simd_shuffle(data.imag, lane));
+
412}
-
415
-
-
416inline bool simd_shuffle(bool data, uint16_t lane) {
-
417 return simd_shuffle(static_cast<uint32_t>(data), lane);
-
418}
+
413
+
414// std::conditional is not included with Metal
+
415template <bool condition, typename T, typename U>
+
+
416struct ConditionalType {
+
417 using type = U;
+
418};
419
-
-
420inline complex64_t simd_shuffle(complex64_t data, uint16_t lane) {
-
421 return complex64_t(
-
422 simd_shuffle(data.real, lane), simd_shuffle(data.imag, lane));
-
423}
+
420template <typename T, typename U>
+
+
421struct ConditionalType<true, T, U> {
+
422 using type = T;
+
423};
-
424
-
425// std::conditional is not included with Metal
-
426template <bool condition, typename T, typename U>
-
-
427struct ConditionalType {
-
428 using type = U;
-
429};
-
-
430
-
431template <typename T, typename U>
-
-
432struct ConditionalType<true, T, U> {
-
433 using type = T;
-
434};
-
-
next
BufferHolder * next
Definition allocator.h:38
bfloat16_t
struct _MLX_BFloat16 bfloat16_t
Definition bf16.h:251
instantiate_float_limit
#define instantiate_float_limit(type)
Definition utils.h:50
-
elem_to_loc
METAL_FUNC IdxT elem_to_loc(uint elem, constant const int *shape, constant const StrideT *strides, int ndim)
Definition utils.h:93
-
log1p
float log1p(float x)
Definition utils.h:318
-
elem_to_loc_2
METAL_FUNC IdxT elem_to_loc_2(uint2 elem, constant const StrideT strides[2])
Definition utils.h:145
-
elem_to_loc_3
METAL_FUNC IdxT elem_to_loc_3(uint3 elem, constant const StrideT strides[3])
Definition utils.h:150
-
elem_to_loc_3_nd
METAL_FUNC vec< IdxT, 3 > elem_to_loc_3_nd(uint3 elem, constant const int *shape, constant const size_t *a_strides, constant const size_t *b_strides, constant const size_t *c_strides, int ndim)
Definition utils.h:182
-
elem_to_loc_2_nd
METAL_FUNC vec< IdxT, 2 > elem_to_loc_2_nd(uint3 elem, constant const int *shape, constant const StrideT *a_strides, constant const StrideT *b_strides, int ndim)
Definition utils.h:159
-
ceildiv
T ceildiv(T N, U M)
Compute ceil((float)N/(float)M)
Definition utils.h:313
+
log1p
float log1p(float x)
Definition utils.h:307
+
elem_to_loc
METAL_FUNC IdxT elem_to_loc(IdxT elem, constant const int *shape, constant const int64_t *strides, int ndim)
Definition utils.h:93
+
elem_to_loc_3_nd
METAL_FUNC vec< IdxT, 3 > elem_to_loc_3_nd(uint3 elem, constant const int *shape, constant const int64_t *a_strides, constant const int64_t *b_strides, constant const int64_t *c_strides, int ndim)
Definition utils.h:168
+
elem_to_loc_1
METAL_FUNC IdxT elem_to_loc_1(uint elem, constant const int64_t &stride)
Definition utils.h:126
+
ceildiv
T ceildiv(T N, U M)
Compute ceil((float)N/(float)M)
Definition utils.h:302
+
elem_to_loc_2_nd
METAL_FUNC vec< IdxT, 2 > elem_to_loc_2_nd(uint3 elem, constant const int *shape, constant const int64_t *a_strides, constant const int64_t *b_strides, int ndim)
Definition utils.h:145
+
elem_to_loc_2
METAL_FUNC IdxT elem_to_loc_2(uint2 elem, constant const int64_t strides[2])
Definition utils.h:131
instantiate_default_limit
#define instantiate_default_limit(type)
Definition utils.h:30
-
elem_to_loc_1
METAL_FUNC IdxT elem_to_loc_1(uint elem, constant const StrideT &stride)
Definition utils.h:140
+
elem_to_loc_3
METAL_FUNC IdxT elem_to_loc_3(uint3 elem, constant const int64_t strides[3])
Definition utils.h:136
float16_t
half float16_t
Definition utils.h:16
bf16_math.h
@@ -624,41 +624,49 @@ $(function(){ initResizable(false); });
metal::log
METAL_FUNC bfloat16_t log(bfloat16_t x)
Definition bf16_math.h:232
metal::simd_shuffle_down
METAL_FUNC bfloat16_t simd_shuffle_down(bfloat16_t data, ushort delta)
Definition bf16_math.h:377
metal::simd_shuffle_up
METAL_FUNC bfloat16_t simd_shuffle_up(bfloat16_t data, ushort delta)
Definition bf16_math.h:377
-
_MLX_BFloat16
Definition bf16.h:48
-
ConditionalType< true, T, U >::type
T type
Definition utils.h:433
-
ConditionalType
Definition utils.h:427
-
ConditionalType::type
U type
Definition utils.h:428
+
ConditionalType
Definition utils.h:416
+
ConditionalType::type
U type
Definition utils.h:417
+
ConditionalType< true, T, U >::type
T type
Definition utils.h:422
Limits
Definition utils.h:23
+
Limits< bool >::min
static constexpr constant bool min
Definition utils.h:70
Limits::max
static const constant U max
Definition utils.h:24
Limits::finite_max
static const constant U finite_max
Definition utils.h:26
Limits::min
static const constant U min
Definition utils.h:25
+
Limits< complex64_t >::min
static constexpr constant complex64_t min
Definition utils.h:78
+
Limits< complex64_t >::max
static constexpr constant complex64_t max
Definition utils.h:75
+
Limits< bool >::max
static constexpr constant bool max
Definition utils.h:69
Limits::finite_min
static const constant U finite_min
Definition utils.h:27
-
LoopedElemToLoc< 1, OffsetT, false >::next
void next(const constant int *, const constant size_t *strides)
Definition utils.h:294
-
LoopedElemToLoc< 1, OffsetT, false >::LoopedElemToLoc
LoopedElemToLoc(int)
Definition utils.h:292
-
LoopedElemToLoc< 1, OffsetT, false >::location
OffsetT location()
Definition utils.h:302
-
LoopedElemToLoc< 1, OffsetT, false >::next
void next(int n, const constant int *, const constant size_t *strides)
Definition utils.h:298
-
LoopedElemToLoc< 1, OffsetT, true >::location
OffsetT location()
Definition utils.h:283
-
LoopedElemToLoc< 1, OffsetT, true >::dim
int dim
Definition utils.h:259
-
LoopedElemToLoc< 1, OffsetT, true >::next
void next(int n, const constant int *shape, const constant size_t *strides)
Definition utils.h:274
-
LoopedElemToLoc< 1, OffsetT, true >::LoopedElemToLoc
LoopedElemToLoc(int dim)
Definition utils.h:263
-
LoopedElemToLoc< 1, OffsetT, true >::next
void next(const constant int *shape, const constant size_t *strides)
Definition utils.h:265
-
LoopedElemToLoc
Definition utils.h:208
-
LoopedElemToLoc::next
void next(const constant int *shape, const constant size_t *strides)
Definition utils.h:216
-
LoopedElemToLoc::LoopedElemToLoc
LoopedElemToLoc(int dim)
Definition utils.h:214
-
LoopedElemToLoc::next
void next(int n, const constant int *shape, const constant size_t *strides)
Definition utils.h:229
-
LoopedElemToLoc::inner_looper
LoopedElemToLoc< DIM - 1, OffsetT, General > inner_looper
Definition utils.h:210
-
LoopedElemToLoc::location
OffsetT location()
Definition utils.h:252
-
LoopedElemToLoc::index
int index
Definition utils.h:212
-
LoopedElemToLoc::offset
OffsetT offset
Definition utils.h:211
-
LoopedElemToLoc::dim
int dim
Definition utils.h:209
+
LoopedElemToLoc< 1, OffsetT, false >::LoopedElemToLoc
LoopedElemToLoc(int)
Definition utils.h:281
+
LoopedElemToLoc< 1, OffsetT, true >::index
uint index
Definition utils.h:250
+
LoopedElemToLoc< 1, OffsetT, true >::offset
OffsetT offset
Definition utils.h:249
+
LoopedElemToLoc::LoopedElemToLoc
LoopedElemToLoc(int dim)
Definition utils.h:203
+
LoopedElemToLoc< 1, OffsetT, false >::next
void next(int n, const constant int *, const constant int64_t *strides)
Definition utils.h:287
+
LoopedElemToLoc< 1, OffsetT, true >::location
OffsetT location()
Definition utils.h:272
+
LoopedElemToLoc< 1, OffsetT, true >::next
void next(int n, const constant int *shape, const constant int64_t *strides)
Definition utils.h:263
+
LoopedElemToLoc< 1, OffsetT, true >::dim
int dim
Definition utils.h:248
+
LoopedElemToLoc< 1, OffsetT, false >::location
OffsetT location()
Definition utils.h:291
+
LoopedElemToLoc::inner_looper
LoopedElemToLoc< DIM - 1, OffsetT, General > inner_looper
Definition utils.h:199
+
LoopedElemToLoc::next
void next(const constant int *shape, const constant int64_t *strides)
Definition utils.h:205
+
LoopedElemToLoc< 1, OffsetT, false >::next
void next(const constant int *, const constant int64_t *strides)
Definition utils.h:283
+
LoopedElemToLoc::location
OffsetT location()
Definition utils.h:241
+
LoopedElemToLoc< 1, OffsetT, true >::LoopedElemToLoc
LoopedElemToLoc(int dim)
Definition utils.h:252
+
LoopedElemToLoc::index
int index
Definition utils.h:201
+
LoopedElemToLoc::offset
OffsetT offset
Definition utils.h:200
+
LoopedElemToLoc< 1, OffsetT, true >::next
void next(const constant int *shape, const constant int64_t *strides)
Definition utils.h:254
+
LoopedElemToLoc::next
void next(int n, const constant int *shape, const constant int64_t *strides)
Definition utils.h:218
+
LoopedElemToLoc< 1, OffsetT, false >::offset
OffsetT offset
Definition utils.h:279
+
LoopedElemToLoc::dim
int dim
Definition utils.h:198
complex64_t
Definition complex.h:20
complex64_t::imag
float imag
Definition complex.h:22
complex64_t::real
float real
Definition complex.h:21
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2utils_8h.html b/docs/build/html/backend_2metal_2utils_8h.html index 93f04c832..896f150bb 100644 --- a/docs/build/html/backend_2metal_2utils_8h.html +++ b/docs/build/html/backend_2metal_2utils_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/utils.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Namespaces | @@ -115,10 +129,10 @@ Functions   MTL::Size mlx::core::get_block_dims (int dim0, int dim1, int dim2, int pow2=10)   -MTL::Size mlx::core::get_2d_grid_dims (const std::vector< int > &shape, const std::vector< size_t > &strides) -  -MTL::Size mlx::core::get_2d_grid_dims (const std::vector< int > &shape, const std::vector< size_t > &strides, size_t divisor) -  +MTL::Size mlx::core::get_2d_grid_dims (const Shape &shape, const Strides &strides) +  +MTL::Size mlx::core::get_2d_grid_dims (const Shape &shape, const Strides &strides, size_t divisor) +  NS::String * mlx::core::make_string (std::ostringstream &os)   void mlx::core::debug_set_stream_queue_label (MTL::CommandQueue *queue, int index) @@ -127,18 +141,21 @@ Functions   std::string mlx::core::get_primitive_string (Primitive *primitive)   -template<typename T > +template<typename T> void mlx::core::concatenate (std::string &acc, T first)   -template<typename T , typename... Args> +template<typename T, typename... Args> void mlx::core::concatenate (std::string &acc, T first, Args... args)  
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/backend_2metal_2utils_8h.js b/docs/build/html/backend_2metal_2utils_8h.js new file mode 100644 index 000000000..b67a9d3f9 --- /dev/null +++ b/docs/build/html/backend_2metal_2utils_8h.js @@ -0,0 +1,14 @@ +var backend_2metal_2utils_8h = +[ + [ "mlx::core::concatenate", "namespacemlx_1_1core.html#a76a2e310857f60f5ea6f1388d45b964d", null ], + [ "mlx::core::concatenate", "namespacemlx_1_1core.html#aaf51544472fa87fa974686eacdd2a4a6", null ], + [ "mlx::core::debug_set_primitive_buffer_label", "namespacemlx_1_1core.html#a489e45b3a5cd8b46e8ea56b9132eb230", null ], + [ "mlx::core::debug_set_stream_queue_label", "namespacemlx_1_1core.html#a79817d2432e782e596c9c49a08b93be2", null ], + [ "mlx::core::get_2d_grid_dims", "namespacemlx_1_1core.html#aa9692de582995fd3ce19493b45ab7144", null ], + [ "mlx::core::get_2d_grid_dims", "namespacemlx_1_1core.html#a6ec5cdf3253a9f20ca5ea7a1590fb386", null ], + [ "mlx::core::get_block_dims", "namespacemlx_1_1core.html#a0f0f59d3ffe2d16a684e5fc093302e15", null ], + [ "mlx::core::get_primitive_string", "namespacemlx_1_1core.html#ad4be35b310a252edd80d9cf04f094a60", null ], + [ "mlx::core::make_string", "namespacemlx_1_1core.html#aed148d95e7b5221f1312473deded0d27", null ], + [ "mlx::core::type_to_name", "namespacemlx_1_1core.html#af1fdfdaa5644394362e6baba30701bae", null ], + [ "mlx::core::type_to_name", "namespacemlx_1_1core.html#aef60e3a8d9c987c9c338b193673d2164", null ] +]; \ No newline at end of file diff --git a/docs/build/html/backend_2metal_2utils_8h_source.html b/docs/build/html/backend_2metal_2utils_8h_source.html index b6e4ce92c..b316e102c 100644 --- a/docs/build/html/backend_2metal_2utils_8h_source.html +++ b/docs/build/html/backend_2metal_2utils_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/utils.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
utils.h
@@ -115,89 +129,91 @@ $(function(){ initResizable(false); });
22// - overall size (product of non-broadcasted dimensions) is < UINT_MAX^2
23// - shape and strides correspond to a contiguous (no holes) but
24// possibly broadcasted array
-
25MTL::Size get_2d_grid_dims(
-
26 const std::vector<int>& shape,
-
27 const std::vector<size_t>& strides);
-
28
-
29// Same as above but we do an implicit division with divisor.
-
30// Basically, equivalent to factorizing
-
31// Prod(s \forall s in shape if strides[s] > 0) / divisor.
-
32MTL::Size get_2d_grid_dims(
-
33 const std::vector<int>& shape,
-
34 const std::vector<size_t>& strides,
-
35 size_t divisor);
-
36
-
-
37inline NS::String* make_string(std::ostringstream& os) {
-
38 std::string string = os.str();
-
39 return NS::String::string(string.c_str(), NS::UTF8StringEncoding);
-
40}
+
25MTL::Size get_2d_grid_dims(const Shape& shape, const Strides& strides);
+
26
+
27// Same as above but we do an implicit division with divisor.
+
28// Basically, equivalent to factorizing
+
29// Prod(s \forall s in shape if strides[s] > 0) / divisor.
+
30MTL::Size
+
31get_2d_grid_dims(const Shape& shape, const Strides& strides, size_t divisor);
+
32
+
+
33inline NS::String* make_string(std::ostringstream& os) {
+
34 std::string string = os.str();
+
35 return NS::String::string(string.c_str(), NS::UTF8StringEncoding);
+
36}
-
41
-
-
42inline void debug_set_stream_queue_label(MTL::CommandQueue* queue, int index) {
-
43#ifdef MLX_METAL_DEBUG
-
44 std::ostringstream label;
-
45 label << "Stream " << index;
-
46 queue->setLabel(make_string(label));
-
47#endif
-
48}
+
37
+
+
38inline void debug_set_stream_queue_label(MTL::CommandQueue* queue, int index) {
+
39#ifdef MLX_METAL_DEBUG
+
40 std::ostringstream label;
+
41 label << "Stream " << index;
+
42 queue->setLabel(make_string(label));
+
43#endif
+
44}
-
49
-
-
50inline void debug_set_primitive_buffer_label(
-
51 MTL::CommandBuffer* command_buffer,
-
52 Primitive& primitive) {
-
53#ifdef MLX_METAL_DEBUG
-
54 std::ostringstream label;
-
55 if (auto cbuf_label = command_buffer->label(); cbuf_label) {
-
56 label << cbuf_label->utf8String();
-
57 }
-
58 primitive.print(label);
-
59 command_buffer->setLabel(make_string(label));
-
60#endif
-
61}
+
45
+
+
46inline void debug_set_primitive_buffer_label(
+
47 MTL::CommandBuffer* command_buffer,
+
48 Primitive& primitive) {
+
49#ifdef MLX_METAL_DEBUG
+
50 std::ostringstream label;
+
51 if (auto cbuf_label = command_buffer->label(); cbuf_label) {
+
52 label << cbuf_label->utf8String();
+
53 }
+
54 primitive.print(label);
+
55 command_buffer->setLabel(make_string(label));
+
56#endif
+
57}
-
62
-
63std::string get_primitive_string(Primitive* primitive);
-
64
-
65template <typename T>
-
-
66void concatenate(std::string& acc, T first) {
-
67 acc += first;
-
68}
+
58
+
59std::string get_primitive_string(Primitive* primitive);
+
60
+
61template <typename T>
+
+
62void concatenate(std::string& acc, T first) {
+
63 acc += first;
+
64}
-
69
-
70template <typename T, typename... Args>
-
-
71void concatenate(std::string& acc, T first, Args... args) {
-
72 acc += first;
-
73 concatenate(acc, args...);
-
74}
+
65
+
66template <typename T, typename... Args>
+
+
67void concatenate(std::string& acc, T first, Args... args) {
+
68 acc += first;
+
69 concatenate(acc, args...);
+
70}
-
75
-
76} // namespace mlx::core
+
71
+
72} // namespace mlx::core
mlx::core::Primitive
Definition primitives.h:48
mlx::core::Primitive::print
virtual void print(std::ostream &os)=0
Print the primitive.
-
mlx::core::array
Definition array.h:23
+
mlx::core::array
Definition array.h:24
mlx::core
Definition allocator.h:7
mlx::core::get_block_dims
MTL::Size get_block_dims(int dim0, int dim1, int dim2, int pow2=10)
-
mlx::core::debug_set_primitive_buffer_label
void debug_set_primitive_buffer_label(MTL::CommandBuffer *command_buffer, Primitive &primitive)
Definition utils.h:50
-
mlx::core::concatenate
void concatenate(std::string &acc, T first)
Definition utils.h:66
-
mlx::core::debug_set_stream_queue_label
void debug_set_stream_queue_label(MTL::CommandQueue *queue, int index)
Definition utils.h:42
-
mlx::core::get_2d_grid_dims
MTL::Size get_2d_grid_dims(const std::vector< int > &shape, const std::vector< size_t > &strides)
+
mlx::core::debug_set_primitive_buffer_label
void debug_set_primitive_buffer_label(MTL::CommandBuffer *command_buffer, Primitive &primitive)
Definition utils.h:46
+
mlx::core::Shape
std::vector< ShapeElem > Shape
Definition array.h:21
+
mlx::core::concatenate
void concatenate(std::string &acc, T first)
Definition utils.h:62
+
mlx::core::debug_set_stream_queue_label
void debug_set_stream_queue_label(MTL::CommandQueue *queue, int index)
Definition utils.h:38
+
mlx::core::Strides
std::vector< int64_t > Strides
Definition array.h:22
+
mlx::core::get_2d_grid_dims
MTL::Size get_2d_grid_dims(const Shape &shape, const Strides &strides)
+
mlx::core::Args
std::vector< array > Args
Definition export.h:11
mlx::core::get_primitive_string
std::string get_primitive_string(Primitive *primitive)
-
mlx::core::make_string
NS::String * make_string(std::ostringstream &os)
Definition utils.h:37
+
mlx::core::make_string
NS::String * make_string(std::ostringstream &os)
Definition utils.h:33
mlx::core::type_to_name
std::string type_to_name(const Dtype &t)
mlx::core::Dtype
Definition dtype.h:13
- -
-Generated by doxygen 1.12.0 -
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MLX
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Namespaces | @@ -560,10 +574,13 @@ Functions
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"metal::simd_shuffle_up", "namespacemetal.html#afe81c5fbde3f4890458b081909242c55", null ], + [ "metal::simd_shuffle_xor", "namespacemetal.html#a5017efc9605e069cfb507137cd1a1852", null ], + [ "metal::simd_sum", "namespacemetal.html#a85181e37a00cb4a4217f1bb25389bce5", null ], + [ "metal::simd_xor", "namespacemetal.html#a1308decbf2d5c33d34d6be523ea1c30f", null ], + [ "metal::fast::sin", "namespacemetal_1_1fast.html#a3af771cfe7a135104f9d063147dba270", null ], + [ "metal::precise::sin", "namespacemetal_1_1precise.html#a71acf77ffd29c56f56afae0195c98a1c", null ], + [ "metal::sin", "namespacemetal.html#a619a159ca5f2ddfe3647d3a6bb6e804c", null ], + [ "metal::fast::sinh", "namespacemetal_1_1fast.html#a990d90b3440e38d1fb4ff5065c6c189b", null ], + [ "metal::precise::sinh", "namespacemetal_1_1precise.html#abc8f4f59dd6e7204ab5d84f0af96331c", null ], + [ "metal::sinh", "namespacemetal.html#a83ba4235ae350ab8880a9df09158620b", null ], + [ "metal::fast::sinpi", "namespacemetal_1_1fast.html#ab07a32fe544aa304577d29e0251e87b2", null ], + [ "metal::precise::sinpi", "namespacemetal_1_1precise.html#a78b17dab93519d9c82c2575dafec49c9", null ], + [ "metal::sinpi", "namespacemetal.html#ae9655f7fa2ba6c0625ca25fbb278e269", null ], + [ "metal::fast::sqrt", "namespacemetal_1_1fast.html#a4218a85c7d8a74cb8055b4755205627e", null ], + [ "metal::precise::sqrt", "namespacemetal_1_1precise.html#acb213467361cd2cab93a8d5ea1aa5bfd", null ], + [ "metal::sqrt", "namespacemetal.html#ab3f4d4852ca0e591104fbd8e5b50d31b", null ], + [ "metal::fast::tan", "namespacemetal_1_1fast.html#ae34754afa152a6170ac2ae3294174506", null ], + [ "metal::precise::tan", "namespacemetal_1_1precise.html#a8261ed22f03122ef15b89512358acb1f", null ], + [ "metal::tan", "namespacemetal.html#a862215a8ddacb086296ba02567c9b158", null ], + [ "metal::fast::tanh", "namespacemetal_1_1fast.html#a13e6e6ae087b7c558e9a94ddbc864d43", null ], + [ "metal::precise::tanh", "namespacemetal_1_1precise.html#a741c27a10cc968dd1e63473d9fcd8f99", null ], + [ "metal::tanh", "namespacemetal.html#aa97fc50bd6addfc6de0aae8570fe963d", null ], + [ "metal::fast::tanpi", "namespacemetal_1_1fast.html#a39b2952d4adf1400016c63243798aaf8", null ], + [ "metal::precise::tanpi", "namespacemetal_1_1precise.html#a8fae8c20deff43a8e855bba6f3ba20a5", null ], + [ "metal::tanpi", "namespacemetal.html#ae2046d163a525fc1822a9ec8a0aeaeb3", null ], + [ "metal::fast::trunc", "namespacemetal_1_1fast.html#aa62e1075e86c626d97038f16e9433415", null ], + [ "metal::precise::trunc", "namespacemetal_1_1precise.html#a334183e7a2dd49b983d072d1e8ee2b27", null ], + [ "metal::trunc", "namespacemetal.html#a93cb75a11a362bfc8310ea19c554c887", null ] +]; \ No newline at end of file diff --git a/docs/build/html/bf16__math_8h_source.html b/docs/build/html/bf16__math_8h_source.html index e060315d9..da893aaf0 100644 --- a/docs/build/html/bf16__math_8h_source.html +++ b/docs/build/html/bf16__math_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/bf16_math.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
bf16_math.h
@@ -94,7 +108,7 @@ $(function(){ initResizable(false); }); Go to the documentation of this file.
1// Copyright © 2023 Apple Inc.
2
3#pragma once
-
4
+
4
6// Metal math for bfloat16
8
9/*
@@ -320,17 +334,17 @@ $(function(){ initResizable(false); });
226namespace metal {
227
228instantiate_metal_math_funcs(
-
229 bfloat16_t,
-
230 bfloat16_t,
+
229 bfloat16_t,
+
230 bfloat16_t,
231 float,
232 __METAL_MAYBE_FAST_MATH__);
233
-
234namespace fast {
+
234namespace fast {
235
236instantiate_metal_math_funcs(
-
237 bfloat16_t,
-
238 bfloat16_t,
+
237 bfloat16_t,
+
238 bfloat16_t,
239 float,
240 __METAL_FAST_MATH__);
241
@@ -338,11 +352,11 @@ $(function(){ initResizable(false); });
243
-
244namespace precise {
+
244namespace precise {
245
246instantiate_metal_math_funcs(
-
247 bfloat16_t,
-
248 bfloat16_t,
+
247 bfloat16_t,
+
248 bfloat16_t,
249 float,
250 __METAL_PRECISE_MATH__);
251
@@ -351,7 +365,7 @@ $(function(){ initResizable(false); });
253
254} // namespace metal
-
255
+
255
257// Metal simd for bfloat16
259
260#define instantiate_metal_simd_comm_funcs( \
@@ -469,26 +483,31 @@ $(function(){ initResizable(false); });
370namespace metal {
371
372instantiate_metal_simd_comm_funcs(
-
373 bfloat16_t,
-
374 bfloat16_t,
+
373 bfloat16_t,
+
374 bfloat16_t,
375 uint16_t,
376 bfloat16_to_uint16,
377 uint16_to_bfloat16);
-
378instantiate_metal_simd_reduction_funcs(bfloat16_t, bfloat16_t, float);
+
378instantiate_metal_simd_reduction_funcs(bfloat16_t, bfloat16_t, float);
379
380} // namespace metal
bfloat16_to_uint16
uint16_t bfloat16_to_uint16(const bfloat16_t x)
Definition bf16.h:308
+
bfloat16_t
struct _MLX_BFloat16 bfloat16_t
Definition bf16.h:251
uint16_to_bfloat16
bfloat16_t uint16_to_bfloat16(const uint16_t x)
Definition bf16.h:312
instantiate_metal_simd_reduction_funcs
#define instantiate_metal_simd_reduction_funcs(itype, otype, ctype)
Definition bf16_math.h:328
instantiate_metal_math_funcs
#define instantiate_metal_math_funcs(itype, otype, ctype, mfast)
Definition bf16_math.h:33
instantiate_metal_simd_comm_funcs
#define instantiate_metal_simd_comm_funcs( itype, otype, ctype, itype_to_ctype, ctype_to_otype)
Definition bf16_math.h:260
+
metal::fast
Definition bf16_math.h:234
+
metal::precise
Definition bf16_math.h:244
metal
Definition bf16_math.h:226
-
_MLX_BFloat16
Definition bf16.h:48
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/binary__ops_8h.html b/docs/build/html/binary__ops_8h.html index 23ddbbfc2..bf46a643e 100644 --- a/docs/build/html/binary__ops_8h.html +++ b/docs/build/html/binary__ops_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/binary_ops.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
Classes
@@ -154,10 +168,13 @@ Classes  
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/binary__ops_8h.js b/docs/build/html/binary__ops_8h.js new file mode 100644 index 000000000..fb22d934e --- /dev/null +++ b/docs/build/html/binary__ops_8h.js @@ -0,0 +1,29 @@ +var binary__ops_8h = +[ + [ "Add", "struct_add.html", "struct_add" ], + [ "FloorDivide", "struct_floor_divide.html", "struct_floor_divide" ], + [ "Divide", "struct_divide.html", "struct_divide" ], + [ "Remainder", "struct_remainder.html", "struct_remainder" ], + [ "Equal", "struct_equal.html", "struct_equal" ], + [ "NaNEqual", "struct_na_n_equal.html", "struct_na_n_equal" ], + [ "Greater", "struct_greater.html", "struct_greater" ], + [ "GreaterEqual", "struct_greater_equal.html", "struct_greater_equal" ], + [ "Less", "struct_less.html", "struct_less" ], + [ "LessEqual", "struct_less_equal.html", "struct_less_equal" ], + [ "LogAddExp", "struct_log_add_exp.html", "struct_log_add_exp" ], + [ "Maximum", "struct_maximum.html", "struct_maximum" ], + [ "Minimum", "struct_minimum.html", "struct_minimum" ], + [ "Multiply", "struct_multiply.html", "struct_multiply" ], + [ "NotEqual", "struct_not_equal.html", "struct_not_equal" ], + [ "Power", "struct_power.html", "struct_power" ], + [ "Subtract", "struct_subtract.html", "struct_subtract" ], + [ "LogicalAnd", "struct_logical_and.html", "struct_logical_and" ], + [ "LogicalOr", "struct_logical_or.html", "struct_logical_or" ], + [ "BitwiseAnd", "struct_bitwise_and.html", "struct_bitwise_and" ], + [ "BitwiseOr", "struct_bitwise_or.html", "struct_bitwise_or" ], + [ "BitwiseXor", "struct_bitwise_xor.html", "struct_bitwise_xor" ], + [ "LeftShift", "struct_left_shift.html", "struct_left_shift" ], + [ "RightShift", "struct_right_shift.html", "struct_right_shift" ], + [ "ArcTan2", "struct_arc_tan2.html", "struct_arc_tan2" ], + [ "DivMod", "struct_div_mod.html", "struct_div_mod" ] +]; \ No newline at end of file diff --git a/docs/build/html/binary__ops_8h_source.html b/docs/build/html/binary__ops_8h_source.html index 5216c8201..6f818e693 100644 --- a/docs/build/html/binary__ops_8h_source.html +++ b/docs/build/html/binary__ops_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/binary_ops.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
- -
-
binary_ops.h
@@ -131,7 +145,7 @@ $(function(){ initResizable(false); });
28 template <>
-
29 bfloat16_t operator()(bfloat16_t x, bfloat16_t y) {
+
29 bfloat16_t operator()(bfloat16_t x, bfloat16_t y) {
30 return trunc(x / y);
31 }
@@ -519,7 +533,8 @@ $(function(){ initResizable(false); });
296};
-
log1p
float log1p(float x)
Definition utils.h:318
+
bfloat16_t
struct _MLX_BFloat16 bfloat16_t
Definition bf16.h:251
+
log1p
float log1p(float x)
Definition utils.h:307
metal::precise::atan2
METAL_FUNC bfloat16_t atan2(bfloat16_t y, bfloat16_t x)
Definition bf16_math.h:250
metal::atan2
METAL_FUNC bfloat16_t atan2(bfloat16_t y, bfloat16_t x)
Definition bf16_math.h:232
metal::cos
METAL_FUNC bfloat16_t cos(bfloat16_t x)
Definition bf16_math.h:232
@@ -530,7 +545,6 @@ $(function(){ initResizable(false); });
metal::max
METAL_FUNC bfloat16_t max(bfloat16_t x, bfloat16_t y)
Definition bf16_math.h:232
metal::exp
METAL_FUNC bfloat16_t exp(bfloat16_t x)
Definition bf16_math.h:232
metal::pow
METAL_FUNC bfloat16_t pow(bfloat16_t x, bfloat16_t y)
Definition bf16_math.h:232
-
_MLX_BFloat16
Definition bf16.h:48
Add
Definition binary_ops.h:8
Add::operator()
T operator()(T x, T y)
Definition binary_ops.h:10
ArcTan2
Definition binary_ops.h:284
@@ -601,10 +615,13 @@ $(function(){ initResizable(false); });
complex64_t::imag
float imag
Definition complex.h:22
complex64_t::real
float real
Definition complex.h:21
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/class_thread_pool-members.html b/docs/build/html/class_thread_pool-members.html index da8fa4c8f..bf86e7238 100644 --- a/docs/build/html/class_thread_pool-members.html +++ b/docs/build/html/class_thread_pool-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
-
-
ThreadPool Member List
@@ -94,10 +112,12 @@ $(function(){ initResizable(false); }); ThreadPool(size_t)ThreadPoolinline ~ThreadPool()ThreadPoolinline
- -
-Generated by doxygen 1.12.0 -
+ + diff --git a/docs/build/html/class_thread_pool.html b/docs/build/html/class_thread_pool.html index 717b97142..39ea2e0a7 100644 --- a/docs/build/html/class_thread_pool.html +++ b/docs/build/html/class_thread_pool.html @@ -3,7 +3,7 @@ - + MLX: ThreadPool Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
MLX
+
+ +   + + + + +
+
- + - - +
+
+ +
+
+
- - +
-
-
Public Member Functions | @@ -97,8 +115,8 @@ $(function(){ initResizable(false); }); Public Member Functions  ThreadPool (size_t)   -template<class F , class... Args> -auto enqueue (F &&f, Args &&... args) -> std::future< typename std::invoke_result_t< F, Args... > > +template<class F, class... Args> +auto enqueue (F &&f, Args &&... args) -> std::future< typename std::invoke_result_t< F, Args... > >    ~ThreadPool ()   @@ -122,7 +140,7 @@ Public Member Functions -inline +inline
@@ -147,7 +165,7 @@ Public Member Functions -inline +inline
@@ -161,7 +179,7 @@ Public Member Functions
-template<class F , class... Args>
+template<class F, class... Args>
@@ -182,10 +200,13 @@ template<class F , class... Args>
  • mlx/io/threadpool.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/class_thread_pool.js b/docs/build/html/class_thread_pool.js new file mode 100644 index 000000000..7ba80e792 --- /dev/null +++ b/docs/build/html/class_thread_pool.js @@ -0,0 +1,6 @@ +var class_thread_pool = +[ + [ "ThreadPool", "class_thread_pool.html#ac291710e33dbbed96ee20711080d506d", null ], + [ "~ThreadPool", "class_thread_pool.html#a44d3d2ab618970605e684efc216655eb", null ], + [ "enqueue", "class_thread_pool.html#a375fa2d63197282277be640b54e8a196", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classes.html b/docs/build/html/classes.html index e6cd951a4..609d93879 100644 --- a/docs/build/html/classes.html +++ b/docs/build/html/classes.html @@ -3,7 +3,7 @@ - +MLX: Class Index @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    auto ThreadPool::enqueue
    + +   + + + + +
    +
    - + - - - -
    -
    +
    + +
    +
    +
    +
    Class Index
    -
    A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | Q | R | S | T | U | V | W | _
    +
    A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | _
    A
    -
    Abs
    Abs (mlx::core)
    Abs (mlx::core::detail)
    AccumHelper (mlx::steel)
    Add
    Add (mlx::core)
    Add (mlx::core::detail)
    add_vec (pocketfft::detail)
    add_vec< cmplx< T > > (pocketfft::detail)
    AddMM (mlx::core)
    AffineQuantize (mlx::core::fast)
    aligned_allocator (pocketfft::detail::threading)
    AllGather (mlx::core::distributed)
    Allocator (mlx::core::allocator)
    AllReduce (mlx::core::distributed)
    And
    Arange (mlx::core)
    ArcCos
    ArcCos (mlx::core)
    ArcCos (mlx::core::detail)
    ArcCosh
    ArcCosh (mlx::core)
    ArcCosh (mlx::core::detail)
    ArcSin
    ArcSin (mlx::core)
    ArcSin (mlx::core::detail)
    ArcSinh
    ArcSinh (mlx::core)
    ArcSinh (mlx::core::detail)
    ArcTan
    ArcTan (mlx::core)
    ArcTan (mlx::core::detail)
    ArcTan2
    ArcTan2 (mlx::core)
    ArcTan2 (mlx::core::detail)
    ArcTanh
    ArcTanh (mlx::core)
    ArcTanh (mlx::core::detail)
    ArgPartition (mlx::core)
    ArgReduce (mlx::core)
    ArgSort (mlx::core)
    arr (pocketfft::detail)
    arr_info (pocketfft::detail)
    array (mlx::core)
    array::ArrayIterator (mlx::core)
    AsStrided (mlx::core)
    AsType (mlx::core)
    AttnParams (mlx::steel)
    +
    Abs
    Abs (mlx::core)
    Abs (mlx::core::detail)
    AccumHelper (mlx::steel)
    Add
    Add (mlx::core)
    Add (mlx::core::detail)
    add_vec (pocketfft::detail)
    add_vec< cmplx< T > > (pocketfft::detail)
    AddMM (mlx::core)
    AffineQuantize (mlx::core::fast)
    aligned_allocator (pocketfft::detail::threading)
    AllGather (mlx::core::distributed)
    Allocator (mlx::core::allocator)
    AllReduce (mlx::core::distributed)
    And
    Arange (mlx::core)
    ArcCos
    ArcCos (mlx::core)
    ArcCos (mlx::core::detail)
    ArcCosh
    ArcCosh (mlx::core)
    ArcCosh (mlx::core::detail)
    ArcSin
    ArcSin (mlx::core)
    ArcSin (mlx::core::detail)
    ArcSinh
    ArcSinh (mlx::core)
    ArcSinh (mlx::core::detail)
    ArcTan
    ArcTan (mlx::core)
    ArcTan (mlx::core::detail)
    ArcTan2
    ArcTan2 (mlx::core)
    ArcTan2 (mlx::core::detail)
    ArcTanh
    ArcTanh (mlx::core)
    ArcTanh (mlx::core::detail)
    ArgPartition (mlx::core)
    ArgReduce (mlx::core)
    ArgSort (mlx::core)
    arr (pocketfft::detail)
    arr_info (pocketfft::detail)
    array (mlx::core)
    array::ArrayIterator (mlx::core)
    AsStrided (mlx::core)
    AsType (mlx::core)
    AttnParams (mlx::steel)
    B
    -
    BaseMMAFrag (mlx::steel)
    BaseMMAFrag< T, 8, 8 > (mlx::steel)
    _MLX_BFloat16::bits_to_bfloat_struct
    BitwiseAnd
    BitwiseAnd (mlx::core::detail)
    BitwiseBinary (mlx::core)
    BitwiseOr
    BitwiseOr (mlx::core::detail)
    BitwiseXor
    BitwiseXor (mlx::core::detail)
    BlockLoader (mlx::steel)
    BlockLoaderT (mlx::steel)
    BlockMaskedMM (mlx::core)
    BlockMergeSort
    BlockMMA (mlx::steel)
    BlockSwizzle (mlx::steel)
    bool4_or_uint
    Broadcast (mlx::core)
    Buffer (mlx::core::allocator)
    +
    BaseMMAFrag (mlx::steel)
    BaseMMAFrag< T, 8, 8 > (mlx::steel)
    numeric_limits< bfloat16_t >::bfloat_or_bits (mlx::core)
    _MLX_BFloat16::bits_to_bfloat_struct
    BitwiseAnd
    BitwiseAnd (mlx::core::detail)
    BitwiseBinary (mlx::core)
    BitwiseOr
    BitwiseOr (mlx::core::detail)
    BitwiseXor
    BitwiseXor (mlx::core::detail)
    BlockLoader (mlx::steel)
    BlockLoaderT (mlx::steel)
    BlockMaskedMM (mlx::core)
    BlockMergeSort
    BlockMMA (mlx::steel)
    BlockSwizzle (mlx::steel)
    bool4_or_uint
    Broadcast (mlx::core)
    BroadcastAxes (mlx::core)
    Buffer (mlx::core::allocator)
    Buffer (mlx::core::metal)
    C
    -
    Ceil
    Ceil (mlx::core)
    Ceil (mlx::core::detail)
    cfftp (pocketfft::detail)
    ChannelHelper (mlx::steel)
    ChannelHelper< 1 > (mlx::steel)
    ChannelHelper< 2 > (mlx::steel)
    ChannelHelper< 3 > (mlx::steel)
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    Cholesky (mlx::core)
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    CustomKernel (mlx::core::fast)
    CustomKernelShapeInfo (mlx::core::fast)
    CustomTransforms (mlx::core)
    +
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    Ceil (mlx::core)
    Ceil (mlx::core::detail)
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    ChannelHelper< 3 > (mlx::steel)
    ChannelHelper< 4 > (mlx::steel)
    Cholesky (mlx::core)
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    cndarr (pocketfft::detail)
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    complex64_t
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    D
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    Divide (mlx::core::detail)
    Divide (mlx::core)
    DivMod
    DivMod (mlx::core)
    DivOp
    Dtype (mlx::core)
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    DefaultContiguousReduce (mlx::core)
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    -
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    Equal
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    Equal (mlx::core)
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    Erf (mlx::core)
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    ErfInv (mlx::core)
    Event (mlx::core)
    ExecC2C (pocketfft::detail)
    ExecDcst (pocketfft::detail)
    ExecHartley (pocketfft::detail)
    ExecR2R (pocketfft::detail)
    Exp
    Exp (mlx::core::detail)
    Exp (mlx::core)
    Expm1
    Expm1 (mlx::core::detail)
    Expm1 (mlx::core)
    ExpSubOp
    +
    Eigh (mlx::core)
    Equal
    Equal (mlx::core::detail)
    Equal (mlx::core)
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    Erf (mlx::core::detail)
    Erf (mlx::core)
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    ExecDcst (pocketfft::detail)
    ExecHartley (pocketfft::detail)
    ExecR2R (pocketfft::detail)
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    Exp (mlx::core::detail)
    Exp (mlx::core)
    ExpandDims (mlx::core)
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    Expm1 (mlx::core::detail)
    Expm1 (mlx::core)
    ExpSubOp
    F
    -
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    FFT (mlx::core)
    fftblue (pocketfft::detail)
    FileWriter (mlx::core::io)
    array::Flags (mlx::core)
    Floor
    Floor (mlx::core::detail)
    Floor (mlx::core)
    FloorDivide
    Full (mlx::core)
    +
    Fence (mlx::core::metal)
    FFT (mlx::core)
    fftblue (pocketfft::detail)
    FileWriter (mlx::core::io)
    finfo (mlx::core)
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    Floor (mlx::core::detail)
    Floor (mlx::core)
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    Full (mlx::core)
    FunctionExporter (mlx::core)
    G
    -
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    GatherMM (mlx::core)
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    GEMMKernel (mlx::steel)
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    Greater
    Greater (mlx::core::detail)
    Greater (mlx::core)
    GreaterEqual
    GreaterEqual (mlx::core::detail)
    GreaterEqual (mlx::core)
    Group (mlx::core::distributed)
    +
    Gather (mlx::core)
    GatherMM (mlx::core)
    GatherQMM (mlx::core)
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    GEMMKernel (mlx::steel)
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    Greater (mlx::core::detail)
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    GreaterEqual (mlx::core)
    Group (mlx::core::distributed)
    GroupImpl (mlx::core::distributed::detail)
    H
    -
    Hadamard (mlx::core)
    +
    Hadamard (mlx::core)
    numeric_limits< float16_t >::half_or_bits (mlx::core)
    I
    -
    Imag
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    is_empty (metal)
    is_integral (mlx::steel)
    is_integral< integral_constant< T, v > > (mlx::steel)
    is_static (metal)
    +
    Imag
    Imag (mlx::core::detail)
    Imag (mlx::core)
    ImplicitGemmConv2DParams (mlx::steel)
    ImportedFunction (mlx::core)
    Indices
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    is_empty (metal)
    is_integral (mlx::steel)
    is_integral< integral_constant< T, v > > (mlx::steel)
    is_static (metal)
    +
    J
    +
    JitCompiler (mlx::core)
    +
    K
    KernelMergeSort
    KernelMultiBlockMergeSort
    KeySequence (mlx::core::random)
    -
    +
    L
    -
    latch (pocketfft::detail::threading)
    LayerNorm (mlx::core::fast)
    LayerNormVJP (mlx::core::fast)
    Layout2D (mlx::steel)
    LeftShift
    LeftShift (mlx::core::detail)
    Less
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    LessEqual
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    Limits
    Limits< bfloat16_t >
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    Limits< complex64_t >
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    Limits< uint16_t >
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    Limits< uint8_t >
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    Log
    Log (mlx::core::detail)
    Log (mlx::core)
    Log10
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    Log1p
    Log1p (mlx::core::detail)
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    LogAddExp
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    LogicalNot
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    LoopAlignment (mlx::steel)
    LoopedElemToLoc
    LoopedElemToLoc< 1, OffsetT, false >
    LoopedElemToLoc< 1, OffsetT, true >
    -
    -
    M
    -
    make_void (metal)
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    Maximum
    Maximum (mlx::core::detail)
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    Minimum
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    mlx_atomic< T, enable_if_t< is_metal_atomic< T > > >
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    MMATile (mlx::steel)
    MulOp
    multi_iter (pocketfft::detail)
    Multiply (mlx::core::detail)
    Multiply (mlx::core)
    Multiply
    +
    latch (pocketfft::detail::threading)
    LayerNorm (mlx::core::fast)
    LayerNormVJP (mlx::core::fast)
    Layout2D (mlx::steel)
    LeftShift
    LeftShift (mlx::core::detail)
    Less
    Less (mlx::core::detail)
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    LessEqual
    LessEqual (mlx::core::detail)
    LessEqual (mlx::core)
    LessThan
    Limits
    Limits< bfloat16_t >
    Limits< bool >
    Limits< complex64_t >
    Limits< float >
    Limits< half >
    Limits< int16_t >
    Limits< int32_t >
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    Limits< int8_t >
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    Limits< uint64_t >
    Limits< uint8_t >
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    -
    N
    -
    NaNEqual (mlx::core::detail)
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    NodeNamer (mlx::core)
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    NotEqual (mlx::core::detail)
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    NumberOfElements (mlx::core)
    +
    M
    +
    make_void (metal)
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    Minimum
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    MulOp
    multi_iter (pocketfft::detail)
    Multiply (mlx::core::detail)
    Multiply (mlx::core)
    Multiply
    +
    N
    +
    NaNEqual (mlx::core::detail)
    NaNEqual
    ndarr (pocketfft::detail)
    Negative (mlx::core::detail)
    Negative (mlx::core)
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    NodeNamer (mlx::core)
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    NotEqual (mlx::core::detail)
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    numeric_limits< bfloat16_t > (mlx::core)
    numeric_limits< float > (mlx::core)
    numeric_limits< float16_t > (mlx::core)
    +
    O
    Or
    -
    -
    P
    -
    Pad (mlx::core)
    ParallelFileReader (mlx::core::io)
    Partition (mlx::core)
    pocketfft_c (pocketfft::detail)
    pocketfft_r (pocketfft::detail)
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    Power (mlx::core)
    Power
    Primitive (mlx::core)
    PrintFormatter (mlx::core)
    Prod
    +
    P
    +
    Pad (mlx::core)
    ParallelFileReader (mlx::core::io)
    Partition (mlx::core)
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    pointer_element< constant T * > (metal)
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    Power
    Primitive (mlx::core)
    PrintFormatter (mlx::core)
    Prod
    +
    Q
    QRF (mlx::core)
    QuantizedBlockLoader
    QuantizedMatmul (mlx::core)
    -
    +
    R
    RandomBits (mlx::core)
    Reader (mlx::core::io)
    BlockLoader::ReadVector (mlx::steel)
    ReadWriter
    Real (mlx::core::detail)
    Real (mlx::core)
    Real
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    Reduce (mlx::core)
    ReductionPlan (mlx::core)
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    Remainder (mlx::core)
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    ResidencySet (mlx::core::metal)
    RetainGraph (mlx::core::detail)
    rev_iter (pocketfft::detail)
    rfftp (pocketfft::detail)
    RightShift (mlx::core::detail)
    RightShift
    RMSNorm (mlx::core::fast)
    RMSNormVJP (mlx::core::fast)
    RoPE (mlx::core::fast)
    Round (mlx::core::detail)
    Round (mlx::core)
    Round
    Rsqrt (mlx::core::detail)
    Rsqrt
    -
    -
    S
    -
    ScaledDotProductAttention (mlx::core::fast)
    ScaleOp
    Scan (mlx::core)
    Scatter (mlx::core)
    Scheduler (mlx::core::scheduler)
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    Sigmoid (mlx::core::detail)
    Sigmoid (mlx::core)
    Sigmoid
    Sign (mlx::core::detail)
    Sign (mlx::core)
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    simple_iter (pocketfft::detail)
    Sin (mlx::core::detail)
    Sin (mlx::core)
    Sin
    sincos_2pibyn (pocketfft::detail)
    Sinh (mlx::core::detail)
    Sinh (mlx::core)
    Sinh
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    Subtract (mlx::core::detail)
    Subtract (mlx::core)
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    Sum
    SumOp
    SVD (mlx::core)
    +
    S
    +
    ScaledDotProductAttention (mlx::core::fast)
    ScaleOp
    Scan (mlx::core)
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    Scheduler (mlx::core::scheduler)
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    Shape2D (mlx::steel)
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    Sigmoid (mlx::core)
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    Sign (mlx::core::detail)
    Sign (mlx::core)
    Sign
    simple_iter (pocketfft::detail)
    Sin (mlx::core::detail)
    Sin (mlx::core)
    Sin
    sincos_2pibyn (pocketfft::detail)
    Sinh (mlx::core::detail)
    Sinh (mlx::core)
    Sinh
    Slice (mlx::core)
    SliceUpdate (mlx::core)
    Softmax (mlx::core)
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    Square
    Squeeze (mlx::core)
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    StreamContext (mlx::core)
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    SubOp
    Subtract (mlx::core::detail)
    Subtract (mlx::core)
    Subtract
    Sum
    SumOp
    SVD (mlx::core)
    +
    T
    T_dcst23 (pocketfft::detail)
    T_dcst4 (pocketfft::detail)
    T_dct1 (pocketfft::detail)
    T_dst1 (pocketfft::detail)
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    Tan
    Tanh (mlx::core::detail)
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    thread_pool (pocketfft::detail::threading)
    ThreadPool
    ThreadSort
    TransformAdd (mlx::steel)
    TransformAxpby (mlx::steel)
    TransformNone (mlx::steel)
    TransformScale
    Transpose (mlx::core)
    TypeToDtype (mlx::core)
    -
    -
    U
    -
    UnaryPrimitive (mlx::core)
    Uniform (mlx::core)
    util (pocketfft::detail)
    +
    U
    +
    UnaryPrimitive (mlx::core)
    Unflatten (mlx::core)
    util (pocketfft::detail)
    +
    V
    View (mlx::core)
    VLEN (pocketfft::detail)
    VTYPE (pocketfft::detail)
    -
    +
    W
    Writer (mlx::core::io)
    -
    +
    _
    _MLX_BFloat16
    _MLX_BFloat16 (mlx::core)
    _MLX_Float16 (mlx::core)
    _NoMask
    _numeric_limits_impl< bfloat16_t > (metal)
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_abs-members.html b/docs/build/html/classmlx_1_1core_1_1_abs-members.html index f9501a713..cec693dbc 100644 --- a/docs/build/html/classmlx_1_1core_1_1_abs-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_abs-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - +
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    - - +
    - -
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    mlx::core::Abs Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_abs.html b/docs/build/html/classmlx_1_1core_1_1_abs.html index 218222ac0..db1880456 100644 --- a/docs/build/html/classmlx_1_1core_1_1_abs.html +++ b/docs/build/html/classmlx_1_1core_1_1_abs.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Abs Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Abs::output_shapes std::vector< Shape > mlx::core::Abs::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_abs.js b/docs/build/html/classmlx_1_1core_1_1_abs.js new file mode 100644 index 000000000..4d998bea8 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_abs.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_abs = +[ + [ "Abs", "classmlx_1_1core_1_1_abs.html#a1247e72feb640fb562d036b2dd1ae4ad", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_abs.html#a0d3e697496ef8e842d21195cb3c14e60", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_abs.html#a0a976e636dd8505b473fbdddf949f514", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_abs.html#ab6f0ec56bc7c048382297e12dabadc67", null ], + [ "jvp", "classmlx_1_1core_1_1_abs.html#a6c1e6eeaf4f5e63898c3487106e88e11", null ], + [ "output_shapes", "classmlx_1_1core_1_1_abs.html#ac9d55481e5490423e4aaf02b95cafc75", null ], + [ "print", "classmlx_1_1core_1_1_abs.html#a643d6db5116eed978e3208804a992107", null ], + [ "vjp", "classmlx_1_1core_1_1_abs.html#aa2dd8ec0989e716b77394ac349b34592", null ], + [ "vmap", "classmlx_1_1core_1_1_abs.html#a4c9c98f1d71432fd3752ad9a6a8e7f2f", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_add-members.html b/docs/build/html/classmlx_1_1core_1_1_add-members.html index ce8ca14c6..ab3e11b95 100644 --- a/docs/build/html/classmlx_1_1core_1_1_add-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_add-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - +
    +
    + +
    +
    +
    - - +
    - -
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    mlx::core::Add Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_add.html b/docs/build/html/classmlx_1_1core_1_1_add.html index 9dd674b5b..4a688dedc 100644 --- a/docs/build/html/classmlx_1_1core_1_1_add.html +++ b/docs/build/html/classmlx_1_1core_1_1_add.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Add Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - +
    +
    + +
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    - - +
    - -
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Add::output_shapes std::vector< Shape > mlx::core::Add::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_add.js b/docs/build/html/classmlx_1_1core_1_1_add.js new file mode 100644 index 000000000..7fd5f054e --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_add.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_add = +[ + [ "Add", "classmlx_1_1core_1_1_add.html#ae3fd5483f3454eac3df256e3f5f3cdae", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_add.html#a5bacfc51dfa2a5a931bad2dd7bdc7a5f", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_add.html#aa0aacbc1e26b95a2f040f62aa4f69c3d", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_add.html#aba0a35410c3aac53d0f7a0c283d9ee3f", null ], + [ "jvp", "classmlx_1_1core_1_1_add.html#a77230069f76fe60a2fe1007822a277b7", null ], + [ "output_shapes", "classmlx_1_1core_1_1_add.html#a50877893083fd78b31aa25152f750418", null ], + [ "print", "classmlx_1_1core_1_1_add.html#a8a96345aa63724f22b68bca7b861211d", null ], + [ "vjp", "classmlx_1_1core_1_1_add.html#ac28e581862880e24ed2b99bb6a916607", null ], + [ "vmap", "classmlx_1_1core_1_1_add.html#a0e557d4d896153f84a25532562e4c646", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_add_m_m-members.html b/docs/build/html/classmlx_1_1core_1_1_add_m_m-members.html index cb669de52..cb6a2fd41 100644 --- a/docs/build/html/classmlx_1_1core_1_1_add_m_m-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_add_m_m-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - +
    +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::AddMM Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::AddMMinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::AddMMvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::AddMMvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::AddMMinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::AddMMvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::AddMMvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_add_m_m.html b/docs/build/html/classmlx_1_1core_1_1_add_m_m.html index 2a46960cb..4e63e84b5 100644 --- a/docs/build/html/classmlx_1_1core_1_1_add_m_m.html +++ b/docs/build/html/classmlx_1_1core_1_1_add_m_m.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::AddMM Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -127,6 +141,8 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +std::pair< float, float > state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -158,7 +174,7 @@ Public Member Functions virtual std::vector< array > jvp (const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums)  The Jacobian-vector product.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -200,7 +216,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -230,7 +246,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -261,7 +277,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -288,7 +304,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -317,7 +333,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -326,6 +342,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::pair< float, float > mlx::core::AddMM::state () const
    +     		+inline
    +
    +
    @@ -360,7 +401,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -393,7 +434,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -409,10 +450,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_add_m_m.js b/docs/build/html/classmlx_1_1core_1_1_add_m_m.js new file mode 100644 index 000000000..d9ffb3c24 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_add_m_m.js @@ -0,0 +1,11 @@ +var classmlx_1_1core_1_1_add_m_m = +[ + [ "AddMM", "classmlx_1_1core_1_1_add_m_m.html#a8ae4372b3f96e72e8a5a06d59de8a550", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_add_m_m.html#a15694e3bf2ed5c193237b2b9ca00867c", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_add_m_m.html#a5f933be14baebc32a0be0f9a69148aa9", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_add_m_m.html#a6e37c6882dba995a63fb6d8dfb01754f", null ], + [ "print", "classmlx_1_1core_1_1_add_m_m.html#a1262ac2c4c6e9ff6b6047bf7605e5cc9", null ], + [ "state", "classmlx_1_1core_1_1_add_m_m.html#a24ab73de46d0589780dac5ade43f93b8", null ], + [ "vjp", "classmlx_1_1core_1_1_add_m_m.html#ac1562a37cec6928e01281926ebeb47c6", null ], + [ "vmap", "classmlx_1_1core_1_1_add_m_m.html#a73ce80b3a37ec2523943028d50ebce81", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_arange-members.html b/docs/build/html/classmlx_1_1core_1_1_arange-members.html index c6db8da88..b44e6e9d4 100644 --- a/docs/build/html/classmlx_1_1core_1_1_arange-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_arange-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Arange Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Arangeinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Arangeinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_arange.html b/docs/build/html/classmlx_1_1core_1_1_arange.html index 4b20784c5..dcfa43532 100644 --- a/docs/build/html/classmlx_1_1core_1_1_arange.html +++ b/docs/build/html/classmlx_1_1core_1_1_arange.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Arange Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    + - + - - + +
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    Public Member Functions | @@ -121,9 +135,11 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      +std::tuple< double, double, double > state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -205,7 +221,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -235,7 +251,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -266,7 +282,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -293,7 +309,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -314,7 +330,7 @@ Public Member Functions - + @@ -322,7 +338,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Arange::output_shapes std::vector< Shape > mlx::core::Arange::output_shapes ( const std::vector< array > & inputs)
    -overridevirtual +overridevirtual
    @@ -352,7 +368,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -361,16 +377,44 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::tuple< double, double, double > mlx::core::Arange::state () const
    +     		+inline
    +
    +
    The documentation for this class was generated from the following file:
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_arange.js b/docs/build/html/classmlx_1_1core_1_1_arange.js new file mode 100644 index 000000000..faa597bad --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_arange.js @@ -0,0 +1,10 @@ +var classmlx_1_1core_1_1_arange = +[ + [ "Arange", "classmlx_1_1core_1_1_arange.html#a1a70c3b0b9c67d5a9446c141c5b7c574", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_arange.html#aba44432491cbd599bf72712f5f4267a1", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_arange.html#a7a2e9787c6c3a78b4a6df91206974031", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_arange.html#a7b6a45cf9c4b109d4e0373f3fe576c35", null ], + [ "output_shapes", "classmlx_1_1core_1_1_arange.html#a447083a1403d3d42a7ad9c307a666946", null ], + [ "print", "classmlx_1_1core_1_1_arange.html#abd73d2b793da796dc7cf04c9f7d5c19e", null ], + [ "state", "classmlx_1_1core_1_1_arange.html#ac4a9f48a11c2af03ed57fdf2422cbfad", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_arc_cos-members.html b/docs/build/html/classmlx_1_1core_1_1_arc_cos-members.html index b313ef0e8..2fcd2a472 100644 --- a/docs/build/html/classmlx_1_1core_1_1_arc_cos-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_arc_cos-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
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    mlx::core::ArcCos Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_arc_cos.html b/docs/build/html/classmlx_1_1core_1_1_arc_cos.html index 7f4d285d3..14dabf2ca 100644 --- a/docs/build/html/classmlx_1_1core_1_1_arc_cos.html +++ b/docs/build/html/classmlx_1_1core_1_1_arc_cos.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::ArcCos Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    + - + - - + +
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::ArcCos::output_shapes std::vector< Shape > mlx::core::ArcCos::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
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    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_arc_tan2.js b/docs/build/html/classmlx_1_1core_1_1_arc_tan2.js new file mode 100644 index 000000000..a75a7993e --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_arc_tan2.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_arc_tan2 = +[ + [ "ArcTan2", "classmlx_1_1core_1_1_arc_tan2.html#aa1a4ebab9924b6bcc80df5b52ed0121a", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_arc_tan2.html#a13094e6b702769928ca0da468f5ce45c", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_arc_tan2.html#a76d3f0c29e0ff4642b8d39dac90d3f50", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_arc_tan2.html#aeaee58cd803d3ebf0b76574a409682cc", null ], + [ "jvp", "classmlx_1_1core_1_1_arc_tan2.html#a01675433f2a4fa466b2f48272dbca738", null ], + [ "output_shapes", "classmlx_1_1core_1_1_arc_tan2.html#acb8e5cf85c4bc58f909ce2e8b83c3619", null ], + [ "print", "classmlx_1_1core_1_1_arc_tan2.html#abdfef9f572d06df1251c28222756a361", null ], + [ "vjp", "classmlx_1_1core_1_1_arc_tan2.html#a99840c282e37b2b2a9c312e6e8ade1d2", null ], + [ "vmap", "classmlx_1_1core_1_1_arc_tan2.html#ae02cb9fbf25e93dc1d7fbc9e3fb28634", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_arc_tanh-members.html b/docs/build/html/classmlx_1_1core_1_1_arc_tanh-members.html index cff6999ed..d564b9826 100644 --- a/docs/build/html/classmlx_1_1core_1_1_arc_tanh-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_arc_tanh-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::ArcTanh Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_arc_tanh.html b/docs/build/html/classmlx_1_1core_1_1_arc_tanh.html index adc5253c2..8c65eae3d 100644 --- a/docs/build/html/classmlx_1_1core_1_1_arc_tanh.html +++ b/docs/build/html/classmlx_1_1core_1_1_arc_tanh.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::ArcTanh Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::ArcTanh::output_shapes std::vector< Shape > mlx::core::ArcTanh::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_arc_tanh.js b/docs/build/html/classmlx_1_1core_1_1_arc_tanh.js new file mode 100644 index 000000000..07ba986b5 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_arc_tanh.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_arc_tanh = +[ + [ "ArcTanh", "classmlx_1_1core_1_1_arc_tanh.html#a17857bd0e2a3ecf1f7bf8e1a3d354358", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_arc_tanh.html#a5af9224e1f1ffec412b0baa0af7e1ecd", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_arc_tanh.html#a10566b9d3b2c7d090895b46d9040bc1d", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_arc_tanh.html#ac8ecdd640043dab0461d49d7650679a2", null ], + [ "jvp", "classmlx_1_1core_1_1_arc_tanh.html#a534ebdbfe77241884630d25021274c4a", null ], + [ "output_shapes", "classmlx_1_1core_1_1_arc_tanh.html#a6806f04142d850f107a18a71900759c6", null ], + [ "print", "classmlx_1_1core_1_1_arc_tanh.html#aa9549311240d7ba225b84e1df9ad8523", null ], + [ "vjp", "classmlx_1_1core_1_1_arc_tanh.html#a07da5797f7aaf3dfe43bf24e8562ac72", null ], + [ "vmap", "classmlx_1_1core_1_1_arc_tanh.html#a6ddcae68873559211cb91e7740dfc040", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_arg_partition-members.html b/docs/build/html/classmlx_1_1core_1_1_arg_partition-members.html index e708f7fc3..846724b13 100644 --- a/docs/build/html/classmlx_1_1core_1_1_arg_partition-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_arg_partition-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
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    mlx::core::ArgPartition Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::ArgPartitioninlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::ArgPartitionvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::ArgPartitionvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::ArgPartitioninline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::ArgPartitionvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::ArgPartitionvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_arg_partition.html b/docs/build/html/classmlx_1_1core_1_1_arg_partition.html index 04b2e40d4..4b9274a78 100644 --- a/docs/build/html/classmlx_1_1core_1_1_arg_partition.html +++ b/docs/build/html/classmlx_1_1core_1_1_arg_partition.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::ArgPartition Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
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    Public Member Functions | @@ -127,12 +141,14 @@ Public Member Functions void print (std::ostream &os) override  Print the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +std::pair< int, int > state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -200,7 +216,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -230,7 +246,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -261,7 +277,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -288,7 +304,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -326,7 +342,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -347,7 +363,7 @@ Public Member Functions - + @@ -355,7 +371,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::ArgPartition::output_shapes std::vector< Shape > mlx::core::ArgPartition::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -385,7 +401,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -394,6 +410,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::pair< int, int > mlx::core::ArgPartition::state () const
    +     		+inline
    +
    +
    @@ -428,7 +469,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -461,7 +502,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -477,10 +518,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_arg_partition.js b/docs/build/html/classmlx_1_1core_1_1_arg_partition.js new file mode 100644 index 000000000..318817b7e --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_arg_partition.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_arg_partition = +[ + [ "ArgPartition", "classmlx_1_1core_1_1_arg_partition.html#ab54b13dbf92351ba1ac06fd3e5a802df", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_arg_partition.html#a896f75c5325798ac3f9093f6a4581828", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_arg_partition.html#a9a60995eaf85f63c877e86b23cbc15fc", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_arg_partition.html#ad87509ce70b51fb75dfb9c3a05a5b31a", null ], + [ "jvp", "classmlx_1_1core_1_1_arg_partition.html#aedea4b47f947a6fe358dd1238cdfb595", null ], + [ "output_shapes", "classmlx_1_1core_1_1_arg_partition.html#a587ce69b0639683ba646652f887d0239", null ], + [ "print", "classmlx_1_1core_1_1_arg_partition.html#aa8678d94fa1571ea71a7bf790cdb8d63", null ], + [ "state", "classmlx_1_1core_1_1_arg_partition.html#a5033c46f5aae9b14859cc8b0ca4c8e19", null ], + [ "vjp", "classmlx_1_1core_1_1_arg_partition.html#ade23d014717a0b0235d00073503aeac0", null ], + [ "vmap", "classmlx_1_1core_1_1_arg_partition.html#a441093795bcc31495ab5fbc9957b740a", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_arg_reduce-members.html b/docs/build/html/classmlx_1_1core_1_1_arg_reduce-members.html index a86a23fbd..9d9290a7d 100644 --- a/docs/build/html/classmlx_1_1core_1_1_arg_reduce-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_arg_reduce-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
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    mlx::core::ArgReduce Member List
    @@ -114,19 +128,22 @@ $(function(){ initResizable(false); }); Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::ArgReduceinlinevirtual ReduceType enum namemlx::core::ArgReduce - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::ArgReducevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::ArgReducevirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::ArgReduceinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::ArgReducevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::ArgReducevirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_arg_reduce.html b/docs/build/html/classmlx_1_1core_1_1_arg_reduce.html index d4115d622..9a7f5a741 100644 --- a/docs/build/html/classmlx_1_1core_1_1_arg_reduce.html +++ b/docs/build/html/classmlx_1_1core_1_1_arg_reduce.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::ArgReduce Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    Public Types | @@ -138,9 +152,11 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      +std::pair< ReduceType, int > state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -227,7 +243,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -257,7 +273,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -288,7 +304,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -315,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -353,7 +369,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -374,7 +390,7 @@ Public Member Functions - + @@ -382,7 +398,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::ArgReduce::output_shapes std::vector< Shape > mlx::core::ArgReduce::output_shapes ( const std::vector< array > & inputs)
    -overridevirtual +overridevirtual
    @@ -412,7 +428,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -421,6 +437,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::pair< ReduceType, int > mlx::core::ArgReduce::state () const
    +     		+inline
    +
    +
    @@ -455,7 +496,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -488,7 +529,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -504,10 +545,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_arg_reduce.js b/docs/build/html/classmlx_1_1core_1_1_arg_reduce.js new file mode 100644 index 000000000..501487a0f --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_arg_reduce.js @@ -0,0 +1,17 @@ +var classmlx_1_1core_1_1_arg_reduce = +[ + [ "ReduceType", "classmlx_1_1core_1_1_arg_reduce.html#a920ed48caaba76683be0d1f1ed4a8bd3", [ + [ "ArgMin", "classmlx_1_1core_1_1_arg_reduce.html#a920ed48caaba76683be0d1f1ed4a8bd3a93a8a9221545ae9518d289d9ac4d09e9", null ], + [ "ArgMax", "classmlx_1_1core_1_1_arg_reduce.html#a920ed48caaba76683be0d1f1ed4a8bd3acc6659315ab0001abd37cbfcbe837e7e", null ] + ] ], + [ "ArgReduce", "classmlx_1_1core_1_1_arg_reduce.html#aaccf8021dc24895656e25142eb65aa03", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_arg_reduce.html#ad8d48725623ede1ff654fa13eccf2287", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_arg_reduce.html#aafa982ce2abc0cd9e81e43aa2c823d29", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_arg_reduce.html#a03b81a670dcb1e39bf7279e4d4583b97", null ], + [ "jvp", "classmlx_1_1core_1_1_arg_reduce.html#a03bb925e1b488c560bc3d67ce62ba6fa", null ], + [ "output_shapes", "classmlx_1_1core_1_1_arg_reduce.html#a81a70885480c1d436329025091b2fa4c", null ], + [ "print", "classmlx_1_1core_1_1_arg_reduce.html#a153a6d8dba7301c4fcd0e429154ead8f", null ], + [ "state", "classmlx_1_1core_1_1_arg_reduce.html#acac3b26364260aac7511b4cb7add3604", null ], + [ "vjp", "classmlx_1_1core_1_1_arg_reduce.html#a60d272685a373e6fe879416481a1ce1a", null ], + [ "vmap", "classmlx_1_1core_1_1_arg_reduce.html#abfec42fa06ea15edaf393593751fb1ba", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_arg_sort-members.html b/docs/build/html/classmlx_1_1core_1_1_arg_sort-members.html index 2eec3e178..85d11398f 100644 --- a/docs/build/html/classmlx_1_1core_1_1_arg_sort-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_arg_sort-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
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    mlx::core::ArgSort Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::ArgSortinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::ArgSortvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::ArgSortinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::ArgSortvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_arg_sort.html b/docs/build/html/classmlx_1_1core_1_1_arg_sort.html index 66b002033..16a42c3f2 100644 --- a/docs/build/html/classmlx_1_1core_1_1_arg_sort.html +++ b/docs/build/html/classmlx_1_1core_1_1_arg_sort.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::ArgSort Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
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    Public Member Functions | @@ -121,12 +135,14 @@ Public Member Functions void print (std::ostream &os) override  Print the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +int state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -195,7 +211,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -225,7 +241,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +272,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +299,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -304,7 +320,7 @@ Public Member Functions - + @@ -312,7 +328,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::ArgSort::output_shapes std::vector< Shape > mlx::core::ArgSort::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -342,7 +358,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -351,6 +367,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    int mlx::core::ArgSort::state () const
    +     		+inline
    +
    +
    @@ -375,7 +416,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -391,10 +432,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_arg_sort.js b/docs/build/html/classmlx_1_1core_1_1_arg_sort.js new file mode 100644 index 000000000..0169fefc1 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_arg_sort.js @@ -0,0 +1,11 @@ +var classmlx_1_1core_1_1_arg_sort = +[ + [ "ArgSort", "classmlx_1_1core_1_1_arg_sort.html#a38507a8445302a81cb44674c4a5fc0b0", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_arg_sort.html#a022079683774bfeb531b3a002cff16fa", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_arg_sort.html#abc2d730850ec4ee8d7968b7417911709", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_arg_sort.html#a048cd09c557d29d1111726f97010a845", null ], + [ "output_shapes", "classmlx_1_1core_1_1_arg_sort.html#a219ce04a811397a900c3235d8e6aef5c", null ], + [ "print", "classmlx_1_1core_1_1_arg_sort.html#a0b59ce43e0982d634a01631728b419bd", null ], + [ "state", "classmlx_1_1core_1_1_arg_sort.html#a90548429765f9e7e2332f01b72692fa2", null ], + [ "vmap", "classmlx_1_1core_1_1_arg_sort.html#a3522bbbe4626a467394c1a8a9d7ac34e", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_as_strided-members.html b/docs/build/html/classmlx_1_1core_1_1_as_strided-members.html index 71ddfc428..b39a971ad 100644 --- a/docs/build/html/classmlx_1_1core_1_1_as_strided-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_as_strided-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::AsStrided Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::AsStridedinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::AsStridedvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::AsStridedinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::AsStridedvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_as_strided.html b/docs/build/html/classmlx_1_1core_1_1_as_strided.html index d8e0f8306..8556568ec 100644 --- a/docs/build/html/classmlx_1_1core_1_1_as_strided.html +++ b/docs/build/html/classmlx_1_1core_1_1_as_strided.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::AsStrided Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -109,7 +123,7 @@ Inheritance diagram for mlx::core::AsStrided:
    - + @@ -127,6 +141,8 @@ Public Member Functions + + @@ -158,7 +174,7 @@ Public Member Functions - + @@ -190,12 +206,12 @@ Public Member Functions - + - + @@ -205,7 +221,7 @@ Public Member Functions

    Public Member Functions

     AsStrided (Stream stream, Shape shape, Strides strides, size_t offset)
     AsStrided (Stream stream, Shape shape, Strides strides, size_t offset)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    auto state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
    virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes)
     The primitive must know how to vectorize itself across the given axes.
     
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
     Get the output shapes of the primitive.
     
    virtual ~Primitive ()=default
    Shape shape, Shape shape,
    Strides strides, Strides strides,
    -inlineexplicit +inlineexplicit
    @@ -235,7 +251,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -266,7 +282,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -293,7 +309,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -331,7 +347,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -360,7 +376,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -369,6 +385,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::AsStrided::state () const
    +     		+inline
    +
    +
    @@ -403,7 +444,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -418,10 +459,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_as_strided.js b/docs/build/html/classmlx_1_1core_1_1_as_strided.js new file mode 100644 index 000000000..9c9986f73 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_as_strided.js @@ -0,0 +1,11 @@ +var classmlx_1_1core_1_1_as_strided = +[ + [ "AsStrided", "classmlx_1_1core_1_1_as_strided.html#aee21aadc21343fd15aacb8f2f8ac3761", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_as_strided.html#acdd4705e4503ff0b124215c4676b4193", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_as_strided.html#ab6771a208323994927ca162ba7bb10ed", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_as_strided.html#a1738c6aa0a3a3eb68530f0d5b436e094", null ], + [ "jvp", "classmlx_1_1core_1_1_as_strided.html#a8ff0a398c47b42e08bc1122e07a02b53", null ], + [ "print", "classmlx_1_1core_1_1_as_strided.html#af2e21b77ea9e6c70bca45224967745bf", null ], + [ "state", "classmlx_1_1core_1_1_as_strided.html#ae730aeff375498ba774d4207c7af8c36", null ], + [ "vjp", "classmlx_1_1core_1_1_as_strided.html#a34783284c9b2f5b4a62c3c3ee5dd4062", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_as_type-members.html b/docs/build/html/classmlx_1_1core_1_1_as_type-members.html index 037024891..0c1da9cf7 100644 --- a/docs/build/html/classmlx_1_1core_1_1_as_type-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_as_type-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::AsType Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::AsTypeinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::AsTypevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::AsTypevirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::AsTypeinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::AsTypevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::AsTypevirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_as_type.html b/docs/build/html/classmlx_1_1core_1_1_as_type.html index 43af8c5ac..7c458842b 100644 --- a/docs/build/html/classmlx_1_1core_1_1_as_type.html +++ b/docs/build/html/classmlx_1_1core_1_1_as_type.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::AsType Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -127,12 +141,14 @@ Public Member Functions void print (std::ostream &os) override  Print the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +Dtype state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -195,7 +211,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -225,7 +241,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +272,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +299,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -321,7 +337,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -342,7 +358,7 @@ Public Member Functions - + @@ -350,7 +366,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::AsType::output_shapes std::vector< Shape > mlx::core::AsType::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -380,7 +396,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -389,6 +405,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    Dtype mlx::core::AsType::state () const
    +     		+inline
    +
    +
    @@ -423,7 +464,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -456,7 +497,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -472,10 +513,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_as_type.js b/docs/build/html/classmlx_1_1core_1_1_as_type.js new file mode 100644 index 000000000..b6f022e70 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_as_type.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_as_type = +[ + [ "AsType", "classmlx_1_1core_1_1_as_type.html#a8c3241d402a8977bb4db037e225f5b47", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_as_type.html#aa89dbf4d73b00c6a44cffd04d5bb228d", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_as_type.html#a5b111b9d74c60d27b4a7ebaa49f96e0b", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_as_type.html#a8e6c8b2428ab15c4fb43f2e3a8fb38af", null ], + [ "jvp", "classmlx_1_1core_1_1_as_type.html#a213400967150c57da35795e1c9f65ca0", null ], + [ "output_shapes", "classmlx_1_1core_1_1_as_type.html#a3975b31cfd86d6eb33dc73554b357b88", null ], + [ "print", "classmlx_1_1core_1_1_as_type.html#aa617e29147c14bd5d1fa8ad0bf65af0c", null ], + [ "state", "classmlx_1_1core_1_1_as_type.html#a98ea769fc9cd6d76b07817444e7a78ab", null ], + [ "vjp", "classmlx_1_1core_1_1_as_type.html#ac38a4f889311a3b5e5be9a67dcb93e18", null ], + [ "vmap", "classmlx_1_1core_1_1_as_type.html#a7ebaf86fd6cad4a1ecfd7cde1ee0b0cc", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_bitwise_binary-members.html b/docs/build/html/classmlx_1_1core_1_1_bitwise_binary-members.html index ff5e993be..7dbf2f05b 100644 --- a/docs/build/html/classmlx_1_1core_1_1_bitwise_binary-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_bitwise_binary-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::BitwiseBinary Member List
    @@ -116,20 +130,23 @@ $(function(){ initResizable(false); }); Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::BitwiseBinaryvirtual RightShift enum valuemlx::core::BitwiseBinary - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::BitwiseBinaryvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::BitwiseBinaryvirtual - Xor enum valuemlx::core::BitwiseBinary - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::BitwiseBinaryinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::BitwiseBinaryvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::BitwiseBinaryvirtual + Xor enum valuemlx::core::BitwiseBinary + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_bitwise_binary.html b/docs/build/html/classmlx_1_1core_1_1_bitwise_binary.html index 829eb977b..67c82739e 100644 --- a/docs/build/html/classmlx_1_1core_1_1_bitwise_binary.html +++ b/docs/build/html/classmlx_1_1core_1_1_bitwise_binary.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::BitwiseBinary Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Types | @@ -123,7 +137,7 @@ Public Types - + @@ -144,9 +158,11 @@ Public Member Functions - + + + @@ -231,7 +247,7 @@ Public Member Functions

    Public Member Functions

     BitwiseBinary (Stream stream, Op op)
     BitwiseBinary (Stream stream, Op op)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void print (std::ostream &os) override
     Print the primitive.
     
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
     Get the output shapes of the primitive.
     
    auto state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
    -inlineexplicit +inlineexplicit
    @@ -261,7 +277,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -292,7 +308,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -319,7 +335,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -357,7 +373,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -378,7 +394,7 @@ Public Member Functions - + @@ -386,7 +402,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::BitwiseBinary::output_shapes std::vector< Shape > mlx::core::BitwiseBinary::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -416,7 +432,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -425,6 +441,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::BitwiseBinary::state () const
    +     		+inline
    +
    +
    @@ -459,7 +500,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -492,7 +533,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -508,10 +549,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_bitwise_binary.js b/docs/build/html/classmlx_1_1core_1_1_bitwise_binary.js new file mode 100644 index 000000000..2e5d62151 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_bitwise_binary.js @@ -0,0 +1,20 @@ +var classmlx_1_1core_1_1_bitwise_binary = +[ + [ "Op", "classmlx_1_1core_1_1_bitwise_binary.html#a6f8b5d455d0c1770428a6bef1608f23d", [ + [ "And", "classmlx_1_1core_1_1_bitwise_binary.html#a6f8b5d455d0c1770428a6bef1608f23dab14e7d426f45ae7f029f4e00210fbae4", null ], + [ "Or", "classmlx_1_1core_1_1_bitwise_binary.html#a6f8b5d455d0c1770428a6bef1608f23da51065a44e7f9a76a6dab6de637c6db22", null ], + [ "Xor", "classmlx_1_1core_1_1_bitwise_binary.html#a6f8b5d455d0c1770428a6bef1608f23dac95e7d8e6205449a70c8134e7dae3bd1", null ], + [ "LeftShift", "classmlx_1_1core_1_1_bitwise_binary.html#a6f8b5d455d0c1770428a6bef1608f23da986b39e75cbe29fcda1d7bf7942a65a0", null ], + [ "RightShift", "classmlx_1_1core_1_1_bitwise_binary.html#a6f8b5d455d0c1770428a6bef1608f23da011e7b275a1f0edbd9345cfcf6501503", null ] + ] ], + [ "BitwiseBinary", "classmlx_1_1core_1_1_bitwise_binary.html#a0d8b3a94951621ffcdebc6fda748a172", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_bitwise_binary.html#a2194bf585213bda1b2966aa02d2fe283", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_bitwise_binary.html#ac831a29fc46701b00bbe63ee33832afd", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_bitwise_binary.html#a8cd6b916b4838a6c329cf4df8530c3b8", null ], + [ "jvp", "classmlx_1_1core_1_1_bitwise_binary.html#a1dae6ce5dc0498d20530403fe5c5531d", null ], + [ "output_shapes", "classmlx_1_1core_1_1_bitwise_binary.html#a49c9d2688d3cca8abf5698a250d57d56", null ], + [ "print", "classmlx_1_1core_1_1_bitwise_binary.html#a69b28e239da7fdb89f0a9f9467dd797d", null ], + [ "state", "classmlx_1_1core_1_1_bitwise_binary.html#a8a67d6f431b4055ab66656201622af4d", null ], + [ "vjp", "classmlx_1_1core_1_1_bitwise_binary.html#a6131ed1c317ff8700a3e9b13fdaa9d61", null ], + [ "vmap", "classmlx_1_1core_1_1_bitwise_binary.html#aa10be55f05bc1868bf4b375dc475f965", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_block_masked_m_m-members.html b/docs/build/html/classmlx_1_1core_1_1_block_masked_m_m-members.html index 3c4e236df..7ff10441f 100644 --- a/docs/build/html/classmlx_1_1core_1_1_block_masked_m_m-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_block_masked_m_m-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::BlockMaskedMM Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::BlockMaskedMMinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::BlockMaskedMMvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::BlockMaskedMMinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::BlockMaskedMMvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_block_masked_m_m.html b/docs/build/html/classmlx_1_1core_1_1_block_masked_m_m.html index be2921ad0..030d61bda 100644 --- a/docs/build/html/classmlx_1_1core_1_1_block_masked_m_m.html +++ b/docs/build/html/classmlx_1_1core_1_1_block_masked_m_m.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::BlockMaskedMM Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
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    -
    Public Member Functions | @@ -124,6 +138,8 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -158,7 +174,7 @@ Public Member Functions virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes)  The primitive must know how to vectorize itself across the given axes.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -195,7 +211,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -225,7 +241,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +272,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +299,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -312,7 +328,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -321,6 +337,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::BlockMaskedMM::state () const
    +     		+inline
    +
    +
    @@ -355,7 +396,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -370,10 +411,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_block_masked_m_m.js b/docs/build/html/classmlx_1_1core_1_1_block_masked_m_m.js new file mode 100644 index 000000000..1cbc2c717 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_block_masked_m_m.js @@ -0,0 +1,10 @@ +var classmlx_1_1core_1_1_block_masked_m_m = +[ + [ "BlockMaskedMM", "classmlx_1_1core_1_1_block_masked_m_m.html#ad26509deb5306d0c5eb72477e9a57477", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_block_masked_m_m.html#aa85da478cdc6d4a97be06e5d4abee1f2", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_block_masked_m_m.html#ab372b6df4de00a33795a052a23bb1df9", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_block_masked_m_m.html#aef1c303955f9b8f445296372cf181160", null ], + [ "print", "classmlx_1_1core_1_1_block_masked_m_m.html#a37ecf6fa296d28efb7651a3c510fe159", null ], + [ "state", "classmlx_1_1core_1_1_block_masked_m_m.html#a6bbcc34b256840e4df2953563f2b4a07", null ], + [ "vjp", "classmlx_1_1core_1_1_block_masked_m_m.html#a1adf20087ee2f685bf39c2724b8e7120", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_broadcast-members.html b/docs/build/html/classmlx_1_1core_1_1_broadcast-members.html index 2abdd8ef9..0513bb3be 100644 --- a/docs/build/html/classmlx_1_1core_1_1_broadcast-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_broadcast-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Broadcast Member List
    @@ -106,11 +120,13 @@ $(function(){ initResizable(false); }); operator=(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive mlx::core::Primitive::operator=(const Primitive &other)=deletemlx::core::Primitive mlx::core::Primitive::operator=(Primitive &&other)=deletemlx::core::Primitive - output_shapes(const std::vector< array > &inputs)mlx::core::Primitivevirtual - Primitive(Stream stream)mlx::core::Primitiveinlineexplicit - Primitive(const Primitive &other)=deletemlx::core::Primitive - Primitive(Primitive &&other)=deletemlx::core::Primitive - print(std::ostream &os) overridemlx::core::Broadcastinlinevirtual + output_shape(const std::vector< array > &inputs)mlx::core::Broadcaststatic + output_shapes(const std::vector< array > &inputs) overridemlx::core::Broadcastvirtual + Primitive(Stream stream)mlx::core::Primitiveinlineexplicit + Primitive(const Primitive &other)=deletemlx::core::Primitive + Primitive(Primitive &&other)=deletemlx::core::Primitive + print(std::ostream &os) overridemlx::core::Broadcastinlinevirtual + state() constmlx::core::Broadcastinline stream()mlx::core::Primitiveinline UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive @@ -120,10 +136,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_broadcast.html b/docs/build/html/classmlx_1_1core_1_1_broadcast.html index 76dcf5224..196894a95 100644 --- a/docs/build/html/classmlx_1_1core_1_1_broadcast.html +++ b/docs/build/html/classmlx_1_1core_1_1_broadcast.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Broadcast Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | +Static Public Member Functions | List of all members
    mlx::core::Broadcast Class Reference
    @@ -109,7 +124,7 @@ Inheritance diagram for mlx::core::Broadcast:
    - + @@ -127,9 +142,14 @@ Public Member Functions + + + + + @@ -158,9 +178,6 @@ Public Member Functions - - - @@ -171,6 +188,11 @@ Public Member Functions +

    Public Member Functions

     Broadcast (Stream stream, const Shape &shape)
     Broadcast (Stream stream, const Shape &shape)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void print (std::ostream &os) override
     Print the primitive.
     
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
     Get the output shapes of the primitive.
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    std::vector< int > state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
     Get the output shapes of the primitive.
     
    virtual ~Primitive ()=default
     
     Primitive (const Primitive &other)=delete
     
    Primitive & operator= (Primitive &&other)=delete
     
    + + +

    +Static Public Member Functions

    static Shape output_shape (const std::vector< array > &inputs)
     

    Constructor & Destructor Documentation

    @@ -190,12 +212,12 @@ Public Member Functions - const Shape & shape ) + const Shape & shape ) -inlineexplicit +inlineexplicit
    @@ -225,7 +247,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +278,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +305,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -321,7 +343,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -330,6 +352,61 @@ Public Member Functions

    Reimplemented from mlx::core::Primitive.

    +
    + + +

    ◆ output_shape()

    + +
    +
    + + + + + +
    + + + + + + + +
    static Shape mlx::core::Broadcast::output_shape (const std::vector< array > & inputs)
    +     		+static
    +
    + +
    +
    + +

    ◆ output_shapes()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::vector< Shape > mlx::core::Broadcast::output_shapes (const std::vector< array > & inputs)
    +     		+overridevirtual
    +
    + +

    Get the output shapes of the primitive.

    +

    This is not required to be implemented by derived classes, in which case it will throw.

    + +

    Reimplemented from mlx::core::Primitive.

    +
    @@ -350,7 +427,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -359,6 +436,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    + + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::vector< int > mlx::core::Broadcast::state () const
    +     		+inline
    +
    +
    @@ -393,7 +495,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -426,7 +528,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -442,10 +544,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_broadcast.js b/docs/build/html/classmlx_1_1core_1_1_broadcast.js new file mode 100644 index 000000000..6a1f27654 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_broadcast.js @@ -0,0 +1,14 @@ +var classmlx_1_1core_1_1_broadcast = +[ + [ "Broadcast", "classmlx_1_1core_1_1_broadcast.html#a004cce3029c0427569830016f99648cb", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_broadcast.html#a53d48d9778e2d4c24a124cd767900780", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_broadcast.html#ab9bd9dbcedcefc9b29c84911b5ce69fe", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_broadcast.html#a0e27692b0090ec451954649a36042616", null ], + [ "jvp", "classmlx_1_1core_1_1_broadcast.html#ae2fc3851a117079244708864be770ece", null ], + [ "output_shape", "classmlx_1_1core_1_1_broadcast.html#a00c39c113fe3e698771e2e6b595c32cd", null ], + [ "output_shapes", "classmlx_1_1core_1_1_broadcast.html#adef65b1ec75efbe43e5574ec81b7c0ac", null ], + [ "print", "classmlx_1_1core_1_1_broadcast.html#a6a610412861c6e472f930b6721b99a11", null ], + [ "state", "classmlx_1_1core_1_1_broadcast.html#a49fdb421047860733af7dfbbb478da8d", null ], + [ "vjp", "classmlx_1_1core_1_1_broadcast.html#a0318847c9be40f00b23907ad56037d18", null ], + [ "vmap", "classmlx_1_1core_1_1_broadcast.html#aee4c71c2588ad01eb57e10f346cd666f", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_broadcast_axes-members.html b/docs/build/html/classmlx_1_1core_1_1_broadcast_axes-members.html new file mode 100644 index 000000000..4218d0d9b --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_broadcast_axes-members.html @@ -0,0 +1,147 @@ + + + + + + + +MLX: Member List + + + + + + + + + + + + + + + + +
    +
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    MLX +
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    mlx::core::BroadcastAxes Member List
    +
    +
    + +

    This is the complete list of members for mlx::core::BroadcastAxes, including all inherited members.

    + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    BroadcastAxes(Stream stream, std::vector< int > ignore_axes={})mlx::core::BroadcastAxesinlineexplicit
    device()mlx::core::Primitiveinline
    eval_cpu(const std::vector< array > &inputs, array &out) overridemlx::core::BroadcastAxesvirtual
    mlx::core::UnaryPrimitive::eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    eval_gpu(const std::vector< array > &inputs, array &out) overridemlx::core::BroadcastAxesvirtual
    mlx::core::UnaryPrimitive::eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    is_equivalent(const Primitive &other) const overridemlx::core::BroadcastAxesvirtual
    jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) overridemlx::core::BroadcastAxesvirtual
    operator=(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    operator=(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    mlx::core::Primitive::operator=(const Primitive &other)=deletemlx::core::Primitive
    mlx::core::Primitive::operator=(Primitive &&other)=deletemlx::core::Primitive
    output_shape(const std::vector< array > &inputs, const std::vector< int > &ignore_axes)mlx::core::BroadcastAxesstatic
    output_shapes(const std::vector< array > &inputs) overridemlx::core::BroadcastAxesvirtual
    Primitive(Stream stream)mlx::core::Primitiveinlineexplicit
    Primitive(const Primitive &other)=deletemlx::core::Primitive
    Primitive(Primitive &&other)=deletemlx::core::Primitive
    print(std::ostream &os) overridemlx::core::BroadcastAxesinlinevirtual
    state() constmlx::core::BroadcastAxesinline
    stream()mlx::core::Primitiveinline
    UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit
    UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::BroadcastAxesvirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::BroadcastAxesvirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_broadcast_axes.html b/docs/build/html/classmlx_1_1core_1_1_broadcast_axes.html new file mode 100644 index 000000000..375465e68 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_broadcast_axes.html @@ -0,0 +1,560 @@ + + + + + + + +MLX: mlx::core::BroadcastAxes Class Reference + + + + + + + + + + + + + + + + +
    +
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    MLX +
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    +Public Member Functions | +Static Public Member Functions | +List of all members
    +
    mlx::core::BroadcastAxes Class Reference
    +
    +
    + +

    #include <primitives.h>

    +
    +Inheritance diagram for mlx::core::BroadcastAxes:
    +
    +
    + + +mlx::core::UnaryPrimitive +mlx::core::Primitive + +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    +Public Member Functions

     BroadcastAxes (Stream stream, std::vector< int > ignore_axes={})
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void eval_gpu (const std::vector< array > &inputs, array &out) override
     
    virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes) override
     The primitive must know how to vectorize itself across the given axes.
     
    std::vector< array > jvp (const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) override
     The Jacobian-vector product.
     
    std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) override
     The vector-Jacobian product.
     
    void print (std::ostream &os) override
     Print the primitive.
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
     Get the output shapes of the primitive.
     
    auto state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
     
    void eval_cpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the output arrays.
     
    void eval_gpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     
    virtual ~UnaryPrimitive ()=default
     
     UnaryPrimitive (const UnaryPrimitive &other)=delete
     
     UnaryPrimitive (UnaryPrimitive &&other)=delete
     
    UnaryPrimitive & operator= (const UnaryPrimitive &other)=delete
     
    UnaryPrimitive & operator= (UnaryPrimitive &&other)=delete
     
    - Public Member Functions inherited from mlx::core::Primitive
     Primitive (Stream stream)
     
    const Device & device ()
     The device the primitive will run on.
     
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual ~Primitive ()=default
     
     Primitive (const Primitive &other)=delete
     
     Primitive (Primitive &&other)=delete
     
    Primitive & operator= (const Primitive &other)=delete
     
    Primitive & operator= (Primitive &&other)=delete
     
    + + + +

    +Static Public Member Functions

    static Shape output_shape (const std::vector< array > &inputs, const std::vector< int > &ignore_axes)
     
    +

    Constructor & Destructor Documentation

    + +

    ◆ BroadcastAxes()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    mlx::core::BroadcastAxes::BroadcastAxes (Stream stream,
    std::vector< int > ignore_axes = {} )
    +     		+inlineexplicit
    +
    + +
    +
    +

    Member Function Documentation

    + +

    ◆ eval_cpu()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    void mlx::core::BroadcastAxes::eval_cpu (const std::vector< array > & inputs,
    array & out )
    +     		+overridevirtual
    +
    + +

    Implements mlx::core::UnaryPrimitive.

    + +
    +
    + +

    ◆ eval_gpu()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    void mlx::core::BroadcastAxes::eval_gpu (const std::vector< array > & inputs,
    array & out )
    +     		+overridevirtual
    +
    + +

    Implements mlx::core::UnaryPrimitive.

    + +
    +
    + +

    ◆ is_equivalent()

    + +
    +
    + + + + + +
    + + + + + + + +
    bool mlx::core::BroadcastAxes::is_equivalent (const Primitive & other) const
    +     		+overridevirtual
    +
    + +

    Equivalence check defaults to false unless overridden by the primitive.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ jvp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::BroadcastAxes::jvp (const std::vector< array > & primals,
    const std::vector< array > & tangents,
    const std::vector< int > & argnums )
    +     		+overridevirtual
    +
    + +

    The Jacobian-vector product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ output_shape()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    static Shape mlx::core::BroadcastAxes::output_shape (const std::vector< array > & inputs,
    const std::vector< int > & ignore_axes )
    +     		+static
    +
    + +
    +
    + +

    ◆ output_shapes()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::vector< Shape > mlx::core::BroadcastAxes::output_shapes (const std::vector< array > & inputs)
    +     		+overridevirtual
    +
    + +

    Get the output shapes of the primitive.

    +

    This is not required to be implemented by derived classes, in which case it will throw.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ print()

    + +
    +
    + + + + + +
    + + + + + + + +
    void mlx::core::BroadcastAxes::print (std::ostream & os)
    +     		+inlineoverridevirtual
    +
    + +

    Print the primitive.

    + +

    Implements mlx::core::Primitive.

    + +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::BroadcastAxes::state () const
    +     		+inline
    +
    + +
    +
    + +

    ◆ vjp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::BroadcastAxes::vjp (const std::vector< array > & primals,
    const std::vector< array > & cotangents,
    const std::vector< int > & argnums,
    const std::vector< array > & outputs )
    +     		+overridevirtual
    +
    + +

    The vector-Jacobian product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ vmap()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    virtual std::pair< std::vector< array >, std::vector< int > > mlx::core::BroadcastAxes::vmap (const std::vector< array > & inputs,
    const std::vector< int > & axes )
    +     		+overridevirtual
    +
    + +

    The primitive must know how to vectorize itself across the given axes.

    +

    The output is a pair containing the output arrays representing the vectorized computation and the axes which corresponds to the vectorized dimensions of each output.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    +
    The documentation for this class was generated from the following file: +
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_broadcast_axes.js b/docs/build/html/classmlx_1_1core_1_1_broadcast_axes.js new file mode 100644 index 000000000..4e1e6fb89 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_broadcast_axes.js @@ -0,0 +1,14 @@ +var classmlx_1_1core_1_1_broadcast_axes = +[ + [ "BroadcastAxes", "classmlx_1_1core_1_1_broadcast_axes.html#a5136f33489670cdc0802e46725288195", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_broadcast_axes.html#a6423095cd28b2f90893c03166257a568", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_broadcast_axes.html#a56d16e75a0df867d2f1ba4e5198f15cb", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_broadcast_axes.html#a44d14b22b995e643cb04cc43654d7b16", null ], + [ "jvp", "classmlx_1_1core_1_1_broadcast_axes.html#a830bae1f3f9078bd5b422ce6e46685a7", null ], + [ "output_shape", "classmlx_1_1core_1_1_broadcast_axes.html#aaa495110c16fbbc642fbb224ef8dfae6", null ], + [ "output_shapes", "classmlx_1_1core_1_1_broadcast_axes.html#a42c4385e65851d58e4411a4afe73f58e", null ], + [ "print", "classmlx_1_1core_1_1_broadcast_axes.html#aa15f81d08cabe43ac92de7534fb940df", null ], + [ "state", "classmlx_1_1core_1_1_broadcast_axes.html#a5b2594b7a70dd4873a07e742140a245f", null ], + [ "vjp", "classmlx_1_1core_1_1_broadcast_axes.html#aea8ef2b2616568a2bb56695381a035be", null ], + [ "vmap", "classmlx_1_1core_1_1_broadcast_axes.html#a4e04f564d440e2d312c335db52c308e1", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_broadcast_axes.png b/docs/build/html/classmlx_1_1core_1_1_broadcast_axes.png new file mode 100644 index 0000000000000000000000000000000000000000..1422e9a8d2360634e61bfd39a71bb6e4b89219a1 GIT binary patch literal 942 zcmeAS@N?(olHy`uVBq!ia0vp^Gl95+gBeI3=GeInNJ$6ygt-3y{~ySF@#br3|Doj; z2ATyD)6cwk@ZbSZ-1KbN5}+JsNswPK1CS2}=1jA%FfcG%db&7S$>}xiH&c2QuO88njo-l+a&525@myZ()g^59>DNTk=c%swvm$(A%F#1# zW_ETqul8FnFME4wT3cla+oU%$ulcBFWjU#RyYhU^*T15hA1>T)a{Ijd)-Dz8yjd^j z?OG98e=2^~#3!oX&#dChI3Kxv_WH9W(hZY<}UNo6#;i#!ot5!jeqMq>5uE7 z9+lh{NzYpx#*?-@yruJejx7^|{9{H2y~6Bo6&0by+1olSLqBJW?d4<$JH*3~(;~@m zgTt6%gJ2p%g7O)L18y@I8+r|x8Ke{07|f6rd<;K>9tLb_oht7)xA|XR^8CKWZ=-v9 zlX89vZuUI#_0VM<*?+Gc*50)Lv14swIW)7vK5K0@Emiux zI&O{p%J1)lAMbc|^Mh|yZn&}RwJR+?Z!)vWM5E6|{&u~ea834QmHU>^--4ZQ)+awN zy|;1ZyBXcHc+W-ZM(`~?_+}OJsnF5`4|+G>{WELkyGhb%sp+rhX+JLBck|WeXTH<< z&#bcQsh+H2-}mwUvH8F6zvSKc-n82N&HrEWb5&#o(o`}JZ;d=>SZmTB$$u9HHxT=qR%;t?!7QN{MFWp-NDQsbMIht4%!?faW| z&-`-xzRgxjyQaTg?brXw_t*6VbJw6+-)u9h^yc2nyB9|XiLbAGm}9;gl8%BmpR}|- z6Eb_BP5LTM_PvqEj_>|G^Xs-sQ^~TM$!^ylZZdaui4lZ*WJYJlje^{1L0)n{*{>(f V>1LRf*AC2C44$rjF6*2UngBSk#F792 literal 0 HcmV?d00001 diff --git a/docs/build/html/classmlx_1_1core_1_1_ceil-members.html b/docs/build/html/classmlx_1_1core_1_1_ceil-members.html index 1081c0aa0..6234eb871 100644 --- a/docs/build/html/classmlx_1_1core_1_1_ceil-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_ceil-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Ceil Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_ceil.html b/docs/build/html/classmlx_1_1core_1_1_ceil.html index 8b5cfdb35..5b01693be 100644 --- a/docs/build/html/classmlx_1_1core_1_1_ceil.html +++ b/docs/build/html/classmlx_1_1core_1_1_ceil.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Ceil Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Ceil::output_shapes std::vector< Shape > mlx::core::Ceil::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_ceil.js b/docs/build/html/classmlx_1_1core_1_1_ceil.js new file mode 100644 index 000000000..d98dada4e --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_ceil.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_ceil = +[ + [ "Ceil", "classmlx_1_1core_1_1_ceil.html#aede38610ca25429f229301546bc9b682", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_ceil.html#a9791801fff3f8b79944e15ac2a45a035", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_ceil.html#abe178e0058e44b6618be414215e96887", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_ceil.html#aacd90acb56eb0649c1cef807aa21df52", null ], + [ "jvp", "classmlx_1_1core_1_1_ceil.html#a7ad74b27d9f26c886c2af516b845f066", null ], + [ "output_shapes", "classmlx_1_1core_1_1_ceil.html#a3bf7db5178ed26e23d9ba360ba34ab85", null ], + [ "print", "classmlx_1_1core_1_1_ceil.html#a14a0048dd6496341cacaddada68276ee", null ], + [ "vjp", "classmlx_1_1core_1_1_ceil.html#ac2f5a2bd84b8f013e5ce688419a88acb", null ], + [ "vmap", "classmlx_1_1core_1_1_ceil.html#ae86819990b43bdb0c2b3a25719b3a7a4", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_cholesky-members.html b/docs/build/html/classmlx_1_1core_1_1_cholesky-members.html index 21d347f76..24d149c46 100644 --- a/docs/build/html/classmlx_1_1core_1_1_cholesky-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_cholesky-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Cholesky Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Choleskyinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Choleskyvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Choleskyinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Choleskyvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_cholesky.html b/docs/build/html/classmlx_1_1core_1_1_cholesky.html index aa973813e..e2802e432 100644 --- a/docs/build/html/classmlx_1_1core_1_1_cholesky.html +++ b/docs/build/html/classmlx_1_1core_1_1_cholesky.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Cholesky Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -115,6 +129,8 @@ Public Member Functions   void eval_gpu (const std::vector< array > &inputs, array &out) override   +auto state () const +  virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes) override  The primitive must know how to vectorize itself across the given axes.
      @@ -158,7 +174,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -195,7 +211,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -225,7 +241,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +272,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +299,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -292,6 +308,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Cholesky::state () const
    +     		+inline
    +
    +
    @@ -316,7 +357,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -332,10 +373,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_cholesky.js b/docs/build/html/classmlx_1_1core_1_1_cholesky.js new file mode 100644 index 000000000..f22f48c91 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_cholesky.js @@ -0,0 +1,9 @@ +var classmlx_1_1core_1_1_cholesky = +[ + [ "Cholesky", "classmlx_1_1core_1_1_cholesky.html#a6ae2e30b85f99f4f0d7f14c7949818ab", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_cholesky.html#a4bdec36c1cc99aadf9a4a39d4c57bea5", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_cholesky.html#a8c918594bf129888044ef37fcae56795", null ], + [ "print", "classmlx_1_1core_1_1_cholesky.html#a0a8b51ff7f5369d22bdc58910d4aaf84", null ], + [ "state", "classmlx_1_1core_1_1_cholesky.html#a64f03d32ed249a3b2a59b6af66d23727", null ], + [ "vmap", "classmlx_1_1core_1_1_cholesky.html#ab5c3f6199ec3b399c91243a05d116aa5", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_compiled-members.html b/docs/build/html/classmlx_1_1core_1_1_compiled-members.html index 4e1d6330e..ecd75c2af 100644 --- a/docs/build/html/classmlx_1_1core_1_1_compiled-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_compiled-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Compiled Member List
    @@ -113,10 +127,12 @@ $(function(){ initResizable(false); }); vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Compiledvirtual ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_compiled.html b/docs/build/html/classmlx_1_1core_1_1_compiled.html index 36ee259c0..c9621b73a 100644 --- a/docs/build/html/classmlx_1_1core_1_1_compiled.html +++ b/docs/build/html/classmlx_1_1core_1_1_compiled.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Compiled Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -124,7 +138,7 @@ Public Member Functions std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) override  The vector-Jacobian product.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      void print (std::ostream &os) override @@ -193,7 +207,7 @@ Public Member Functions -explicit +explicit
    @@ -223,7 +237,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -257,7 +271,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -284,7 +298,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -322,7 +336,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -351,7 +365,7 @@ Public Member Functions -inline +inline
    @@ -368,7 +382,7 @@ Public Member Functions - + @@ -376,7 +390,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Compiled::output_shapes std::vector< Shape > mlx::core::Compiled::output_shapes ( const std::vector< array > & inputs)
    -overridevirtual +overridevirtual
    @@ -406,7 +420,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -449,7 +463,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -482,7 +496,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -498,10 +512,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_compiled.js b/docs/build/html/classmlx_1_1core_1_1_compiled.js new file mode 100644 index 000000000..8e56e2998 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_compiled.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_compiled = +[ + [ "Compiled", "classmlx_1_1core_1_1_compiled.html#a2d8cefff835c419a48a077d306b8e051", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_compiled.html#ac45b1d0fedd85feefbff7ce7e168b151", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_compiled.html#aa3d5ff0f2b3554ad48fbbf2a0f3336d5", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_compiled.html#a63e5016458887813b4a59dee5a0a3f10", null ], + [ "jvp", "classmlx_1_1core_1_1_compiled.html#aa385fe28626856ca5f57161b47a3c205", null ], + [ "lib_name", "classmlx_1_1core_1_1_compiled.html#ae5c16cb91ac31b97e7652cc526c07439", null ], + [ "output_shapes", "classmlx_1_1core_1_1_compiled.html#a15cb081590ee024ba11476494581a4d4", null ], + [ "print", "classmlx_1_1core_1_1_compiled.html#a271521f92eef49c39799f38e26b64a9b", null ], + [ "vjp", "classmlx_1_1core_1_1_compiled.html#a32462e65c52f84b708188130cc508133", null ], + [ "vmap", "classmlx_1_1core_1_1_compiled.html#a732e7548f53977b4513bb7f30a04c30d", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_concatenate-members.html b/docs/build/html/classmlx_1_1core_1_1_concatenate-members.html index 3a7e68413..c1e47c024 100644 --- a/docs/build/html/classmlx_1_1core_1_1_concatenate-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_concatenate-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Concatenate Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Concatenateinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Concatenatevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Concatenatevirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Concatenateinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Concatenatevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Concatenatevirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_concatenate.html b/docs/build/html/classmlx_1_1core_1_1_concatenate.html index c919179f3..371882376 100644 --- a/docs/build/html/classmlx_1_1core_1_1_concatenate.html +++ b/docs/build/html/classmlx_1_1core_1_1_concatenate.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Concatenate Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
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    Public Member Functions | @@ -130,9 +144,11 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -195,7 +211,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -225,7 +241,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +272,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +299,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -321,7 +337,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -342,7 +358,7 @@ Public Member Functions - + @@ -350,7 +366,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Concatenate::output_shapes std::vector< Shape > mlx::core::Concatenate::output_shapes ( const std::vector< array > & inputs)
    -overridevirtual +overridevirtual
    @@ -380,7 +396,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -389,6 +405,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Concatenate::state () const
    +     		+inline
    +
    +
    @@ -423,7 +464,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -456,7 +497,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -472,10 +513,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_concatenate.js b/docs/build/html/classmlx_1_1core_1_1_concatenate.js new file mode 100644 index 000000000..858fd72fc --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_concatenate.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_concatenate = +[ + [ "Concatenate", "classmlx_1_1core_1_1_concatenate.html#acff07853de2d31faeec7c4ca40ce0888", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_concatenate.html#a609e76bede7fc5581ec84ddcb727a258", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_concatenate.html#a309a1c50e97f9925866433ee2841c474", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_concatenate.html#aaf8a72a0c30114460caf519580cc35d2", null ], + [ "jvp", "classmlx_1_1core_1_1_concatenate.html#a9f9e7a9dc3a00e02b84c94e1868baff1", null ], + [ "output_shapes", "classmlx_1_1core_1_1_concatenate.html#af8415a2fe28804a1437d0876ba15615f", null ], + [ "print", "classmlx_1_1core_1_1_concatenate.html#a56f29b585a6d1d958954a68dcc893f33", null ], + [ "state", "classmlx_1_1core_1_1_concatenate.html#a60cd572a42b346399ee539af2dfbf29e", null ], + [ "vjp", "classmlx_1_1core_1_1_concatenate.html#a8155db9100ec3b8bd0bc94baeaeee3b0", null ], + [ "vmap", "classmlx_1_1core_1_1_concatenate.html#a58c54dcf8e4b045d25edd3afc2caffc1", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_conjugate-members.html b/docs/build/html/classmlx_1_1core_1_1_conjugate-members.html index f7924d36f..760eac07d 100644 --- a/docs/build/html/classmlx_1_1core_1_1_conjugate-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_conjugate-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Conjugate Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_conjugate.html b/docs/build/html/classmlx_1_1core_1_1_conjugate.html index 2546f35eb..d4297c436 100644 --- a/docs/build/html/classmlx_1_1core_1_1_conjugate.html +++ b/docs/build/html/classmlx_1_1core_1_1_conjugate.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Conjugate Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -124,7 +138,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -300,7 +314,7 @@ Public Member Functions - + @@ -308,7 +322,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Conjugate::output_shapes std::vector< Shape > mlx::core::Conjugate::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -371,7 +385,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -387,10 +401,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_conjugate.js b/docs/build/html/classmlx_1_1core_1_1_conjugate.js new file mode 100644 index 000000000..f0088ffc6 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_conjugate.js @@ -0,0 +1,10 @@ +var classmlx_1_1core_1_1_conjugate = +[ + [ "Conjugate", "classmlx_1_1core_1_1_conjugate.html#a627f9e6a8729fb3ffb3ca3228d007c87", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_conjugate.html#ae39643e2178f442ffba05139f8609d61", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_conjugate.html#aff0a802166e3724db88ab5d3feb2d3de", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_conjugate.html#af42f00a790c6bc5572bd8fe9e5b36c5e", null ], + [ "output_shapes", "classmlx_1_1core_1_1_conjugate.html#afd68332463d12e69c47388f6b81ae96c", null ], + [ "print", "classmlx_1_1core_1_1_conjugate.html#a40281539bbd543ac8fd8e28650de17e4", null ], + [ "vmap", "classmlx_1_1core_1_1_conjugate.html#a2c7632c8ae0ca07777e23a0a79344e60", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_contiguous-members.html b/docs/build/html/classmlx_1_1core_1_1_contiguous-members.html index 060223ede..fcf5f6420 100644 --- a/docs/build/html/classmlx_1_1core_1_1_contiguous-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_contiguous-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Contiguous Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_contiguous.html b/docs/build/html/classmlx_1_1core_1_1_contiguous.html index cbbab66f1..9dd36f7e9 100644 --- a/docs/build/html/classmlx_1_1core_1_1_contiguous.html +++ b/docs/build/html/classmlx_1_1core_1_1_contiguous.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Contiguous Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -127,7 +141,7 @@ Public Member Functions void print (std::ostream &os) override  Print the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      bool is_equivalent (const Primitive &other) const override @@ -195,7 +209,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -225,7 +239,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +270,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +297,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -321,7 +335,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -342,7 +356,7 @@ Public Member Functions - + @@ -350,7 +364,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Contiguous::output_shapes std::vector< Shape > mlx::core::Contiguous::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -380,7 +394,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -423,7 +437,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -456,7 +470,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -472,10 +486,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_contiguous.js b/docs/build/html/classmlx_1_1core_1_1_contiguous.js new file mode 100644 index 000000000..276afb19d --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_contiguous.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_contiguous = +[ + [ "Contiguous", "classmlx_1_1core_1_1_contiguous.html#a3e83f414c02ae0b92a50b6f8e402e1c0", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_contiguous.html#a742de24e6c0310cd85a606dec0cd8336", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_contiguous.html#a519cd16fd0c55b371ea7625fbb37c70f", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_contiguous.html#aa5d273a461fc6e64f3c9a67c24cb3372", null ], + [ "jvp", "classmlx_1_1core_1_1_contiguous.html#a1f9fcae7235e0ae9217825b78cb0f991", null ], + [ "output_shapes", "classmlx_1_1core_1_1_contiguous.html#afff58fbf61f0c26b3606208dd2fa2072", null ], + [ "print", "classmlx_1_1core_1_1_contiguous.html#aca8a4ba9a58cc10f063e6b082fa2fc23", null ], + [ "vjp", "classmlx_1_1core_1_1_contiguous.html#abf488f02057fd5852f38b2e8a600ad2a", null ], + [ "vmap", "classmlx_1_1core_1_1_contiguous.html#a563221e90b15aa90bfae23d29c10e4ec", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_convolution-members.html b/docs/build/html/classmlx_1_1core_1_1_convolution-members.html index 9d7d28745..33d566255 100644 --- a/docs/build/html/classmlx_1_1core_1_1_convolution-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_convolution-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Convolution Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Convolutioninlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Convolutionvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Convolutioninline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Convolutionvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_convolution.html b/docs/build/html/classmlx_1_1core_1_1_convolution.html index 72fd0bdfd..a0a98e874 100644 --- a/docs/build/html/classmlx_1_1core_1_1_convolution.html +++ b/docs/build/html/classmlx_1_1core_1_1_convolution.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Convolution Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -124,6 +138,8 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -158,7 +174,7 @@ Public Member Functions virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes)  The primitive must know how to vectorize itself across the given axes.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -220,7 +236,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -250,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -281,7 +297,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -308,7 +324,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -337,7 +353,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -346,6 +362,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Convolution::state () const
    +     		+inline
    +
    +
    @@ -380,7 +421,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -395,10 +436,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_convolution.js b/docs/build/html/classmlx_1_1core_1_1_convolution.js new file mode 100644 index 000000000..3017d2311 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_convolution.js @@ -0,0 +1,10 @@ +var classmlx_1_1core_1_1_convolution = +[ + [ "Convolution", "classmlx_1_1core_1_1_convolution.html#a6f1de77b719bb13217b0d8c64cabb8ef", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_convolution.html#ac74256068da01730629109fa4fa8432b", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_convolution.html#a30b64109eeb1778f002b99447dff9dd2", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_convolution.html#afb87708a5e3aab2e9e663daa9d8863de", null ], + [ "print", "classmlx_1_1core_1_1_convolution.html#a844eab7c4cc99e775cfb561265ed14fd", null ], + [ "state", "classmlx_1_1core_1_1_convolution.html#a7f44f0caea20cc2858717afba1e915d8", null ], + [ "vjp", "classmlx_1_1core_1_1_convolution.html#af8eb9c0c055ad20aa74b547016917690", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_copy-members.html b/docs/build/html/classmlx_1_1core_1_1_copy-members.html index f497b5bb8..25a1985e1 100644 --- a/docs/build/html/classmlx_1_1core_1_1_copy-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_copy-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Copy Member List
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    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_copy.html b/docs/build/html/classmlx_1_1core_1_1_copy.html index 2ae401c26..01b681b00 100644 --- a/docs/build/html/classmlx_1_1core_1_1_copy.html +++ b/docs/build/html/classmlx_1_1core_1_1_copy.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Copy Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
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    -Generated by doxygen 1.12.0 -
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    mlx::core::Cos Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_cos.html b/docs/build/html/classmlx_1_1core_1_1_cos.html index f19e939c4..51d1ccf60 100644 --- a/docs/build/html/classmlx_1_1core_1_1_cos.html +++ b/docs/build/html/classmlx_1_1core_1_1_cos.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Cos Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
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    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
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    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
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    -Generated by doxygen 1.12.0 -
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    mlx::core::Cosh Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_cosh.html b/docs/build/html/classmlx_1_1core_1_1_cosh.html index a7f2caccb..ab3646586 100644 --- a/docs/build/html/classmlx_1_1core_1_1_cosh.html +++ b/docs/build/html/classmlx_1_1core_1_1_cosh.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Cosh Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
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    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
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    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
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    -Generated by doxygen 1.12.0 -
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    @@ -112,10 +126,12 @@ $(function(){ initResizable(false); }); vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::CustomTransformsvirtual ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
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  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_custom_transforms.js b/docs/build/html/classmlx_1_1core_1_1_custom_transforms.js new file mode 100644 index 000000000..a2abee1aa --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_custom_transforms.js @@ -0,0 +1,10 @@ +var classmlx_1_1core_1_1_custom_transforms = +[ + [ "CustomTransforms", "classmlx_1_1core_1_1_custom_transforms.html#ab52abadb9c6f6db83d087c7b751be488", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_custom_transforms.html#adba1c40c77a2138df6b5f75483f62184", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_custom_transforms.html#a7b3538681acbb20af3ed37b0877f6667", null ], + [ "jvp", "classmlx_1_1core_1_1_custom_transforms.html#aa9f695100170d5cae999b3da138ce720", null ], + [ "print", "classmlx_1_1core_1_1_custom_transforms.html#a2ddbacbc468271b11caee0ad97005298", null ], + [ "vjp", "classmlx_1_1core_1_1_custom_transforms.html#aa1da36cef632df767cd9809d6cf06209", null ], + [ "vmap", "classmlx_1_1core_1_1_custom_transforms.html#a906a2ff30d9c5281fbf1fa927e4c021b", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_depends-members.html b/docs/build/html/classmlx_1_1core_1_1_depends-members.html index 0759ea3c4..43f4d57a4 100644 --- a/docs/build/html/classmlx_1_1core_1_1_depends-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_depends-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_depends.js b/docs/build/html/classmlx_1_1core_1_1_depends.js new file mode 100644 index 000000000..15f59a9dc --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_depends.js @@ -0,0 +1,8 @@ +var classmlx_1_1core_1_1_depends = +[ + [ "Depends", "classmlx_1_1core_1_1_depends.html#a4ccb792c99f5d8d133d3fac29f7d3f62", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_depends.html#a0c7ea6db97337591fa53c6e6bde41e5e", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_depends.html#ae5057f65e69490ad0add8eeda2b75e28", null ], + [ "print", "classmlx_1_1core_1_1_depends.html#aed575b0d927f4341f60442c70adeeb82", null ], + [ "vjp", "classmlx_1_1core_1_1_depends.html#a02996fa45f01f7cb9f37074d5f8ccab0", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_div_mod-members.html b/docs/build/html/classmlx_1_1core_1_1_div_mod-members.html index f1df14e3d..a3b13562a 100644 --- a/docs/build/html/classmlx_1_1core_1_1_div_mod-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_div_mod-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_div_mod.js b/docs/build/html/classmlx_1_1core_1_1_div_mod.js new file mode 100644 index 000000000..cba30ca28 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_div_mod.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_div_mod = +[ + [ "DivMod", "classmlx_1_1core_1_1_div_mod.html#a859e3b6149cdceab1c7ccfd2246fb826", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_div_mod.html#ae350b7b93ad128e3133ee14f247193b3", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_div_mod.html#a003117c9ecf3c06a27248f72a76348dc", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_div_mod.html#af5fcf8ec8515d46844cbeeab6dafb38a", null ], + [ "jvp", "classmlx_1_1core_1_1_div_mod.html#a1267401f25f25847888dd0a00b3fe3b9", null ], + [ "output_shapes", "classmlx_1_1core_1_1_div_mod.html#a1b7f104346cb5423ac15371b45c7ef86", null ], + [ "print", "classmlx_1_1core_1_1_div_mod.html#a7edbed50d07869d921e529157931b7a1", null ], + [ "vjp", "classmlx_1_1core_1_1_div_mod.html#a8c914a07f666a1d9377a27ed5d55e7c1", null ], + [ "vmap", "classmlx_1_1core_1_1_div_mod.html#ae709e0fdd83994bd1d156e0d0e6a7942", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_divide-members.html b/docs/build/html/classmlx_1_1core_1_1_divide-members.html index 214a0cd11..584016e17 100644 --- a/docs/build/html/classmlx_1_1core_1_1_divide-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_divide-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Divide Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_divide.html b/docs/build/html/classmlx_1_1core_1_1_divide.html index b7ee8ee63..73ab555f1 100644 --- a/docs/build/html/classmlx_1_1core_1_1_divide.html +++ b/docs/build/html/classmlx_1_1core_1_1_divide.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Divide Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
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    +
    - - +
    - -
    -
    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Divide::output_shapes std::vector< Shape > mlx::core::Divide::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_divide.js b/docs/build/html/classmlx_1_1core_1_1_divide.js new file mode 100644 index 000000000..c38e24617 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_divide.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_divide = +[ + [ "Divide", "classmlx_1_1core_1_1_divide.html#a62fc71e8998be65ff18285dbbd21eedb", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_divide.html#a823443c2a8e8b81bbcaeee6ddbcdbf49", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_divide.html#abffda0ce37221ddc28dc9eea794f6bc7", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_divide.html#a3dda091f05c4164c29bb8129e9712650", null ], + [ "jvp", "classmlx_1_1core_1_1_divide.html#ae1f408c447b17b3c84fe7f951d95559c", null ], + [ "output_shapes", "classmlx_1_1core_1_1_divide.html#a9563d9ee243204cfdaac6aca34853cd7", null ], + [ "print", "classmlx_1_1core_1_1_divide.html#af3c15337ac15522cc34ed98b97895bb6", null ], + [ "vjp", "classmlx_1_1core_1_1_divide.html#ad3af7c70cad22c1a1a75b4a78ef793b6", null ], + [ "vmap", "classmlx_1_1core_1_1_divide.html#a83e7da52831165b3a026e97b63770242", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_dynamic_slice-members.html b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice-members.html new file mode 100644 index 000000000..6525daea1 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice-members.html @@ -0,0 +1,146 @@ + + + + + + + +MLX: Member List + + + + + + + + + + + + + + + + +
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    MLX +
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    mlx::core::DynamicSlice Member List
    +
    +
    + +

    This is the complete list of members for mlx::core::DynamicSlice, including all inherited members.

    + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    device()mlx::core::Primitiveinline
    DynamicSlice(Stream stream, std::vector< int > axes, Shape slice_size)mlx::core::DynamicSliceinlineexplicit
    eval_cpu(const std::vector< array > &inputs, array &out) overridemlx::core::DynamicSlicevirtual
    mlx::core::UnaryPrimitive::eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    eval_gpu(const std::vector< array > &inputs, array &out) overridemlx::core::DynamicSlicevirtual
    mlx::core::UnaryPrimitive::eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    is_equivalent(const Primitive &other) const overridemlx::core::DynamicSlicevirtual
    jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) overridemlx::core::DynamicSlicevirtual
    operator=(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    operator=(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    mlx::core::Primitive::operator=(const Primitive &other)=deletemlx::core::Primitive
    mlx::core::Primitive::operator=(Primitive &&other)=deletemlx::core::Primitive
    output_shapes(const std::vector< array > &inputs) overridemlx::core::DynamicSlicevirtual
    Primitive(Stream stream)mlx::core::Primitiveinlineexplicit
    Primitive(const Primitive &other)=deletemlx::core::Primitive
    Primitive(Primitive &&other)=deletemlx::core::Primitive
    print(std::ostream &os) overridemlx::core::DynamicSliceinlinevirtual
    state() constmlx::core::DynamicSliceinline
    stream()mlx::core::Primitiveinline
    UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit
    UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::DynamicSlicevirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::DynamicSlicevirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_uniform.html b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice.html similarity index 58% rename from docs/build/html/classmlx_1_1core_1_1_uniform.html rename to docs/build/html/classmlx_1_1core_1_1_dynamic_slice.html index b0616df08..e1374b7e6 100644 --- a/docs/build/html/classmlx_1_1core_1_1_uniform.html +++ b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice.html @@ -3,19 +3,26 @@ - + -MLX: mlx::core::Uniform Class Reference +MLX: mlx::core::DynamicSlice Class Reference + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | -List of all members
    -
    mlx::core::Uniform Class Reference
    +List of all members
    +
    mlx::core::DynamicSlice Class Reference

    #include <primitives.h>

    -Inheritance diagram for mlx::core::Uniform:
    +Inheritance diagram for mlx::core::DynamicSlice:
    - - + + mlx::core::UnaryPrimitive mlx::core::Primitive @@ -109,21 +123,32 @@ Inheritance diagram for mlx::core::Uniform:
    - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + @@ -152,15 +177,6 @@ Public Member Functions - - - - - - - - - @@ -173,8 +189,8 @@ Public Member Functions

    Public Member Functions

     Uniform (Stream stream)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void eval_gpu (const std::vector< array > &inputs, array &out) override
     
    virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes) override
     The primitive must know how to vectorize itself across the given axes.
     
    void print (std::ostream &os) override
     Print the primitive.
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
     DynamicSlice (Stream stream, std::vector< int > axes, Shape slice_size)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void eval_gpu (const std::vector< array > &inputs, array &out) override
     
    virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes) override
     The primitive must know how to vectorize itself across the given axes.
     
    std::vector< array > jvp (const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) override
     The Jacobian-vector product.
     
    std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) override
     The vector-Jacobian product.
     
    void print (std::ostream &os) override
     Print the primitive.
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
     Get the output shapes of the primitive.
     
    auto state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual std::vector< array > jvp (const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums)
     The Jacobian-vector product.
     
    virtual std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)
     The vector-Jacobian product.
     
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
     Get the output shapes of the primitive.
     
    virtual ~Primitive ()=default
     
     Primitive (const Primitive &other)=delete
     

    Constructor & Destructor Documentation

    - -

    ◆ Uniform()

    + +

    ◆ DynamicSlice()

    @@ -183,15 +199,24 @@ Public Member Functions - + - + + + + + + + + + +
    mlx::core::Uniform::Uniform mlx::core::DynamicSlice::DynamicSlice (Stream stream)Stream stream,
    std::vector< int > axes,
    Shape slice_size )
    -inlineexplicit +inlineexplicit
    @@ -199,8 +224,8 @@ Public Member Functions

    Member Function Documentation

    - -

    ◆ eval_cpu()

    + +

    ◆ eval_cpu()

    @@ -209,7 +234,7 @@ Public Member Functions - + @@ -221,7 +246,7 @@ Public Member Functions
    void mlx::core::Uniform::eval_cpu void mlx::core::DynamicSlice::eval_cpu ( const std::vector< array > & inputs,
    -overridevirtual +overridevirtual
    @@ -230,8 +255,8 @@ Public Member Functions
    - -

    ◆ eval_gpu()

    + +

    ◆ eval_gpu()

    @@ -240,7 +265,7 @@ Public Member Functions - + @@ -252,7 +277,7 @@ Public Member Functions
    void mlx::core::Uniform::eval_gpu void mlx::core::DynamicSlice::eval_gpu ( const std::vector< array > & inputs,
    -overridevirtual +overridevirtual
    @@ -261,8 +286,8 @@ Public Member Functions
    - -

    ◆ is_equivalent()

    + +

    ◆ is_equivalent()

    @@ -271,7 +296,7 @@ Public Member Functions - + @@ -279,7 +304,7 @@ Public Member Functions
    bool mlx::core::Uniform::is_equivalent bool mlx::core::DynamicSlice::is_equivalent ( const Primitive & other) const
    -inlineoverridevirtual +overridevirtual
    @@ -290,8 +315,8 @@ Public Member Functions
    - -

    ◆ print()

    + +

    ◆ jvp()

    @@ -300,7 +325,75 @@ Public Member Functions - + + + + + + + + + + + + + + +
    void mlx::core::Uniform::print std::vector< array > mlx::core::DynamicSlice::jvp (const std::vector< array > & primals,
    const std::vector< array > & tangents,
    const std::vector< int > & argnums )
    + + +overridevirtual + + +
    + +

    The Jacobian-vector product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ output_shapes()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::vector< Shape > mlx::core::DynamicSlice::output_shapes (const std::vector< array > & inputs)
    +     		+overridevirtual
    +
    + +

    Get the output shapes of the primitive.

    +

    This is not required to be implemented by derived classes, in which case it will throw.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ print()

    + +
    +
    + + + +inlineoverridevirtual
    + + + @@ -308,7 +401,7 @@ Public Member Functions
    void mlx::core::DynamicSlice::print ( std::ostream & os)
    		-inlineoverridevirtual
    @@ -319,8 +412,8 @@ Public Member Functions
    - -

    ◆ vmap()

    + +

    ◆ state()

    @@ -329,7 +422,75 @@ Public Member Functions - + + + + + +
    virtual std::pair< std::vector< array >, std::vector< int > > mlx::core::Uniform::vmap auto mlx::core::DynamicSlice::state () const
    + + +inline + + +
    + +
    +
    + +

    ◆ vjp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::DynamicSlice::vjp (const std::vector< array > & primals,
    const std::vector< array > & cotangents,
    const std::vector< int > & argnums,
    const std::vector< array > & outputs )
    +     		+overridevirtual
    +
    + +

    The vector-Jacobian product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ vmap()

    + +
    +
    + + + +overridevirtual
    + + + @@ -341,7 +502,7 @@ Public Member Functions
    virtual std::pair< std::vector< array >, std::vector< int > > mlx::core::DynamicSlice::vmap ( const std::vector< array > & inputs,
    		-overridevirtual
    @@ -357,10 +518,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_dynamic_slice.js b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice.js new file mode 100644 index 000000000..b83819d9b --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_dynamic_slice = +[ + [ "DynamicSlice", "classmlx_1_1core_1_1_dynamic_slice.html#a97f23f7d45b69219dee1a208d9a3063b", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_dynamic_slice.html#a4e8c22c24a587ea0648ce89f461ed1ee", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_dynamic_slice.html#ab0a2e31c03f02a4f25700e240cf18e3e", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_dynamic_slice.html#a0325271def8d9ea9ed21eb27e51994b4", null ], + [ "jvp", "classmlx_1_1core_1_1_dynamic_slice.html#acd0d2d6d83d4112e9e6fdd9ca8072ac3", null ], + [ "output_shapes", "classmlx_1_1core_1_1_dynamic_slice.html#a920dc4d1ee4976065e6d91fe3ecfbbf3", null ], + [ "print", "classmlx_1_1core_1_1_dynamic_slice.html#a421283744fe5554ac9a8288cf47edeab", null ], + [ "state", "classmlx_1_1core_1_1_dynamic_slice.html#aec9084e603d7562f3a75c5fc32918581", null ], + [ "vjp", "classmlx_1_1core_1_1_dynamic_slice.html#a29caf03256945f7732a52d551191f8fa", null ], + [ "vmap", "classmlx_1_1core_1_1_dynamic_slice.html#a825a6d4d1499b287525462854b841ef2", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_dynamic_slice.png b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice.png new file mode 100644 index 0000000000000000000000000000000000000000..4e1542717d553a7920261981547b8e70f4eca4d2 GIT binary patch literal 936 zcmeAS@N?(olHy`uVBq!ia0vp^(}1{xgBeH~F+Z{fQqloFA+G=b{|7Q(y!l$%e`vXd zfo6fk^fNCWJa_;UH$5A+1SrQ@666=m0OW&#In(Sb3=GW1o-U3d6^w7^KFoV^OC?@kf3xjsdU2iI%;20#we7#!`;{`^vb>(z zcBt>?owDq`s-Kt4KAxs0opq|{rJ2@`+$VcXvR`&Y>EsHb zZk5GeI+J>`V%7wCN%}DqOqXLYn0M?*l}+0dDdFrzQWLWS*35BX=+NHCps?x)Q^N`& zZiYo(It(3Jcm;kjM=YIUG%vuT$OPyfx2X{-l2_%tJ&e}f{A=PiZ+_gj%)dsHzWm}_ zBiz6EK$oia&pif=rvtCAznN=YTRKl}OWpdM=v}Gj_hlBXtG}^F`r4fE6MKJp>`sl_ zW%J_q&b{wu=d4*j?Q7;LN3QQ#t4g0lSFg4`cQ<0U+&A&WiMNC~c5eTAX#1X69cy{^ ztFOLHTfVyY2V2l2Pd%x%18zK9{o01D#L-nutN5tlzpDlfF)!j2C?59N+8h5Hx z?!Na&{)exNAt+-Yo&JN?wZ1v zeNKH<_2-pu!)&+Q{F-Q&?VD(PBYkdGi;XbJM)h2(!V-4qFnC7_dg-4SN+={mdKI;Vst0Qiis2mk;8 literal 0 HcmV?d00001 diff --git a/docs/build/html/classmlx_1_1core_1_1_dynamic_slice_update-members.html b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice_update-members.html new file mode 100644 index 000000000..4f5f59728 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice_update-members.html @@ -0,0 +1,146 @@ + + + + + + + +MLX: Member List + + + + + + + + + + + + + + + + +
    +
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    mlx::core::DynamicSliceUpdate Member List
    +
    +
    + +

    This is the complete list of members for mlx::core::DynamicSliceUpdate, including all inherited members.

    + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    device()mlx::core::Primitiveinline
    DynamicSliceUpdate(Stream stream, std::vector< int > axes)mlx::core::DynamicSliceUpdateinlineexplicit
    eval_cpu(const std::vector< array > &inputs, array &out) overridemlx::core::DynamicSliceUpdatevirtual
    mlx::core::UnaryPrimitive::eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    eval_gpu(const std::vector< array > &inputs, array &out) overridemlx::core::DynamicSliceUpdatevirtual
    mlx::core::UnaryPrimitive::eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    is_equivalent(const Primitive &other) const overridemlx::core::DynamicSliceUpdatevirtual
    jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) overridemlx::core::DynamicSliceUpdatevirtual
    operator=(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    operator=(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    mlx::core::Primitive::operator=(const Primitive &other)=deletemlx::core::Primitive
    mlx::core::Primitive::operator=(Primitive &&other)=deletemlx::core::Primitive
    output_shapes(const std::vector< array > &inputs) overridemlx::core::DynamicSliceUpdateinlinevirtual
    Primitive(Stream stream)mlx::core::Primitiveinlineexplicit
    Primitive(const Primitive &other)=deletemlx::core::Primitive
    Primitive(Primitive &&other)=deletemlx::core::Primitive
    print(std::ostream &os) overridemlx::core::DynamicSliceUpdateinlinevirtual
    state() constmlx::core::DynamicSliceUpdateinline
    stream()mlx::core::Primitiveinline
    UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit
    UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::DynamicSliceUpdatevirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::DynamicSliceUpdatevirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_dynamic_slice_update.html b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice_update.html new file mode 100644 index 000000000..1d9ac26a1 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice_update.html @@ -0,0 +1,525 @@ + + + + + + + +MLX: mlx::core::DynamicSliceUpdate Class Reference + + + + + + + + + + + + + + + + +
    +
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    +Public Member Functions | +List of all members
    +
    mlx::core::DynamicSliceUpdate Class Reference
    +
    +
    + +

    #include <primitives.h>

    +
    +Inheritance diagram for mlx::core::DynamicSliceUpdate:
    +
    +
    + + +mlx::core::UnaryPrimitive +mlx::core::Primitive + +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    +Public Member Functions

     DynamicSliceUpdate (Stream stream, std::vector< int > axes)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void eval_gpu (const std::vector< array > &inputs, array &out) override
     
    virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes) override
     The primitive must know how to vectorize itself across the given axes.
     
    std::vector< array > jvp (const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) override
     The Jacobian-vector product.
     
    std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) override
     The vector-Jacobian product.
     
    void print (std::ostream &os) override
     Print the primitive.
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
     Get the output shapes of the primitive.
     
    auto state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
     
    void eval_cpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the output arrays.
     
    void eval_gpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     
    virtual ~UnaryPrimitive ()=default
     
     UnaryPrimitive (const UnaryPrimitive &other)=delete
     
     UnaryPrimitive (UnaryPrimitive &&other)=delete
     
    UnaryPrimitive & operator= (const UnaryPrimitive &other)=delete
     
    UnaryPrimitive & operator= (UnaryPrimitive &&other)=delete
     
    - Public Member Functions inherited from mlx::core::Primitive
     Primitive (Stream stream)
     
    const Device & device ()
     The device the primitive will run on.
     
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual ~Primitive ()=default
     
     Primitive (const Primitive &other)=delete
     
     Primitive (Primitive &&other)=delete
     
    Primitive & operator= (const Primitive &other)=delete
     
    Primitive & operator= (Primitive &&other)=delete
     
    +

    Constructor & Destructor Documentation

    + +

    ◆ DynamicSliceUpdate()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    mlx::core::DynamicSliceUpdate::DynamicSliceUpdate (Stream stream,
    std::vector< int > axes )
    +     		+inlineexplicit
    +
    + +
    +
    +

    Member Function Documentation

    + +

    ◆ eval_cpu()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    void mlx::core::DynamicSliceUpdate::eval_cpu (const std::vector< array > & inputs,
    array & out )
    +     		+overridevirtual
    +
    + +

    Implements mlx::core::UnaryPrimitive.

    + +
    +
    + +

    ◆ eval_gpu()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    void mlx::core::DynamicSliceUpdate::eval_gpu (const std::vector< array > & inputs,
    array & out )
    +     		+overridevirtual
    +
    + +

    Implements mlx::core::UnaryPrimitive.

    + +
    +
    + +

    ◆ is_equivalent()

    + +
    +
    + + + + + +
    + + + + + + + +
    bool mlx::core::DynamicSliceUpdate::is_equivalent (const Primitive & other) const
    +     		+overridevirtual
    +
    + +

    Equivalence check defaults to false unless overridden by the primitive.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ jvp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::DynamicSliceUpdate::jvp (const std::vector< array > & primals,
    const std::vector< array > & tangents,
    const std::vector< int > & argnums )
    +     		+overridevirtual
    +
    + +

    The Jacobian-vector product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ output_shapes()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::vector< Shape > mlx::core::DynamicSliceUpdate::output_shapes (const std::vector< array > & inputs)
    +     		+inlineoverridevirtual
    +
    + +

    Get the output shapes of the primitive.

    +

    This is not required to be implemented by derived classes, in which case it will throw.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ print()

    + +
    +
    + + + + + +
    + + + + + + + +
    void mlx::core::DynamicSliceUpdate::print (std::ostream & os)
    +     		+inlineoverridevirtual
    +
    + +

    Print the primitive.

    + +

    Implements mlx::core::Primitive.

    + +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::DynamicSliceUpdate::state () const
    +     		+inline
    +
    + +
    +
    + +

    ◆ vjp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::DynamicSliceUpdate::vjp (const std::vector< array > & primals,
    const std::vector< array > & cotangents,
    const std::vector< int > & argnums,
    const std::vector< array > & outputs )
    +     		+overridevirtual
    +
    + +

    The vector-Jacobian product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ vmap()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    virtual std::pair< std::vector< array >, std::vector< int > > mlx::core::DynamicSliceUpdate::vmap (const std::vector< array > & inputs,
    const std::vector< int > & axes )
    +     		+overridevirtual
    +
    + +

    The primitive must know how to vectorize itself across the given axes.

    +

    The output is a pair containing the output arrays representing the vectorized computation and the axes which corresponds to the vectorized dimensions of each output.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    +
    The documentation for this class was generated from the following file: +
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_dynamic_slice_update.js b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice_update.js new file mode 100644 index 000000000..5a256a20c --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice_update.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_dynamic_slice_update = +[ + [ "DynamicSliceUpdate", "classmlx_1_1core_1_1_dynamic_slice_update.html#a16bbd8d756598cf620e3b3c95dd23213", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_dynamic_slice_update.html#a379185914db0326a5d4839839fe4fc83", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_dynamic_slice_update.html#a249dab28690c45203c3995698de0cab7", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_dynamic_slice_update.html#ae6292d2b1f3221a7c8ef6b77cb466481", null ], + [ "jvp", "classmlx_1_1core_1_1_dynamic_slice_update.html#ad1eae28869ebc2ecad87a9a01e314d56", null ], + [ "output_shapes", "classmlx_1_1core_1_1_dynamic_slice_update.html#a804c03c745fc563e209a7bfb3d425a91", null ], + [ "print", "classmlx_1_1core_1_1_dynamic_slice_update.html#a3669f4d939ba36256c43143b603eb12b", null ], + [ "state", "classmlx_1_1core_1_1_dynamic_slice_update.html#a0b0b2a0e4d97305fd6f3c635fcdccd76", null ], + [ "vjp", "classmlx_1_1core_1_1_dynamic_slice_update.html#ab2817cb9d1bfcd3de6454d841909da1f", null ], + [ "vmap", "classmlx_1_1core_1_1_dynamic_slice_update.html#a750fb3548d8f3a5c6f4e54958649936f", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_dynamic_slice_update.png b/docs/build/html/classmlx_1_1core_1_1_dynamic_slice_update.png new file mode 100644 index 0000000000000000000000000000000000000000..4f318b6e38472217eed79fbbe2dc7b6baf562517 GIT binary patch literal 1015 zcmeAS@N?(olHy`uVBq!ia0vp^JAk-@gBeIBPrn!eq@)9ULR|m<{|{uoc=NTi|Il&^ z1I+@7>1SR%c<=xyZhAIs2~du+B*-tA0mugfbEer>7#NtFJY5_^Dj46+y*O!!0*|Zy z^i}Kr{1;!JtF6|s&C0KA#VL{Wt%fbhEZ;;epW7&%P_dL#^qVxV#lo|y$lYe*lgdlK z*PEB^`foC6PgnbogEMAdyME+y)cl`rzPm(9_MSr@)mwg25UWO>1 z-0$2md5JpAp+=i3&ROzvF#M6yXONf}cr<>!<5_pn`FoC=$cNeZi86dpJ;HckvH&}S zzmp7u4QC<42NgmBD^6NI7j#rR`H`b=(ifE@o|h&IKk8IDZ`>~5=lOnr+_#tiE_;09 z{_pxn;nA0r-;XkDfB$q_8gpuE+_Md9n^Y^R0*=>i%6&P_&i1lMOx=w=Dy7x}^V9uO zZs+9PUAko&`(KO8*XMfntDc;-xa+k}sO!li(^fsI-k92ZUH^^#y*FmRcWy2D+t-4qOUy=mie*PZw0 zg}=`Dopkl*6+!dVU8SogJb4`R$G%ae{DWxyx!d7?9P{5Vb((Zu;E~EpPf!p}rhdqI zYAzLY6cUu|7Z4ZxsB*;B#U}Hp{=O4?4!gSa1uC9y=uEqFC$V~aeCYrFqwD)3*}ojS zBj}&K>8D$(E^DlQ@r+d;pRenwWnWP-we+8<*eVj-Chqv z*2|`Co+e`DT)NS7*3WC=;iA|1XY)^SS(3K=QI(I-#kDmqi#IL3aymo(djFBHb#JDu zXX#YAT@t1pcj)*0%ClR~-VwdN8JOf^AD@1fv9I>=4bgn_y!VUFFYDWJbI#Y(< - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Eigh Member List
    @@ -107,15 +121,18 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Eighinlinevirtual - stream()mlx::core::Primitiveinline - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Eighvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual + state() constmlx::core::Eighinline + stream()mlx::core::Primitiveinline + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Eighvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_eigh.html b/docs/build/html/classmlx_1_1core_1_1_eigh.html index 2bd389b74..131662c14 100644 --- a/docs/build/html/classmlx_1_1core_1_1_eigh.html +++ b/docs/build/html/classmlx_1_1core_1_1_eigh.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Eigh Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -121,12 +135,14 @@ Public Member Functions void print (std::ostream &os) override  Print the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::Primitive  Primitive (Stream stream)   @@ -181,7 +197,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -211,7 +227,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -245,7 +261,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -272,7 +288,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -293,7 +309,7 @@ Public Member Functions - + @@ -301,7 +317,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Eigh::output_shapes std::vector< Shape > mlx::core::Eigh::output_shapes ( const std::vector< array > & inputs)
    -overridevirtual +overridevirtual
    @@ -331,7 +347,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -340,6 +356,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Eigh::state () const
    +     		+inline
    +
    +
    @@ -364,7 +405,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -380,10 +421,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_eigh.js b/docs/build/html/classmlx_1_1core_1_1_eigh.js new file mode 100644 index 000000000..fae2594dc --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_eigh.js @@ -0,0 +1,11 @@ +var classmlx_1_1core_1_1_eigh = +[ + [ "Eigh", "classmlx_1_1core_1_1_eigh.html#ad8f5d012ebd5942abeffecca77fcddda", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_eigh.html#a894b32e17229394f6a43b4a0655fd8be", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_eigh.html#a67775b41c0a15e356f08d51d9736baa2", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_eigh.html#a09414e3fe88a952408d164d6dd0af381", null ], + [ "output_shapes", "classmlx_1_1core_1_1_eigh.html#a9892f5b72dec19a5a2f7af5efcf2a952", null ], + [ "print", "classmlx_1_1core_1_1_eigh.html#a2b8e47ecd60cd7330716761c5fb1fe84", null ], + [ "state", "classmlx_1_1core_1_1_eigh.html#aa3b6c33b5679c5528863f3de2ab2f914", null ], + [ "vmap", "classmlx_1_1core_1_1_eigh.html#ab2f2ea5326e2f6045f9b7250692c240f", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_equal-members.html b/docs/build/html/classmlx_1_1core_1_1_equal-members.html index 16ccc7c09..863199ffb 100644 --- a/docs/build/html/classmlx_1_1core_1_1_equal-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_equal-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Equal Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Equalinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Equalvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Equalvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Equalinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Equalvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Equalvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_equal.html b/docs/build/html/classmlx_1_1core_1_1_equal.html index ab1164fc0..122895440 100644 --- a/docs/build/html/classmlx_1_1core_1_1_equal.html +++ b/docs/build/html/classmlx_1_1core_1_1_equal.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Equal Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -127,12 +141,14 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      void print (std::ostream &os) override  Print the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -195,7 +211,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -225,7 +241,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +272,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +299,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -321,7 +337,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -342,7 +358,7 @@ Public Member Functions - + @@ -350,7 +366,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Equal::output_shapes std::vector< Shape > mlx::core::Equal::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -380,7 +396,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -389,6 +405,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Equal::state () const
    +     		+inline
    +
    +
    @@ -423,7 +464,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -456,7 +497,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -472,10 +513,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_equal.js b/docs/build/html/classmlx_1_1core_1_1_equal.js new file mode 100644 index 000000000..c6c8cb2bf --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_equal.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_equal = +[ + [ "Equal", "classmlx_1_1core_1_1_equal.html#a4af81cf2dd071db5bbf8ce1df95fdf36", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_equal.html#aabb8aa61fa581defddcdca1274b1b454", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_equal.html#ac3757001fec42ceb5ece2954df42161c", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_equal.html#a58c1c5003e43f47dc0788c1851deaa02", null ], + [ "jvp", "classmlx_1_1core_1_1_equal.html#a659d484589d7cd96d038922a1a98730f", null ], + [ "output_shapes", "classmlx_1_1core_1_1_equal.html#ae714c2b0641fc9c339a2f8483bb4e257", null ], + [ "print", "classmlx_1_1core_1_1_equal.html#a0787bf32f0b405a8b2ac809d2d990774", null ], + [ "state", "classmlx_1_1core_1_1_equal.html#aa27ff7525f109edc56b731a6df78f6bc", null ], + [ "vjp", "classmlx_1_1core_1_1_equal.html#af3c1bfcd1bf50922fc00e302bb193736", null ], + [ "vmap", "classmlx_1_1core_1_1_equal.html#aea9cc3c88924ac824d72c39c2e83b0ca", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_erf-members.html b/docs/build/html/classmlx_1_1core_1_1_erf-members.html index 2913b6186..a541c789e 100644 --- a/docs/build/html/classmlx_1_1core_1_1_erf-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_erf-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    mlx::core::Erf Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_erf.html b/docs/build/html/classmlx_1_1core_1_1_erf.html index 95b797e6b..ed46fe2af 100644 --- a/docs/build/html/classmlx_1_1core_1_1_erf.html +++ b/docs/build/html/classmlx_1_1core_1_1_erf.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Erf Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Erf::output_shapes std::vector< Shape > mlx::core::Erf::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_erf.js b/docs/build/html/classmlx_1_1core_1_1_erf.js new file mode 100644 index 000000000..af7a90012 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_erf.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_erf = +[ + [ "Erf", "classmlx_1_1core_1_1_erf.html#a702f76f848928d8d7d3d0881ac6e4c82", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_erf.html#a84ea16e43d5b7f83bbc2d5ece78a3fb6", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_erf.html#ad8551be664d767dccc3c0d8cc1eca008", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_erf.html#abe99dfbc2954c3a7d5dec56ab165ee82", null ], + [ "jvp", "classmlx_1_1core_1_1_erf.html#ac733d605d80277d613954794eb8c46fe", null ], + [ "output_shapes", "classmlx_1_1core_1_1_erf.html#ace70b96c48419e29243982ed697f6411", null ], + [ "print", "classmlx_1_1core_1_1_erf.html#a186af7b783cf832c3b25eec3a09f5a0c", null ], + [ "vjp", "classmlx_1_1core_1_1_erf.html#a1f529e95a42a2d69a8b18979d3ee2909", null ], + [ "vmap", "classmlx_1_1core_1_1_erf.html#abe554f553356654a3e800ba368108aaa", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_erf_inv-members.html b/docs/build/html/classmlx_1_1core_1_1_erf_inv-members.html index 96fa3aa9b..c279a86c9 100644 --- a/docs/build/html/classmlx_1_1core_1_1_erf_inv-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_erf_inv-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    mlx::core::ErfInv Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_erf_inv.html b/docs/build/html/classmlx_1_1core_1_1_erf_inv.html index dca528218..fdb676126 100644 --- a/docs/build/html/classmlx_1_1core_1_1_erf_inv.html +++ b/docs/build/html/classmlx_1_1core_1_1_erf_inv.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::ErfInv Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::ErfInv::output_shapes std::vector< Shape > mlx::core::ErfInv::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_erf_inv.js b/docs/build/html/classmlx_1_1core_1_1_erf_inv.js new file mode 100644 index 000000000..0a9fcee8f --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_erf_inv.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_erf_inv = +[ + [ "ErfInv", "classmlx_1_1core_1_1_erf_inv.html#a5d0279247b67da4592311559f04e1478", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_erf_inv.html#af579627402af3249565134884701d39e", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_erf_inv.html#a4a2413d0634db1f3dae1806ddfa632db", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_erf_inv.html#aaac9e3b454ba564f9c6e804ab6562832", null ], + [ "jvp", "classmlx_1_1core_1_1_erf_inv.html#aa52710297ab6f7cd6826418c303e64be", null ], + [ "output_shapes", "classmlx_1_1core_1_1_erf_inv.html#a067cac7a7244b4dae6629c7e4466589f", null ], + [ "print", "classmlx_1_1core_1_1_erf_inv.html#a0acb31bd5780abf61877bd1a3e0fd4f9", null ], + [ "vjp", "classmlx_1_1core_1_1_erf_inv.html#a48afff12a58ddefae7ae0245c3580189", null ], + [ "vmap", "classmlx_1_1core_1_1_erf_inv.html#ad5d7634e8568af8cc4a54a558a48d0e9", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_event-members.html b/docs/build/html/classmlx_1_1core_1_1_event-members.html index d0675248f..e01d1983c 100644 --- a/docs/build/html/classmlx_1_1core_1_1_event-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_event-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    mlx::core::Event Member List
    @@ -105,10 +119,12 @@ $(function(){ initResizable(false); }); value() constmlx::core::Eventinline wait()mlx::core::Event
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_event.html b/docs/build/html/classmlx_1_1core_1_1_event.html index d687f0bda..a543800fb 100644 --- a/docs/build/html/classmlx_1_1core_1_1_event.html +++ b/docs/build/html/classmlx_1_1core_1_1_event.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Event Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    Public Member Functions | @@ -139,7 +153,7 @@ Public Member Functions -default +default
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    @@ -316,7 +330,7 @@ Public Member Functions -inline +inline
    @@ -344,10 +358,13 @@ Public Member Functions
  • mlx/event.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_event.js b/docs/build/html/classmlx_1_1core_1_1_event.js new file mode 100644 index 000000000..924cdc8ad --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_event.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_event = +[ + [ "Event", "classmlx_1_1core_1_1_event.html#a833506419b2110ad1abd89b2dd238b4d", null ], + [ "Event", "classmlx_1_1core_1_1_event.html#a13e4835f2ffb2cc22e29148a448ea184", null ], + [ "is_signaled", "classmlx_1_1core_1_1_event.html#a05a9a3de88185b4a89e154242b4e770a", null ], + [ "raw_event", "classmlx_1_1core_1_1_event.html#af408d30df17c4771e9e2aa550cb6e921", null ], + [ "set_value", "classmlx_1_1core_1_1_event.html#a0d077b11f4b28f882b42440b7ac6d40d", null ], + [ "signal", "classmlx_1_1core_1_1_event.html#a65a858445506a61be5889ae0e3651b89", null ], + [ "stream", "classmlx_1_1core_1_1_event.html#a193143bad31b68c699fa27f135b45614", null ], + [ "valid", "classmlx_1_1core_1_1_event.html#aa77afd9669e2ef9d5e9ae1c2c6fd24fa", null ], + [ "value", "classmlx_1_1core_1_1_event.html#ab71c7baee3d1d02ad6a2001bbf90b970", null ], + [ "wait", "classmlx_1_1core_1_1_event.html#a634afd918e6ed847f354531ba9f48252", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_exp-members.html b/docs/build/html/classmlx_1_1core_1_1_exp-members.html index de08e5ea1..97b3e540c 100644 --- a/docs/build/html/classmlx_1_1core_1_1_exp-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_exp-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    mlx::core::Exp Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_exp.html b/docs/build/html/classmlx_1_1core_1_1_exp.html index a9ea24023..bbba5b8ee 100644 --- a/docs/build/html/classmlx_1_1core_1_1_exp.html +++ b/docs/build/html/classmlx_1_1core_1_1_exp.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Exp Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Exp::output_shapes std::vector< Shape > mlx::core::Exp::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_exp.js b/docs/build/html/classmlx_1_1core_1_1_exp.js new file mode 100644 index 000000000..fedc55116 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_exp.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_exp = +[ + [ "Exp", "classmlx_1_1core_1_1_exp.html#a1d0a618cbb91ab29ef53b57ff6ed6e06", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_exp.html#a47934c5a5023bc7ae7ae89bff45ebb2c", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_exp.html#a7d63695a97a14760fd33b5d4e6590822", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_exp.html#ac6e44bffe7a643ab4ca51e74c7328357", null ], + [ "jvp", "classmlx_1_1core_1_1_exp.html#aef6721832fcc283b082e35a7d436fa59", null ], + [ "output_shapes", "classmlx_1_1core_1_1_exp.html#aef2b3c24dba3ca3a63a210d3bd8e39b6", null ], + [ "print", "classmlx_1_1core_1_1_exp.html#ad87cc1b2ae595a613b03b0fdca63ae6a", null ], + [ "vjp", "classmlx_1_1core_1_1_exp.html#a94b9b7d137c3640d290b96c5e8b7e1a8", null ], + [ "vmap", "classmlx_1_1core_1_1_exp.html#a0fcd579fe148b4c3dbc72e514b81bb37", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_expand_dims-members.html b/docs/build/html/classmlx_1_1core_1_1_expand_dims-members.html new file mode 100644 index 000000000..facebc4ec --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_expand_dims-members.html @@ -0,0 +1,147 @@ + + + + + + + +MLX: Member List + + + + + + + + + + + + + + + + +
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    mlx::core::ExpandDims Member List
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    This is the complete list of members for mlx::core::ExpandDims, including all inherited members.

    + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    device()mlx::core::Primitiveinline
    eval_cpu(const std::vector< array > &inputs, array &out) overridemlx::core::ExpandDimsvirtual
    mlx::core::UnaryPrimitive::eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    eval_gpu(const std::vector< array > &inputs, array &out) overridemlx::core::ExpandDimsvirtual
    mlx::core::UnaryPrimitive::eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    ExpandDims(Stream stream, std::vector< int > axes)mlx::core::ExpandDimsinlineexplicit
    is_equivalent(const Primitive &other) const overridemlx::core::ExpandDimsvirtual
    jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) overridemlx::core::ExpandDimsvirtual
    operator=(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    operator=(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    mlx::core::Primitive::operator=(const Primitive &other)=deletemlx::core::Primitive
    mlx::core::Primitive::operator=(Primitive &&other)=deletemlx::core::Primitive
    output_shape(const array &input, const std::vector< int > &axes)mlx::core::ExpandDimsstatic
    output_shapes(const std::vector< array > &inputs) overridemlx::core::ExpandDimsvirtual
    Primitive(Stream stream)mlx::core::Primitiveinlineexplicit
    Primitive(const Primitive &other)=deletemlx::core::Primitive
    Primitive(Primitive &&other)=deletemlx::core::Primitive
    print(std::ostream &os) overridemlx::core::ExpandDimsinlinevirtual
    state() constmlx::core::ExpandDimsinline
    stream()mlx::core::Primitiveinline
    UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit
    UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::ExpandDimsvirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::ExpandDimsvirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_expand_dims.html b/docs/build/html/classmlx_1_1core_1_1_expand_dims.html new file mode 100644 index 000000000..9f9aa284a --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_expand_dims.html @@ -0,0 +1,560 @@ + + + + + + + +MLX: mlx::core::ExpandDims Class Reference + + + + + + + + + + + + + + + + +
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    +Public Member Functions | +Static Public Member Functions | +List of all members
    +
    mlx::core::ExpandDims Class Reference
    +
    +
    + +

    #include <primitives.h>

    +
    +Inheritance diagram for mlx::core::ExpandDims:
    +
    +
    + + +mlx::core::UnaryPrimitive +mlx::core::Primitive + +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    +Public Member Functions

     ExpandDims (Stream stream, std::vector< int > axes)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void eval_gpu (const std::vector< array > &inputs, array &out) override
     
    virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes) override
     The primitive must know how to vectorize itself across the given axes.
     
    std::vector< array > jvp (const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) override
     The Jacobian-vector product.
     
    std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) override
     The vector-Jacobian product.
     
    void print (std::ostream &os) override
     Print the primitive.
     
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
     Get the output shapes of the primitive.
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    auto state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
     
    void eval_cpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the output arrays.
     
    void eval_gpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     
    virtual ~UnaryPrimitive ()=default
     
     UnaryPrimitive (const UnaryPrimitive &other)=delete
     
     UnaryPrimitive (UnaryPrimitive &&other)=delete
     
    UnaryPrimitive & operator= (const UnaryPrimitive &other)=delete
     
    UnaryPrimitive & operator= (UnaryPrimitive &&other)=delete
     
    - Public Member Functions inherited from mlx::core::Primitive
     Primitive (Stream stream)
     
    const Device & device ()
     The device the primitive will run on.
     
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual ~Primitive ()=default
     
     Primitive (const Primitive &other)=delete
     
     Primitive (Primitive &&other)=delete
     
    Primitive & operator= (const Primitive &other)=delete
     
    Primitive & operator= (Primitive &&other)=delete
     
    + + + +

    +Static Public Member Functions

    static Shape output_shape (const array &input, const std::vector< int > &axes)
     
    +

    Constructor & Destructor Documentation

    + +

    ◆ ExpandDims()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    mlx::core::ExpandDims::ExpandDims (Stream stream,
    std::vector< int > axes )
    +     		+inlineexplicit
    +
    + +
    +
    +

    Member Function Documentation

    + +

    ◆ eval_cpu()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    void mlx::core::ExpandDims::eval_cpu (const std::vector< array > & inputs,
    array & out )
    +     		+overridevirtual
    +
    + +

    Implements mlx::core::UnaryPrimitive.

    + +
    +
    + +

    ◆ eval_gpu()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    void mlx::core::ExpandDims::eval_gpu (const std::vector< array > & inputs,
    array & out )
    +     		+overridevirtual
    +
    + +

    Implements mlx::core::UnaryPrimitive.

    + +
    +
    + +

    ◆ is_equivalent()

    + +
    +
    + + + + + +
    + + + + + + + +
    bool mlx::core::ExpandDims::is_equivalent (const Primitive & other) const
    +     		+overridevirtual
    +
    + +

    Equivalence check defaults to false unless overridden by the primitive.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ jvp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::ExpandDims::jvp (const std::vector< array > & primals,
    const std::vector< array > & tangents,
    const std::vector< int > & argnums )
    +     		+overridevirtual
    +
    + +

    The Jacobian-vector product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ output_shape()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    static Shape mlx::core::ExpandDims::output_shape (const array & input,
    const std::vector< int > & axes )
    +     		+static
    +
    + +
    +
    + +

    ◆ output_shapes()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::vector< Shape > mlx::core::ExpandDims::output_shapes (const std::vector< array > & inputs)
    +     		+overridevirtual
    +
    + +

    Get the output shapes of the primitive.

    +

    This is not required to be implemented by derived classes, in which case it will throw.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ print()

    + +
    +
    + + + + + +
    + + + + + + + +
    void mlx::core::ExpandDims::print (std::ostream & os)
    +     		+inlineoverridevirtual
    +
    + +

    Print the primitive.

    + +

    Implements mlx::core::Primitive.

    + +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::ExpandDims::state () const
    +     		+inline
    +
    + +
    +
    + +

    ◆ vjp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::ExpandDims::vjp (const std::vector< array > & primals,
    const std::vector< array > & cotangents,
    const std::vector< int > & argnums,
    const std::vector< array > & outputs )
    +     		+overridevirtual
    +
    + +

    The vector-Jacobian product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ vmap()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    virtual std::pair< std::vector< array >, std::vector< int > > mlx::core::ExpandDims::vmap (const std::vector< array > & inputs,
    const std::vector< int > & axes )
    +     		+overridevirtual
    +
    + +

    The primitive must know how to vectorize itself across the given axes.

    +

    The output is a pair containing the output arrays representing the vectorized computation and the axes which corresponds to the vectorized dimensions of each output.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    +
    The documentation for this class was generated from the following file: +
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_expand_dims.js b/docs/build/html/classmlx_1_1core_1_1_expand_dims.js new file mode 100644 index 000000000..c878cb6db --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_expand_dims.js @@ -0,0 +1,14 @@ +var classmlx_1_1core_1_1_expand_dims = +[ + [ "ExpandDims", "classmlx_1_1core_1_1_expand_dims.html#aea2479ea4dd93941eb83a22e087983a8", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_expand_dims.html#a34058a87582a6ab2e5d82a75bc713030", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_expand_dims.html#ad350ede3abecc55371ddeb89fbba2b90", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_expand_dims.html#aef468da4027527afec7b24161ce1e1f3", null ], + [ "jvp", "classmlx_1_1core_1_1_expand_dims.html#a2ccfe836a715dd8fa908731523f3ce5f", null ], + [ "output_shape", "classmlx_1_1core_1_1_expand_dims.html#a3814ad4697eccb75fdb9275017a3fd67", null ], + [ "output_shapes", "classmlx_1_1core_1_1_expand_dims.html#af64bd4bc2cc5f5c58869f34cd974bb3c", null ], + [ "print", "classmlx_1_1core_1_1_expand_dims.html#ac8f1d849562b2222158fbe476fc2dc2e", null ], + [ "state", "classmlx_1_1core_1_1_expand_dims.html#a7cacc704c533c00ba072f0a7872631cf", null ], + [ "vjp", "classmlx_1_1core_1_1_expand_dims.html#a2fb3c65ba7a3b2d1f33a3c681fda8896", null ], + [ "vmap", "classmlx_1_1core_1_1_expand_dims.html#a380c9ddc25a1f973c3d71b42f8a19486", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_expand_dims.png b/docs/build/html/classmlx_1_1core_1_1_expand_dims.png new file mode 100644 index 0000000000000000000000000000000000000000..fa4a8f433af8bfc158134e544f3b6682eb577a29 GIT binary patch literal 918 zcmeAS@N?(olHy`uVBq!ia0vp^(}1{xgBeH~F+Z{fQqloFA+G=b{|7Q(y!l$%e`vXd zfo6fk^fNCWJa_;UH$5A+1SrQ@666=m0OW&#In(Sb3=GVQo-U3d6^w7^KFoWqz~ja* zAN2Hl{iEB^IxM;E*%JyE~= z&#id<_3w(F{y*5(PPTj(ay%+C_I6R=(i)NEzY&MF{mMDGUERA&_q^$vn#^?1RmVH8 z>Gn=yTYNV5epLC&Dx)*O=@XXB+njYZa#xmzXZ5XnuTtydvTrEU7Pl0R*1HrQp5ZUOdo`z7~-6`4|r!V zR&eSv=r3e_pt^-&Pm5T?bcE#T`UO*q&wX~Bw&W%U(C{5yilDLC=70b z!$8-5VX07|$;OPOS8H~zP_vn~t4=5J_ABoXUmfMk&u?2=eP{Lk5?;OdS9@k(n`G|! z`{KDZ`Jwu?HWJ58zqjSDdcN)Is$_65?8=foI_=)8>7O&##`15M4%Ggt?QyAYjr6{! zvRPN3KVA^kd@t**m-4;^ra3>2W=)gd^DamD{^eEuM~&BRTKJYz`}*zAdF|V?%G0YB zTop+y5K?{lc+U^}5AAg|_qP2CTl;8 zH1krn-`dqzd*UW%9ra}SAWTH)fP(HP|CS)HOgoRXw9SH1X=!mzr_Y=@J@H!irtgoF z)5=bnE@GMIR_}HC%o|H{-SCR#Q?JcD?P^*d`)Jpt-@B^Ue%jD?Z=dMe<44ODuP<4@ z^@&H?@4#A}$ZgS2Q=dj#XLi5ZdTaaK(AD20!WJ)oyVkw-mE_w=x3YNW?pqdWUitKT z>y9n+@)kvA9naiarfYwzsDE0$@a$>ttFyOv=AM?nG4Vrd0k_hnlW=`< - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    mlx::core::Expm1 Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_expm1.html b/docs/build/html/classmlx_1_1core_1_1_expm1.html index 1512dbe27..d94720d62 100644 --- a/docs/build/html/classmlx_1_1core_1_1_expm1.html +++ b/docs/build/html/classmlx_1_1core_1_1_expm1.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Expm1 Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -127,7 +141,7 @@ Public Member Functions void print (std::ostream &os) override  Print the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -288,7 +302,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -309,7 +323,7 @@ Public Member Functions - + @@ -317,7 +331,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Expm1::output_shapes std::vector< Shape > mlx::core::Expm1::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -347,7 +361,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -390,7 +404,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -423,7 +437,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -439,10 +453,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_expm1.js b/docs/build/html/classmlx_1_1core_1_1_expm1.js new file mode 100644 index 000000000..754d9ee99 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_expm1.js @@ -0,0 +1,11 @@ +var classmlx_1_1core_1_1_expm1 = +[ + [ "Expm1", "classmlx_1_1core_1_1_expm1.html#a47c2a1b2a4ef6bb07ba77c55ddddaec2", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_expm1.html#ab9c8b7aa50fe4592d55f8957baac647a", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_expm1.html#a82930071f4b77d883b300f77966aff5f", null ], + [ "jvp", "classmlx_1_1core_1_1_expm1.html#ad463730632a00945d3a8addfdaec67b1", null ], + [ "output_shapes", "classmlx_1_1core_1_1_expm1.html#ae78f03a204687f16164ed702cfc0d5cc", null ], + [ "print", "classmlx_1_1core_1_1_expm1.html#af1a99266fc50aa5948cdd298e2916ef1", null ], + [ "vjp", "classmlx_1_1core_1_1_expm1.html#af6ce416169190479c9792bb9cdbe2f43", null ], + [ "vmap", "classmlx_1_1core_1_1_expm1.html#aa4caa848b2ea97e71ee3dd33de039296", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_f_f_t-members.html b/docs/build/html/classmlx_1_1core_1_1_f_f_t-members.html index 15d37e8d7..96db05fdd 100644 --- a/docs/build/html/classmlx_1_1core_1_1_f_f_t-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_f_f_t-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    mlx::core::FFT Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::FFTinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::FFTvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::FFTvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::FFTinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::FFTvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::FFTvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_f_f_t.html b/docs/build/html/classmlx_1_1core_1_1_f_f_t.html index 2e9f2db09..016a2db59 100644 --- a/docs/build/html/classmlx_1_1core_1_1_f_f_t.html +++ b/docs/build/html/classmlx_1_1core_1_1_f_f_t.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::FFT Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -130,6 +144,8 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -158,7 +174,7 @@ Public Member Functions const Stream & stream ()  The stream the primitive will run on.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -205,7 +221,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -235,7 +251,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -266,7 +282,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -293,7 +309,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -331,7 +347,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -360,7 +376,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -369,6 +385,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::FFT::state () const
    +     		+inline
    +
    +
    @@ -403,7 +444,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -436,7 +477,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,10 +493,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_f_f_t.js b/docs/build/html/classmlx_1_1core_1_1_f_f_t.js new file mode 100644 index 000000000..558938d9a --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_f_f_t.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_f_f_t = +[ + [ "FFT", "classmlx_1_1core_1_1_f_f_t.html#a0cdce626ed2c8eeeecc6949418437839", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_f_f_t.html#a6bc262a0c2b5d4fe655e3e2e0ff28635", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_f_f_t.html#a1c21b26d1e9ad7c4da78ae845721b2dd", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_f_f_t.html#a0ede3bc8b6d77d560c0a750b68fddc06", null ], + [ "jvp", "classmlx_1_1core_1_1_f_f_t.html#a34578814b6576f7b7b447541984ecba6", null ], + [ "print", "classmlx_1_1core_1_1_f_f_t.html#a15a2a5f7647f5fb78611a251d3270edf", null ], + [ "state", "classmlx_1_1core_1_1_f_f_t.html#a710c6f6e8412da0af0fdbe58fbae320e", null ], + [ "vjp", "classmlx_1_1core_1_1_f_f_t.html#aafc895614a6e368c0e6d64af20d01090", null ], + [ "vmap", "classmlx_1_1core_1_1_f_f_t.html#ac32d6cc9b67289124f855ea68a61ede1", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_flatten-members.html b/docs/build/html/classmlx_1_1core_1_1_flatten-members.html new file mode 100644 index 000000000..98993e7ec --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_flatten-members.html @@ -0,0 +1,147 @@ + + + + + + + +MLX: Member List + + + + + + + + + + + + + + + + +
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    mlx::core::Flatten Member List
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    This is the complete list of members for mlx::core::Flatten, including all inherited members.

    + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    device()mlx::core::Primitiveinline
    eval_cpu(const std::vector< array > &inputs, array &out) overridemlx::core::Flattenvirtual
    mlx::core::UnaryPrimitive::eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    eval_gpu(const std::vector< array > &inputs, array &out) overridemlx::core::Flattenvirtual
    mlx::core::UnaryPrimitive::eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    Flatten(Stream stream, int start_axis, int end_axis)mlx::core::Flatteninlineexplicit
    is_equivalent(const Primitive &other) const overridemlx::core::Flattenvirtual
    jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) overridemlx::core::Flattenvirtual
    operator=(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    operator=(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    mlx::core::Primitive::operator=(const Primitive &other)=deletemlx::core::Primitive
    mlx::core::Primitive::operator=(Primitive &&other)=deletemlx::core::Primitive
    output_shape(const array &input, int start_axis, int end_axis)mlx::core::Flattenstatic
    output_shapes(const std::vector< array > &inputs) overridemlx::core::Flattenvirtual
    Primitive(Stream stream)mlx::core::Primitiveinlineexplicit
    Primitive(const Primitive &other)=deletemlx::core::Primitive
    Primitive(Primitive &&other)=deletemlx::core::Primitive
    print(std::ostream &os) overridemlx::core::Flatteninlinevirtual
    state() constmlx::core::Flatteninline
    stream()mlx::core::Primitiveinline
    UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit
    UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Flattenvirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Flattenvirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_flatten.html b/docs/build/html/classmlx_1_1core_1_1_flatten.html new file mode 100644 index 000000000..4aba4b787 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_flatten.html @@ -0,0 +1,570 @@ + + + + + + + +MLX: mlx::core::Flatten Class Reference + + + + + + + + + + + + + + + + +
    +
    + + + + + + + +
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    +Public Member Functions | +Static Public Member Functions | +List of all members
    +
    mlx::core::Flatten Class Reference
    +
    +
    + +

    #include <primitives.h>

    +
    +Inheritance diagram for mlx::core::Flatten:
    +
    +
    + + +mlx::core::UnaryPrimitive +mlx::core::Primitive + +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    +Public Member Functions

     Flatten (Stream stream, int start_axis, int end_axis)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void eval_gpu (const std::vector< array > &inputs, array &out) override
     
    virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes) override
     The primitive must know how to vectorize itself across the given axes.
     
    std::vector< array > jvp (const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) override
     The Jacobian-vector product.
     
    std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) override
     The vector-Jacobian product.
     
    void print (std::ostream &os) override
     Print the primitive.
     
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
     Get the output shapes of the primitive.
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    auto state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
     
    void eval_cpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the output arrays.
     
    void eval_gpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     
    virtual ~UnaryPrimitive ()=default
     
     UnaryPrimitive (const UnaryPrimitive &other)=delete
     
     UnaryPrimitive (UnaryPrimitive &&other)=delete
     
    UnaryPrimitive & operator= (const UnaryPrimitive &other)=delete
     
    UnaryPrimitive & operator= (UnaryPrimitive &&other)=delete
     
    - Public Member Functions inherited from mlx::core::Primitive
     Primitive (Stream stream)
     
    const Device & device ()
     The device the primitive will run on.
     
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual ~Primitive ()=default
     
     Primitive (const Primitive &other)=delete
     
     Primitive (Primitive &&other)=delete
     
    Primitive & operator= (const Primitive &other)=delete
     
    Primitive & operator= (Primitive &&other)=delete
     
    + + + +

    +Static Public Member Functions

    static Shape output_shape (const array &input, int start_axis, int end_axis)
     
    +

    Constructor & Destructor Documentation

    + +

    ◆ Flatten()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + +
    mlx::core::Flatten::Flatten (Stream stream,
    int start_axis,
    int end_axis )
    +     		+inlineexplicit
    +
    + +
    +
    +

    Member Function Documentation

    + +

    ◆ eval_cpu()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    void mlx::core::Flatten::eval_cpu (const std::vector< array > & inputs,
    array & out )
    +     		+overridevirtual
    +
    + +

    Implements mlx::core::UnaryPrimitive.

    + +
    +
    + +

    ◆ eval_gpu()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    void mlx::core::Flatten::eval_gpu (const std::vector< array > & inputs,
    array & out )
    +     		+overridevirtual
    +
    + +

    Implements mlx::core::UnaryPrimitive.

    + +
    +
    + +

    ◆ is_equivalent()

    + +
    +
    + + + + + +
    + + + + + + + +
    bool mlx::core::Flatten::is_equivalent (const Primitive & other) const
    +     		+overridevirtual
    +
    + +

    Equivalence check defaults to false unless overridden by the primitive.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ jvp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::Flatten::jvp (const std::vector< array > & primals,
    const std::vector< array > & tangents,
    const std::vector< int > & argnums )
    +     		+overridevirtual
    +
    + +

    The Jacobian-vector product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ output_shape()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + +
    static Shape mlx::core::Flatten::output_shape (const array & input,
    int start_axis,
    int end_axis )
    +     		+static
    +
    + +
    +
    + +

    ◆ output_shapes()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::vector< Shape > mlx::core::Flatten::output_shapes (const std::vector< array > & inputs)
    +     		+overridevirtual
    +
    + +

    Get the output shapes of the primitive.

    +

    This is not required to be implemented by derived classes, in which case it will throw.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ print()

    + +
    +
    + + + + + +
    + + + + + + + +
    void mlx::core::Flatten::print (std::ostream & os)
    +     		+inlineoverridevirtual
    +
    + +

    Print the primitive.

    + +

    Implements mlx::core::Primitive.

    + +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Flatten::state () const
    +     		+inline
    +
    + +
    +
    + +

    ◆ vjp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::Flatten::vjp (const std::vector< array > & primals,
    const std::vector< array > & cotangents,
    const std::vector< int > & argnums,
    const std::vector< array > & outputs )
    +     		+overridevirtual
    +
    + +

    The vector-Jacobian product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ vmap()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    virtual std::pair< std::vector< array >, std::vector< int > > mlx::core::Flatten::vmap (const std::vector< array > & inputs,
    const std::vector< int > & axes )
    +     		+overridevirtual
    +
    + +

    The primitive must know how to vectorize itself across the given axes.

    +

    The output is a pair containing the output arrays representing the vectorized computation and the axes which corresponds to the vectorized dimensions of each output.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    +
    The documentation for this class was generated from the following file: +
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_flatten.js b/docs/build/html/classmlx_1_1core_1_1_flatten.js new file mode 100644 index 000000000..93a244871 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_flatten.js @@ -0,0 +1,14 @@ +var classmlx_1_1core_1_1_flatten = +[ + [ "Flatten", "classmlx_1_1core_1_1_flatten.html#ab9f72c6a90640b91f35a2bcc8dac8780", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_flatten.html#a72ade7d22386b349712f6c7c1f619842", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_flatten.html#acb2219cc122d218b273af2cb9a882e7f", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_flatten.html#a42499e796aac751fceb4628317cc58f4", null ], + [ "jvp", "classmlx_1_1core_1_1_flatten.html#ae0351b8d8088baa09db927ac8546186b", null ], + [ "output_shape", "classmlx_1_1core_1_1_flatten.html#a2f8e1defb9c33af2dec29ff8697132aa", null ], + [ "output_shapes", "classmlx_1_1core_1_1_flatten.html#a5069a73ba1e7b52b7b051f692db6d0d2", null ], + [ "print", "classmlx_1_1core_1_1_flatten.html#ad0495ee66601c7527d836d2db77a6aec", null ], + [ "state", "classmlx_1_1core_1_1_flatten.html#af95dd89c47cd2342233dc0b6d36822a3", null ], + [ "vjp", "classmlx_1_1core_1_1_flatten.html#ab549a8c38b63055e2d5cd672f7676aab", null ], + [ "vmap", "classmlx_1_1core_1_1_flatten.html#a244a03915313286d36ed4d36b01a99f2", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_flatten.png b/docs/build/html/classmlx_1_1core_1_1_flatten.png new file mode 100644 index 0000000000000000000000000000000000000000..72505ec5c5c94e25a9bc93df140ab5a526f18491 GIT binary patch literal 887 zcmeAS@N?(olHy`uVBq!ia0vp^(}1{xgBeH~F+Z{fQqloFA+G=b{|7Q(y!l$%e`vXd zfo6fk^fNCWJa_;UH$5A+1SrQ@666=m0OW&#In(Sb3=GUno-U3d6^w7^KI~g;z{92< zzvR^W|3};}GjXzf_;%y&oO7XWz6TAPAHVsh`h3puW*yJPf>D#6sBTd?+3l?DIcffv zKVPo-eZD?n3HLt7*D1Z$S2u>uy1&+E)s**1XW~_J)}EL8vnM!cP35u;Pu+KW1=;#- znU^``ie&D)UzhfHU!9vb&#GA^*K&2(+|*!R%}oE>(a|^OUw>8hbK$k!y0bzjy?S_g zmH!3Dt>1EMSE_ol@7OYH+Wl|W@`TrKeU+@}S-o%3)|`xLq3M;&*LY^ReeRN<>*D## z)X96&o|b7Um7KbspN!UpowMX;KM-rfa4gwp?eS!f^@dy3RtxTByV^CG92|Mex$ zmrt*qwZBbe>z|fuo<}Yoa@9WjEHy~CV*jf@p@*(*k8fHoeS1gvHq*Pmqy8?@toRxD zJa((sJ(aiayEp9%vHeoJSpIs$Xhe&Go-w z6#qWItYYoAXFlayW+|2UEmFCAPW(UHzYF&B``7LZeO^||e<-HbNtX6Kt0-o0*U{JLoIwcAU!cV^G} zs&Z#(sQAAHQG4&b%6-=x<$F56I(vJk_}lyQG_cZ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
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    +
    - - +
    - -
    -
    mlx::core::Floor Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_floor.html b/docs/build/html/classmlx_1_1core_1_1_floor.html index 158b57a6e..f0a79733c 100644 --- a/docs/build/html/classmlx_1_1core_1_1_floor.html +++ b/docs/build/html/classmlx_1_1core_1_1_floor.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Floor Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Floor::output_shapes std::vector< Shape > mlx::core::Floor::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_floor.js b/docs/build/html/classmlx_1_1core_1_1_floor.js new file mode 100644 index 000000000..a3731972c --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_floor.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_floor = +[ + [ "Floor", "classmlx_1_1core_1_1_floor.html#ada4e979b784b732696313d7094e91340", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_floor.html#a1a7dc5f571b7b73e7ef3cbdc1dd1fcf7", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_floor.html#aaa29c83538099eb8f951c95a41f2eb65", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_floor.html#a24b64feb026c4fcd02fc481cffdb1c94", null ], + [ "jvp", "classmlx_1_1core_1_1_floor.html#aa47bc360ec563b6e7d93e8b50626d8af", null ], + [ "output_shapes", "classmlx_1_1core_1_1_floor.html#a0a62dee6df6a82fcd955bf7670be2cd5", null ], + [ "print", "classmlx_1_1core_1_1_floor.html#ac289e87c5fac15e2f491e2513be610f6", null ], + [ "vjp", "classmlx_1_1core_1_1_floor.html#a589e2cf99b6fd1a5ba85534a2a31338e", null ], + [ "vmap", "classmlx_1_1core_1_1_floor.html#aea4dc79a65774990e775ad49519a5d10", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_full-members.html b/docs/build/html/classmlx_1_1core_1_1_full-members.html index 2135a5e95..f7861ce81 100644 --- a/docs/build/html/classmlx_1_1core_1_1_full-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_full-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Full Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_full.html b/docs/build/html/classmlx_1_1core_1_1_full.html index 3b516acaf..b45cbb3da 100644 --- a/docs/build/html/classmlx_1_1core_1_1_full.html +++ b/docs/build/html/classmlx_1_1core_1_1_full.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Full Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
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    Public Member Functions | @@ -158,7 +172,7 @@ Public Member Functions const Stream & stream ()  The stream the primitive will run on.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -346,7 +360,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -389,7 +403,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -422,7 +436,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -438,10 +452,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_full.js b/docs/build/html/classmlx_1_1core_1_1_full.js new file mode 100644 index 000000000..5fc3ff0f0 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_full.js @@ -0,0 +1,11 @@ +var classmlx_1_1core_1_1_full = +[ + [ "Full", "classmlx_1_1core_1_1_full.html#aafcb86a2e41353853ec48c717e0c54d6", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_full.html#a3dccd3756599d7fd018b2af0093b082c", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_full.html#aa54f99bb4cba12a551392dea56003872", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_full.html#afafcbcae1e28597fe8f7fde289105792", null ], + [ "jvp", "classmlx_1_1core_1_1_full.html#a281a865d0664596ac8d05ea8e7f26407", null ], + [ "print", "classmlx_1_1core_1_1_full.html#a68e08303f4960ab373b84a3312edc013", null ], + [ "vjp", "classmlx_1_1core_1_1_full.html#a49e76e7a8641f990701abc1b3bd49969", null ], + [ "vmap", "classmlx_1_1core_1_1_full.html#afc57ab6bd9ebdbbf042af54a59785d95", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_gather-members.html b/docs/build/html/classmlx_1_1core_1_1_gather-members.html index e6733eee4..0439678d8 100644 --- a/docs/build/html/classmlx_1_1core_1_1_gather-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_gather-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    -
    mlx::core::Gather Member List
    @@ -99,7 +113,7 @@ $(function(){ initResizable(false); }); mlx::core::UnaryPrimitive::eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual eval_gpu(const std::vector< array > &inputs, array &out) overridemlx::core::Gathervirtual mlx::core::UnaryPrimitive::eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual - Gather(Stream stream, const std::vector< int > &axes, const std::vector< int > &slice_sizes)mlx::core::Gatherinlineexplicit + Gather(Stream stream, std::vector< int > axes, Shape slice_sizes)mlx::core::Gatherinlineexplicit is_equivalent(const Primitive &other) const overridemlx::core::Gathervirtual jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) overridemlx::core::Gathervirtual operator=(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Gatherinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Gathervirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Gathervirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Gatherinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Gathervirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Gathervirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_gather.html b/docs/build/html/classmlx_1_1core_1_1_gather.html index d5cb92af5..49c9d7547 100644 --- a/docs/build/html/classmlx_1_1core_1_1_gather.html +++ b/docs/build/html/classmlx_1_1core_1_1_gather.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Gather Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -109,8 +123,8 @@ Inheritance diagram for mlx::core::Gather:
    - - + + @@ -130,9 +144,11 @@ Public Member Functions - + + + @@ -173,8 +189,8 @@ Public Member Functions

    Public Member Functions

     Gather (Stream stream, const std::vector< int > &axes, const std::vector< int > &slice_sizes)
     
     Gather (Stream stream, std::vector< int > axes, Shape slice_sizes)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void eval_gpu (const std::vector< array > &inputs, array &out) override
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
     Get the output shapes of the primitive.
     
    std::pair< std::vector< int >, std::vector< int > > state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
     

    Constructor & Destructor Documentation

    - -

    ◆ Gather()

    + +

    ◆ Gather()

    @@ -190,17 +206,17 @@ Public Member Functions - const std::vector< int > & axes, + std::vector< int > axes, - const std::vector< int > & slice_sizes ) + Shape slice_sizes ) -inlineexplicit +inlineexplicit
    @@ -230,7 +246,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -261,7 +277,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -288,7 +304,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -326,7 +342,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -347,7 +363,7 @@ Public Member Functions - + @@ -355,7 +371,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Gather::output_shapes std::vector< Shape > mlx::core::Gather::output_shapes ( const std::vector< array > & inputs)
    -overridevirtual +overridevirtual
    @@ -385,7 +401,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -394,6 +410,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::pair< std::vector< int >, std::vector< int > > mlx::core::Gather::state () const
    +     		+inline
    +
    +
    @@ -428,7 +469,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -461,7 +502,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -477,10 +518,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_gather.js b/docs/build/html/classmlx_1_1core_1_1_gather.js new file mode 100644 index 000000000..ad9f98e37 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_gather.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_gather = +[ + [ "Gather", "classmlx_1_1core_1_1_gather.html#af24220fde798f2ad17cdce297c0dbc43", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_gather.html#a9ed5587f0d04b59a2b9186c0aac21290", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_gather.html#aec48ee529cb2449915a7b27a3c4361e8", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_gather.html#a23ff1406dbf0c770e75ad47440b467aa", null ], + [ "jvp", "classmlx_1_1core_1_1_gather.html#ac54ef8fac92ab190f1793f3dd95b9e8d", null ], + [ "output_shapes", "classmlx_1_1core_1_1_gather.html#a53d89a6c4ebb634bc208bd85aa2fcda1", null ], + [ "print", "classmlx_1_1core_1_1_gather.html#a9d57637a8a65008683c3847251bdcf91", null ], + [ "state", "classmlx_1_1core_1_1_gather.html#aee59ff90127ef4c2d7fcbe2955b95b27", null ], + [ "vjp", "classmlx_1_1core_1_1_gather.html#aacf612a8f5f1cdbbfd19707d8d33c426", null ], + [ "vmap", "classmlx_1_1core_1_1_gather.html#abab0c4c204e66489825ce80d2194a275", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_gather_m_m-members.html b/docs/build/html/classmlx_1_1core_1_1_gather_m_m-members.html index 2b8f921d5..8a8bd0b61 100644 --- a/docs/build/html/classmlx_1_1core_1_1_gather_m_m-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_gather_m_m-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::GatherMM Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_gather_m_m.html b/docs/build/html/classmlx_1_1core_1_1_gather_m_m.html index 98227cd62..d40ae6a55 100644 --- a/docs/build/html/classmlx_1_1core_1_1_gather_m_m.html +++ b/docs/build/html/classmlx_1_1core_1_1_gather_m_m.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::GatherMM Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -158,7 +172,7 @@ Public Member Functions virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes)  The primitive must know how to vectorize itself across the given axes.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -308,7 +322,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -351,7 +365,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -366,10 +380,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_gather_m_m.js b/docs/build/html/classmlx_1_1core_1_1_gather_m_m.js new file mode 100644 index 000000000..8b5558775 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_gather_m_m.js @@ -0,0 +1,9 @@ +var classmlx_1_1core_1_1_gather_m_m = +[ + [ "GatherMM", "classmlx_1_1core_1_1_gather_m_m.html#afd9bbc08138181b80e2fb86536ff3f2a", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_gather_m_m.html#a62352074a480df0e1f879b0bae425730", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_gather_m_m.html#ad754c35f460a055cc383ad93a5f72da1", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_gather_m_m.html#a163f17f6ce2c002f22e81b302777342b", null ], + [ "print", "classmlx_1_1core_1_1_gather_m_m.html#ae7a6f4eecb15e95b21e6c87068ebd758", null ], + [ "vjp", "classmlx_1_1core_1_1_gather_m_m.html#a76c9f27c57354f6230b43944882e1bda", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_gather_q_m_m-members.html b/docs/build/html/classmlx_1_1core_1_1_gather_q_m_m-members.html index e14dadcd3..a6f37c8bc 100644 --- a/docs/build/html/classmlx_1_1core_1_1_gather_q_m_m-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_gather_q_m_m-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::GatherQMM Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::GatherQMMinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::GatherQMMvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::GatherQMMvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::GatherQMMinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::GatherQMMvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::GatherQMMvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_gather_q_m_m.html b/docs/build/html/classmlx_1_1core_1_1_gather_q_m_m.html index f4ce14c36..d58bf19a9 100644 --- a/docs/build/html/classmlx_1_1core_1_1_gather_q_m_m.html +++ b/docs/build/html/classmlx_1_1core_1_1_gather_q_m_m.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::GatherQMM Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -130,6 +144,8 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -158,7 +174,7 @@ Public Member Functions const Stream & stream ()  The stream the primitive will run on.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -205,7 +221,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -235,7 +251,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -266,7 +282,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -293,7 +309,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -331,7 +347,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -360,7 +376,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -369,6 +385,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::GatherQMM::state () const
    +     		+inline
    +
    +
    @@ -403,7 +444,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -436,7 +477,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,10 +493,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_gather_q_m_m.js b/docs/build/html/classmlx_1_1core_1_1_gather_q_m_m.js new file mode 100644 index 000000000..202aba396 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_gather_q_m_m.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_gather_q_m_m = +[ + [ "GatherQMM", "classmlx_1_1core_1_1_gather_q_m_m.html#a60ed2ade7f10dd9c9314913a810f9360", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_gather_q_m_m.html#a89aae98bfbdd6563df44ef7d70f0bf8c", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_gather_q_m_m.html#a86eb048afc95646b2e96ec5493e3d887", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_gather_q_m_m.html#a6a7da6bcf657fcdb157c45bf35fdec11", null ], + [ "jvp", "classmlx_1_1core_1_1_gather_q_m_m.html#adc579058752b927c71b45a962d4869e0", null ], + [ "print", "classmlx_1_1core_1_1_gather_q_m_m.html#a53c3fa7beb51ce2e1c2da28633406fe0", null ], + [ "state", "classmlx_1_1core_1_1_gather_q_m_m.html#a60c908bc836f930bb33f60b3e9db43af", null ], + [ "vjp", "classmlx_1_1core_1_1_gather_q_m_m.html#ae08a4b7d28902d46f39e66beeb0e23ab", null ], + [ "vmap", "classmlx_1_1core_1_1_gather_q_m_m.html#a13ce5e138ebddb8780a034452f68892f", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_greater-members.html b/docs/build/html/classmlx_1_1core_1_1_greater-members.html index 393efc68c..6929ee7f3 100644 --- a/docs/build/html/classmlx_1_1core_1_1_greater-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_greater-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Greater Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_greater.html b/docs/build/html/classmlx_1_1core_1_1_greater.html index 416043993..d4b464e73 100644 --- a/docs/build/html/classmlx_1_1core_1_1_greater.html +++ b/docs/build/html/classmlx_1_1core_1_1_greater.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Greater Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Greater::output_shapes std::vector< Shape > mlx::core::Greater::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_greater.js b/docs/build/html/classmlx_1_1core_1_1_greater.js new file mode 100644 index 000000000..41d6246d0 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_greater.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_greater = +[ + [ "Greater", "classmlx_1_1core_1_1_greater.html#a1d5992a66c020cd97a70e8e3d8cd1a1b", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_greater.html#abe1c03f311d0e0b610f3392a6566f2ae", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_greater.html#ae8957cccf4c924d941f57a1bb751c878", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_greater.html#a6877a6888614a618dc64296763ccabb1", null ], + [ "jvp", "classmlx_1_1core_1_1_greater.html#aa47a9f80f45daf6a405e34f6dc7c99c1", null ], + [ "output_shapes", "classmlx_1_1core_1_1_greater.html#af798a7cd704a2a9a8b3ecb6ef49583b0", null ], + [ "print", "classmlx_1_1core_1_1_greater.html#aa2980e45cd2c79ebfb394012d3108a04", null ], + [ "vjp", "classmlx_1_1core_1_1_greater.html#a341766a8a7e41d2a1160d35d4e781679", null ], + [ "vmap", "classmlx_1_1core_1_1_greater.html#a6d8267411fc4951de781f9e8e6c53aa0", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_greater_equal-members.html b/docs/build/html/classmlx_1_1core_1_1_greater_equal-members.html index 7a53eeac2..9cc1a3ace 100644 --- a/docs/build/html/classmlx_1_1core_1_1_greater_equal-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_greater_equal-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::GreaterEqual Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_greater_equal.html b/docs/build/html/classmlx_1_1core_1_1_greater_equal.html index 91a285a34..37cb701c3 100644 --- a/docs/build/html/classmlx_1_1core_1_1_greater_equal.html +++ b/docs/build/html/classmlx_1_1core_1_1_greater_equal.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::GreaterEqual Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::GreaterEqual::output_shapes std::vector< Shape > mlx::core::GreaterEqual::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_greater_equal.js b/docs/build/html/classmlx_1_1core_1_1_greater_equal.js new file mode 100644 index 000000000..7ca97ba67 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_greater_equal.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_greater_equal = +[ + [ "GreaterEqual", "classmlx_1_1core_1_1_greater_equal.html#a19a3c49d5a9b40e17da0e56ef6908527", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_greater_equal.html#a15469125b9bea89b64bfeac01590c075", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_greater_equal.html#ac246263b4548126c3d4ab7e392575d24", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_greater_equal.html#a3daef8596b963026b602019bc56fc5fc", null ], + [ "jvp", "classmlx_1_1core_1_1_greater_equal.html#ac7346080aaaa01d52896127f383f9d20", null ], + [ "output_shapes", "classmlx_1_1core_1_1_greater_equal.html#a1a77c18d89ee227171ff38efef6cacf6", null ], + [ "print", "classmlx_1_1core_1_1_greater_equal.html#ab98045c861d2d2ffb0398c2c1d671cef", null ], + [ "vjp", "classmlx_1_1core_1_1_greater_equal.html#a62f07a4ac54c708307c82aac0e5693ee", null ], + [ "vmap", "classmlx_1_1core_1_1_greater_equal.html#ab0e1be93eb01b0ce7fa83e953f5e3e1d", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_hadamard-members.html b/docs/build/html/classmlx_1_1core_1_1_hadamard-members.html index 7ea5ac4a9..e7eb8ad65 100644 --- a/docs/build/html/classmlx_1_1core_1_1_hadamard-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_hadamard-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Hadamard Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Hadamardinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Hadamardvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Hadamardvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Hadamardinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Hadamardvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Hadamardvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_hadamard.html b/docs/build/html/classmlx_1_1core_1_1_hadamard.html index 862612c8d..1095b8f82 100644 --- a/docs/build/html/classmlx_1_1core_1_1_hadamard.html +++ b/docs/build/html/classmlx_1_1core_1_1_hadamard.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Hadamard Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
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    Public Member Functions | @@ -127,12 +141,14 @@ Public Member Functions void print (std::ostream &os) override  Print the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -195,7 +211,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -225,7 +241,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +272,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +299,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -321,7 +337,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -342,7 +358,7 @@ Public Member Functions - + @@ -350,7 +366,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Hadamard::output_shapes std::vector< Shape > mlx::core::Hadamard::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -380,7 +396,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -389,6 +405,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Hadamard::state () const
    +     		+inline
    +
    +
    @@ -423,7 +464,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -456,7 +497,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -472,10 +513,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_hadamard.js b/docs/build/html/classmlx_1_1core_1_1_hadamard.js new file mode 100644 index 000000000..61b8e60d8 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_hadamard.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_hadamard = +[ + [ "Hadamard", "classmlx_1_1core_1_1_hadamard.html#abe4a0ed820b126940beec519d4239923", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_hadamard.html#ab27d6a9df42b3aab41ace3073a4c880d", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_hadamard.html#a2470feb690f5463138490763c38b5733", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_hadamard.html#a8a528d8d69a7343bdfd704a3e74230b8", null ], + [ "jvp", "classmlx_1_1core_1_1_hadamard.html#a22b9d55ae3ba5eef63505124696e712a", null ], + [ "output_shapes", "classmlx_1_1core_1_1_hadamard.html#aa709166de3c493308689769579d665e8", null ], + [ "print", "classmlx_1_1core_1_1_hadamard.html#a3df6e7e3b3b71bf50be5f1a05d0870b6", null ], + [ "state", "classmlx_1_1core_1_1_hadamard.html#afd67d09fde38ab3b6ba873b797f03dae", null ], + [ "vjp", "classmlx_1_1core_1_1_hadamard.html#af4134775427b8998d66f489468b98656", null ], + [ "vmap", "classmlx_1_1core_1_1_hadamard.html#a9f1a172e6246859e813002abe9b8f99c", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_imag-members.html b/docs/build/html/classmlx_1_1core_1_1_imag-members.html index faa681b6b..fdd6c755c 100644 --- a/docs/build/html/classmlx_1_1core_1_1_imag-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_imag-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Imag Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_imag.html b/docs/build/html/classmlx_1_1core_1_1_imag.html index cece5f6fa..23cdd6a49 100644 --- a/docs/build/html/classmlx_1_1core_1_1_imag.html +++ b/docs/build/html/classmlx_1_1core_1_1_imag.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Imag Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Imag::output_shapes std::vector< Shape > mlx::core::Imag::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_imag.js b/docs/build/html/classmlx_1_1core_1_1_imag.js new file mode 100644 index 000000000..675c8547f --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_imag.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_imag = +[ + [ "Imag", "classmlx_1_1core_1_1_imag.html#a284b7de34a316110fdc98e7b753372b2", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_imag.html#a17d1f1f9f8528668fcdf39b636720829", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_imag.html#a247a4d059b0a99678c6be8c15e42c1e6", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_imag.html#a51c15ae82855edebba2ba779516465f5", null ], + [ "jvp", "classmlx_1_1core_1_1_imag.html#ac01c5ed9b886983450ed9f049ddac55a", null ], + [ "output_shapes", "classmlx_1_1core_1_1_imag.html#ad4f847483ba07d20aba5b927c2689be8", null ], + [ "print", "classmlx_1_1core_1_1_imag.html#a0c8d48e2a1474d80a314ea9b96dbaa8d", null ], + [ "vjp", "classmlx_1_1core_1_1_imag.html#a80da5fdd0fa549eebd7804c0e261848b", null ], + [ "vmap", "classmlx_1_1core_1_1_imag.html#ace9906672bd88df0573653883d58ecb3", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_inverse-members.html b/docs/build/html/classmlx_1_1core_1_1_inverse-members.html index 95a0d738b..c9b7115ff 100644 --- a/docs/build/html/classmlx_1_1core_1_1_inverse-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_inverse-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Inverse Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Inverseinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Inversevirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Inverseinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Inversevirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_inverse.html b/docs/build/html/classmlx_1_1core_1_1_inverse.html index e1653bf32..2164ff35c 100644 --- a/docs/build/html/classmlx_1_1core_1_1_inverse.html +++ b/docs/build/html/classmlx_1_1core_1_1_inverse.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Inverse Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -121,6 +135,8 @@ Public Member Functions void print (std::ostream &os) override  Print the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -158,7 +174,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -200,7 +216,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -230,7 +246,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -261,7 +277,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -288,7 +304,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -297,6 +313,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Inverse::state () const
    +     		+inline
    +
    +
    @@ -321,7 +362,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -337,10 +378,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_inverse.js b/docs/build/html/classmlx_1_1core_1_1_inverse.js new file mode 100644 index 000000000..0d0c71a19 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_inverse.js @@ -0,0 +1,9 @@ +var classmlx_1_1core_1_1_inverse = +[ + [ "Inverse", "classmlx_1_1core_1_1_inverse.html#a71467681e523abb725724490bfeb76ad", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_inverse.html#aeb1d8dc9bc4052a616023f65b3c7bb81", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_inverse.html#a086fbbc947ad232e01686ad063a78ed2", null ], + [ "print", "classmlx_1_1core_1_1_inverse.html#a543f18f1ce5c06c897141091e95a66e9", null ], + [ "state", "classmlx_1_1core_1_1_inverse.html#aa1fce744f4a2d660c65901a7542056f2", null ], + [ "vmap", "classmlx_1_1core_1_1_inverse.html#a98419b9f0b8a6c9185fe012d523552c2", null ] +]; \ No newline at end of file diff --git a/docs/build/html/struct_limits_3_01int8__t_01_4-members.html b/docs/build/html/classmlx_1_1core_1_1_jit_compiler-members.html similarity index 55% rename from docs/build/html/struct_limits_3_01int8__t_01_4-members.html rename to docs/build/html/classmlx_1_1core_1_1_jit_compiler-members.html index 5d7606346..7fb68ea39 100644 --- a/docs/build/html/struct_limits_3_01int8__t_01_4-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_jit_compiler-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    + - + - - + +
    + +
    +
    +
    - - +
    -
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    -
    Limits< int8_t > Member List
    +
    mlx::core::JitCompiler Member List
    -

    This is the complete list of members for Limits< int8_t >, including all inherited members.

    +

    This is the complete list of members for mlx::core::JitCompiler, including all inherited members.

    - - - - + +
    finite_maxLimits< int8_t >static
    finite_minLimits< int8_t >static
    maxLimits< int8_t >static
    minLimits< int8_t >static
    build_command(const std::filesystem::path &dir, const std::string &source_file_name, const std::string &shared_lib_name)mlx::core::JitCompilerstatic
    exec(const std::string &cmd)mlx::core::JitCompilerstatic
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_jit_compiler.html b/docs/build/html/classmlx_1_1core_1_1_jit_compiler.html new file mode 100644 index 000000000..f69b5f970 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_jit_compiler.html @@ -0,0 +1,194 @@ + + + + + + + +MLX: mlx::core::JitCompiler Class Reference + + + + + + + + + + + + + + + + +
    +
    + + + + + + + +
    +
    MLX +
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    +Static Public Member Functions | +List of all members
    +
    mlx::core::JitCompiler Class Reference
    +
    +
    + +

    #include <jit_compiler.h>

    + + + + + + +

    +Static Public Member Functions

    static std::string build_command (const std::filesystem::path &dir, const std::string &source_file_name, const std::string &shared_lib_name)
     
    static std::string exec (const std::string &cmd)
     
    +

    Member Function Documentation

    + +

    ◆ build_command()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + +
    static std::string mlx::core::JitCompiler::build_command (const std::filesystem::path & dir,
    const std::string & source_file_name,
    const std::string & shared_lib_name )
    +     		+static
    +
    + +
    +
    + +

    ◆ exec()

    + +
    +
    + + + + + +
    + + + + + + + +
    static std::string mlx::core::JitCompiler::exec (const std::string & cmd)
    +     		+static
    +
    + +
    +
    +
    The documentation for this class was generated from the following file: +
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_jit_compiler.js b/docs/build/html/classmlx_1_1core_1_1_jit_compiler.js new file mode 100644 index 000000000..b9b0b45b3 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_jit_compiler.js @@ -0,0 +1,5 @@ +var classmlx_1_1core_1_1_jit_compiler = +[ + [ "build_command", "classmlx_1_1core_1_1_jit_compiler.html#a10a5cde91ab929ccbdbdf4c4d940f156", null ], + [ "exec", "classmlx_1_1core_1_1_jit_compiler.html#adcf98f940e1919388eaab907ea17a540", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_less-members.html b/docs/build/html/classmlx_1_1core_1_1_less-members.html index 04fcd75f4..6b80c8735 100644 --- a/docs/build/html/classmlx_1_1core_1_1_less-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_less-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Less Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_less.html b/docs/build/html/classmlx_1_1core_1_1_less.html index eed868815..3c2cb752b 100644 --- a/docs/build/html/classmlx_1_1core_1_1_less.html +++ b/docs/build/html/classmlx_1_1core_1_1_less.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Less Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Less::output_shapes std::vector< Shape > mlx::core::Less::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_less.js b/docs/build/html/classmlx_1_1core_1_1_less.js new file mode 100644 index 000000000..27003a5c3 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_less.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_less = +[ + [ "Less", "classmlx_1_1core_1_1_less.html#aa55c5cfbab0ac30e1b72c080fe9525d7", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_less.html#a32624124ffece066f496b3299056bcef", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_less.html#a353335ce06ddbe8498d86d129c835917", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_less.html#a7d6ed6353a0dcefebd008026dbd3cd63", null ], + [ "jvp", "classmlx_1_1core_1_1_less.html#af1493d566f6d940b8f674aac17f5dfce", null ], + [ "output_shapes", "classmlx_1_1core_1_1_less.html#ad7604a75b79260d263ac0c7d959cadd5", null ], + [ "print", "classmlx_1_1core_1_1_less.html#ad67e6f66d7b75546fd98dbee6b631d78", null ], + [ "vjp", "classmlx_1_1core_1_1_less.html#aaf205d389b5e602e0814b68f66de8f50", null ], + [ "vmap", "classmlx_1_1core_1_1_less.html#a5fee5956cf087d8405359121aa62ba7e", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_less_equal-members.html b/docs/build/html/classmlx_1_1core_1_1_less_equal-members.html index 819db5b3e..380fbc6e9 100644 --- a/docs/build/html/classmlx_1_1core_1_1_less_equal-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_less_equal-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::LessEqual Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_less_equal.html b/docs/build/html/classmlx_1_1core_1_1_less_equal.html index 4db799314..277bbf4dd 100644 --- a/docs/build/html/classmlx_1_1core_1_1_less_equal.html +++ b/docs/build/html/classmlx_1_1core_1_1_less_equal.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::LessEqual Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::LessEqual::output_shapes std::vector< Shape > mlx::core::LessEqual::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_less_equal.js b/docs/build/html/classmlx_1_1core_1_1_less_equal.js new file mode 100644 index 000000000..1a1f05874 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_less_equal.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_less_equal = +[ + [ "LessEqual", "classmlx_1_1core_1_1_less_equal.html#a52492a43224d47e7851beec646c27bbc", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_less_equal.html#a55d1352b0e97841a92503bc57c19ed16", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_less_equal.html#acf035a82b11e6f63742143ea540fedac", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_less_equal.html#a76ee1438cf4bd109eae4e0b3472b26af", null ], + [ "jvp", "classmlx_1_1core_1_1_less_equal.html#addfe62d3557d216f8307bdf1cbff6a8f", null ], + [ "output_shapes", "classmlx_1_1core_1_1_less_equal.html#a5598c700e881673098928e47b4da9ff8", null ], + [ "print", "classmlx_1_1core_1_1_less_equal.html#a409842d3862113c53cbbdf7467a06950", null ], + [ "vjp", "classmlx_1_1core_1_1_less_equal.html#aab2aab7590c299885e815c18eedd1028", null ], + [ "vmap", "classmlx_1_1core_1_1_less_equal.html#a3d5df21db184f2b7620cda9da1684480", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_load-members.html b/docs/build/html/classmlx_1_1core_1_1_load-members.html index 6732a8c53..38c33199c 100644 --- a/docs/build/html/classmlx_1_1core_1_1_load-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_load-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Load Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_load.html b/docs/build/html/classmlx_1_1core_1_1_load.html index 0f7acf0f1..aa8a4ba1a 100644 --- a/docs/build/html/classmlx_1_1core_1_1_load.html +++ b/docs/build/html/classmlx_1_1core_1_1_load.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Load Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -158,7 +172,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -205,7 +219,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -235,7 +249,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -266,7 +280,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -293,7 +307,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -308,10 +322,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_load.js b/docs/build/html/classmlx_1_1core_1_1_load.js new file mode 100644 index 000000000..5367ca6fc --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_load.js @@ -0,0 +1,7 @@ +var classmlx_1_1core_1_1_load = +[ + [ "Load", "classmlx_1_1core_1_1_load.html#a3aa8a537cd90bab048df47dca1ed526a", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_load.html#ada026ac30566f3109d8182e35d307c0a", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_load.html#a06933e887ea94a4d01d81195c5e07a3d", null ], + [ "print", "classmlx_1_1core_1_1_load.html#a54e08a0ca41b7c9f1a76b00c889f0bfa", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_log-members.html b/docs/build/html/classmlx_1_1core_1_1_log-members.html index cf2377ed5..cbe275b37 100644 --- a/docs/build/html/classmlx_1_1core_1_1_log-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_log-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Log Member List
    @@ -113,21 +127,24 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Loginlinevirtual - stream()mlx::core::Primitiveinline - ten enum valuemlx::core::Log - two enum valuemlx::core::Log - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Logvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Logvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Loginline + stream()mlx::core::Primitiveinline + ten enum valuemlx::core::Log + two enum valuemlx::core::Log + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Logvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Logvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_log.html b/docs/build/html/classmlx_1_1core_1_1_log.html index 8363184f5..4fd8ce31c 100644 --- a/docs/build/html/classmlx_1_1core_1_1_log.html +++ b/docs/build/html/classmlx_1_1core_1_1_log.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Log Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Types | @@ -136,9 +150,11 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      +Base state () const +  void print (std::ostream &os) override  Print the primitive.
      @@ -224,7 +240,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -254,7 +270,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -285,7 +301,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -312,7 +328,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -350,7 +366,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -371,7 +387,7 @@ Public Member Functions - + @@ -379,7 +395,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Log::output_shapes std::vector< Shape > mlx::core::Log::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -409,7 +425,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -418,6 +434,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    Base mlx::core::Log::state () const
    +     		+inline
    +
    +
    @@ -452,7 +493,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -485,7 +526,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -501,10 +542,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_log.js b/docs/build/html/classmlx_1_1core_1_1_log.js new file mode 100644 index 000000000..77af04129 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_log.js @@ -0,0 +1,18 @@ +var classmlx_1_1core_1_1_log = +[ + [ "Base", "classmlx_1_1core_1_1_log.html#a044a23e8b1422984628e1cd5ab506421", [ + [ "two", "classmlx_1_1core_1_1_log.html#a044a23e8b1422984628e1cd5ab506421a41877eab6fa3db7d7ed2cda9eba14251", null ], + [ "ten", "classmlx_1_1core_1_1_log.html#a044a23e8b1422984628e1cd5ab506421a394d85b39676763bdf35b8d54b9e43a1", null ], + [ "e", "classmlx_1_1core_1_1_log.html#a044a23e8b1422984628e1cd5ab506421a491d45f7af463017c1f8cae94cd05590", null ] + ] ], + [ "Log", "classmlx_1_1core_1_1_log.html#a663e54790c60b56eb0ff09f4f6635fb9", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_log.html#aadc7bb4cb24f3ecbbb9ed54a699ab74f", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_log.html#aaaa49e9455f3a197bc319646b5ca6390", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_log.html#a2fc58ea4ca744db493b947d1136d05f8", null ], + [ "jvp", "classmlx_1_1core_1_1_log.html#ac646d4155322c34f58183d97301e3832", null ], + [ "output_shapes", "classmlx_1_1core_1_1_log.html#ab2cae6889352ca0674f6463f8f52d77d", null ], + [ "print", "classmlx_1_1core_1_1_log.html#a7b946d98d4a228c6be9f606a3bd8a30d", null ], + [ "state", "classmlx_1_1core_1_1_log.html#a86fca2ec3766f5d4a2e6d8ba2983c3aa", null ], + [ "vjp", "classmlx_1_1core_1_1_log.html#a40885dccfbf928c4d035881be1d49280", null ], + [ "vmap", "classmlx_1_1core_1_1_log.html#a007ddbcf911093231f607a8b9ed5cd49", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_log1p-members.html b/docs/build/html/classmlx_1_1core_1_1_log1p-members.html index a24e6f8f9..bda7101c2 100644 --- a/docs/build/html/classmlx_1_1core_1_1_log1p-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_log1p-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Log1p Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_log1p.html b/docs/build/html/classmlx_1_1core_1_1_log1p.html index 5421330ff..75a421053 100644 --- a/docs/build/html/classmlx_1_1core_1_1_log1p.html +++ b/docs/build/html/classmlx_1_1core_1_1_log1p.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Log1p Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    + - + - - + +
    + +
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    +
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    Public Member Functions | @@ -127,7 +141,7 @@ Public Member Functions void print (std::ostream &os) override  Print the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -288,7 +302,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -309,7 +323,7 @@ Public Member Functions - + @@ -317,7 +331,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Log1p::output_shapes std::vector< Shape > mlx::core::Log1p::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -347,7 +361,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -390,7 +404,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -423,7 +437,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -439,10 +453,13 @@ Public Member Functions
  • mlx/primitives.h
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    -Generated by doxygen 1.12.0 -
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    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_not_equal.js b/docs/build/html/classmlx_1_1core_1_1_not_equal.js new file mode 100644 index 000000000..318e5a7df --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_not_equal.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_not_equal = +[ + [ "NotEqual", "classmlx_1_1core_1_1_not_equal.html#ac568397bd17b5d9f25ad1a0ebadedbb9", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_not_equal.html#a8f95f8b5873850b875b1641df8196047", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_not_equal.html#a61179747e34e203150e9c660dfddb5f2", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_not_equal.html#ac12fd6b3e2f2e7e4e622b59badf2c73d", null ], + [ "jvp", "classmlx_1_1core_1_1_not_equal.html#ae2d3e5776efaefed7f4c73f679b02f17", null ], + [ "output_shapes", "classmlx_1_1core_1_1_not_equal.html#ad1e8a577dc103d96f1ab65bf3b389d35", null ], + [ "print", "classmlx_1_1core_1_1_not_equal.html#a12aa2f764880d29e627540610b63af09", null ], + [ "vjp", "classmlx_1_1core_1_1_not_equal.html#a0361f29f4ae1235bdf3f3304527e2d4b", null ], + [ "vmap", "classmlx_1_1core_1_1_not_equal.html#ab8b57932f03c8eee664bf89adeaa43b5", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_number_of_elements-members.html b/docs/build/html/classmlx_1_1core_1_1_number_of_elements-members.html index dd47e78c7..6304754ef 100644 --- a/docs/build/html/classmlx_1_1core_1_1_number_of_elements-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_number_of_elements-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::NumberOfElements Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::NumberOfElementsinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::NumberOfElementsvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::NumberOfElementsinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::NumberOfElementsvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_number_of_elements.html b/docs/build/html/classmlx_1_1core_1_1_number_of_elements.html index c61a1ede1..fc03f423d 100644 --- a/docs/build/html/classmlx_1_1core_1_1_number_of_elements.html +++ b/docs/build/html/classmlx_1_1core_1_1_number_of_elements.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::NumberOfElements Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
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    Public Member Functions | @@ -124,9 +138,11 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      +std::tuple< std::vector< int >, bool, Dtype > state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -205,7 +221,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -235,7 +251,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -266,7 +282,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -293,7 +309,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -314,7 +330,7 @@ Public Member Functions - + @@ -322,7 +338,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::NumberOfElements::output_shapes std::vector< Shape > mlx::core::NumberOfElements::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -352,7 +368,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -361,6 +377,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::tuple< std::vector< int >, bool, Dtype > mlx::core::NumberOfElements::state () const
    +     		+inline
    +
    +
    @@ -385,7 +426,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -401,10 +442,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_number_of_elements.js b/docs/build/html/classmlx_1_1core_1_1_number_of_elements.js new file mode 100644 index 000000000..e88fa21f3 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_number_of_elements.js @@ -0,0 +1,11 @@ +var classmlx_1_1core_1_1_number_of_elements = +[ + [ "NumberOfElements", "classmlx_1_1core_1_1_number_of_elements.html#ac64d7c40ae29d687f8b7d2fa33e13b06", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_number_of_elements.html#acc328321cf5300874ee884367cbede3f", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_number_of_elements.html#a2c98c42915fb2bfe12f5c99ea553eff5", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_number_of_elements.html#ad6a32565ccc64499e368e15bba0b438f", null ], + [ "output_shapes", "classmlx_1_1core_1_1_number_of_elements.html#a6cdf307348ba22b3dc8f90f1fb1e0757", null ], + [ "print", "classmlx_1_1core_1_1_number_of_elements.html#aecde30826970938f3aa688979a668f52", null ], + [ "state", "classmlx_1_1core_1_1_number_of_elements.html#afbfee716b4896e98bdf502ceab87ac09", null ], + [ "vmap", "classmlx_1_1core_1_1_number_of_elements.html#a977d83eae845b8bd8c0b98b48cb1c6c2", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_pad-members.html b/docs/build/html/classmlx_1_1core_1_1_pad-members.html index 5c56d4d49..9fb73fb12 100644 --- a/docs/build/html/classmlx_1_1core_1_1_pad-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_pad-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Pad Member List
    @@ -106,24 +120,27 @@ $(function(){ initResizable(false); }); mlx::core::Primitive::operator=(const Primitive &other)=deletemlx::core::Primitive mlx::core::Primitive::operator=(Primitive &&other)=deletemlx::core::Primitive output_shapes(const std::vector< array > &inputs)mlx::core::Primitivevirtual - Pad(Stream stream, const std::vector< int > &axes, const std::vector< int > &low_pad_size, const std::vector< int > &high_pad_size)mlx::core::Padinlineexplicit + Pad(Stream stream, const std::vector< int > &axes, const Shape &low_pad_size, const Shape &high_pad_size)mlx::core::Padinlineexplicit Primitive(Stream stream)mlx::core::Primitiveinlineexplicit Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Padinlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Padvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Padvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Padinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Padvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Padvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_pad.html b/docs/build/html/classmlx_1_1core_1_1_pad.html index 1497128f7..c603d71d9 100644 --- a/docs/build/html/classmlx_1_1core_1_1_pad.html +++ b/docs/build/html/classmlx_1_1core_1_1_pad.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Pad Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -109,8 +123,8 @@ Inheritance diagram for mlx::core::Pad:
    - - + + @@ -130,6 +144,8 @@ Public Member Functions + + @@ -158,7 +174,7 @@ Public Member Functions - + @@ -173,8 +189,8 @@ Public Member Functions

    Public Member Functions

     Pad (Stream stream, const std::vector< int > &axes, const std::vector< int > &low_pad_size, const std::vector< int > &high_pad_size)
     
     Pad (Stream stream, const std::vector< int > &axes, const Shape &low_pad_size, const Shape &high_pad_size)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void eval_gpu (const std::vector< array > &inputs, array &out) override
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    auto state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
     Get the output shapes of the primitive.
     
    virtual ~Primitive ()=default
     

    Constructor & Destructor Documentation

    - -

    ◆ Pad()

    + +

    ◆ Pad()

    @@ -195,17 +211,17 @@ Public Member Functions - const std::vector< int > & low_pad_size, + const Shape & low_pad_size, - const std::vector< int > & high_pad_size ) + const Shape & high_pad_size ) -inlineexplicit +inlineexplicit
    @@ -235,7 +251,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -266,7 +282,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -293,7 +309,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -331,7 +347,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -360,7 +376,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -369,6 +385,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Pad::state () const
    +     		+inline
    +
    +
    @@ -403,7 +444,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -436,7 +477,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,10 +493,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_pad.js b/docs/build/html/classmlx_1_1core_1_1_pad.js new file mode 100644 index 000000000..e31cbb0fd --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_pad.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_pad = +[ + [ "Pad", "classmlx_1_1core_1_1_pad.html#aa55090a94f574c29678d841d091cdf44", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_pad.html#aaf82dd163cd536fbf97304f8b29080cb", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_pad.html#aefd4d3a5bd8b6b35b266c9e558ada153", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_pad.html#aad7c3bfecafe435d6a8e807de4c7ea9b", null ], + [ "jvp", "classmlx_1_1core_1_1_pad.html#a6e43a42032ef11497e8d91290574ec72", null ], + [ "print", "classmlx_1_1core_1_1_pad.html#af87754daaf51f6a6cf8bd4949ca1e70a", null ], + [ "state", "classmlx_1_1core_1_1_pad.html#a00a7cff2ae640f45b43f62cc25d6346c", null ], + [ "vjp", "classmlx_1_1core_1_1_pad.html#ad8a7e547644f2717a24322968e971038", null ], + [ "vmap", "classmlx_1_1core_1_1_pad.html#a85658812a0f3275ba3eb74b7c75686cf", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_partition-members.html b/docs/build/html/classmlx_1_1core_1_1_partition-members.html index 47532df95..201e39e4e 100644 --- a/docs/build/html/classmlx_1_1core_1_1_partition-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_partition-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Partition Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Partitioninlinevirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Partitionvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Partitionvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Partitioninline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Partitionvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Partitionvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_partition.html b/docs/build/html/classmlx_1_1core_1_1_partition.html index 3c7715ab6..4d6c50687 100644 --- a/docs/build/html/classmlx_1_1core_1_1_partition.html +++ b/docs/build/html/classmlx_1_1core_1_1_partition.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Partition Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -127,12 +141,14 @@ Public Member Functions void print (std::ostream &os) override  Print the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -200,7 +216,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -230,7 +246,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -261,7 +277,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -288,7 +304,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -326,7 +342,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -347,7 +363,7 @@ Public Member Functions - + @@ -355,7 +371,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Partition::output_shapes std::vector< Shape > mlx::core::Partition::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -385,7 +401,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -394,6 +410,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Partition::state () const
    +     		+inline
    +
    +
    @@ -428,7 +469,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -461,7 +502,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -477,10 +518,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_partition.js b/docs/build/html/classmlx_1_1core_1_1_partition.js new file mode 100644 index 000000000..1849b01ca --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_partition.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_partition = +[ + [ "Partition", "classmlx_1_1core_1_1_partition.html#a7b82ca3895b6654308fac566b277ac0d", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_partition.html#a784596ab567f9f3cb4fe1a69466523d8", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_partition.html#a8eca1be21ae9ccfda46e6f3e85f506ef", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_partition.html#aabdf6ef4f2159b2bfe93e0e87d4772f8", null ], + [ "jvp", "classmlx_1_1core_1_1_partition.html#a310f569a163958940ed02cf52079746a", null ], + [ "output_shapes", "classmlx_1_1core_1_1_partition.html#a5e62aa0109e53fb4acb861ef39787b4a", null ], + [ "print", "classmlx_1_1core_1_1_partition.html#ab5c7aa4fed325475b33d4004649f0dc0", null ], + [ "state", "classmlx_1_1core_1_1_partition.html#adde13e40924c016473864119465cad4b", null ], + [ "vjp", "classmlx_1_1core_1_1_partition.html#a7110772b6cd2d430a2b825cf5c952ca9", null ], + [ "vmap", "classmlx_1_1core_1_1_partition.html#aa0cc55e4d4d2cb5d129d32832321df2c", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_power-members.html b/docs/build/html/classmlx_1_1core_1_1_power-members.html index b24f7d182..519f333ad 100644 --- a/docs/build/html/classmlx_1_1core_1_1_power-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_power-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Power Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_power.html b/docs/build/html/classmlx_1_1core_1_1_power.html index f998a6261..51b30de9a 100644 --- a/docs/build/html/classmlx_1_1core_1_1_power.html +++ b/docs/build/html/classmlx_1_1core_1_1_power.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Power Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Power::output_shapes std::vector< Shape > mlx::core::Power::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_power.js b/docs/build/html/classmlx_1_1core_1_1_power.js new file mode 100644 index 000000000..642b1ed99 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_power.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_power = +[ + [ "Power", "classmlx_1_1core_1_1_power.html#a7bc6c64179b7a2aef56fe1dafb6459b2", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_power.html#a6783da16fb6ff393aaa57737f1973206", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_power.html#a80577d4c0853c24027777c90a1ec7e11", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_power.html#a76b4ec9d1ff07f06189e414480453d68", null ], + [ "jvp", "classmlx_1_1core_1_1_power.html#a3e78b06453faa4fd149fd19c0e7a300a", null ], + [ "output_shapes", "classmlx_1_1core_1_1_power.html#af23ed795bdcdc4c3f91f0d4c1bb1d928", null ], + [ "print", "classmlx_1_1core_1_1_power.html#a33e2d7ff078426fe66ea2370ceb5af60", null ], + [ "vjp", "classmlx_1_1core_1_1_power.html#a1453bb8307d6ff33134f1e00263bf082", null ], + [ "vmap", "classmlx_1_1core_1_1_power.html#a5e22749592413a9adbdc877b03b87c8f", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_primitive-members.html b/docs/build/html/classmlx_1_1core_1_1_primitive-members.html index 75bb28941..c29138bc5 100644 --- a/docs/build/html/classmlx_1_1core_1_1_primitive-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_primitive-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Primitive Member List
    @@ -111,10 +125,12 @@ $(function(){ initResizable(false); }); vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_primitive.html b/docs/build/html/classmlx_1_1core_1_1_primitive.html index 1c9b786bb..5c7ca54f2 100644 --- a/docs/build/html/classmlx_1_1core_1_1_primitive.html +++ b/docs/build/html/classmlx_1_1core_1_1_primitive.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Primitive Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | List of all members
    -
    mlx::core::Primitive Class Referenceabstract
    +
    mlx::core::Primitive Class Referenceabstract
    @@ -147,7 +161,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -180,7 +194,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -205,7 +219,7 @@ Public Member Functions -virtualdefault +virtualdefault
    @@ -230,7 +244,7 @@ Public Member Functions -delete +delete
    @@ -255,7 +269,7 @@ Public Member Functions -delete +delete
    @@ -281,7 +295,7 @@ Public Member Functions -inline +inline
    @@ -312,7 +326,7 @@ Public Member Functions -pure virtual +pure virtual
    @@ -346,7 +360,7 @@ Public Member Functions -pure virtual +pure virtual
    @@ -373,14 +387,14 @@ Public Member Functions -inlinevirtual +inlinevirtual

    Equivalence check defaults to false unless overridden by the primitive.

    -

    Reimplemented in mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::Arange, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::ArgSort, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::BlockMaskedMM, mlx::core::Broadcast, mlx::core::Ceil, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Conjugate, mlx::core::Contiguous, mlx::core::Convolution, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::Divide, mlx::core::DivMod, mlx::core::Eigh, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::fast::AffineQuantize, mlx::core::fast::ScaledDotProductAttention, mlx::core::FFT, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherMM, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Less, mlx::core::LessEqual, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::NumberOfElements, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::RandomBits, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Split, mlx::core::Sqrt, mlx::core::Square, mlx::core::StopGradient, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, mlx::core::Uniform, and mlx::core::View.

    +

    Reimplemented in mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::Arange, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::ArgSort, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::BlockMaskedMM, mlx::core::Broadcast, mlx::core::BroadcastAxes, mlx::core::Ceil, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Conjugate, mlx::core::Contiguous, mlx::core::Convolution, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::Divide, mlx::core::DivMod, mlx::core::DynamicSlice, mlx::core::DynamicSliceUpdate, mlx::core::Eigh, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::ExpandDims, mlx::core::fast::AffineQuantize, mlx::core::fast::ScaledDotProductAttention, mlx::core::FFT, mlx::core::Flatten, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherMM, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Less, mlx::core::LessEqual, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::NumberOfElements, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::RandomBits, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Split, mlx::core::Sqrt, mlx::core::Square, mlx::core::Squeeze, mlx::core::StopGradient, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, mlx::core::Unflatten, and mlx::core::View.

    @@ -411,14 +425,14 @@ Public Member Functions -virtual +virtual

    The Jacobian-vector product.

    -

    Reimplemented in mlx::core::Abs, mlx::core::Add, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::Broadcast, mlx::core::Ceil, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Contiguous, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::CustomTransforms, mlx::core::distributed::AllGather, mlx::core::distributed::AllReduce, mlx::core::Divide, mlx::core::DivMod, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::Expm1, mlx::core::fast::Custom, mlx::core::FFT, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Less, mlx::core::LessEqual, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::Real, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Split, mlx::core::Sqrt, mlx::core::Square, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, and mlx::core::Transpose.

    +

    Reimplemented in mlx::core::Abs, mlx::core::Add, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::Broadcast, mlx::core::BroadcastAxes, mlx::core::Ceil, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Contiguous, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::CustomTransforms, mlx::core::distributed::AllGather, mlx::core::distributed::AllReduce, mlx::core::Divide, mlx::core::DivMod, mlx::core::DynamicSlice, mlx::core::DynamicSliceUpdate, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::ExpandDims, mlx::core::Expm1, mlx::core::fast::Custom, mlx::core::FFT, mlx::core::Flatten, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Less, mlx::core::LessEqual, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::Real, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Split, mlx::core::Sqrt, mlx::core::Square, mlx::core::Squeeze, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, and mlx::core::Unflatten.

    @@ -440,7 +454,7 @@ Public Member Functions -delete +delete
    @@ -465,7 +479,7 @@ Public Member Functions -delete +delete
    @@ -482,7 +496,7 @@ Public Member Functions - + @@ -490,7 +504,7 @@ Public Member Functions
    virtual std::vector< Shape > mlx::core::Primitive::output_shapes virtual std::vector< Shape > mlx::core::Primitive::output_shapes ( const std::vector< array > & inputs)
    -virtual +virtual
    @@ -498,7 +512,7 @@ Public Member Functions

    Get the output shapes of the primitive.

    This is not required to be implemented by derived classes, in which case it will throw.

    -

    Reimplemented in mlx::core::Abs, mlx::core::Add, mlx::core::Arange, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::ArgSort, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::Ceil, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Conjugate, mlx::core::Contiguous, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::Divide, mlx::core::DivMod, mlx::core::Eigh, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::Expm1, mlx::core::fast::AffineQuantize, mlx::core::Floor, mlx::core::Gather, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Less, mlx::core::LessEqual, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::NumberOfElements, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Round, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Softmax, mlx::core::Sort, mlx::core::Sqrt, mlx::core::Square, mlx::core::StopGradient, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, and mlx::core::Transpose.

    +

    Reimplemented in mlx::core::Abs, mlx::core::Add, mlx::core::Arange, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::ArgSort, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::Broadcast, mlx::core::BroadcastAxes, mlx::core::Ceil, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Conjugate, mlx::core::Contiguous, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::Divide, mlx::core::DivMod, mlx::core::DynamicSlice, mlx::core::DynamicSliceUpdate, mlx::core::Eigh, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::ExpandDims, mlx::core::Expm1, mlx::core::fast::AffineQuantize, mlx::core::Flatten, mlx::core::Floor, mlx::core::Gather, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Less, mlx::core::LessEqual, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::NumberOfElements, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Sqrt, mlx::core::Square, mlx::core::Squeeze, mlx::core::StopGradient, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, and mlx::core::Unflatten.

    @@ -520,14 +534,14 @@ Public Member Functions -pure virtual +pure virtual

    Print the primitive.

    -

    Implemented in mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::Arange, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::ArgSort, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::BlockMaskedMM, mlx::core::Broadcast, mlx::core::Ceil, mlx::core::Cholesky, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Conjugate, mlx::core::Contiguous, mlx::core::Convolution, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::CustomTransforms, mlx::core::Depends, mlx::core::distributed::AllReduce, mlx::core::Divide, mlx::core::DivMod, mlx::core::Eigh, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::Expm1, mlx::core::FFT, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherMM, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Inverse, mlx::core::Less, mlx::core::LessEqual, mlx::core::Load, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::NumberOfElements, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QRF, mlx::core::QuantizedMatmul, mlx::core::RandomBits, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Split, mlx::core::Sqrt, mlx::core::Square, mlx::core::StopGradient, mlx::core::Subtract, mlx::core::SVD, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, mlx::core::Uniform, and mlx::core::View.

    +

    Implemented in mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::Arange, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::ArgSort, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::BlockMaskedMM, mlx::core::Broadcast, mlx::core::BroadcastAxes, mlx::core::Ceil, mlx::core::Cholesky, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Conjugate, mlx::core::Contiguous, mlx::core::Convolution, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::CustomTransforms, mlx::core::Depends, mlx::core::distributed::AllReduce, mlx::core::Divide, mlx::core::DivMod, mlx::core::DynamicSlice, mlx::core::DynamicSliceUpdate, mlx::core::Eigh, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::ExpandDims, mlx::core::Expm1, mlx::core::FFT, mlx::core::Flatten, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherMM, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Inverse, mlx::core::Less, mlx::core::LessEqual, mlx::core::Load, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::NumberOfElements, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QRF, mlx::core::QuantizedMatmul, mlx::core::RandomBits, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Split, mlx::core::Sqrt, mlx::core::Square, mlx::core::Squeeze, mlx::core::StopGradient, mlx::core::Subtract, mlx::core::SVD, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, mlx::core::Unflatten, and mlx::core::View.

    @@ -549,7 +563,7 @@ Public Member Functions -inline +inline
    @@ -590,14 +604,14 @@ Public Member Functions -virtual +virtual

    The vector-Jacobian product.

    -

    Reimplemented in mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::BlockMaskedMM, mlx::core::Broadcast, mlx::core::Ceil, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Contiguous, mlx::core::Convolution, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::CustomTransforms, mlx::core::Depends, mlx::core::distributed::AllGather, mlx::core::distributed::AllReduce, mlx::core::Divide, mlx::core::DivMod, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::Expm1, mlx::core::fast::Custom, mlx::core::fast::LayerNorm, mlx::core::fast::RMSNorm, mlx::core::fast::RoPE, mlx::core::FFT, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherMM, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Less, mlx::core::LessEqual, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Split, mlx::core::Sqrt, mlx::core::Square, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, and mlx::core::Transpose.

    +

    Reimplemented in mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::BlockMaskedMM, mlx::core::Broadcast, mlx::core::BroadcastAxes, mlx::core::Ceil, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Contiguous, mlx::core::Convolution, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::CustomTransforms, mlx::core::Depends, mlx::core::distributed::AllGather, mlx::core::distributed::AllReduce, mlx::core::Divide, mlx::core::DivMod, mlx::core::DynamicSlice, mlx::core::DynamicSliceUpdate, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::ExpandDims, mlx::core::Expm1, mlx::core::fast::Custom, mlx::core::fast::LayerNorm, mlx::core::fast::RMSNorm, mlx::core::fast::RoPE, mlx::core::FFT, mlx::core::Flatten, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherMM, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Less, mlx::core::LessEqual, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Split, mlx::core::Sqrt, mlx::core::Square, mlx::core::Squeeze, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, and mlx::core::Unflatten.

    @@ -623,7 +637,7 @@ Public Member Functions -virtual +virtual
    @@ -631,7 +645,7 @@ Public Member Functions

    The primitive must know how to vectorize itself across the given axes.

    The output is a pair containing the output arrays representing the vectorized computation and the axes which corresponds to the vectorized dimensions of each output.

    -

    Reimplemented in mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::ArgSort, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::Broadcast, mlx::core::Ceil, mlx::core::Cholesky, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Conjugate, mlx::core::Contiguous, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::CustomTransforms, mlx::core::distributed::AllGather, mlx::core::distributed::AllReduce, mlx::core::distributed::Send, mlx::core::Divide, mlx::core::DivMod, mlx::core::Eigh, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::Expm1, mlx::core::fast::Custom, mlx::core::FFT, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Inverse, mlx::core::Less, mlx::core::LessEqual, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::NumberOfElements, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::RandomBits, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Split, mlx::core::Sqrt, mlx::core::Square, mlx::core::StopGradient, mlx::core::Subtract, mlx::core::SVD, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, mlx::core::Uniform, and mlx::core::View.

    +

    Reimplemented in mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::ArgSort, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::Broadcast, mlx::core::BroadcastAxes, mlx::core::Ceil, mlx::core::Cholesky, mlx::core::Compiled, mlx::core::Concatenate, mlx::core::Conjugate, mlx::core::Contiguous, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::CustomTransforms, mlx::core::distributed::AllGather, mlx::core::distributed::AllReduce, mlx::core::distributed::Send, mlx::core::Divide, mlx::core::DivMod, mlx::core::DynamicSlice, mlx::core::DynamicSliceUpdate, mlx::core::Eigh, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::ExpandDims, mlx::core::Expm1, mlx::core::fast::Custom, mlx::core::FFT, mlx::core::Flatten, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Inverse, mlx::core::Less, mlx::core::LessEqual, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::NumberOfElements, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::RandomBits, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Split, mlx::core::Sqrt, mlx::core::Square, mlx::core::Squeeze, mlx::core::StopGradient, mlx::core::Subtract, mlx::core::SVD, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, mlx::core::Unflatten, and mlx::core::View.

    @@ -639,10 +653,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_primitive.js b/docs/build/html/classmlx_1_1core_1_1_primitive.js new file mode 100644 index 000000000..799ca61ee --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_primitive.js @@ -0,0 +1,19 @@ +var classmlx_1_1core_1_1_primitive = +[ + [ "Primitive", "classmlx_1_1core_1_1_primitive.html#afc69f22ee1f6e8a9ecc2c3a8f43b8fdb", null ], + [ "~Primitive", "classmlx_1_1core_1_1_primitive.html#a29f70eb2d3b7e6c5fe52779c03f03777", null ], + [ "Primitive", "classmlx_1_1core_1_1_primitive.html#a3349f745fae50ca7627f79a731a19e32", null ], + [ "Primitive", "classmlx_1_1core_1_1_primitive.html#a342da891b9882bdee9a0e0c1ac826eda", null ], + [ "device", "classmlx_1_1core_1_1_primitive.html#a8ae61e3289c4134232a69295268f8261", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_primitive.html#a1596dc50b910538eae14878e98f07575", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_primitive.html#ad217376dcf5eff691d731566faec2ba2", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_primitive.html#a6140a502af4c2bbbc776ab26e9afebcd", null ], + [ "jvp", "classmlx_1_1core_1_1_primitive.html#a9fecf38f53da08ba1947543c2b3158c2", null ], + [ "operator=", "classmlx_1_1core_1_1_primitive.html#a6b1be7ea92f3a7bb19875c70259dad6b", null ], + [ "operator=", "classmlx_1_1core_1_1_primitive.html#a50bbddd43e1ba0cf5f127cd7aa756a9e", null ], + [ "output_shapes", "classmlx_1_1core_1_1_primitive.html#aa5b443d71db1c7ed31a5ae6e31b7fe29", null ], + [ "print", "classmlx_1_1core_1_1_primitive.html#ae1aff91354ce036596088a3e19474ecb", null ], + [ "stream", "classmlx_1_1core_1_1_primitive.html#a46e6257397a662528f9f831842ac456a", null ], + [ "vjp", "classmlx_1_1core_1_1_primitive.html#a1dcb6807326eeab62474c6a0e3836d42", null ], + [ "vmap", "classmlx_1_1core_1_1_primitive.html#ac632b9619dd7a6a0f177bd36202e8103", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_q_r_f-members.html b/docs/build/html/classmlx_1_1core_1_1_q_r_f-members.html index 61ffc3c0c..6e68a5acb 100644 --- a/docs/build/html/classmlx_1_1core_1_1_q_r_f-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_q_r_f-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::QRF Member List
    @@ -112,10 +126,12 @@ $(function(){ initResizable(false); }); vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_q_r_f.html b/docs/build/html/classmlx_1_1core_1_1_q_r_f.html index 305e43098..8cb7c713d 100644 --- a/docs/build/html/classmlx_1_1core_1_1_q_r_f.html +++ b/docs/build/html/classmlx_1_1core_1_1_q_r_f.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::QRF Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -139,7 +153,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -172,7 +186,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -202,7 +216,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -236,7 +250,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -263,7 +277,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -278,10 +292,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_q_r_f.js b/docs/build/html/classmlx_1_1core_1_1_q_r_f.js new file mode 100644 index 000000000..3975a3c9b --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_q_r_f.js @@ -0,0 +1,7 @@ +var classmlx_1_1core_1_1_q_r_f = +[ + [ "QRF", "classmlx_1_1core_1_1_q_r_f.html#a44ed2924dc574c4aeb79b1188b5c3983", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_q_r_f.html#a48493887395d65a27f04de1804d277d2", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_q_r_f.html#ae5fa3482192f4713605cd07e7fc1c6c9", null ], + [ "print", "classmlx_1_1core_1_1_q_r_f.html#aba3526722b3a52b41fa8103b909f7f3b", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_quantized_matmul-members.html b/docs/build/html/classmlx_1_1core_1_1_quantized_matmul-members.html index 2a9dcf5e9..0ce9a9461 100644 --- a/docs/build/html/classmlx_1_1core_1_1_quantized_matmul-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_quantized_matmul-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::QuantizedMatmul Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::QuantizedMatmulinlinevirtual QuantizedMatmul(Stream stream, int group_size, int bits, bool transpose)mlx::core::QuantizedMatmulinlineexplicit - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::QuantizedMatmulvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::QuantizedMatmulvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::QuantizedMatmulinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::QuantizedMatmulvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::QuantizedMatmulvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_quantized_matmul.html b/docs/build/html/classmlx_1_1core_1_1_quantized_matmul.html index 4f158d206..38c4dca94 100644 --- a/docs/build/html/classmlx_1_1core_1_1_quantized_matmul.html +++ b/docs/build/html/classmlx_1_1core_1_1_quantized_matmul.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::QuantizedMatmul Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -130,9 +144,11 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -205,7 +221,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -235,7 +251,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -266,7 +282,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -293,7 +309,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -331,7 +347,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -352,7 +368,7 @@ Public Member Functions - + @@ -360,7 +376,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::QuantizedMatmul::output_shapes std::vector< Shape > mlx::core::QuantizedMatmul::output_shapes ( const std::vector< array > & inputs)
    -overridevirtual +overridevirtual
    @@ -390,7 +406,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -399,6 +415,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::QuantizedMatmul::state () const
    +     		+inline
    +
    +
    @@ -433,7 +474,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -466,7 +507,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -482,10 +523,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_quantized_matmul.js b/docs/build/html/classmlx_1_1core_1_1_quantized_matmul.js new file mode 100644 index 000000000..fd029994f --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_quantized_matmul.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_quantized_matmul = +[ + [ "QuantizedMatmul", "classmlx_1_1core_1_1_quantized_matmul.html#a5bd164d038d9dc21919f7e0bfdeaa25c", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_quantized_matmul.html#ab3dfa73b74d8f4f2e9ab4f0eb016b0e3", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_quantized_matmul.html#a2812ad007d695ed1aaf9cf706fb9c4b3", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_quantized_matmul.html#af28b36e3f40ea41785387800326cc8e1", null ], + [ "jvp", "classmlx_1_1core_1_1_quantized_matmul.html#ae51fdd0b81dd26c6687577567c126e23", null ], + [ "output_shapes", "classmlx_1_1core_1_1_quantized_matmul.html#a7d57a31d41c58e1bd88ffe9c6b0dbf52", null ], + [ "print", "classmlx_1_1core_1_1_quantized_matmul.html#aaef8c96d4d40b4fa08ced540d341a4db", null ], + [ "state", "classmlx_1_1core_1_1_quantized_matmul.html#ad83bfd32fda988c29e5ca277a84c0655", null ], + [ "vjp", "classmlx_1_1core_1_1_quantized_matmul.html#acb975e272b4a88ab232ef7f7c3a2bf26", null ], + [ "vmap", "classmlx_1_1core_1_1_quantized_matmul.html#a3434394140177b285f971c9ffe7e8763", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_random_bits-members.html b/docs/build/html/classmlx_1_1core_1_1_random_bits-members.html index 96ef570f6..90a1d0ee8 100644 --- a/docs/build/html/classmlx_1_1core_1_1_random_bits-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_random_bits-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::RandomBits Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::RandomBitsinlinevirtual RandomBits(Stream stream, const Shape &shape, int width)mlx::core::RandomBitsinlineexplicit - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::RandomBitsvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::RandomBitsinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::RandomBitsvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_random_bits.html b/docs/build/html/classmlx_1_1core_1_1_random_bits.html index 44356a2d6..7d6872c58 100644 --- a/docs/build/html/classmlx_1_1core_1_1_random_bits.html +++ b/docs/build/html/classmlx_1_1core_1_1_random_bits.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::RandomBits Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    + +
    +
    +
    - - +
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    Public Member Functions | @@ -109,7 +123,7 @@ Inheritance diagram for mlx::core::RandomBits:
    - + @@ -124,6 +138,8 @@ Public Member Functions + + @@ -158,7 +174,7 @@ Public Member Functions - + @@ -190,7 +206,7 @@ Public Member Functions - + @@ -200,7 +216,7 @@ Public Member Functions

    Public Member Functions

     RandomBits (Stream stream, const Shape &shape, int width)
     RandomBits (Stream stream, const Shape &shape, int width)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    std::pair< std::vector< int >, int > state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
    virtual std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)
     The vector-Jacobian product.
     
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
     Get the output shapes of the primitive.
     
    virtual ~Primitive ()=default
    const Shape & shape, const Shape & shape,
    -inlineexplicit +inlineexplicit
    @@ -230,7 +246,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -261,7 +277,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -288,7 +304,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -317,7 +333,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -326,6 +342,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::pair< std::vector< int >, int > mlx::core::RandomBits::state () const
    +     		+inline
    +
    +
    @@ -350,7 +391,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -366,10 +407,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_random_bits.js b/docs/build/html/classmlx_1_1core_1_1_random_bits.js new file mode 100644 index 000000000..b95d0729a --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_random_bits.js @@ -0,0 +1,10 @@ +var classmlx_1_1core_1_1_random_bits = +[ + [ "RandomBits", "classmlx_1_1core_1_1_random_bits.html#acd79c5ea2d67132c98d00fa927f08e26", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_random_bits.html#a5752d051cd16cf5f8d4754c0a656f0d2", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_random_bits.html#a578756866665358577418e4cdd94aa3a", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_random_bits.html#a72ec915debf5823e7c0463045b2894e6", null ], + [ "print", "classmlx_1_1core_1_1_random_bits.html#a8a5593c34fd868d94b36a8ced1390271", null ], + [ "state", "classmlx_1_1core_1_1_random_bits.html#a75a34d7541a1c124710dc4d0ec2dfa60", null ], + [ "vmap", "classmlx_1_1core_1_1_random_bits.html#a0dc12f053c6492f934bc18031412c415", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_real-members.html b/docs/build/html/classmlx_1_1core_1_1_real-members.html index 292ea563e..3ed9631a3 100644 --- a/docs/build/html/classmlx_1_1core_1_1_real-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_real-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
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    mlx::core::Real Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_real.html b/docs/build/html/classmlx_1_1core_1_1_real.html index 80bc40945..ca28dd652 100644 --- a/docs/build/html/classmlx_1_1core_1_1_real.html +++ b/docs/build/html/classmlx_1_1core_1_1_real.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Real Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    + - + - - + +
    + +
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Real::output_shapes std::vector< Shape > mlx::core::Real::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_real.js b/docs/build/html/classmlx_1_1core_1_1_real.js new file mode 100644 index 000000000..f2594561b --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_real.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_real = +[ + [ "Real", "classmlx_1_1core_1_1_real.html#acd4480e3f0834d70ff6b5f1ecef17892", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_real.html#a365d046caac91b521f0f5a5518037934", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_real.html#a1e209e88a43bdd1eea43ad0b03f9a7f2", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_real.html#a6d9bed396862a9e9d6abfbdcd8d8d239", null ], + [ "jvp", "classmlx_1_1core_1_1_real.html#adff418a54970e2344bd3c2885aae5526", null ], + [ "output_shapes", "classmlx_1_1core_1_1_real.html#a75999bd0b97d97a5675b9cdbab27dcff", null ], + [ "print", "classmlx_1_1core_1_1_real.html#a740a0dfb54c2a4467a0a59f11fe69e1b", null ], + [ "vjp", "classmlx_1_1core_1_1_real.html#a29f6109339c5141a862ceae72c8b80fe", null ], + [ "vmap", "classmlx_1_1core_1_1_real.html#a07fbbefb6a1bc1ebd3985b24c36693b6", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_reduce-members.html b/docs/build/html/classmlx_1_1core_1_1_reduce-members.html index ab8f9908c..59ee3c991 100644 --- a/docs/build/html/classmlx_1_1core_1_1_reduce-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_reduce-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
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    mlx::core::Reduce Member List
    @@ -117,20 +131,23 @@ $(function(){ initResizable(false); }); Prod enum valuemlx::core::Reduce Reduce(Stream stream, ReduceType reduce_type, const std::vector< int > &axes)mlx::core::Reduceinlineexplicit ReduceType enum namemlx::core::Reduce - stream()mlx::core::Primitiveinline - Sum enum valuemlx::core::Reduce - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Reducevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Reducevirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Reduceinline + stream()mlx::core::Primitiveinline + Sum enum valuemlx::core::Reduce + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Reducevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Reducevirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_reduce.html b/docs/build/html/classmlx_1_1core_1_1_reduce.html index 89103f3cf..c3b8b8f93 100644 --- a/docs/build/html/classmlx_1_1core_1_1_reduce.html +++ b/docs/build/html/classmlx_1_1core_1_1_reduce.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Reduce Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
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    Public Types | @@ -136,7 +150,7 @@ Public Member Functions std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) override  The vector-Jacobian product.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      void print (std::ostream &os) override @@ -145,6 +159,8 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +std::pair< ReduceType, std::vector< int > > state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -238,7 +254,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -268,7 +284,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -299,7 +315,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -326,7 +342,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -347,7 +363,7 @@ Public Member Functions - + @@ -355,7 +371,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Reduce::output_shapes std::vector< Shape > mlx::core::Reduce::output_shapes ( const std::vector< array > & inputs)
    -overridevirtual +overridevirtual
    @@ -385,7 +401,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -394,6 +410,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::pair< ReduceType, std::vector< int > > mlx::core::Reduce::state () const
    +     		+inline
    +
    +
    @@ -428,7 +469,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -461,7 +502,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -477,10 +518,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_reduce.js b/docs/build/html/classmlx_1_1core_1_1_reduce.js new file mode 100644 index 000000000..b8e9dd536 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_reduce.js @@ -0,0 +1,20 @@ +var classmlx_1_1core_1_1_reduce = +[ + [ "ReduceType", "classmlx_1_1core_1_1_reduce.html#a0848518b16ae6d4043d6be247bdf31c9", [ + [ "And", "classmlx_1_1core_1_1_reduce.html#a0848518b16ae6d4043d6be247bdf31c9a5cc3412a1f243dcb11661bca42daea93", null ], + [ "Or", "classmlx_1_1core_1_1_reduce.html#a0848518b16ae6d4043d6be247bdf31c9a2e53e38f8b906ed4def9a5653aeb51fe", null ], + [ "Sum", "classmlx_1_1core_1_1_reduce.html#a0848518b16ae6d4043d6be247bdf31c9a8582875544f1d3d396a1a376473ef1dd", null ], + [ "Prod", "classmlx_1_1core_1_1_reduce.html#a0848518b16ae6d4043d6be247bdf31c9ac5b077bfec55fe2b141b197dfa00ecf7", null ], + [ "Min", "classmlx_1_1core_1_1_reduce.html#a0848518b16ae6d4043d6be247bdf31c9a0d3d1f5c94725bdc42fa692e2c074418", null ], + [ "Max", "classmlx_1_1core_1_1_reduce.html#a0848518b16ae6d4043d6be247bdf31c9a3d11c500ea4f7f639e20dd0755d39260", null ] + ] ], + [ "Reduce", "classmlx_1_1core_1_1_reduce.html#a055368c1d036fb953a23ef230e33dcbf", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_reduce.html#aeb8a58b560c0a09ae3a695df7829acfa", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_reduce.html#ae9caaf42edadfe73ea208d98f526890f", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_reduce.html#abe8f3327d617d0dd7438f066497ae08e", null ], + [ "output_shapes", "classmlx_1_1core_1_1_reduce.html#aaf3da1c98cdf530803118b382c5f58bc", null ], + [ "print", "classmlx_1_1core_1_1_reduce.html#a399be3a89553787a0a687706881f03cd", null ], + [ "state", "classmlx_1_1core_1_1_reduce.html#afca1398c042a3b1ca9a9a2e40fe62367", null ], + [ "vjp", "classmlx_1_1core_1_1_reduce.html#a684883d2a96315f548ca769510e28e4e", null ], + [ "vmap", "classmlx_1_1core_1_1_reduce.html#abab1b5aa01ccad44f213f510c3596b38", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_remainder-members.html b/docs/build/html/classmlx_1_1core_1_1_remainder-members.html index 0f4e998d3..d3e7833ba 100644 --- a/docs/build/html/classmlx_1_1core_1_1_remainder-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_remainder-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
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    mlx::core::Remainder Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_remainder.html b/docs/build/html/classmlx_1_1core_1_1_remainder.html index 300ebb9a6..9587c539f 100644 --- a/docs/build/html/classmlx_1_1core_1_1_remainder.html +++ b/docs/build/html/classmlx_1_1core_1_1_remainder.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Remainder Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Remainder::output_shapes std::vector< Shape > mlx::core::Remainder::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_remainder.js b/docs/build/html/classmlx_1_1core_1_1_remainder.js new file mode 100644 index 000000000..bd0959b9b --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_remainder.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_remainder = +[ + [ "Remainder", "classmlx_1_1core_1_1_remainder.html#a4f3eada4a21898af4a77d1d27ce14641", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_remainder.html#ac6c6c86a0bf02e6e529eb87f6e617ccc", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_remainder.html#a7919ea9b84e42522d51bf0d5a396e161", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_remainder.html#a802039faaa2ed7b763ec3d7debcce814", null ], + [ "jvp", "classmlx_1_1core_1_1_remainder.html#a972002173fc00ee86029d12bf1a9ba79", null ], + [ "output_shapes", "classmlx_1_1core_1_1_remainder.html#ab4de49818d1fdea8cdfef502f519b255", null ], + [ "print", "classmlx_1_1core_1_1_remainder.html#aeaecac5ea8e606d7ecd393d8019029e4", null ], + [ "vjp", "classmlx_1_1core_1_1_remainder.html#ab18f7bca1027ae71847a50da0933cec6", null ], + [ "vmap", "classmlx_1_1core_1_1_remainder.html#a79867e1099a2e3c2d3e87407b2ab6e3d", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_reshape-members.html b/docs/build/html/classmlx_1_1core_1_1_reshape-members.html index b33864bd7..43e8b9fb0 100644 --- a/docs/build/html/classmlx_1_1core_1_1_reshape-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_reshape-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
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    -
    mlx::core::Reshape Member List
    @@ -105,12 +119,14 @@ $(function(){ initResizable(false); }); operator=(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive mlx::core::Primitive::operator=(const Primitive &other)=deletemlx::core::Primitive mlx::core::Primitive::operator=(Primitive &&other)=deletemlx::core::Primitive - output_shapes(const std::vector< array > &inputs)mlx::core::Primitivevirtual - Primitive(Stream stream)mlx::core::Primitiveinlineexplicit - Primitive(const Primitive &other)=deletemlx::core::Primitive - Primitive(Primitive &&other)=deletemlx::core::Primitive - print(std::ostream &os) overridemlx::core::Reshapeinlinevirtual - Reshape(Stream stream, const Shape &shape)mlx::core::Reshapeinlineexplicit + output_shape(const array &input, Shape shape)mlx::core::Reshapestatic + output_shapes(const std::vector< array > &inputs) overridemlx::core::Reshapevirtual + Primitive(Stream stream)mlx::core::Primitiveinlineexplicit + Primitive(const Primitive &other)=deletemlx::core::Primitive + Primitive(Primitive &&other)=deletemlx::core::Primitive + print(std::ostream &os) overridemlx::core::Reshapeinlinevirtual + Reshape(Stream stream, const Shape &shape)mlx::core::Reshapeinlineexplicit + state() constmlx::core::Reshapeinline stream()mlx::core::Primitiveinline UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive @@ -120,10 +136,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_reshape.html b/docs/build/html/classmlx_1_1core_1_1_reshape.html index 78e332e23..bdb166807 100644 --- a/docs/build/html/classmlx_1_1core_1_1_reshape.html +++ b/docs/build/html/classmlx_1_1core_1_1_reshape.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Reshape Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
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    + +
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    +
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    -
    Public Member Functions | +Static Public Member Functions | List of all members
    mlx::core::Reshape Class Reference
    @@ -109,7 +124,7 @@ Inheritance diagram for mlx::core::Reshape:
    - + @@ -130,6 +145,11 @@ Public Member Functions + + + + + @@ -158,9 +178,6 @@ Public Member Functions - - - @@ -171,6 +188,11 @@ Public Member Functions +

    Public Member Functions

     Reshape (Stream stream, const Shape &shape)
     Reshape (Stream stream, const Shape &shape)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    std::vector< int > state () const
     
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
     Get the output shapes of the primitive.
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
     Get the output shapes of the primitive.
     
    virtual ~Primitive ()=default
     
     Primitive (const Primitive &other)=delete
     
    Primitive & operator= (Primitive &&other)=delete
     
    + + +

    +Static Public Member Functions

    static Shape output_shape (const array &input, Shape shape)
     

    Constructor & Destructor Documentation

    @@ -190,12 +212,12 @@ Public Member Functions - const Shape & shape ) + const Shape & shape ) -inlineexplicit +inlineexplicit
    @@ -225,7 +247,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +278,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +305,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -321,7 +343,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -330,6 +352,65 @@ Public Member Functions

    Reimplemented from mlx::core::Primitive.

    +
    + + +

    ◆ output_shape()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    static Shape mlx::core::Reshape::output_shape (const array & input,
    Shape shape )
    +     		+static
    +
    + +
    +
    + +

    ◆ output_shapes()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::vector< Shape > mlx::core::Reshape::output_shapes (const std::vector< array > & inputs)
    +     		+overridevirtual
    +
    + +

    Get the output shapes of the primitive.

    +

    This is not required to be implemented by derived classes, in which case it will throw.

    + +

    Reimplemented from mlx::core::Primitive.

    +
    @@ -350,7 +431,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -359,6 +440,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    + + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::vector< int > mlx::core::Reshape::state () const
    +     		+inline
    +
    +
    @@ -393,7 +499,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -426,7 +532,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -442,10 +548,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_reshape.js b/docs/build/html/classmlx_1_1core_1_1_reshape.js new file mode 100644 index 000000000..3ff5aa6df --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_reshape.js @@ -0,0 +1,14 @@ +var classmlx_1_1core_1_1_reshape = +[ + [ "Reshape", "classmlx_1_1core_1_1_reshape.html#aa5a5d520b6ec6c8d9ba9d79808e36312", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_reshape.html#a658de2c5f710991b48e14b2bd19b229f", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_reshape.html#aa1e85f28471875750c47351520b56059", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_reshape.html#abd07c53af476777a04307e0423784cf3", null ], + [ "jvp", "classmlx_1_1core_1_1_reshape.html#ab8fc28748991017cc3e29f93c91087a5", null ], + [ "output_shape", "classmlx_1_1core_1_1_reshape.html#aa15020d7d844d714d42bc60b44aeefc1", null ], + [ "output_shapes", "classmlx_1_1core_1_1_reshape.html#aed3a83606d6917b2c344607101a2c43d", null ], + [ "print", "classmlx_1_1core_1_1_reshape.html#a0f2323d5d67ece0eb25ecff565b21862", null ], + [ "state", "classmlx_1_1core_1_1_reshape.html#aa8ad5958aac8723dd6ce49820eaba029", null ], + [ "vjp", "classmlx_1_1core_1_1_reshape.html#ab17294ecc6b5d4e89626fb48c7516365", null ], + [ "vmap", "classmlx_1_1core_1_1_reshape.html#ae239dd3c6cab147e4af572dc58204f9d", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_round-members.html b/docs/build/html/classmlx_1_1core_1_1_round-members.html index b4769bbf0..0a9ecbc32 100644 --- a/docs/build/html/classmlx_1_1core_1_1_round-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_round-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
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    mlx::core::Round Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_round.html b/docs/build/html/classmlx_1_1core_1_1_round.html index 18f0b0290..bcc41ee9a 100644 --- a/docs/build/html/classmlx_1_1core_1_1_round.html +++ b/docs/build/html/classmlx_1_1core_1_1_round.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Round Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Round::output_shapes std::vector< Shape > mlx::core::Round::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_round.js b/docs/build/html/classmlx_1_1core_1_1_round.js new file mode 100644 index 000000000..8dcf76bb0 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_round.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_round = +[ + [ "Round", "classmlx_1_1core_1_1_round.html#a1327a359b2aed91f576145a0e70d1dde", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_round.html#ad066b0944b437f64ab546025efa00007", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_round.html#af7fe5ff8f3db166c203b4be4b07f13ec", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_round.html#aeb3d8607bbba7345a3142d4cbd4e6927", null ], + [ "jvp", "classmlx_1_1core_1_1_round.html#a032075a7d0dde2dba6189636d216c5e7", null ], + [ "output_shapes", "classmlx_1_1core_1_1_round.html#a61821399e177e142723fc986e437d459", null ], + [ "print", "classmlx_1_1core_1_1_round.html#af0dfe8943109c936b35ab0082f566f72", null ], + [ "vjp", "classmlx_1_1core_1_1_round.html#af8f085e08b7fa8840c52a20b12ca35ce", null ], + [ "vmap", "classmlx_1_1core_1_1_round.html#a6fad8799a7982e1ccbe05be7cc38a7fd", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_s_v_d-members.html b/docs/build/html/classmlx_1_1core_1_1_s_v_d-members.html index 801c6d5bf..d1b65e819 100644 --- a/docs/build/html/classmlx_1_1core_1_1_s_v_d-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_s_v_d-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::SVD Member List
    @@ -112,10 +126,12 @@ $(function(){ initResizable(false); }); vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::SVDvirtual ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_s_v_d.html b/docs/build/html/classmlx_1_1core_1_1_s_v_d.html index fb2a5246d..538633a2d 100644 --- a/docs/build/html/classmlx_1_1core_1_1_s_v_d.html +++ b/docs/build/html/classmlx_1_1core_1_1_s_v_d.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::SVD Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -139,7 +153,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -172,7 +186,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -202,7 +216,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -236,7 +250,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -263,7 +277,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -296,7 +310,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -312,10 +326,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_s_v_d.js b/docs/build/html/classmlx_1_1core_1_1_s_v_d.js new file mode 100644 index 000000000..4411e0093 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_s_v_d.js @@ -0,0 +1,8 @@ +var classmlx_1_1core_1_1_s_v_d = +[ + [ "SVD", "classmlx_1_1core_1_1_s_v_d.html#ae89ff583e34fa894cccb8e7a475ee6d1", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_s_v_d.html#a637f5c39fa8b10722c04a066f6c1ada6", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_s_v_d.html#a7067b2207f826a25549d571856b94e83", null ], + [ "print", "classmlx_1_1core_1_1_s_v_d.html#ab87a4e7ef857936bea66ba9e24662f53", null ], + [ "vmap", "classmlx_1_1core_1_1_s_v_d.html#a0366c958f6cdac8d1d9e1a4eda53fae8", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_scan-members.html b/docs/build/html/classmlx_1_1core_1_1_scan-members.html index 76d2c4bef..7cdff1264 100644 --- a/docs/build/html/classmlx_1_1core_1_1_scan-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_scan-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
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    mlx::core::Scan Member List
    @@ -115,20 +129,23 @@ $(function(){ initResizable(false); }); Prod enum valuemlx::core::Scan ReduceType enum namemlx::core::Scan Scan(Stream stream, ReduceType reduce_type, int axis, bool reverse, bool inclusive)mlx::core::Scaninlineexplicit - stream()mlx::core::Primitiveinline - Sum enum valuemlx::core::Scan - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Scanvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Scanvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Scaninline + stream()mlx::core::Primitiveinline + Sum enum valuemlx::core::Scan + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Scanvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Scanvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_scan.html b/docs/build/html/classmlx_1_1core_1_1_scan.html index 6e6d0ac4a..afb4c8527 100644 --- a/docs/build/html/classmlx_1_1core_1_1_scan.html +++ b/docs/build/html/classmlx_1_1core_1_1_scan.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Scan Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
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    Public Types | @@ -140,6 +154,8 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -168,7 +184,7 @@ Public Member Functions const Stream & stream ()  The stream the primitive will run on.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -241,7 +257,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -271,7 +287,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -302,7 +318,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -329,7 +345,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -367,7 +383,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -396,7 +412,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -405,6 +421,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Scan::state () const
    +     		+inline
    +
    +
    @@ -439,7 +480,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -472,7 +513,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -488,10 +529,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_scan.js b/docs/build/html/classmlx_1_1core_1_1_scan.js new file mode 100644 index 000000000..87a68d6d3 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_scan.js @@ -0,0 +1,18 @@ +var classmlx_1_1core_1_1_scan = +[ + [ "ReduceType", "classmlx_1_1core_1_1_scan.html#a47bf2ec54ead4b8f00f9f188518630f1", [ + [ "Max", "classmlx_1_1core_1_1_scan.html#a47bf2ec54ead4b8f00f9f188518630f1ad54b2905015a390708f79bae6cdac56d", null ], + [ "Min", "classmlx_1_1core_1_1_scan.html#a47bf2ec54ead4b8f00f9f188518630f1a7d2ee8f14f2e70a9d47170fecc6da898", null ], + [ "Sum", "classmlx_1_1core_1_1_scan.html#a47bf2ec54ead4b8f00f9f188518630f1ade23893033e4849f5596e7ce76a5fc36", null ], + [ "Prod", "classmlx_1_1core_1_1_scan.html#a47bf2ec54ead4b8f00f9f188518630f1a33edce755ed1a74632c302ad93a14789", null ] + ] ], + [ "Scan", "classmlx_1_1core_1_1_scan.html#ac93e8f9c6771de825d2186ef34fa7087", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_scan.html#a15676d9fd066e935782a923fba3e940b", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_scan.html#aef22c6fc2b2cb2a907cd8965c7413dde", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_scan.html#a54445a4d677ca4fe2a58d08eb5223ac6", null ], + [ "jvp", "classmlx_1_1core_1_1_scan.html#a6f9c862f4fbc7eaf430a361cdd8933ee", null ], + [ "print", "classmlx_1_1core_1_1_scan.html#ad5b6308c79e9b985a49df35eadd15b22", null ], + [ "state", "classmlx_1_1core_1_1_scan.html#a7249ca4c3316b1b1248df32c71fee0ea", null ], + [ "vjp", "classmlx_1_1core_1_1_scan.html#aaf13f72620b4b5d6a20e1228930e848e", null ], + [ "vmap", "classmlx_1_1core_1_1_scan.html#a297c7cc89c9bf9d186ebdebb634c7804", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_scatter-members.html b/docs/build/html/classmlx_1_1core_1_1_scatter-members.html index 219a54b35..8ac89e065 100644 --- a/docs/build/html/classmlx_1_1core_1_1_scatter-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_scatter-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Scatter Member List
    @@ -116,20 +130,23 @@ $(function(){ initResizable(false); }); Prod enum valuemlx::core::Scatter ReduceType enum namemlx::core::Scatter Scatter(Stream stream, ReduceType reduce_type, const std::vector< int > &axes)mlx::core::Scatterinlineexplicit - stream()mlx::core::Primitiveinline - Sum enum valuemlx::core::Scatter - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Scattervirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Scattervirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Scatterinline + stream()mlx::core::Primitiveinline + Sum enum valuemlx::core::Scatter + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Scattervirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Scattervirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_scatter.html b/docs/build/html/classmlx_1_1core_1_1_scatter.html index 4ac1f0e21..f21234476 100644 --- a/docs/build/html/classmlx_1_1core_1_1_scatter.html +++ b/docs/build/html/classmlx_1_1core_1_1_scatter.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Scatter Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    Public Types | @@ -144,6 +158,8 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +std::pair< ReduceType, std::vector< int > > state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -172,7 +188,7 @@ Public Member Functions const Stream & stream ()  The stream the primitive will run on.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -236,7 +252,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -266,7 +282,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -297,7 +313,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -324,7 +340,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -362,7 +378,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -391,7 +407,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -400,6 +416,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::pair< ReduceType, std::vector< int > > mlx::core::Scatter::state () const
    +     		+inline
    +
    +
    @@ -434,7 +475,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -467,7 +508,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -483,10 +524,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_scatter.js b/docs/build/html/classmlx_1_1core_1_1_scatter.js new file mode 100644 index 000000000..e391de767 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_scatter.js @@ -0,0 +1,19 @@ +var classmlx_1_1core_1_1_scatter = +[ + [ "ReduceType", "classmlx_1_1core_1_1_scatter.html#a614d19af11dc30644b2b4941033b613c", [ + [ "Max", "classmlx_1_1core_1_1_scatter.html#a614d19af11dc30644b2b4941033b613ca1c2da7b96d743296fe660f5fc4072f16", null ], + [ "Min", "classmlx_1_1core_1_1_scatter.html#a614d19af11dc30644b2b4941033b613cad914e4c3475ce9858f2de4bf35dcfdbf", null ], + [ "Sum", "classmlx_1_1core_1_1_scatter.html#a614d19af11dc30644b2b4941033b613ca14abe2d8818efa71726be4e156813d6f", null ], + [ "Prod", "classmlx_1_1core_1_1_scatter.html#a614d19af11dc30644b2b4941033b613ca5e43e8ffd1f5ba49826e2e7ac3450466", null ], + [ "None", "classmlx_1_1core_1_1_scatter.html#a614d19af11dc30644b2b4941033b613ca87a6a1927de175b71d7d0b5c11b8665c", null ] + ] ], + [ "Scatter", "classmlx_1_1core_1_1_scatter.html#ac9b3eff67389ef9aa820753379ffeaa3", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_scatter.html#a7623f590f8b77167b5ebb4f14bc9dc97", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_scatter.html#ab304345db3d8cfeea15e27461ae2e678", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_scatter.html#a0208172562abdc90472e6eb5f84c987f", null ], + [ "jvp", "classmlx_1_1core_1_1_scatter.html#a270fa8ccf36ce4bbbc23875139223934", null ], + [ "print", "classmlx_1_1core_1_1_scatter.html#aa9d45cbfb27b814517f6016092b30efa", null ], + [ "state", "classmlx_1_1core_1_1_scatter.html#a50a65033dc2a1cc84bf529ba718c9c60", null ], + [ "vjp", "classmlx_1_1core_1_1_scatter.html#a0b51287fba789bb139ed61d40a0c636a", null ], + [ "vmap", "classmlx_1_1core_1_1_scatter.html#a696c38b373a7a7c71bc112bd1117e322", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_select-members.html b/docs/build/html/classmlx_1_1core_1_1_select-members.html index 0ed101f42..d4ebe34a4 100644 --- a/docs/build/html/classmlx_1_1core_1_1_select-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_select-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
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    mlx::core::Select Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_select.html b/docs/build/html/classmlx_1_1core_1_1_select.html index e956423f4..7d014fae9 100644 --- a/docs/build/html/classmlx_1_1core_1_1_select.html +++ b/docs/build/html/classmlx_1_1core_1_1_select.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Select Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Select::output_shapes std::vector< Shape > mlx::core::Select::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_select.js b/docs/build/html/classmlx_1_1core_1_1_select.js new file mode 100644 index 000000000..19079523f --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_select.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_select = +[ + [ "Select", "classmlx_1_1core_1_1_select.html#a6f833fe55dd68ad3726bbf9a8f75eec9", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_select.html#aa51aa36e0adbd69e0d23d7c7adf88de2", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_select.html#a2a82b6cba4c386b2b87f225a4b08ea9b", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_select.html#afc3c333fac7f902c98839921ef2874c8", null ], + [ "jvp", "classmlx_1_1core_1_1_select.html#a172df6812c2ea3e9d3c3fc5d527548d6", null ], + [ "output_shapes", "classmlx_1_1core_1_1_select.html#a10e837a391542b364186288a87e11513", null ], + [ "print", "classmlx_1_1core_1_1_select.html#a678285f2c0b9dae85692399c3aa692a7", null ], + [ "vjp", "classmlx_1_1core_1_1_select.html#a9b522487b78fceeca7f827cd1c29a9a3", null ], + [ "vmap", "classmlx_1_1core_1_1_select.html#a84e80361c8cf02536b4b98098793550f", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_sigmoid-members.html b/docs/build/html/classmlx_1_1core_1_1_sigmoid-members.html index a77284f7d..15f64b850 100644 --- a/docs/build/html/classmlx_1_1core_1_1_sigmoid-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_sigmoid-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
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    mlx::core::Sigmoid Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_sigmoid.html b/docs/build/html/classmlx_1_1core_1_1_sigmoid.html index a94b87126..aff0da79a 100644 --- a/docs/build/html/classmlx_1_1core_1_1_sigmoid.html +++ b/docs/build/html/classmlx_1_1core_1_1_sigmoid.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Sigmoid Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
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    +
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Sigmoid::output_shapes std::vector< Shape > mlx::core::Sigmoid::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_sigmoid.js b/docs/build/html/classmlx_1_1core_1_1_sigmoid.js new file mode 100644 index 000000000..45ef84dac --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_sigmoid.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_sigmoid = +[ + [ "Sigmoid", "classmlx_1_1core_1_1_sigmoid.html#a47eca99113ec19f0eb60b6a0472c592b", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_sigmoid.html#aa930ce05734cca529ebcb8d0ca8e1255", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_sigmoid.html#a7a6bd0222d51d7f25f2719a91ccdfeca", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_sigmoid.html#a04814ba1b0edf8299d5ca1bcb8749d8e", null ], + [ "jvp", "classmlx_1_1core_1_1_sigmoid.html#a62ca1c440896e32958c77af3340847db", null ], + [ "output_shapes", "classmlx_1_1core_1_1_sigmoid.html#aff024a3309584724c9842f172a4e440b", null ], + [ "print", "classmlx_1_1core_1_1_sigmoid.html#ad4cd19938e5159754aa7516f405580c2", null ], + [ "vjp", "classmlx_1_1core_1_1_sigmoid.html#aac2f56a4c8362e36a28e232758ca52cf", null ], + [ "vmap", "classmlx_1_1core_1_1_sigmoid.html#a12712c23037e38192cbccd2d4b14cc85", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_sign-members.html b/docs/build/html/classmlx_1_1core_1_1_sign-members.html index fc123c1f1..57ea0135e 100644 --- a/docs/build/html/classmlx_1_1core_1_1_sign-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_sign-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
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    mlx::core::Sign Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_sign.html b/docs/build/html/classmlx_1_1core_1_1_sign.html index 48ab7a6ef..2469d71e1 100644 --- a/docs/build/html/classmlx_1_1core_1_1_sign.html +++ b/docs/build/html/classmlx_1_1core_1_1_sign.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Sign Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Sign::output_shapes std::vector< Shape > mlx::core::Sign::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_sign.js b/docs/build/html/classmlx_1_1core_1_1_sign.js new file mode 100644 index 000000000..4f3c8ac2f --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_sign.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_sign = +[ + [ "Sign", "classmlx_1_1core_1_1_sign.html#afe951e50907bc23a601ec5fa9eae5763", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_sign.html#a7498ec993b66879be30c5d9762c45a97", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_sign.html#afa2b48b99a194106006b44af69ffda8b", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_sign.html#a8c0934acbcc4b146e5aacd35a8c445bb", null ], + [ "jvp", "classmlx_1_1core_1_1_sign.html#a957992c7aa0e86cf06f861a94372086b", null ], + [ "output_shapes", "classmlx_1_1core_1_1_sign.html#a2260f2e8e081010192eb8a6f90acde6e", null ], + [ "print", "classmlx_1_1core_1_1_sign.html#a2aa0720fe0a6d2408eb43c25d3d45b0a", null ], + [ "vjp", "classmlx_1_1core_1_1_sign.html#aa60ac52edd739fbdf388a997acd01bce", null ], + [ "vmap", "classmlx_1_1core_1_1_sign.html#aa7296045907015b4e0ae8a93e5e6e295", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_sin-members.html b/docs/build/html/classmlx_1_1core_1_1_sin-members.html index d48713e3e..6f0b2e129 100644 --- a/docs/build/html/classmlx_1_1core_1_1_sin-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_sin-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    mlx::core::Sin Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
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    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_sin.html b/docs/build/html/classmlx_1_1core_1_1_sin.html index 8e8fb2776..0c8f187d1 100644 --- a/docs/build/html/classmlx_1_1core_1_1_sin.html +++ b/docs/build/html/classmlx_1_1core_1_1_sin.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Sin Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Sin::output_shapes std::vector< Shape > mlx::core::Sin::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_sin.js b/docs/build/html/classmlx_1_1core_1_1_sin.js new file mode 100644 index 000000000..fbbfaac6e --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_sin.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_sin = +[ + [ "Sin", "classmlx_1_1core_1_1_sin.html#a10d1ecc0ca96e79cdf55b57073d126ea", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_sin.html#ab34f9cebc2aed55a0b6ab4c991f02eb5", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_sin.html#a6b59f1156cf8bdad8d45acd1d825cb5e", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_sin.html#af00b0e5516f884996ce7a97e6c1e3e6a", null ], + [ "jvp", "classmlx_1_1core_1_1_sin.html#af662d10180967399820496477ff050de", null ], + [ "output_shapes", "classmlx_1_1core_1_1_sin.html#abdd433ecbb54898161b43aa9e14ec7f1", null ], + [ "print", "classmlx_1_1core_1_1_sin.html#a73b31005551015897f15c00e8b0222e4", null ], + [ "vjp", "classmlx_1_1core_1_1_sin.html#aedefe550ab4b0687858981bc0bcfbfa0", null ], + [ "vmap", "classmlx_1_1core_1_1_sin.html#a45533996f3d72d9dd97d4c61cd684fba", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_sinh-members.html b/docs/build/html/classmlx_1_1core_1_1_sinh-members.html index 8e10feb48..a64771ef2 100644 --- a/docs/build/html/classmlx_1_1core_1_1_sinh-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_sinh-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Sinh Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_sinh.html b/docs/build/html/classmlx_1_1core_1_1_sinh.html index 8e73177b7..03c062e7b 100644 --- a/docs/build/html/classmlx_1_1core_1_1_sinh.html +++ b/docs/build/html/classmlx_1_1core_1_1_sinh.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Sinh Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Sinh::output_shapes std::vector< Shape > mlx::core::Sinh::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_sinh.js b/docs/build/html/classmlx_1_1core_1_1_sinh.js new file mode 100644 index 000000000..521f4630b --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_sinh.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_sinh = +[ + [ "Sinh", "classmlx_1_1core_1_1_sinh.html#a4a4f6814d403c2ce5d6c574b0dca3c96", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_sinh.html#ab6d5f6f40d177f6435f6a51c71b939dd", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_sinh.html#a5a1af2399f166d5b228b5e83a1837c75", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_sinh.html#adcb1878996fd4902cd550042dd6ad70d", null ], + [ "jvp", "classmlx_1_1core_1_1_sinh.html#a86e2b37823daf20a4c74c9f273215f9c", null ], + [ "output_shapes", "classmlx_1_1core_1_1_sinh.html#ae04d8f6175c691a8f0d2a9fdd15af0ad", null ], + [ "print", "classmlx_1_1core_1_1_sinh.html#a5b4753d52e80799d4fea0b9172d25a77", null ], + [ "vjp", "classmlx_1_1core_1_1_sinh.html#a6b39fdd429bbb4de389e7c904fd561f0", null ], + [ "vmap", "classmlx_1_1core_1_1_sinh.html#ae171df22bc34c32e31b8135dc4caa788", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_slice-members.html b/docs/build/html/classmlx_1_1core_1_1_slice-members.html index 66386048f..73464991d 100644 --- a/docs/build/html/classmlx_1_1core_1_1_slice-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_slice-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Slice Member List
    @@ -110,20 +124,23 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Sliceinlinevirtual - Slice(Stream stream, const std::vector< int > &start_indices, const std::vector< int > &end_indices, const std::vector< int > &strides)mlx::core::Sliceinlineexplicit - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Slicevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Slicevirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + Slice(Stream stream, const Shape &start_indices, const Shape &end_indices, const Shape &strides)mlx::core::Sliceinlineexplicit + state() constmlx::core::Sliceinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Slicevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Slicevirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_slice.html b/docs/build/html/classmlx_1_1core_1_1_slice.html index 995205fb5..4a5abb10d 100644 --- a/docs/build/html/classmlx_1_1core_1_1_slice.html +++ b/docs/build/html/classmlx_1_1core_1_1_slice.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Slice Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -109,8 +123,8 @@ Inheritance diagram for mlx::core::Slice:
    - - + + @@ -130,6 +144,8 @@ Public Member Functions + + @@ -158,7 +174,7 @@ Public Member Functions - + @@ -173,8 +189,8 @@ Public Member Functions

    Public Member Functions

     Slice (Stream stream, const std::vector< int > &start_indices, const std::vector< int > &end_indices, const std::vector< int > &strides)
     
     Slice (Stream stream, const Shape &start_indices, const Shape &end_indices, const Shape &strides)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void eval_gpu (const std::vector< array > &inputs, array &out) override
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    auto state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
     Get the output shapes of the primitive.
     
    virtual ~Primitive ()=default
     

    Constructor & Destructor Documentation

    - -

    ◆ Slice()

    + +

    ◆ Slice()

    @@ -190,22 +206,22 @@ Public Member Functions - const std::vector< int > & start_indices, + const Shape & start_indices, - const std::vector< int > & end_indices, + const Shape & end_indices, - const std::vector< int > & strides ) + const Shape & strides ) -inlineexplicit +inlineexplicit
    @@ -235,7 +251,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -266,7 +282,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -293,7 +309,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -331,7 +347,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -360,7 +376,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -369,6 +385,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Slice::state () const
    +     		+inline
    +
    +
    @@ -403,7 +444,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -436,7 +477,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,10 +493,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_slice.js b/docs/build/html/classmlx_1_1core_1_1_slice.js new file mode 100644 index 000000000..c225bffe6 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_slice.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_slice = +[ + [ "Slice", "classmlx_1_1core_1_1_slice.html#a3aa025acbf4a9ca9e030a1e6bda102f7", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_slice.html#a4b13503f5b2f5c6a90d394b020f9b3f2", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_slice.html#aa53c21ff06a7c659e889af6b97d10a4a", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_slice.html#a43202c3b8966ae1db9ab82072e4918b0", null ], + [ "jvp", "classmlx_1_1core_1_1_slice.html#a8288324045ab21d6c97b1695ce86ef36", null ], + [ "print", "classmlx_1_1core_1_1_slice.html#a50851148948d924b71817cfbd4401504", null ], + [ "state", "classmlx_1_1core_1_1_slice.html#a069dafc62bf71e3ebc0bd99d96ec23be", null ], + [ "vjp", "classmlx_1_1core_1_1_slice.html#a291746a527ff991b66249fb2b54b685f", null ], + [ "vmap", "classmlx_1_1core_1_1_slice.html#ae33583b0db22fcfeae34dfe1c0e3eaa2", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_slice_update-members.html b/docs/build/html/classmlx_1_1core_1_1_slice_update-members.html index 7e1c8ac74..cdd769667 100644 --- a/docs/build/html/classmlx_1_1core_1_1_slice_update-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_slice_update-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::SliceUpdate Member List
    @@ -105,25 +119,28 @@ $(function(){ initResizable(false); }); operator=(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive mlx::core::Primitive::operator=(const Primitive &other)=deletemlx::core::Primitive mlx::core::Primitive::operator=(Primitive &&other)=deletemlx::core::Primitive - output_shapes(const std::vector< array > &inputs)mlx::core::Primitivevirtual + output_shapes(const std::vector< array > &inputs) overridemlx::core::SliceUpdateinlinevirtual Primitive(Stream stream)mlx::core::Primitiveinlineexplicit Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::SliceUpdateinlinevirtual - SliceUpdate(Stream stream, const std::vector< int > &start_indices, const std::vector< int > &end_indices, const std::vector< int > &strides)mlx::core::SliceUpdateinlineexplicit - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::SliceUpdatevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::SliceUpdatevirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + SliceUpdate(Stream stream, const Shape &start_indices, const Shape &end_indices, const Shape &strides)mlx::core::SliceUpdateinlineexplicit + state() constmlx::core::SliceUpdateinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::SliceUpdatevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::SliceUpdatevirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_slice_update.html b/docs/build/html/classmlx_1_1core_1_1_slice_update.html index 5397cc5b3..1f863e336 100644 --- a/docs/build/html/classmlx_1_1core_1_1_slice_update.html +++ b/docs/build/html/classmlx_1_1core_1_1_slice_update.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::SliceUpdate Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -109,8 +123,8 @@ Inheritance diagram for mlx::core::SliceUpdate:
    - - + + @@ -130,6 +144,11 @@ Public Member Functions + + + + + @@ -158,9 +177,6 @@ Public Member Functions - - - @@ -173,8 +189,8 @@ Public Member Functions

    Public Member Functions

     SliceUpdate (Stream stream, const std::vector< int > &start_indices, const std::vector< int > &end_indices, const std::vector< int > &strides)
     
     SliceUpdate (Stream stream, const Shape &start_indices, const Shape &end_indices, const Shape &strides)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void eval_gpu (const std::vector< array > &inputs, array &out) override
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
     Get the output shapes of the primitive.
     
    auto state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
     Get the output shapes of the primitive.
     
    virtual ~Primitive ()=default
     
     Primitive (const Primitive &other)=delete
     

    Constructor & Destructor Documentation

    - -

    ◆ SliceUpdate()

    + +

    ◆ SliceUpdate()

    @@ -190,22 +206,22 @@ Public Member Functions - const std::vector< int > & start_indices, + const Shape & start_indices, - const std::vector< int > & end_indices, + const Shape & end_indices, - const std::vector< int > & strides ) + const Shape & strides ) -inlineexplicit +inlineexplicit
    @@ -235,7 +251,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -266,7 +282,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -293,7 +309,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -331,7 +347,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -340,6 +356,36 @@ Public Member Functions

    Reimplemented from mlx::core::Primitive.

    +
    +
    + +

    ◆ output_shapes()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::vector< Shape > mlx::core::SliceUpdate::output_shapes (const std::vector< array > & inputs)
    +     		+inlineoverridevirtual
    +
    + +

    Get the output shapes of the primitive.

    +

    This is not required to be implemented by derived classes, in which case it will throw.

    + +

    Reimplemented from mlx::core::Primitive.

    +
    @@ -360,7 +406,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -369,6 +415,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::SliceUpdate::state () const
    +     		+inline
    +
    +
    @@ -403,7 +474,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -436,7 +507,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,10 +523,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_slice_update.js b/docs/build/html/classmlx_1_1core_1_1_slice_update.js new file mode 100644 index 000000000..88249a82e --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_slice_update.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_slice_update = +[ + [ "SliceUpdate", "classmlx_1_1core_1_1_slice_update.html#a63a49264b18340f2bc442c081a7b4c7a", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_slice_update.html#ad82ca0e3ab88a0e086431050deea831b", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_slice_update.html#aac1a1d122e5697be057d63552141032b", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_slice_update.html#a60f588acced42391e6e5615ae8d16119", null ], + [ "jvp", "classmlx_1_1core_1_1_slice_update.html#a0ce3248cc61dae2b51d7aa8ee4197611", null ], + [ "output_shapes", "classmlx_1_1core_1_1_slice_update.html#abb6376f13c4269bd9e739e131893da53", null ], + [ "print", "classmlx_1_1core_1_1_slice_update.html#a751eefb9922c56479b4b0de2ad45439b", null ], + [ "state", "classmlx_1_1core_1_1_slice_update.html#aac5156a19209274b7de1dff231ef25fd", null ], + [ "vjp", "classmlx_1_1core_1_1_slice_update.html#aedcdc60a0477997a96306c02b66d3f77", null ], + [ "vmap", "classmlx_1_1core_1_1_slice_update.html#adbf1c76de6ab2f986758530d351d6fa3", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_softmax-members.html b/docs/build/html/classmlx_1_1core_1_1_softmax-members.html index 8f7fa10c0..f59d97a7c 100644 --- a/docs/build/html/classmlx_1_1core_1_1_softmax-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_softmax-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Softmax Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Softmaxinlinevirtual Softmax(Stream stream, bool precise)mlx::core::Softmaxinlineexplicit - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Softmaxvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Softmaxvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Softmaxinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Softmaxvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Softmaxvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_softmax.html b/docs/build/html/classmlx_1_1core_1_1_softmax.html index 7b293ae7a..493ab5c26 100644 --- a/docs/build/html/classmlx_1_1core_1_1_softmax.html +++ b/docs/build/html/classmlx_1_1core_1_1_softmax.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Softmax Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -127,12 +141,14 @@ Public Member Functions void print (std::ostream &os) override  Print the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -195,7 +211,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -225,7 +241,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +272,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +299,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -321,7 +337,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -342,7 +358,7 @@ Public Member Functions - + @@ -350,7 +366,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Softmax::output_shapes std::vector< Shape > mlx::core::Softmax::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -380,7 +396,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -389,6 +405,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Softmax::state () const
    +     		+inline
    +
    +
    @@ -423,7 +464,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -456,7 +497,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -472,10 +513,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_softmax.js b/docs/build/html/classmlx_1_1core_1_1_softmax.js new file mode 100644 index 000000000..65169962d --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_softmax.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_softmax = +[ + [ "Softmax", "classmlx_1_1core_1_1_softmax.html#a4ec686aac4e06f0dfe2cbd6801af40eb", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_softmax.html#ac9ebc2eab1683b682e689ed8f4622b79", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_softmax.html#a35dac69ddcc7e2ec0e1a76fe93db85af", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_softmax.html#a9215ed7bd36bc11276c58dfb9808d728", null ], + [ "jvp", "classmlx_1_1core_1_1_softmax.html#af96172634a24332b0fc8d7ca7e73f19f", null ], + [ "output_shapes", "classmlx_1_1core_1_1_softmax.html#a1a798a4dcd62486362d4b58582357490", null ], + [ "print", "classmlx_1_1core_1_1_softmax.html#aa783610ef6b82b92681e78fc99412d83", null ], + [ "state", "classmlx_1_1core_1_1_softmax.html#adf665f7c292e84f56c630016b75427f3", null ], + [ "vjp", "classmlx_1_1core_1_1_softmax.html#abb68c311c45ee422a7c966accde9041b", null ], + [ "vmap", "classmlx_1_1core_1_1_softmax.html#ad22d3dcc71054d3dba529cf2dc981e19", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_sort-members.html b/docs/build/html/classmlx_1_1core_1_1_sort-members.html index 5af387bd3..4ae714150 100644 --- a/docs/build/html/classmlx_1_1core_1_1_sort-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_sort-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Sort Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Sortinlinevirtual Sort(Stream stream, int axis)mlx::core::Sortinlineexplicit - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Sortvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Sortvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Sortinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Sortvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Sortvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_sort.html b/docs/build/html/classmlx_1_1core_1_1_sort.html index cd0f38691..b620f88ad 100644 --- a/docs/build/html/classmlx_1_1core_1_1_sort.html +++ b/docs/build/html/classmlx_1_1core_1_1_sort.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Sort Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -127,12 +141,14 @@ Public Member Functions void print (std::ostream &os) override  Print the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -195,7 +211,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -225,7 +241,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +272,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +299,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -321,7 +337,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -342,7 +358,7 @@ Public Member Functions - + @@ -350,7 +366,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Sort::output_shapes std::vector< Shape > mlx::core::Sort::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -380,7 +396,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -389,6 +405,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Sort::state () const
    +     		+inline
    +
    +
    @@ -423,7 +464,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -456,7 +497,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -472,10 +513,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_sort.js b/docs/build/html/classmlx_1_1core_1_1_sort.js new file mode 100644 index 000000000..84bbbd8e6 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_sort.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_sort = +[ + [ "Sort", "classmlx_1_1core_1_1_sort.html#a62943032dbd72e85ceb9b4b7211f4a44", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_sort.html#a459769a0241b2620e55bedaba19827cd", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_sort.html#a4141c48f0e8670c728663f3722675382", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_sort.html#ae48f07cf641d54234fc4fb6529a33511", null ], + [ "jvp", "classmlx_1_1core_1_1_sort.html#af113ac983473433eec851c8fddfcba62", null ], + [ "output_shapes", "classmlx_1_1core_1_1_sort.html#acc0a3f078b3f4c83e6e1137cb81ee62c", null ], + [ "print", "classmlx_1_1core_1_1_sort.html#ada81b9343f80958174eba708452927a2", null ], + [ "state", "classmlx_1_1core_1_1_sort.html#a5ab15d1a89efd8661887c805c35fc617", null ], + [ "vjp", "classmlx_1_1core_1_1_sort.html#a3a8900dce53ee4eb7a1b83806e629358", null ], + [ "vmap", "classmlx_1_1core_1_1_sort.html#abfabb9e625cc0cb9335c7454ed27505c", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_split-members.html b/docs/build/html/classmlx_1_1core_1_1_split-members.html index a7334dab7..295599515 100644 --- a/docs/build/html/classmlx_1_1core_1_1_split-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_split-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Split Member List
    @@ -106,16 +120,19 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Splitinlinevirtual - Split(Stream stream, const std::vector< int > &indices, int axis)mlx::core::Splitinlineexplicit - stream()mlx::core::Primitiveinline - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Splitvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Splitvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual + Split(Stream stream, const Shape &indices, int axis)mlx::core::Splitinlineexplicit + state() constmlx::core::Splitinline + stream()mlx::core::Primitiveinline + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Splitvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Splitvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_split.html b/docs/build/html/classmlx_1_1core_1_1_split.html index 215d94f5e..0eae6d804 100644 --- a/docs/build/html/classmlx_1_1core_1_1_split.html +++ b/docs/build/html/classmlx_1_1core_1_1_split.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Split Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -108,8 +122,8 @@ Inheritance diagram for mlx::core::Split:
    - - + + @@ -130,6 +144,8 @@ Public Member Functions + + @@ -139,7 +155,7 @@ Public Member Functions - + @@ -154,8 +170,8 @@ Public Member Functions

    Public Member Functions

     Split (Stream stream, const std::vector< int > &indices, int axis)
     
     Split (Stream stream, const Shape &indices, int axis)
     
    void eval_cpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the output arrays.
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    std::pair< std::vector< int >, int > state () const
     
    - Public Member Functions inherited from mlx::core::Primitive
     Primitive (Stream stream)
     
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
     Get the output shapes of the primitive.
     
    virtual ~Primitive ()=default
     

    Constructor & Destructor Documentation

    - -

    ◆ Split()

    + +

    ◆ Split()

    @@ -171,7 +187,7 @@ Public Member Functions - const std::vector< int > & indices, + const Shape & indices, @@ -181,7 +197,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -211,7 +227,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -245,7 +261,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -272,7 +288,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -310,7 +326,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -339,7 +355,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -348,6 +364,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::pair< std::vector< int >, int > mlx::core::Split::state () const
    +     		+inline
    +
    +
    @@ -382,7 +423,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -415,7 +456,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -431,10 +472,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_split.js b/docs/build/html/classmlx_1_1core_1_1_split.js new file mode 100644 index 000000000..a7b17b438 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_split.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_split = +[ + [ "Split", "classmlx_1_1core_1_1_split.html#ad3f4ed34b85c73683bad5d530309342f", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_split.html#aff2889cb9074f0fda53edf8fa40b1fd4", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_split.html#a78ddda89c4daee73c74cfbc1e44656df", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_split.html#af25a0cc259573b9dce60d285eee18345", null ], + [ "jvp", "classmlx_1_1core_1_1_split.html#ab8a8d30fd1ebf0891f41f3c32eabe282", null ], + [ "print", "classmlx_1_1core_1_1_split.html#ad0c31fe5972643cc75fde10445fc47f2", null ], + [ "state", "classmlx_1_1core_1_1_split.html#a915156cde0448ec26776e329004b1a92", null ], + [ "vjp", "classmlx_1_1core_1_1_split.html#a7e8730f9cffa9872fff6f8d577031674", null ], + [ "vmap", "classmlx_1_1core_1_1_split.html#ab7c40e02a842e83bdb4698608472c7a6", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_sqrt-members.html b/docs/build/html/classmlx_1_1core_1_1_sqrt-members.html index 4a89dcbaf..4ba6f0cfd 100644 --- a/docs/build/html/classmlx_1_1core_1_1_sqrt-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_sqrt-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::Sqrt Member List
    @@ -111,19 +125,22 @@ $(function(){ initResizable(false); }); Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Sqrtinlinevirtual Sqrt(Stream stream, bool recip=false)mlx::core::Sqrtinlineexplicit - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Sqrtvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Sqrtvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Sqrtinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Sqrtvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Sqrtvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_sqrt.html b/docs/build/html/classmlx_1_1core_1_1_sqrt.html index 1757f7073..7cab3eeea 100644 --- a/docs/build/html/classmlx_1_1core_1_1_sqrt.html +++ b/docs/build/html/classmlx_1_1core_1_1_sqrt.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Sqrt Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -124,12 +138,14 @@ Public Member Functions std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) override  The vector-Jacobian product.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +auto state () const +  void print (std::ostream &os) override  Print the primitive.
      @@ -195,7 +211,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -225,7 +241,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +272,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +299,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -321,7 +337,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -342,7 +358,7 @@ Public Member Functions - + @@ -350,7 +366,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Sqrt::output_shapes std::vector< Shape > mlx::core::Sqrt::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -380,7 +396,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -389,6 +405,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Sqrt::state () const
    +     		+inline
    +
    +
    @@ -423,7 +464,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -456,7 +497,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -472,10 +513,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_sqrt.js b/docs/build/html/classmlx_1_1core_1_1_sqrt.js new file mode 100644 index 000000000..13f140040 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_sqrt.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_sqrt = +[ + [ "Sqrt", "classmlx_1_1core_1_1_sqrt.html#a6682a7c31ca427c9d2c5ddb6a479bf29", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_sqrt.html#a5a64ecc4eef1e30a2963435dca7cefd5", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_sqrt.html#a6d205e679a593d1ba20206c5c47ba501", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_sqrt.html#ab871c2b8ab4a27a3f782a005d0e87c46", null ], + [ "jvp", "classmlx_1_1core_1_1_sqrt.html#a78544b1fb5da0c14bce3051ffd177818", null ], + [ "output_shapes", "classmlx_1_1core_1_1_sqrt.html#ae45215d61e2e99749d9a0bae291edd45", null ], + [ "print", "classmlx_1_1core_1_1_sqrt.html#a8681c8de2f50049848d320c47f713c0f", null ], + [ "state", "classmlx_1_1core_1_1_sqrt.html#a053853757ad99195e3f2b1cca571e31b", null ], + [ "vjp", "classmlx_1_1core_1_1_sqrt.html#a08a21bd2c3a016f042d95aca294e68f3", null ], + [ "vmap", "classmlx_1_1core_1_1_sqrt.html#a9d30e306ce08980c27d98c898577017e", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_square-members.html b/docs/build/html/classmlx_1_1core_1_1_square-members.html index 66ce10674..6aa5f7901 100644 --- a/docs/build/html/classmlx_1_1core_1_1_square-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_square-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
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    +
    - - +
    - -
    -
    mlx::core::Square Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_square.html b/docs/build/html/classmlx_1_1core_1_1_square.html index 2a432c233..f00943e82 100644 --- a/docs/build/html/classmlx_1_1core_1_1_square.html +++ b/docs/build/html/classmlx_1_1core_1_1_square.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Square Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
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    - - +
    - -
    -
    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Square::output_shapes std::vector< Shape > mlx::core::Square::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_square.js b/docs/build/html/classmlx_1_1core_1_1_square.js new file mode 100644 index 000000000..314143950 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_square.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_square = +[ + [ "Square", "classmlx_1_1core_1_1_square.html#ab94e28d5c92e6febc1c74e525f730dc4", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_square.html#a1f4d327a705950616da63b83c2829e59", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_square.html#a0ea2a78a5bb52daa4103263bf2f98045", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_square.html#a6abc881d44071019aa15481e5ea75ab2", null ], + [ "jvp", "classmlx_1_1core_1_1_square.html#a822629b93b91e2bef29959431d95e22d", null ], + [ "output_shapes", "classmlx_1_1core_1_1_square.html#a0513541766bb997ed166643fe95a6d38", null ], + [ "print", "classmlx_1_1core_1_1_square.html#a75feb558cd1d615e96309dd7d1e81384", null ], + [ "vjp", "classmlx_1_1core_1_1_square.html#abcd9516da7f02dc906368c23b0bca263", null ], + [ "vmap", "classmlx_1_1core_1_1_square.html#a55bf43f878d4741c57a08d5fef472ea5", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_squeeze-members.html b/docs/build/html/classmlx_1_1core_1_1_squeeze-members.html new file mode 100644 index 000000000..713b09cf4 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_squeeze-members.html @@ -0,0 +1,147 @@ + + + + + + + +MLX: Member List + + + + + + + + + + + + + + + + +
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    MLX +
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    mlx::core::Squeeze Member List
    +
    +
    + +

    This is the complete list of members for mlx::core::Squeeze, including all inherited members.

    + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    device()mlx::core::Primitiveinline
    eval_cpu(const std::vector< array > &inputs, array &out) overridemlx::core::Squeezevirtual
    mlx::core::UnaryPrimitive::eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    eval_gpu(const std::vector< array > &inputs, array &out) overridemlx::core::Squeezevirtual
    mlx::core::UnaryPrimitive::eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    is_equivalent(const Primitive &other) const overridemlx::core::Squeezevirtual
    jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) overridemlx::core::Squeezevirtual
    operator=(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    operator=(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    mlx::core::Primitive::operator=(const Primitive &other)=deletemlx::core::Primitive
    mlx::core::Primitive::operator=(Primitive &&other)=deletemlx::core::Primitive
    output_shape(const array &input, const std::vector< int > &axes)mlx::core::Squeezestatic
    output_shapes(const std::vector< array > &inputs) overridemlx::core::Squeezevirtual
    Primitive(Stream stream)mlx::core::Primitiveinlineexplicit
    Primitive(const Primitive &other)=deletemlx::core::Primitive
    Primitive(Primitive &&other)=deletemlx::core::Primitive
    print(std::ostream &os) overridemlx::core::Squeezeinlinevirtual
    Squeeze(Stream stream, std::vector< int > axes)mlx::core::Squeezeinlineexplicit
    state() constmlx::core::Squeezeinline
    stream()mlx::core::Primitiveinline
    UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit
    UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Squeezevirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Squeezevirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_squeeze.html b/docs/build/html/classmlx_1_1core_1_1_squeeze.html new file mode 100644 index 000000000..046932d5b --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_squeeze.html @@ -0,0 +1,560 @@ + + + + + + + +MLX: mlx::core::Squeeze Class Reference + + + + + + + + + + + + + + + + +
    +
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    MLX +
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    +Public Member Functions | +Static Public Member Functions | +List of all members
    +
    mlx::core::Squeeze Class Reference
    +
    +
    + +

    #include <primitives.h>

    +
    +Inheritance diagram for mlx::core::Squeeze:
    +
    +
    + + +mlx::core::UnaryPrimitive +mlx::core::Primitive + +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    +Public Member Functions

     Squeeze (Stream stream, std::vector< int > axes)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void eval_gpu (const std::vector< array > &inputs, array &out) override
     
    virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes) override
     The primitive must know how to vectorize itself across the given axes.
     
    std::vector< array > jvp (const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) override
     The Jacobian-vector product.
     
    std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) override
     The vector-Jacobian product.
     
    void print (std::ostream &os) override
     Print the primitive.
     
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
     Get the output shapes of the primitive.
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    auto state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
     
    void eval_cpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the output arrays.
     
    void eval_gpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     
    virtual ~UnaryPrimitive ()=default
     
     UnaryPrimitive (const UnaryPrimitive &other)=delete
     
     UnaryPrimitive (UnaryPrimitive &&other)=delete
     
    UnaryPrimitive & operator= (const UnaryPrimitive &other)=delete
     
    UnaryPrimitive & operator= (UnaryPrimitive &&other)=delete
     
    - Public Member Functions inherited from mlx::core::Primitive
     Primitive (Stream stream)
     
    const Device & device ()
     The device the primitive will run on.
     
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual ~Primitive ()=default
     
     Primitive (const Primitive &other)=delete
     
     Primitive (Primitive &&other)=delete
     
    Primitive & operator= (const Primitive &other)=delete
     
    Primitive & operator= (Primitive &&other)=delete
     
    + + + +

    +Static Public Member Functions

    static Shape output_shape (const array &input, const std::vector< int > &axes)
     
    +

    Constructor & Destructor Documentation

    + +

    ◆ Squeeze()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    mlx::core::Squeeze::Squeeze (Stream stream,
    std::vector< int > axes )
    +     		+inlineexplicit
    +
    + +
    +
    +

    Member Function Documentation

    + +

    ◆ eval_cpu()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    void mlx::core::Squeeze::eval_cpu (const std::vector< array > & inputs,
    array & out )
    +     		+overridevirtual
    +
    + +

    Implements mlx::core::UnaryPrimitive.

    + +
    +
    + +

    ◆ eval_gpu()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    void mlx::core::Squeeze::eval_gpu (const std::vector< array > & inputs,
    array & out )
    +     		+overridevirtual
    +
    + +

    Implements mlx::core::UnaryPrimitive.

    + +
    +
    + +

    ◆ is_equivalent()

    + +
    +
    + + + + + +
    + + + + + + + +
    bool mlx::core::Squeeze::is_equivalent (const Primitive & other) const
    +     		+overridevirtual
    +
    + +

    Equivalence check defaults to false unless overridden by the primitive.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ jvp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::Squeeze::jvp (const std::vector< array > & primals,
    const std::vector< array > & tangents,
    const std::vector< int > & argnums )
    +     		+overridevirtual
    +
    + +

    The Jacobian-vector product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ output_shape()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    static Shape mlx::core::Squeeze::output_shape (const array & input,
    const std::vector< int > & axes )
    +     		+static
    +
    + +
    +
    + +

    ◆ output_shapes()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::vector< Shape > mlx::core::Squeeze::output_shapes (const std::vector< array > & inputs)
    +     		+overridevirtual
    +
    + +

    Get the output shapes of the primitive.

    +

    This is not required to be implemented by derived classes, in which case it will throw.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ print()

    + +
    +
    + + + + + +
    + + + + + + + +
    void mlx::core::Squeeze::print (std::ostream & os)
    +     		+inlineoverridevirtual
    +
    + +

    Print the primitive.

    + +

    Implements mlx::core::Primitive.

    + +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Squeeze::state () const
    +     		+inline
    +
    + +
    +
    + +

    ◆ vjp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::Squeeze::vjp (const std::vector< array > & primals,
    const std::vector< array > & cotangents,
    const std::vector< int > & argnums,
    const std::vector< array > & outputs )
    +     		+overridevirtual
    +
    + +

    The vector-Jacobian product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ vmap()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    virtual std::pair< std::vector< array >, std::vector< int > > mlx::core::Squeeze::vmap (const std::vector< array > & inputs,
    const std::vector< int > & axes )
    +     		+overridevirtual
    +
    + +

    The primitive must know how to vectorize itself across the given axes.

    +

    The output is a pair containing the output arrays representing the vectorized computation and the axes which corresponds to the vectorized dimensions of each output.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    +
    The documentation for this class was generated from the following file: +
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_squeeze.js b/docs/build/html/classmlx_1_1core_1_1_squeeze.js new file mode 100644 index 000000000..4c530ea18 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_squeeze.js @@ -0,0 +1,14 @@ +var classmlx_1_1core_1_1_squeeze = +[ + [ "Squeeze", "classmlx_1_1core_1_1_squeeze.html#a032bd53dcc3d71a11d810bc3ca3ef4b0", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_squeeze.html#a9bcb7476041020f59ef816196ddb81cb", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_squeeze.html#a18d382c8bc59d60b38e9fd1cb70660fd", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_squeeze.html#a08f35991d36e30fa4c05a5c9e91feb93", null ], + [ "jvp", "classmlx_1_1core_1_1_squeeze.html#a65ac5f63f98d85453ad884e9fa6e8083", null ], + [ "output_shape", "classmlx_1_1core_1_1_squeeze.html#aadf1d3b85839390a2ec560603aeed04a", null ], + [ "output_shapes", "classmlx_1_1core_1_1_squeeze.html#a839d9d72ac0a19e1146b5b470292a174", null ], + [ "print", "classmlx_1_1core_1_1_squeeze.html#a74c9c825b5b968badb9bca8159eabcdf", null ], + [ "state", "classmlx_1_1core_1_1_squeeze.html#a04f9d2595cb7d4ec988479cd33fe9362", null ], + [ "vjp", "classmlx_1_1core_1_1_squeeze.html#a8d95a13d7cc5586d48a38e9199180d06", null ], + [ "vmap", "classmlx_1_1core_1_1_squeeze.html#aa098a5850741bfb621800c7badce3532", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_squeeze.png b/docs/build/html/classmlx_1_1core_1_1_squeeze.png new file mode 100644 index 0000000000000000000000000000000000000000..876943bcc01e4f03af0bf6cb876db6ec86dc716b GIT binary patch literal 911 zcmeAS@N?(olHy`uVBq!ia0vp^(}1{xgBeH~F+Z{fQqloFA+G=b{|7Q(y!l$%e`vXd zfo6fk^fNCWJa_;UH$5A+1SrQ@666=m0OW&#In(Sb3=GUto-U3d6^w7^zV2IWz~kn> z&tvNS|DDr=^gKDP>^+kc_FB+=>4O=~$^QQ*6`yf$Bedbb#vzJxS_b~0>zoYKz*UMGWqR1vPr3QBW*>KkS&B_6c_O+t*ZH;QopaWyzCooS>wjER@wybR zyhY`tcZTPr=@%xc=s(VSI_Gl%Lru5zfr_4$rMr1wnl8JRV!G)1f+)jIhB_zi1Kt^o z6`Z;Z`U_bfsBU4{(<0U|{Q}bmp(utpB+37cVdpIS*&`>p!A)NrHc7?4_{Y;(CI4Ti z&OayLu5$HH+cnoCHxK!0uYLB}b7Ml~)vw8Xx9`_+&&%6V*q>9q>uJ=_C7Kn#gPz^p z`fQJ#3g>E5nv=&)U6KF#f`;ZGXx_bnjQ*xvI8rd1&8JV^Dx_-ahyJ_gTL8 zSM$<#Ee;i3XxusJOKIF6`5)f)cKOkNS6urY_Wv9(JpYzDc~9EYvwCXrxx~b;r53;N^_}+oQm;gU=lGl)?b*K_U!1wudBY- zPB?SM?&0sK;vdW7o=3f$_q(pxPIKNCk>tNK4tM<$DLj2?X3@o<^WCfBGJGw=x2A;2 z9X)QlY{!vx}Z}&x|}9y0x!gYt_UvYnE0l-gH5B?Y&j+vt@Vfx%L0J-ucwn z?fJ63=eJB-9uxZd!l(8u(MJE{hn9w>W>&8b)!s7go=wi9YjN{)lMIXIdfs8rxqm5F zX#2MR*HmWBtUYymr}ODEXHM_`9h{r??RLwwnKP#sZVmFvwD`xMacTCP_?4p0z^udI M>FVdQ&MBb@0D~6FO#lD@ literal 0 HcmV?d00001 diff --git a/docs/build/html/classmlx_1_1core_1_1_stop_gradient-members.html b/docs/build/html/classmlx_1_1core_1_1_stop_gradient-members.html index 1d9b8f9a7..220244180 100644 --- a/docs/build/html/classmlx_1_1core_1_1_stop_gradient-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_stop_gradient-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    - + - - + +
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    - - +
    - -
    -
    mlx::core::StopGradient Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
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      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -300,7 +314,7 @@ Public Member Functions - + @@ -308,7 +322,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::StopGradient::output_shapes std::vector< Shape > mlx::core::StopGradient::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -371,7 +385,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -387,10 +401,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_stop_gradient.js b/docs/build/html/classmlx_1_1core_1_1_stop_gradient.js new file mode 100644 index 000000000..4cd485661 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_stop_gradient.js @@ -0,0 +1,10 @@ +var classmlx_1_1core_1_1_stop_gradient = +[ + [ "StopGradient", "classmlx_1_1core_1_1_stop_gradient.html#ac70d1ab819d04e00f76bc25aeebaf84f", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_stop_gradient.html#a56207714d374b08f60e4d9cdbc7340b2", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_stop_gradient.html#a907b96f0a1ce608e211d87ccf2b9ca89", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_stop_gradient.html#a327539298b21d800d26482b94fce41b3", null ], + [ "output_shapes", "classmlx_1_1core_1_1_stop_gradient.html#a8af7641d478505d1dc39c75ba7d5a3cf", null ], + [ "print", "classmlx_1_1core_1_1_stop_gradient.html#acc7a7d51cbf014dae8ba3d20bedcad50", null ], + [ "vmap", "classmlx_1_1core_1_1_stop_gradient.html#aca680c8befef81da414c4375b11b16b0", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_subtract-members.html b/docs/build/html/classmlx_1_1core_1_1_subtract-members.html index 8bf2cd270..70972f3c7 100644 --- a/docs/build/html/classmlx_1_1core_1_1_subtract-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_subtract-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
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    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_subtract.html b/docs/build/html/classmlx_1_1core_1_1_subtract.html index c597379c1..97357a83a 100644 --- a/docs/build/html/classmlx_1_1core_1_1_subtract.html +++ b/docs/build/html/classmlx_1_1core_1_1_subtract.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Subtract Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Subtract::output_shapes std::vector< Shape > mlx::core::Subtract::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_subtract.js b/docs/build/html/classmlx_1_1core_1_1_subtract.js new file mode 100644 index 000000000..c8f4c67c6 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_subtract.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_subtract = +[ + [ "Subtract", "classmlx_1_1core_1_1_subtract.html#a834854757394f8de7082af65bf86ed9c", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_subtract.html#a47574258b6c95f8ad260c114d6d36a12", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_subtract.html#a69021b23daf061764d97fabbc0f4f06c", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_subtract.html#af1c05e1e3f703ba916d54f8ccbbd102b", null ], + [ "jvp", "classmlx_1_1core_1_1_subtract.html#a8100081a99df5166f02efc76d6641220", null ], + [ "output_shapes", "classmlx_1_1core_1_1_subtract.html#aaaff4872bde70ad40cf90e6131ea0489", null ], + [ "print", "classmlx_1_1core_1_1_subtract.html#a3834fd305435fb5a8e512566832e372b", null ], + [ "vjp", "classmlx_1_1core_1_1_subtract.html#a3a3322be7c3bcaa0397cf099091df16b", null ], + [ "vmap", "classmlx_1_1core_1_1_subtract.html#aa98f960e621a767c8a03624fd292f098", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_tan-members.html b/docs/build/html/classmlx_1_1core_1_1_tan-members.html index 1b4643339..65a873690 100644 --- a/docs/build/html/classmlx_1_1core_1_1_tan-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_tan-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    mlx::core::Tan Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_tan.html b/docs/build/html/classmlx_1_1core_1_1_tan.html index 7bb932a84..f434613d0 100644 --- a/docs/build/html/classmlx_1_1core_1_1_tan.html +++ b/docs/build/html/classmlx_1_1core_1_1_tan.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Tan Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Tan::output_shapes std::vector< Shape > mlx::core::Tan::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_tan.js b/docs/build/html/classmlx_1_1core_1_1_tan.js new file mode 100644 index 000000000..d77454fc8 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_tan.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_tan = +[ + [ "Tan", "classmlx_1_1core_1_1_tan.html#a8dcc9ff660210ccf05134dd95f47de08", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_tan.html#a9c9a731158fa60eef30067fe0da9f3e9", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_tan.html#aca7dbb4836507005a2032ac957a04d3f", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_tan.html#afdf46288e7f60ea7f878688347dff7e4", null ], + [ "jvp", "classmlx_1_1core_1_1_tan.html#a5d7c76122d63619df17b0e45450bc8f2", null ], + [ "output_shapes", "classmlx_1_1core_1_1_tan.html#a9e4bba311bb24617dbb5ca591bc2868e", null ], + [ "print", "classmlx_1_1core_1_1_tan.html#aeea7c284d595a2a928d5f28a55e9be7f", null ], + [ "vjp", "classmlx_1_1core_1_1_tan.html#a4639836cff03d73c769387d6943e92d7", null ], + [ "vmap", "classmlx_1_1core_1_1_tan.html#ae2f67ca2adc83b10009cf28498bf58b7", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_tanh-members.html b/docs/build/html/classmlx_1_1core_1_1_tanh-members.html index 2cac2f935..edcf7ebdf 100644 --- a/docs/build/html/classmlx_1_1core_1_1_tanh-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_tanh-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
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    mlx::core::Tanh Member List
    @@ -120,10 +134,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_tanh.html b/docs/build/html/classmlx_1_1core_1_1_tanh.html index ca65580d1..57eae3a87 100644 --- a/docs/build/html/classmlx_1_1core_1_1_tanh.html +++ b/docs/build/html/classmlx_1_1core_1_1_tanh.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Tanh Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    +
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    Public Member Functions | @@ -130,7 +144,7 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      - Public Member Functions inherited from mlx::core::UnaryPrimitive @@ -191,7 +205,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -221,7 +235,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -252,7 +266,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -279,7 +293,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +331,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -338,7 +352,7 @@ Public Member Functions - + @@ -346,7 +360,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Tanh::output_shapes std::vector< Shape > mlx::core::Tanh::output_shapes ( const std::vector< array > & inputs)
    -inlineoverridevirtual +inlineoverridevirtual
    @@ -376,7 +390,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -419,7 +433,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -452,7 +466,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -468,10 +482,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_tanh.js b/docs/build/html/classmlx_1_1core_1_1_tanh.js new file mode 100644 index 000000000..872ec327e --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_tanh.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1_tanh = +[ + [ "Tanh", "classmlx_1_1core_1_1_tanh.html#ae551297bf573e1802fb831440276dee4", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_tanh.html#af7ed4345f622da069e5b0284067923f5", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_tanh.html#a48df896599ae93dbce84a5c0f50cf761", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_tanh.html#a0692a1de2373b86eb394252ed4fecfda", null ], + [ "jvp", "classmlx_1_1core_1_1_tanh.html#ae0fbb5370dc1c3a4fb0dd02ca28a832a", null ], + [ "output_shapes", "classmlx_1_1core_1_1_tanh.html#a8873286b69b805486fa83c4806843f3d", null ], + [ "print", "classmlx_1_1core_1_1_tanh.html#a73f4976d641daf697cc1a231d773d78e", null ], + [ "vjp", "classmlx_1_1core_1_1_tanh.html#afe7b05e2b36b99c3a1b66f0cd3544e95", null ], + [ "vmap", "classmlx_1_1core_1_1_tanh.html#a32df3564c1ecb858c1ba9f855376762f", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_transpose-members.html b/docs/build/html/classmlx_1_1core_1_1_transpose-members.html index 6985bf33f..b017599fb 100644 --- a/docs/build/html/classmlx_1_1core_1_1_transpose-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_transpose-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    mlx::core::Transpose Member List
    @@ -110,20 +124,23 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Transposeinlinevirtual - stream()mlx::core::Primitiveinline - Transpose(Stream stream, const std::vector< int > &axes)mlx::core::Transposeinlineexplicit - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Transposevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Transposevirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Transposeinline + stream()mlx::core::Primitiveinline + Transpose(Stream stream, const std::vector< int > &axes)mlx::core::Transposeinlineexplicit + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Transposevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Transposevirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_transpose.html b/docs/build/html/classmlx_1_1core_1_1_transpose.html index 5635332dd..8de54b437 100644 --- a/docs/build/html/classmlx_1_1core_1_1_transpose.html +++ b/docs/build/html/classmlx_1_1core_1_1_transpose.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::Transpose Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      +std::vector< int > state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -195,7 +211,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
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    @@ -321,7 +337,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -342,7 +358,7 @@ Public Member Functions - + @@ -350,7 +366,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::Transpose::output_shapes std::vector< Shape > mlx::core::Transpose::output_shapes ( const std::vector< array > & inputs)
    -overridevirtual +overridevirtual
    @@ -380,7 +396,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -389,6 +405,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
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    std::vector< int > mlx::core::Transpose::state () const
    +     		+inline
    +
    +
    @@ -423,7 +464,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -456,7 +497,7 @@ Public Member Functions -overridevirtual +overridevirtual
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  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_transpose.js b/docs/build/html/classmlx_1_1core_1_1_transpose.js new file mode 100644 index 000000000..2dcc567dc --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_transpose.js @@ -0,0 +1,13 @@ +var classmlx_1_1core_1_1_transpose = +[ + [ "Transpose", "classmlx_1_1core_1_1_transpose.html#a1a9ba023584c61c7ac93d6dce536760a", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_transpose.html#a1fbcfcca43f9ec06c63a3c14708c30f8", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_transpose.html#a38d25739c08aa594a6775015a1d7d92e", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_transpose.html#a799ec3c3fa9f1b9e6177c755252a3eab", null ], + [ "jvp", "classmlx_1_1core_1_1_transpose.html#ac1a523e25ab7fd9df4da363a922afbe1", null ], + [ "output_shapes", "classmlx_1_1core_1_1_transpose.html#ac9328f43900bedec555909d09202ccd7", null ], + [ "print", "classmlx_1_1core_1_1_transpose.html#ac6c87b850f4e5560aa13a5e1e9f9fe04", null ], + [ "state", "classmlx_1_1core_1_1_transpose.html#a23167291e2bf12e2bb2e51d1db340909", null ], + [ "vjp", "classmlx_1_1core_1_1_transpose.html#ac7805aa29b34afdf8852554f1e759f80", null ], + [ "vmap", "classmlx_1_1core_1_1_transpose.html#a5ef848b69def9a246665b67e6e3ffdfe", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_unary_primitive-members.html b/docs/build/html/classmlx_1_1core_1_1_unary_primitive-members.html index daf43d2ea..68017cd9e 100644 --- a/docs/build/html/classmlx_1_1core_1_1_unary_primitive-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_unary_primitive-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::UnaryPrimitive Member List
    @@ -119,10 +133,12 @@ $(function(){ initResizable(false); }); ~Primitive()=defaultmlx::core::Primitivevirtual ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_unary_primitive.html b/docs/build/html/classmlx_1_1core_1_1_unary_primitive.html index 131ecb990..e39d9ef13 100644 --- a/docs/build/html/classmlx_1_1core_1_1_unary_primitive.html +++ b/docs/build/html/classmlx_1_1core_1_1_unary_primitive.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::UnaryPrimitive Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | List of all members
    -
    mlx::core::UnaryPrimitive Class Referenceabstract
    +
    mlx::core::UnaryPrimitive Class Referenceabstract
    @@ -102,98 +116,104 @@ Inheritance diagram for mlx::core::UnaryPrimitive:
    -mlx::core::Primitive -mlx::core::Abs -mlx::core::Add -mlx::core::AddMM -mlx::core::Arange -mlx::core::ArcCos -mlx::core::ArcCosh -mlx::core::ArcSin -mlx::core::ArcSinh -mlx::core::ArcTan -mlx::core::ArcTan2 -mlx::core::ArcTanh -mlx::core::ArgPartition -mlx::core::ArgReduce -mlx::core::ArgSort -mlx::core::AsStrided -mlx::core::AsType -mlx::core::BitwiseBinary -mlx::core::BlockMaskedMM -mlx::core::Broadcast -mlx::core::Ceil -mlx::core::Cholesky -mlx::core::Concatenate -mlx::core::Conjugate -mlx::core::Contiguous -mlx::core::Convolution -mlx::core::Copy -mlx::core::Cos -mlx::core::Cosh -mlx::core::Divide -mlx::core::Equal -mlx::core::Erf -mlx::core::ErfInv -mlx::core::Exp -mlx::core::Expm1 -mlx::core::FFT -mlx::core::Floor -mlx::core::Full -mlx::core::Gather -mlx::core::GatherMM -mlx::core::GatherQMM -mlx::core::Greater -mlx::core::GreaterEqual -mlx::core::Hadamard -mlx::core::Imag -mlx::core::Inverse -mlx::core::Less -mlx::core::LessEqual -mlx::core::Load -mlx::core::Log -mlx::core::Log1p -mlx::core::LogAddExp -mlx::core::LogicalAnd -mlx::core::LogicalNot -mlx::core::LogicalOr -mlx::core::Matmul -mlx::core::Maximum -mlx::core::Minimum -mlx::core::Multiply -mlx::core::Negative -mlx::core::NotEqual -mlx::core::NumberOfElements -mlx::core::Pad -mlx::core::Partition -mlx::core::Power -mlx::core::QuantizedMatmul -mlx::core::RandomBits -mlx::core::Real -mlx::core::Reduce -mlx::core::Remainder -mlx::core::Reshape -mlx::core::Round -mlx::core::Scan -mlx::core::Scatter -mlx::core::Select -mlx::core::Sigmoid -mlx::core::Sign -mlx::core::Sin -mlx::core::Sinh -mlx::core::Slice -mlx::core::SliceUpdate -mlx::core::Softmax -mlx::core::Sort -mlx::core::Sqrt -mlx::core::Square -mlx::core::StopGradient -mlx::core::Subtract -mlx::core::Tan -mlx::core::Tanh -mlx::core::Transpose -mlx::core::Uniform -mlx::core::View +mlx::core::Primitive +mlx::core::Abs +mlx::core::Add +mlx::core::AddMM +mlx::core::Arange +mlx::core::ArcCos +mlx::core::ArcCosh +mlx::core::ArcSin +mlx::core::ArcSinh +mlx::core::ArcTan +mlx::core::ArcTan2 +mlx::core::ArcTanh +mlx::core::ArgPartition +mlx::core::ArgReduce +mlx::core::ArgSort +mlx::core::AsStrided +mlx::core::AsType +mlx::core::BitwiseBinary +mlx::core::BlockMaskedMM +mlx::core::Broadcast +mlx::core::BroadcastAxes +mlx::core::Ceil +mlx::core::Cholesky +mlx::core::Concatenate +mlx::core::Conjugate +mlx::core::Contiguous +mlx::core::Convolution +mlx::core::Copy +mlx::core::Cos +mlx::core::Cosh +mlx::core::Divide +mlx::core::DynamicSlice +mlx::core::DynamicSliceUpdate +mlx::core::Equal +mlx::core::Erf +mlx::core::ErfInv +mlx::core::Exp +mlx::core::ExpandDims +mlx::core::Expm1 +mlx::core::FFT +mlx::core::Flatten +mlx::core::Floor +mlx::core::Full +mlx::core::Gather +mlx::core::GatherMM +mlx::core::GatherQMM +mlx::core::Greater +mlx::core::GreaterEqual +mlx::core::Hadamard +mlx::core::Imag +mlx::core::Inverse +mlx::core::Less +mlx::core::LessEqual +mlx::core::Load +mlx::core::Log +mlx::core::Log1p +mlx::core::LogAddExp +mlx::core::LogicalAnd +mlx::core::LogicalNot +mlx::core::LogicalOr +mlx::core::Matmul +mlx::core::Maximum +mlx::core::Minimum +mlx::core::Multiply +mlx::core::Negative +mlx::core::NotEqual +mlx::core::NumberOfElements +mlx::core::Pad +mlx::core::Partition +mlx::core::Power +mlx::core::QuantizedMatmul +mlx::core::RandomBits +mlx::core::Real +mlx::core::Reduce +mlx::core::Remainder +mlx::core::Reshape +mlx::core::Round +mlx::core::Scan +mlx::core::Scatter +mlx::core::Select +mlx::core::Sigmoid +mlx::core::Sign +mlx::core::Sin +mlx::core::Sinh +mlx::core::Slice +mlx::core::SliceUpdate +mlx::core::Softmax +mlx::core::Sort +mlx::core::Sqrt +mlx::core::Square +mlx::core::Squeeze +mlx::core::StopGradient +mlx::core::Subtract +mlx::core::Tan +mlx::core::Tanh +mlx::core::Transpose +mlx::core::Unflatten +mlx::core::View
    @@ -245,7 +265,7 @@ Public Member Functions - + @@ -278,7 +298,7 @@ Public Member Functions
    virtual bool is_equivalent (const Primitive &other) const
     Equivalence check defaults to false unless overridden by the primitive.
     
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
     Get the output shapes of the primitive.
     
    virtual ~Primitive ()=default
    -inlineexplicit +inlineexplicit
    @@ -305,7 +325,7 @@ Public Member Functions -virtualdefault +virtualdefault
    @@ -330,7 +350,7 @@ Public Member Functions -delete +delete
    @@ -355,7 +375,7 @@ Public Member Functions -delete +delete
    @@ -385,12 +405,12 @@ Public Member Functions -pure virtual +pure virtual
    -

    Implemented in mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::Arange, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::ArgSort, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::BlockMaskedMM, mlx::core::Broadcast, mlx::core::Ceil, mlx::core::Cholesky, mlx::core::Concatenate, mlx::core::Conjugate, mlx::core::Contiguous, mlx::core::Convolution, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::Divide, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::Expm1, mlx::core::FFT, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherMM, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Inverse, mlx::core::Less, mlx::core::LessEqual, mlx::core::Load, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::NumberOfElements, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::RandomBits, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Sqrt, mlx::core::Square, mlx::core::StopGradient, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, mlx::core::Uniform, and mlx::core::View.

    +

    Implemented in mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::Arange, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::ArgSort, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::BlockMaskedMM, mlx::core::Broadcast, mlx::core::BroadcastAxes, mlx::core::Ceil, mlx::core::Cholesky, mlx::core::Concatenate, mlx::core::Conjugate, mlx::core::Contiguous, mlx::core::Convolution, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::Divide, mlx::core::DynamicSlice, mlx::core::DynamicSliceUpdate, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::ExpandDims, mlx::core::Expm1, mlx::core::FFT, mlx::core::Flatten, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherMM, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Inverse, mlx::core::Less, mlx::core::LessEqual, mlx::core::Load, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::NumberOfElements, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::RandomBits, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Sqrt, mlx::core::Square, mlx::core::Squeeze, mlx::core::StopGradient, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, mlx::core::Unflatten, and mlx::core::View.

    @@ -416,7 +436,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -450,12 +470,12 @@ Public Member Functions -pure virtual +pure virtual
    -

    Implemented in mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::Arange, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::ArgSort, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::BlockMaskedMM, mlx::core::Broadcast, mlx::core::Ceil, mlx::core::Cholesky, mlx::core::Concatenate, mlx::core::Conjugate, mlx::core::Contiguous, mlx::core::Convolution, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::Divide, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::Expm1, mlx::core::FFT, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherMM, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Inverse, mlx::core::Less, mlx::core::LessEqual, mlx::core::Load, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::NumberOfElements, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::RandomBits, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Sqrt, mlx::core::Square, mlx::core::StopGradient, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, mlx::core::Uniform, and mlx::core::View.

    +

    Implemented in mlx::core::Abs, mlx::core::Add, mlx::core::AddMM, mlx::core::Arange, mlx::core::ArcCos, mlx::core::ArcCosh, mlx::core::ArcSin, mlx::core::ArcSinh, mlx::core::ArcTan2, mlx::core::ArcTan, mlx::core::ArcTanh, mlx::core::ArgPartition, mlx::core::ArgReduce, mlx::core::ArgSort, mlx::core::AsStrided, mlx::core::AsType, mlx::core::BitwiseBinary, mlx::core::BlockMaskedMM, mlx::core::Broadcast, mlx::core::BroadcastAxes, mlx::core::Ceil, mlx::core::Cholesky, mlx::core::Concatenate, mlx::core::Conjugate, mlx::core::Contiguous, mlx::core::Convolution, mlx::core::Copy, mlx::core::Cos, mlx::core::Cosh, mlx::core::Divide, mlx::core::DynamicSlice, mlx::core::DynamicSliceUpdate, mlx::core::Equal, mlx::core::Erf, mlx::core::ErfInv, mlx::core::Exp, mlx::core::ExpandDims, mlx::core::Expm1, mlx::core::FFT, mlx::core::Flatten, mlx::core::Floor, mlx::core::Full, mlx::core::Gather, mlx::core::GatherMM, mlx::core::GatherQMM, mlx::core::Greater, mlx::core::GreaterEqual, mlx::core::Hadamard, mlx::core::Imag, mlx::core::Inverse, mlx::core::Less, mlx::core::LessEqual, mlx::core::Load, mlx::core::Log1p, mlx::core::Log, mlx::core::LogAddExp, mlx::core::LogicalAnd, mlx::core::LogicalNot, mlx::core::LogicalOr, mlx::core::Matmul, mlx::core::Maximum, mlx::core::Minimum, mlx::core::Multiply, mlx::core::Negative, mlx::core::NotEqual, mlx::core::NumberOfElements, mlx::core::Pad, mlx::core::Partition, mlx::core::Power, mlx::core::QuantizedMatmul, mlx::core::RandomBits, mlx::core::Real, mlx::core::Reduce, mlx::core::Remainder, mlx::core::Reshape, mlx::core::Round, mlx::core::Scan, mlx::core::Scatter, mlx::core::Select, mlx::core::Sigmoid, mlx::core::Sign, mlx::core::Sin, mlx::core::Sinh, mlx::core::Slice, mlx::core::SliceUpdate, mlx::core::Softmax, mlx::core::Sort, mlx::core::Sqrt, mlx::core::Square, mlx::core::Squeeze, mlx::core::StopGradient, mlx::core::Subtract, mlx::core::Tan, mlx::core::Tanh, mlx::core::Transpose, mlx::core::Unflatten, and mlx::core::View.

    @@ -481,7 +501,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -508,7 +528,7 @@ Public Member Functions -delete +delete
    @@ -533,7 +553,7 @@ Public Member Functions -delete +delete
    @@ -544,10 +564,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
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b/docs/build/html/classmlx_1_1core_1_1_unflatten-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    + - + - - + +
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    mlx::core::Uniform Member List
    +
    mlx::core::Unflatten Member List
    -

    This is the complete list of members for mlx::core::Uniform, including all inherited members.

    +

    This is the complete list of members for mlx::core::Unflatten, including all inherited members.

    - + - + - - + + - - - - - + + + + + + + - - - + + +
    device()mlx::core::Primitiveinline
    eval_cpu(const std::vector< array > &inputs, array &out) overridemlx::core::Uniformvirtual
    eval_cpu(const std::vector< array > &inputs, array &out) overridemlx::core::Unflattenvirtual
    mlx::core::UnaryPrimitive::eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    eval_gpu(const std::vector< array > &inputs, array &out) overridemlx::core::Uniformvirtual
    eval_gpu(const std::vector< array > &inputs, array &out) overridemlx::core::Unflattenvirtual
    mlx::core::UnaryPrimitive::eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::UnaryPrimitiveinlinevirtual
    is_equivalent(const Primitive &other) const overridemlx::core::Uniforminlinevirtual
    jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums)mlx::core::Primitivevirtual
    is_equivalent(const Primitive &other) const overridemlx::core::Unflattenvirtual
    jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) overridemlx::core::Unflattenvirtual
    operator=(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    operator=(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    mlx::core::Primitive::operator=(const Primitive &other)=deletemlx::core::Primitive
    mlx::core::Primitive::operator=(Primitive &&other)=deletemlx::core::Primitive
    output_shapes(const std::vector< array > &inputs)mlx::core::Primitivevirtual
    Primitive(Stream stream)mlx::core::Primitiveinlineexplicit
    Primitive(const Primitive &other)=deletemlx::core::Primitive
    Primitive(Primitive &&other)=deletemlx::core::Primitive
    print(std::ostream &os) overridemlx::core::Uniforminlinevirtual
    output_shape(const array &input, int axis, const Shape &shape)mlx::core::Unflattenstatic
    output_shapes(const std::vector< array > &inputs) overridemlx::core::Unflattenvirtual
    Primitive(Stream stream)mlx::core::Primitiveinlineexplicit
    Primitive(const Primitive &other)=deletemlx::core::Primitive
    Primitive(Primitive &&other)=deletemlx::core::Primitive
    print(std::ostream &os) overridemlx::core::Unflatteninlinevirtual
    state() constmlx::core::Unflatteninline
    stream()mlx::core::Primitiveinline
    UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit
    UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive
    UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive
    Uniform(Stream stream)mlx::core::Uniforminlineexplicit
    vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Uniformvirtual
    Unflatten(Stream stream, int axis, Shape shape)mlx::core::Unflatteninlineexplicit
    vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::Unflattenvirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Unflattenvirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
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    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_unflatten.html b/docs/build/html/classmlx_1_1core_1_1_unflatten.html new file mode 100644 index 000000000..8391af836 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_unflatten.html @@ -0,0 +1,570 @@ + + + + + + + +MLX: mlx::core::Unflatten Class Reference + + + + + + + + + + + + + + + + +
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    +Public Member Functions | +Static Public Member Functions | +List of all members
    +
    mlx::core::Unflatten Class Reference
    +
    +
    + +

    #include <primitives.h>

    +
    +Inheritance diagram for mlx::core::Unflatten:
    +
    +
    + + +mlx::core::UnaryPrimitive +mlx::core::Primitive + +
    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    +Public Member Functions

     Unflatten (Stream stream, int axis, Shape shape)
     
    void eval_cpu (const std::vector< array > &inputs, array &out) override
     
    void eval_gpu (const std::vector< array > &inputs, array &out) override
     
    virtual std::pair< std::vector< array >, std::vector< int > > vmap (const std::vector< array > &inputs, const std::vector< int > &axes) override
     The primitive must know how to vectorize itself across the given axes.
     
    std::vector< array > jvp (const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) override
     The Jacobian-vector product.
     
    std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) override
     The vector-Jacobian product.
     
    void print (std::ostream &os) override
     Print the primitive.
     
    std::vector< Shape > output_shapes (const std::vector< array > &inputs) override
     Get the output shapes of the primitive.
     
    bool is_equivalent (const Primitive &other) const override
     Equivalence check defaults to false unless overridden by the primitive.
     
    auto state () const
     
    - Public Member Functions inherited from mlx::core::UnaryPrimitive
     UnaryPrimitive (Stream stream)
     An abstract base class for a primitive with a single output.
     
    void eval_cpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the output arrays.
     
    void eval_gpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     
    virtual ~UnaryPrimitive ()=default
     
     UnaryPrimitive (const UnaryPrimitive &other)=delete
     
     UnaryPrimitive (UnaryPrimitive &&other)=delete
     
    UnaryPrimitive & operator= (const UnaryPrimitive &other)=delete
     
    UnaryPrimitive & operator= (UnaryPrimitive &&other)=delete
     
    - Public Member Functions inherited from mlx::core::Primitive
     Primitive (Stream stream)
     
    const Device & device ()
     The device the primitive will run on.
     
    const Stream & stream ()
     The stream the primitive will run on.
     
    virtual ~Primitive ()=default
     
     Primitive (const Primitive &other)=delete
     
     Primitive (Primitive &&other)=delete
     
    Primitive & operator= (const Primitive &other)=delete
     
    Primitive & operator= (Primitive &&other)=delete
     
    + + + +

    +Static Public Member Functions

    static Shape output_shape (const array &input, int axis, const Shape &shape)
     
    +

    Constructor & Destructor Documentation

    + +

    ◆ Unflatten()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + +
    mlx::core::Unflatten::Unflatten (Stream stream,
    int axis,
    Shape shape )
    +     		+inlineexplicit
    +
    + +
    +
    +

    Member Function Documentation

    + +

    ◆ eval_cpu()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    void mlx::core::Unflatten::eval_cpu (const std::vector< array > & inputs,
    array & out )
    +     		+overridevirtual
    +
    + +

    Implements mlx::core::UnaryPrimitive.

    + +
    +
    + +

    ◆ eval_gpu()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    void mlx::core::Unflatten::eval_gpu (const std::vector< array > & inputs,
    array & out )
    +     		+overridevirtual
    +
    + +

    Implements mlx::core::UnaryPrimitive.

    + +
    +
    + +

    ◆ is_equivalent()

    + +
    +
    + + + + + +
    + + + + + + + +
    bool mlx::core::Unflatten::is_equivalent (const Primitive & other) const
    +     		+overridevirtual
    +
    + +

    Equivalence check defaults to false unless overridden by the primitive.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ jvp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::Unflatten::jvp (const std::vector< array > & primals,
    const std::vector< array > & tangents,
    const std::vector< int > & argnums )
    +     		+overridevirtual
    +
    + +

    The Jacobian-vector product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ output_shape()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + +
    static Shape mlx::core::Unflatten::output_shape (const array & input,
    int axis,
    const Shape & shape )
    +     		+static
    +
    + +
    +
    + +

    ◆ output_shapes()

    + +
    +
    + + + + + +
    + + + + + + + +
    std::vector< Shape > mlx::core::Unflatten::output_shapes (const std::vector< array > & inputs)
    +     		+overridevirtual
    +
    + +

    Get the output shapes of the primitive.

    +

    This is not required to be implemented by derived classes, in which case it will throw.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ print()

    + +
    +
    + + + + + +
    + + + + + + + +
    void mlx::core::Unflatten::print (std::ostream & os)
    +     		+inlineoverridevirtual
    +
    + +

    Print the primitive.

    + +

    Implements mlx::core::Primitive.

    + +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::Unflatten::state () const
    +     		+inline
    +
    + +
    +
    + +

    ◆ vjp()

    + +
    +
    + + + + + +
    + + + + + + + + + + + + + + + + + + + + + +
    std::vector< array > mlx::core::Unflatten::vjp (const std::vector< array > & primals,
    const std::vector< array > & cotangents,
    const std::vector< int > & argnums,
    const std::vector< array > & outputs )
    +     		+overridevirtual
    +
    + +

    The vector-Jacobian product.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    + +

    ◆ vmap()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    virtual std::pair< std::vector< array >, std::vector< int > > mlx::core::Unflatten::vmap (const std::vector< array > & inputs,
    const std::vector< int > & axes )
    +     		+overridevirtual
    +
    + +

    The primitive must know how to vectorize itself across the given axes.

    +

    The output is a pair containing the output arrays representing the vectorized computation and the axes which corresponds to the vectorized dimensions of each output.

    + +

    Reimplemented from mlx::core::Primitive.

    + +
    +
    +
    The documentation for this class was generated from the following file: +
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1_unflatten.js b/docs/build/html/classmlx_1_1core_1_1_unflatten.js new file mode 100644 index 000000000..0b251be23 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_unflatten.js @@ -0,0 +1,14 @@ +var classmlx_1_1core_1_1_unflatten = +[ + [ "Unflatten", "classmlx_1_1core_1_1_unflatten.html#a2d1c32eb1fe2bc7641ade600453c7966", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_unflatten.html#a507c22306b7afcdd5970cfaa32188f0a", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_unflatten.html#adfbb8208355f9c3cb2e4cb1fd4fe788f", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_unflatten.html#a6a89fc709aae0fb3e17035e39b5ccd58", null ], + [ "jvp", "classmlx_1_1core_1_1_unflatten.html#aa3da5fc9920581931d6f9d4236a6d8e5", null ], + [ "output_shape", "classmlx_1_1core_1_1_unflatten.html#a4c760c8fe981fd2ac17a31ff9faff10a", null ], + [ "output_shapes", "classmlx_1_1core_1_1_unflatten.html#a068cf053b5b0612fafd4a2d53d42f9fa", null ], + [ "print", "classmlx_1_1core_1_1_unflatten.html#a77820cf21bd1277c173305b72599bdef", null ], + [ "state", "classmlx_1_1core_1_1_unflatten.html#aeba13680064238191811230171365598", null ], + [ "vjp", "classmlx_1_1core_1_1_unflatten.html#a34f1218fa1d0e28f3ee10b65e6b0e319", null ], + [ "vmap", "classmlx_1_1core_1_1_unflatten.html#a0f6ee31b99aca962d887c856414813fe", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1_unflatten.png b/docs/build/html/classmlx_1_1core_1_1_unflatten.png new file mode 100644 index 0000000000000000000000000000000000000000..73f168e91eaa515600518e8a73f1dd69416d73e1 GIT binary patch literal 900 zcmeAS@N?(olHy`uVBq!ia0vp^(}1{xgBeH~F+Z{fQqloFA+G=b{|7Q(y!l$%e`vXd zfo6fk^fNCWJa_;UH$5A+1SrQ@666=m0OW&#In(Sb3=GWto-U3d6^w7^zV3Uiz{A$g zzw*;>`;VT*tu0IProJoMvQDCvtw8PAmim*H&;KcS2j#a+Q>obCZ4 zw>sBnP5RQLpAoyJu-)pq*XiB8bCsUV>3M48cl*<3-@3jY#cdXcw|w>9>lJiUZ_B*I zDOWN|-+a2Z$@{2>v7e;lq;D~)t9v$`ZktlFWZl}mZ_a0%uKp8}t=FA3b;+imTTTg= zOj?^9x&O+fCBiXLp(o#GzuwTfe(R}ZMNjv87o*I#*mY*_pLk6rbZynqe!oR3f29_x zdd4|C15K=W}*5KhTq7_uX-;`Qqc$5&==)7=}*sP{p(Af zFBh$S;qN;stIp|l(y^O|LbY|DB`=RK*#D|Xa(Qn4em^<3Z=aWCMDO?+_j5_&r(a8Z zc4zh$PA&zF0 z+}iIrsW12D2i?5j)i(0#H?yvUyBpr2jQhapir{3eSxsTGLo^GsIx-~DO_RzI| zX8UeG)V;mi`0j;OlP*|vPAaj^|Ht<4!u<2c!{V?0y7TJ)&(+hG#H(*nIqAJ03}FuyQ(y85}Sb4q9e E01iL8!Tvu$>dw=psZ+bG@7koYd1hIz4x71jW!sc3%ipaH`}RBPuAcpsUE5tvy@M=kqMq_u zt+=*tt$dc}B}ToqtDfGzcT4wC^4g+kk4y8?w_IagTmGo(o@Vx>Re^gSd0Pigs&mWm zoHYHyBo+OIs-AJjuAZ`d{*a+UT)g3wi*4||m5a~ru7PpMv*$={+pC;d6|aCz~iua{5T z&As2Ia<#_!waTN6N2{iaeg3&*MnV16rv~l0`TN=Y&2R09-llu^Z`98vniYS8p55K@ zY>(%y{;IUfl@%}ky4kPWb*(nYa{Ib4$;%dHLUG zi{4vx_sz?`u+Wxsep8lg|NJEX!SsJMaoc{axb`~i|GD_BDu3sI{PH;K>7366412n{ z4^;H5EZxcT(sbFi6w^i57es9oX8eOUSdb+DF|VBxB*i~z=FNFVdQ&MBb@0Ax?K{{R30 diff --git a/docs/build/html/classmlx_1_1core_1_1_view-members.html b/docs/build/html/classmlx_1_1core_1_1_view-members.html index 33b7a6ea9..4be46e8e6 100644 --- a/docs/build/html/classmlx_1_1core_1_1_view-members.html +++ b/docs/build/html/classmlx_1_1core_1_1_view-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::View Member List
    @@ -110,20 +124,23 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os) overridemlx::core::Viewvirtual - stream()mlx::core::Primitiveinline - UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit - UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive - UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive - View(Stream stream, Dtype dtype)mlx::core::Viewinlineexplicit - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Viewvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual - ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual + state() constmlx::core::Viewinline + stream()mlx::core::Primitiveinline + UnaryPrimitive(Stream stream)mlx::core::UnaryPrimitiveinlineexplicit + UnaryPrimitive(const UnaryPrimitive &other)=deletemlx::core::UnaryPrimitive + UnaryPrimitive(UnaryPrimitive &&other)=deletemlx::core::UnaryPrimitive + View(Stream stream, Dtype dtype)mlx::core::Viewinlineexplicit + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)mlx::core::Primitivevirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::Viewvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual + ~UnaryPrimitive()=defaultmlx::core::UnaryPrimitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_view.html b/docs/build/html/classmlx_1_1core_1_1_view.html index a26d93ff8..a758dca58 100644 --- a/docs/build/html/classmlx_1_1core_1_1_view.html +++ b/docs/build/html/classmlx_1_1core_1_1_view.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::View Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    + - + - - + +
    + +
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    Public Member Functions | @@ -124,6 +138,8 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::UnaryPrimitive  UnaryPrimitive (Stream stream)  An abstract base class for a primitive with a single output.
    @@ -158,7 +174,7 @@ Public Member Functions virtual std::vector< array > vjp (const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs)  The vector-Jacobian product.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -195,7 +211,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -225,7 +241,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -256,7 +272,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,7 +299,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -312,7 +328,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -321,6 +337,31 @@ Public Member Functions

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::View::state () const
    +     		+inline
    +
    +
    @@ -345,7 +386,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -361,10 +402,13 @@ Public Member Functions
  • mlx/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1_view.js b/docs/build/html/classmlx_1_1core_1_1_view.js new file mode 100644 index 000000000..12141e4e7 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1_view.js @@ -0,0 +1,10 @@ +var classmlx_1_1core_1_1_view = +[ + [ "View", "classmlx_1_1core_1_1_view.html#ad7eed156c308e9a29a8b41f965ec941e", null ], + [ "eval_cpu", "classmlx_1_1core_1_1_view.html#a0ad6deb11914a242f10e8039fcb02497", null ], + [ "eval_gpu", "classmlx_1_1core_1_1_view.html#add6e12ff1e476fe1db7718b14f21b075", null ], + [ "is_equivalent", "classmlx_1_1core_1_1_view.html#a7cb8403a96a47cb258caac4e3b850f64", null ], + [ "print", "classmlx_1_1core_1_1_view.html#a513b034919a8a494add3155f910a360c", null ], + [ "state", "classmlx_1_1core_1_1_view.html#a37620f6548630bd2d0dd44e9ab084b93", null ], + [ "vmap", "classmlx_1_1core_1_1_view.html#a2230d3e5f434fb2b888de50b529ac121", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_allocator-members.html b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_allocator-members.html index 22cefc703..add3cc584 100644 --- a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_allocator-members.html +++ b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_allocator-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
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    +
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    mlx::core::allocator::Allocator Member List
    @@ -104,10 +118,12 @@ $(function(){ initResizable(false); }); size(Buffer buffer) const =0mlx::core::allocator::Allocatorpure virtual ~Allocator()=defaultmlx::core::allocator::Allocatorvirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_allocator.html b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_allocator.html index eac46e5c7..aed38237b 100644 --- a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_allocator.html +++ b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_allocator.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::allocator::Allocator Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    + - + - - + +
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    - - +
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    Public Member Functions | List of all members
    -
    mlx::core::allocator::Allocator Class Referenceabstract
    +
    mlx::core::allocator::Allocator Class Referenceabstract
    @@ -148,7 +162,7 @@ Public Member Functions -default +default
    @@ -173,7 +187,7 @@ Public Member Functions -delete +delete
    @@ -198,7 +212,7 @@ Public Member Functions -delete +delete
    @@ -223,7 +237,7 @@ Public Member Functions -virtualdefault +virtualdefault
    @@ -249,7 +263,7 @@ Public Member Functions -pure virtual +pure virtual
    @@ -280,7 +294,7 @@ Public Member Functions -pure virtual +pure virtual
    @@ -309,7 +323,7 @@ Public Member Functions -delete +delete
    @@ -334,7 +348,7 @@ Public Member Functions -delete +delete
    @@ -359,7 +373,7 @@ Public Member Functions -pure virtual +pure virtual
    @@ -372,10 +386,13 @@ Public Member Functions
  • mlx/allocator.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_allocator.js b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_allocator.js new file mode 100644 index 000000000..e7ebb0b58 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_allocator.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1allocator_1_1_allocator = +[ + [ "Allocator", "classmlx_1_1core_1_1allocator_1_1_allocator.html#a5803678a418fef687fc65fa9d5c37b65", null ], + [ "Allocator", "classmlx_1_1core_1_1allocator_1_1_allocator.html#aa05c081ce80dc036f9d3dd8c195259d2", null ], + [ "Allocator", "classmlx_1_1core_1_1allocator_1_1_allocator.html#a8e8ce346a16cf0c62847bed9289f9959", null ], + [ "~Allocator", "classmlx_1_1core_1_1allocator_1_1_allocator.html#a90ad02c2e2a6ed89bb8bbf7b871efdf1", null ], + [ "free", "classmlx_1_1core_1_1allocator_1_1_allocator.html#ae963d551be646ae0e13df2c16f2beefb", null ], + [ "malloc", "classmlx_1_1core_1_1allocator_1_1_allocator.html#a9a17d2c7a97772bf4a15e6c74af34ca4", null ], + [ "operator=", "classmlx_1_1core_1_1allocator_1_1_allocator.html#a2e971b47339b1d0849a334a902a9df3c", null ], + [ "operator=", "classmlx_1_1core_1_1allocator_1_1_allocator.html#a027b84cddc8d476f736ac1f1a9991fe4", null ], + [ "size", "classmlx_1_1core_1_1allocator_1_1_allocator.html#a2adf9a9c968f113dde830cc0dc27dcc6", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_buffer-members.html b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_buffer-members.html index 7d9405cdf..c7621316c 100644 --- a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_buffer-members.html +++ b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_buffer-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
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    mlx::core::allocator::Buffer Member List
    @@ -99,10 +113,12 @@ $(function(){ initResizable(false); }); ptr()mlx::core::allocator::Bufferinline raw_ptr()mlx::core::allocator::Buffer
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_buffer.html b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_buffer.html index 508987881..41a8e5a66 100644 --- a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_buffer.html +++ b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_buffer.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::allocator::Buffer Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    + - + - - + +
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    Public Member Functions | @@ -127,7 +141,7 @@ Public Member Functions -inline +inline
    @@ -153,7 +167,7 @@ Public Member Functions -inline +inline
    @@ -178,7 +192,7 @@ Public Member Functions -inline +inline
    @@ -206,10 +220,13 @@ Public Member Functions
  • mlx/allocator.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_buffer.js b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_buffer.js new file mode 100644 index 000000000..cbfaed8c3 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_buffer.js @@ -0,0 +1,7 @@ +var classmlx_1_1core_1_1allocator_1_1_buffer = +[ + [ "Buffer", "classmlx_1_1core_1_1allocator_1_1_buffer.html#ac4fc2cc6aa1368cfb74aff329d9a1300", null ], + [ "ptr", "classmlx_1_1core_1_1allocator_1_1_buffer.html#acb15b2f057568828ea09635ed968b62a", null ], + [ "ptr", "classmlx_1_1core_1_1allocator_1_1_buffer.html#a990643feac06961c5599aac098c17b94", null ], + [ "raw_ptr", "classmlx_1_1core_1_1allocator_1_1_buffer.html#a2dfe63e0b4bffeb965cdc50ad4228dbc", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_common_allocator-members.html b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_common_allocator-members.html index 508d0bf84..c4da715bc 100644 --- a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_common_allocator-members.html +++ b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_common_allocator-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
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    mlx::core::allocator::CommonAllocator Member List
    @@ -105,10 +119,12 @@ $(function(){ initResizable(false); }); size(Buffer buffer) const overridemlx::core::allocator::CommonAllocatorvirtual ~Allocator()=defaultmlx::core::allocator::Allocatorvirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_common_allocator.html b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_common_allocator.html index 2b6d944b9..d1d4952d8 100644 --- a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_common_allocator.html +++ b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_common_allocator.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::allocator::CommonAllocator Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    Public Member Functions | @@ -154,7 +168,7 @@ Friends -overridevirtual +overridevirtual
    @@ -185,7 +199,7 @@ Friends -overridevirtual +overridevirtual
    @@ -214,7 +228,7 @@ Friends -overridevirtual +overridevirtual
    @@ -242,7 +256,7 @@ Friends -friend +friend
    @@ -253,10 +267,13 @@ Friends
  • mlx/allocator.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1allocator_1_1_common_allocator.js b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_common_allocator.js new file mode 100644 index 000000000..997842848 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1allocator_1_1_common_allocator.js @@ -0,0 +1,7 @@ +var classmlx_1_1core_1_1allocator_1_1_common_allocator = +[ + [ "free", "classmlx_1_1core_1_1allocator_1_1_common_allocator.html#a84b50d1a3cbffa12c1a6cf0ed8c71079", null ], + [ "malloc", "classmlx_1_1core_1_1allocator_1_1_common_allocator.html#a4f3d5de6b8c0eba22e9403b28a5ef3f0", null ], + [ "size", "classmlx_1_1core_1_1allocator_1_1_common_allocator.html#aafa92e8310db089b1ac72b840777e26b", null ], + [ "allocator", "classmlx_1_1core_1_1allocator_1_1_common_allocator.html#abf84c726a37df68345589b897b2e35f0", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1array-members.html b/docs/build/html/classmlx_1_1core_1_1array-members.html index 498090af2..5c5fdbbb2 100644 --- a/docs/build/html/classmlx_1_1core_1_1array-members.html +++ b/docs/build/html/classmlx_1_1core_1_1array-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
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    mlx::core::array Member List
    @@ -96,12 +110,12 @@ $(function(){ initResizable(false); }); - - - - - - + + + + + + @@ -167,10 +181,12 @@ $(function(){ initResizable(false); });
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    array(const std::complex< float > &val, Dtype dtype=complex64)mlx::core::arrayexplicit
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    array(std::initializer_list< T > data, Dtype dtype=TypeToDtype< T >())mlx::core::array
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    array(std::initializer_list< T > data, Dtype dtype=TypeToDtype< T >())mlx::core::arrayexplicit
    array(std::initializer_list< float > data)mlx::core::arrayexplicit
    array(std::initializer_list< int > data, Dtype dtype)mlx::core::arrayexplicit
    array(std::initializer_list< T > data, Shape shape, Dtype dtype=TypeToDtype< T >())mlx::core::arrayexplicit
    array(allocator::Buffer data, Shape shape, Dtype dtype, Deleter deleter=allocator::free)mlx::core::arrayexplicit
    array(const array &other)=defaultmlx::core::array
    array(array &&other)=defaultmlx::core::array
    array(Shape shape, Dtype dtype, std::shared_ptr< Primitive > primitive, std::vector< array > inputs)mlx::core::array
    wait()mlx::core::array
    ~array()mlx::core::array
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1array.html b/docs/build/html/classmlx_1_1core_1_1array.html index f223cd42a..f87d9b863 100644 --- a/docs/build/html/classmlx_1_1core_1_1array.html +++ b/docs/build/html/classmlx_1_1core_1_1array.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::array Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Classes | @@ -120,26 +134,26 @@ Public Types - + - - + + - + - - + + - + @@ -167,13 +181,13 @@ Public Member Functions - + - + @@ -185,18 +199,18 @@ Public Member Functions - + - + - + @@ -250,10 +264,10 @@ Public Member Functions - + - + @@ -274,13 +288,13 @@ Public Member Functions - + - + - + @@ -291,7 +305,7 @@ Public Member Functions

    Public Member Functions

    template<typename T >
    template<typename T>
     array (T val, Dtype dtype=TypeToDtype< T >())
     Construct a scalar array with zero dimensions.
     
     array (const std::complex< float > &val, Dtype dtype=complex64)
     
    template<typename It >
     array (It data, Shape shape, Dtype dtype=TypeToDtype< typename std::iterator_traits< It >::value_type >())
    template<typename It>
     array (It data, Shape shape, Dtype dtype=TypeToDtype< typename std::iterator_traits< It >::value_type >())
     
    template<typename T >
    template<typename T>
     array (std::initializer_list< T > data, Dtype dtype=TypeToDtype< T >())
     
     array (std::initializer_list< float > data)
     
     array (std::initializer_list< int > data, Dtype dtype)
     
    template<typename T >
     array (std::initializer_list< T > data, Shape shape, Dtype dtype=TypeToDtype< T >())
    template<typename T>
     array (std::initializer_list< T > data, Shape shape, Dtype dtype=TypeToDtype< T >())
     
     array (allocator::Buffer data, Shape shape, Dtype dtype, Deleter deleter=allocator::free)
     array (allocator::Buffer data, Shape shape, Dtype dtype, Deleter deleter=allocator::free)
     
    array & operator= (const array &other) &&=delete
     Assignment to rvalue does not compile.
    size_t ndim () const
     The number of dimensions of the array.
     
    const Shape & shape () const
    const Shape & shape () const
     The shape of the array as a vector of integers.
     
    auto shape (int dim) const
     Get the size of the corresponding dimension.
     
    const Strides & strides () const
    const Strides & strides () const
     The strides of the array.
     
    auto strides (int dim) const
    void eval ()
     Evaluate the array.
     
    template<typename T >
    template<typename T>
    T item ()
     Get the value from a scalar array.
     
    template<typename T >
    template<typename T>
    T item () const
     
    ArrayIterator begin () const
     
    ArrayIterator end () const
     
     array (Shape shape, Dtype dtype, std::shared_ptr< Primitive > primitive, std::vector< array > inputs)
     array (Shape shape, Dtype dtype, std::shared_ptr< Primitive > primitive, std::vector< array > inputs)
     The following methods should be used with caution.
     
    std::uintptr_t id () const
     
    std::shared_ptr< Data > data_shared_ptr () const
     
    template<typename T >
    template<typename T>
    T * data ()
     
    template<typename T >
    template<typename T>
    const T * data () const
     
    bool is_available () const
     
    void set_data (allocator::Buffer buffer, Deleter d=allocator::free)
     
    void set_data (allocator::Buffer buffer, size_t data_size, Strides strides, Flags flags, Deleter d=allocator::free)
    void set_data (allocator::Buffer buffer, size_t data_size, Strides strides, Flags flags, Deleter d=allocator::free)
     
    void copy_shared_buffer (const array &other, const Strides &strides, Flags flags, size_t data_size, size_t offset=0)
    void copy_shared_buffer (const array &other, const Strides &strides, Flags flags, size_t data_size, size_t offset=0)
     
    void copy_shared_buffer (const array &other)
     
    void move_shared_buffer (array other, const Strides &strides, Flags flags, size_t data_size, size_t offset=0)
    void move_shared_buffer (array other, const Strides &strides, Flags flags, size_t data_size, size_t offset=0)
     
    void move_shared_buffer (array other)
     
    - +

    Static Public Member Functions

    static std::vector< array > make_arrays (std::vector< Shape > shapes, const std::vector< Dtype > &dtypes, const std::shared_ptr< Primitive > &primitive, const std::vector< array > &inputs)
    static std::vector< array > make_arrays (std::vector< Shape > shapes, const std::vector< Dtype > &dtypes, const std::shared_ptr< Primitive > &primitive, const std::vector< array > &inputs)
     

    Member Enumeration Documentation

    @@ -322,7 +336,7 @@ Static Public Member Functions
    -template<typename T >
    +template<typename T>
    @@ -340,7 +354,7 @@ template<typename T >
    -explicit +explicit
    @@ -371,7 +385,7 @@ template<typename T >
    -explicit +explicit
    @@ -384,7 +398,10 @@ template<typename T >
    -template<typename It >
    +template<typename It>
    + + + + + +
    @@ -394,7 +411,7 @@ template<typename It > - + @@ -402,6 +419,11 @@ template<typename It >
    mlx::core::array::array
    Shape shape, Shape shape,
    Dtype dtype = TypeToDtype<typename std::iterator_traits<It>::value_type>() )
    +     		+explicit
    @@ -412,7 +434,10 @@ template<typename It >
    -template<typename T >
    +template<typename T>
    + + + + + +
    @@ -425,6 +450,11 @@ template<typename T >
    mlx::core::array::array Dtype dtype = TypeToDtype<T>() )
    +     		+explicit
    @@ -434,6 +464,9 @@ template<typename T >
    + + + + + +
    @@ -442,6 +475,11 @@ template<typename T >
    mlx::core::array::array
    +     		+explicit
    @@ -451,6 +489,9 @@ template<typename T >
    + + + + + +
    @@ -463,6 +504,11 @@ template<typename T >
    mlx::core::array::array Dtype dtype )
    +     		+explicit
    @@ -473,7 +519,10 @@ template<typename T >
    -template<typename T >
    +template<typename T>
    + + + + + +
    @@ -483,7 +532,7 @@ template<typename T > - + @@ -491,6 +540,11 @@ template<typename T >
    mlx::core::array::array
    Shape shape, Shape shape,
    Dtype dtype = TypeToDtype<T>() )
    +     		+explicit
    @@ -500,6 +554,9 @@ template<typename T >
    + + + + + +
    @@ -509,7 +566,7 @@ template<typename T > - + @@ -522,6 +579,11 @@ template<typename T >
    mlx::core::array::array
    Shape shape, Shape shape,
    Deleter deleter = allocator::free )
    +     		+explicit
    @@ -544,7 +606,7 @@ template<typename T >
    -default +default
    @@ -569,7 +631,7 @@ template<typename T >
    -default +default
    @@ -585,7 +647,7 @@ template<typename T >
    mlx::core::array::array ( - Shape shape, + Shape shape, @@ -646,7 +708,7 @@ template<typename T > -inline +inline
    @@ -671,7 +733,7 @@ template<typename T >
    -inline +inline
    @@ -696,7 +758,7 @@ template<typename T >
    -inline +inline
    @@ -721,7 +783,7 @@ template<typename T >
    -inline +inline
    @@ -746,7 +808,7 @@ template<typename T >
    -inline +inline
    @@ -784,7 +846,7 @@ template<typename T >
    - const Strides & strides, + const Strides & strides, @@ -812,7 +874,7 @@ template<typename T >
    -template<typename T >
    +template<typename T>
    @@ -826,7 +888,7 @@ template<typename T >
    -inline +inline
    @@ -839,7 +901,7 @@ template<typename T >
    -template<typename T >
    +template<typename T>
    @@ -853,7 +915,7 @@ template<typename T >
    -inline +inline
    @@ -878,7 +940,7 @@ template<typename T >
    -inline +inline
    @@ -903,7 +965,7 @@ template<typename T >
    -inline +inline
    @@ -950,7 +1012,7 @@ template<typename T >
    -inline +inline
    @@ -977,7 +1039,7 @@ template<typename T >
    -inline +inline
    @@ -1021,7 +1083,7 @@ template<typename T >
    -inline +inline
    @@ -1046,7 +1108,7 @@ template<typename T >
    -inline +inline
    @@ -1073,7 +1135,7 @@ template<typename T >
    -inline +inline
    @@ -1100,7 +1162,7 @@ template<typename T >
    -inline +inline
    @@ -1127,7 +1189,7 @@ template<typename T >
    -inline +inline
    @@ -1152,7 +1214,7 @@ template<typename T >
    -inline +inline
    @@ -1196,7 +1258,7 @@ template<typename T >
    -inline +inline
    @@ -1228,7 +1290,7 @@ template<typename T >
    -template<typename T >
    +template<typename T>
    @@ -1249,7 +1311,7 @@ template<typename T >
    -template<typename T >
    +template<typename T>
    T mlx::core::array::item
    @@ -1280,7 +1342,7 @@ template<typename T >
    T mlx::core::array::item
    -inline +inline
    @@ -1301,7 +1363,7 @@ template<typename T >
    static std::vector< array > mlx::core::array::make_arrays ( - std::vector< Shape > shapes, + std::vector< Shape > shapes, @@ -1321,7 +1383,7 @@ template<typename T > -static +static
    @@ -1359,7 +1421,7 @@ template<typename T >
    - const Strides & strides, + const Strides & strides, @@ -1399,7 +1461,7 @@ template<typename T > -inline +inline
    @@ -1426,7 +1488,7 @@ template<typename T >
    -inline +inline
    @@ -1453,7 +1515,7 @@ template<typename T >
    -delete +delete
    @@ -1478,7 +1540,7 @@ template<typename T >
    -default +default
    @@ -1505,7 +1567,7 @@ template<typename T >
    -inline +inline
    @@ -1530,7 +1592,7 @@ template<typename T >
    -delete +delete
    @@ -1557,7 +1619,7 @@ template<typename T >
    -inline +inline
    @@ -1585,7 +1647,7 @@ template<typename T >
    -inline +inline
    @@ -1610,7 +1672,7 @@ template<typename T >
    -inline +inline
    @@ -1637,7 +1699,7 @@ template<typename T >
    -inline +inline
    @@ -1664,7 +1726,7 @@ template<typename T >
    -inline +inline
    @@ -1713,7 +1775,7 @@ template<typename T >
    - Strides strides, + Strides strides, @@ -1752,7 +1814,7 @@ template<typename T > -inline +inline
    @@ -1777,7 +1839,7 @@ template<typename T >
    -inline +inline
    @@ -1802,7 +1864,7 @@ template<typename T >
    -inline +inline
    @@ -1819,7 +1881,7 @@ template<typename T >
    - + @@ -1827,7 +1889,7 @@ template<typename T >
    const Shape & mlx::core::array::shape const Shape & mlx::core::array::shape ( ) const
    -inline +inline
    @@ -1854,7 +1916,7 @@ template<typename T >
    -inline +inline
    @@ -1882,7 +1944,7 @@ template<typename T >
    -inline +inline
    @@ -1909,7 +1971,7 @@ template<typename T >
    -inline +inline
    @@ -1936,7 +1998,7 @@ template<typename T >
    -inline +inline
    @@ -1963,7 +2025,7 @@ template<typename T >
    -inline +inline
    @@ -1980,7 +2042,7 @@ template<typename T >
    - + @@ -1988,7 +2050,7 @@ template<typename T >
    const Strides & mlx::core::array::strides const Strides & mlx::core::array::strides ( ) const
    -inline +inline
    @@ -2015,7 +2077,7 @@ template<typename T >
    -inline +inline
    @@ -2046,10 +2108,13 @@ template<typename T >
  • mlx/array.h
    • - -
    -Generated by doxygen 1.12.0 -
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+ + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::distributed::AllGather Member List
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    - -
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      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -184,7 +198,7 @@ Public Member Functions -inline +inline
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  • mlx/distributed/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
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    mlx::core::distributed::AllReduce Member List
    @@ -121,10 +135,12 @@ $(function(){ initResizable(false); }); vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::distributed::AllReducevirtual ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
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      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -225,7 +239,7 @@ Public Member Functions -inline +inline
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    @@ -446,10 +460,13 @@ Public Member Functions
  • mlx/distributed/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_all_reduce.js b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_all_reduce.js new file mode 100644 index 000000000..75b55992d --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_all_reduce.js @@ -0,0 +1,18 @@ +var classmlx_1_1core_1_1distributed_1_1_all_reduce = +[ + [ "ReduceType", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#abb4560980e5d01aed14175ce8f6fc924", [ + [ "And", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#abb4560980e5d01aed14175ce8f6fc924aba3b7fb927f6b6c8b198a9cdc3dd9e02", null ], + [ "Or", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#abb4560980e5d01aed14175ce8f6fc924a7a959bb7b33f410a03b3c887173fd7ed", null ], + [ "Sum", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#abb4560980e5d01aed14175ce8f6fc924a1fc7c1f09c80650ab0497e2d6781d65f", null ], + [ "Prod", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#abb4560980e5d01aed14175ce8f6fc924acdd1ec09a2fd99c81c561b5c63a4b482", null ], + [ "Min", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#abb4560980e5d01aed14175ce8f6fc924a4f685dcd48e6614d6bb2ccda4f2686ef", null ], + [ "Max", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#abb4560980e5d01aed14175ce8f6fc924ac00cf69bbba24f7ab08d3ad618705988", null ] + ] ], + [ "AllReduce", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#a2d1ea56cbf72a316680ea90aa6da1c2d", null ], + [ "eval_cpu", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#acdc1965ad64ee9ee6328fe150a97902e", null ], + [ "eval_gpu", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#a52df7155f56b8450581b2fd2747cad20", null ], + [ "jvp", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#aeaf6f2b5955e7417cd1e36db42c45a80", null ], + [ "print", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#a6814f9008a683c6911d5b8991ef770ab", null ], + [ "vjp", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#abbf6d1d63dcda207ad7d9eeb4fc36225", null ], + [ "vmap", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html#a3f2dc71859847ca675ec4bfbe125035a", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_dist_primitive-members.html b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_dist_primitive-members.html index 08a37fea4..e7d609efd 100644 --- a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_dist_primitive-members.html +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_dist_primitive-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    mlx::core::distributed::DistPrimitive Member List
    @@ -113,10 +127,12 @@ $(function(){ initResizable(false); }); vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_dist_primitive.html b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_dist_primitive.html index 50252d48e..5ecadd24a 100644 --- a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_dist_primitive.html +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_dist_primitive.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::distributed::DistPrimitive Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    Public Member Functions | @@ -145,7 +159,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -182,7 +196,7 @@ Public Member Functions -inline +inline
    @@ -208,7 +222,7 @@ Public Member Functions -inline +inline
    @@ -219,10 +233,13 @@ Public Member Functions
  • mlx/distributed/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_dist_primitive.js b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_dist_primitive.js new file mode 100644 index 000000000..efde360b7 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_dist_primitive.js @@ -0,0 +1,5 @@ +var classmlx_1_1core_1_1distributed_1_1_dist_primitive = +[ + [ "DistPrimitive", "classmlx_1_1core_1_1distributed_1_1_dist_primitive.html#a8c54166951522c2a52ef39fce8c87f8f", null ], + [ "group", "classmlx_1_1core_1_1distributed_1_1_dist_primitive.html#a8831cb61ac633431b78b5fb99c0ea9ff", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_recv-members.html b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_recv-members.html index f24513f93..e0fb6fd38 100644 --- a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_recv-members.html +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_recv-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    mlx::core::distributed::Recv Member List
    @@ -115,10 +129,12 @@ $(function(){ initResizable(false); }); vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_recv.html b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_recv.html index e6c954d0c..4b0eeb49a 100644 --- a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_recv.html +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_recv.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::distributed::Recv Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    Public Member Functions | @@ -147,7 +161,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -189,7 +203,7 @@ Public Member Functions -inline +inline
    @@ -236,7 +250,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -270,7 +284,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -283,10 +297,13 @@ Public Member Functions
  • mlx/distributed/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_recv.js b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_recv.js new file mode 100644 index 000000000..a86ff3d9b --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_recv.js @@ -0,0 +1,7 @@ +var classmlx_1_1core_1_1distributed_1_1_recv = +[ + [ "Recv", "classmlx_1_1core_1_1distributed_1_1_recv.html#a511dd4e0259da18a181a25579d9b55db", null ], + [ "DEFINE_PRINT", "classmlx_1_1core_1_1distributed_1_1_recv.html#a7a0cad13da7cf8e565934318a2bc34f1", null ], + [ "eval_cpu", "classmlx_1_1core_1_1distributed_1_1_recv.html#a3be84b08122a939edd6062d26261358a", null ], + [ "eval_gpu", "classmlx_1_1core_1_1distributed_1_1_recv.html#a932e39624bc3d234a7489c3decc4749e", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_send-members.html b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_send-members.html index a74d8016e..3741e0827 100644 --- a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_send-members.html +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_send-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    mlx::core::distributed::Send Member List
    @@ -115,10 +129,12 @@ $(function(){ initResizable(false); }); vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::distributed::Sendvirtual ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_send.html b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_send.html index cc0c1c9fc..3284c1321 100644 --- a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_send.html +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_send.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::distributed::Send Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    Public Member Functions | @@ -147,7 +161,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -189,7 +203,7 @@ Public Member Functions -inline +inline
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    @@ -301,7 +315,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -317,10 +331,13 @@ Public Member Functions
  • mlx/distributed/primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1_send.js b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_send.js new file mode 100644 index 000000000..331dfca98 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1_send.js @@ -0,0 +1,8 @@ +var classmlx_1_1core_1_1distributed_1_1_send = +[ + [ "Send", "classmlx_1_1core_1_1distributed_1_1_send.html#a2481dd876b14d4a13ac466cbca9c4eac", null ], + [ "DEFINE_PRINT", "classmlx_1_1core_1_1distributed_1_1_send.html#a31bf76e24cf3836cf1fd26da30712e31", null ], + [ "eval_cpu", "classmlx_1_1core_1_1distributed_1_1_send.html#af2620837bfc1b97217d006ed6e374051", null ], + [ "eval_gpu", "classmlx_1_1core_1_1distributed_1_1_send.html#a0c8dbd2a912be91be04ec701e29fba3d", null ], + [ "vmap", "classmlx_1_1core_1_1distributed_1_1_send.html#a5cfb66191b9e8b86649da77af55b0f93", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl-members.html b/docs/build/html/classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl-members.html new file mode 100644 index 000000000..d6bdd31e3 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl-members.html @@ -0,0 +1,127 @@ + + + + + + + +MLX: Member List + + + + + + + + + + + + + + + + +
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    mlx::core::distributed::detail::GroupImpl Member List
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    + +

    This is the complete list of members for mlx::core::distributed::detail::GroupImpl, including all inherited members.

    + + + + + + + + +
    all_gather(const array &input, array &output)=0mlx::core::distributed::detail::GroupImplpure virtual
    all_sum(const array &input, array &output)=0mlx::core::distributed::detail::GroupImplpure virtual
    rank()=0mlx::core::distributed::detail::GroupImplpure virtual
    recv(array &out, int src)=0mlx::core::distributed::detail::GroupImplpure virtual
    send(const array &input, int dst)=0mlx::core::distributed::detail::GroupImplpure virtual
    size()=0mlx::core::distributed::detail::GroupImplpure virtual
    split(int color, int key=-1)=0mlx::core::distributed::detail::GroupImplpure virtual
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.html b/docs/build/html/classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.html new file mode 100644 index 000000000..1ce3e9c75 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.html @@ -0,0 +1,345 @@ + + + + + + + +MLX: mlx::core::distributed::detail::GroupImpl Class Reference + + + + + + + + + + + + + + + + +
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    mlx::core::distributed::detail::GroupImpl Class Referenceabstract
    +
    +
    + +

    Abstract base class of a distributed group implementation. + More...

    + +

    #include <distributed_impl.h>

    + + + + + + + + + + + + + + + + +

    +Public Member Functions

    virtual int rank ()=0
     
    virtual int size ()=0
     
    virtual std::shared_ptr< GroupImpl > split (int color, int key=-1)=0
     
    virtual void all_sum (const array &input, array &output)=0
     
    virtual void all_gather (const array &input, array &output)=0
     
    virtual void send (const array &input, int dst)=0
     
    virtual void recv (array &out, int src)=0
     
    +

    Detailed Description

    +

    Abstract base class of a distributed group implementation.

    +

    Member Function Documentation

    + +

    ◆ all_gather()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    virtual void mlx::core::distributed::detail::GroupImpl::all_gather (const array & input,
    array & output )
    +     		+pure virtual
    +
    + +
    +
    + +

    ◆ all_sum()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    virtual void mlx::core::distributed::detail::GroupImpl::all_sum (const array & input,
    array & output )
    +     		+pure virtual
    +
    + +
    +
    + +

    ◆ rank()

    + +
    +
    + + + + + +
    + + + + + + + +
    virtual int mlx::core::distributed::detail::GroupImpl::rank ()
    +     		+pure virtual
    +
    + +
    +
    + +

    ◆ recv()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    virtual void mlx::core::distributed::detail::GroupImpl::recv (array & out,
    int src )
    +     		+pure virtual
    +
    + +
    +
    + +

    ◆ send()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    virtual void mlx::core::distributed::detail::GroupImpl::send (const array & input,
    int dst )
    +     		+pure virtual
    +
    + +
    +
    + +

    ◆ size()

    + +
    +
    + + + + + +
    + + + + + + + +
    virtual int mlx::core::distributed::detail::GroupImpl::size ()
    +     		+pure virtual
    +
    + +
    +
    + +

    ◆ split()

    + +
    +
    + + + + + +
    + + + + + + + + + + + +
    virtual std::shared_ptr< GroupImpl > mlx::core::distributed::detail::GroupImpl::split (int color,
    int key = -1 )
    +     		+pure virtual
    +
    + +
    +
    +
    The documentation for this class was generated from the following file: +
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.js b/docs/build/html/classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.js new file mode 100644 index 000000000..b81c3a573 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.js @@ -0,0 +1,10 @@ +var classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl = +[ + [ "all_gather", "classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.html#a04bb1df23abe5b1f3fa0126375c6cea4", null ], + [ "all_sum", "classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.html#ae163a6f444c6cc8820288b20f294e483", null ], + [ "rank", "classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.html#ae0838a40ce58442cdc73d57d7969a702", null ], + [ "recv", "classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.html#ac4af5fc16a82ba8c72df04d7694f8352", null ], + [ "send", "classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.html#ac8472eb2f96d1b14c7e4ccef56268ba0", null ], + [ "size", "classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.html#ab1c8044b05f185c4bcc53002d4587599", null ], + [ "split", "classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.html#a87800a23c8160933a2d77a55a959194d", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_affine_quantize-members.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_affine_quantize-members.html index adfda83af..29dd2aa35 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_affine_quantize-members.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_affine_quantize-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::fast::AffineQuantize Member List
    @@ -109,15 +123,18 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os)=0mlx::core::Primitivepure virtual - stream()mlx::core::Primitiveinline - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::fast::Customvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual + state() constmlx::core::fast::AffineQuantizeinline + stream()mlx::core::Primitiveinline + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::fast::Customvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_affine_quantize.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_affine_quantize.html index 10ff34758..a967acf68 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_affine_quantize.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_affine_quantize.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::fast::AffineQuantize Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -121,9 +135,11 @@ Public Member Functions bool is_equivalent (const Primitive &other) const override  Equivalence check defaults to false unless overridden by the primitive.
      -std::vector< Shape > output_shapes (const std::vector< array > &inputs) override +std::vector< Shape > output_shapes (const std::vector< array > &inputs) override  Get the output shapes of the primitive.
      +auto state () const +  - Public Member Functions inherited from mlx::core::fast::Custom  Custom (Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback)   @@ -197,7 +213,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -244,7 +260,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -278,7 +294,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -305,7 +321,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -326,7 +342,7 @@ Public Member Functions - + @@ -334,7 +350,7 @@ Public Member Functions
    std::vector< Shape > mlx::core::fast::AffineQuantize::output_shapes std::vector< Shape > mlx::core::fast::AffineQuantize::output_shapes ( const std::vector< array > & inputs)
    -overridevirtual +overridevirtual
    @@ -344,16 +360,44 @@ Public Member Functions

    Reimplemented from mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::fast::AffineQuantize::state () const
    +     		+inline
    +
    +
    The documentation for this class was generated from the following file:
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_affine_quantize.js b/docs/build/html/classmlx_1_1core_1_1fast_1_1_affine_quantize.js new file mode 100644 index 000000000..2547ef1db --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_affine_quantize.js @@ -0,0 +1,10 @@ +var classmlx_1_1core_1_1fast_1_1_affine_quantize = +[ + [ "AffineQuantize", "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a84d5fa9e8c3de407fbcc5f38d2ed1473", null ], + [ "DEFINE_PRINT", "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a4b8f1b1f633002c8ca6fa8f0ef4dd587", null ], + [ "eval_cpu", "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a3b5d628628d245b38911118d4a0ff9fd", null ], + [ "eval_gpu", "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a63812b2abaf26ad7e7fa4c9e82db1628", null ], + [ "is_equivalent", "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a5936175e5923aec272d6f718785f57a1", null ], + [ "output_shapes", "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a50934862ccdb16a3dcce6626c5727080", null ], + [ "state", "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#aa5a03284c6f5639d684dd34d86050cf9", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom-members.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom-members.html index 0de1f87ae..227e99700 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom-members.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::fast::Custom Member List
    @@ -112,10 +126,12 @@ $(function(){ initResizable(false); }); vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom.html index 143e88f17..f203a9e15 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::fast::Custom Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -146,7 +160,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -183,7 +197,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -218,7 +232,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -261,7 +275,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -296,7 +310,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -312,10 +326,13 @@ Public Member Functions
  • mlx/fast_primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom.js b/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom.js new file mode 100644 index 000000000..cc855bab3 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom.js @@ -0,0 +1,7 @@ +var classmlx_1_1core_1_1fast_1_1_custom = +[ + [ "Custom", "classmlx_1_1core_1_1fast_1_1_custom.html#a4186fea23f7156c38960426821fca313", null ], + [ "jvp", "classmlx_1_1core_1_1fast_1_1_custom.html#ac77b28702654df8e7d882a49357a9584", null ], + [ "vjp", "classmlx_1_1core_1_1fast_1_1_custom.html#a74be4bcd0382f7f6400bf73fd5569c91", null ], + [ "vmap", "classmlx_1_1core_1_1fast_1_1_custom.html#a7f4c3a4c48c6807faa36fb31e39dad8d", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom_kernel-members.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom_kernel-members.html index 6ed89a112..63c6a4273 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom_kernel-members.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom_kernel-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::fast::CustomKernel Member List
    @@ -113,10 +127,12 @@ $(function(){ initResizable(false); }); vmap(const std::vector< array > &inputs, const std::vector< int > &axes)mlx::core::Primitivevirtual ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom_kernel.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom_kernel.html index a90eabc7a..6bbe8ec04 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom_kernel.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom_kernel.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::fast::CustomKernel Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -141,7 +155,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -208,7 +222,7 @@ Public Member Functions -inline +inline
    @@ -255,7 +269,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -289,7 +303,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -302,10 +316,13 @@ Public Member Functions
  • mlx/fast_primitives.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom_kernel.js b/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom_kernel.js new file mode 100644 index 000000000..8195f7c9c --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_custom_kernel.js @@ -0,0 +1,7 @@ +var classmlx_1_1core_1_1fast_1_1_custom_kernel = +[ + [ "CustomKernel", "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a954893e07f0d36715b4e1e414b6f2153", null ], + [ "DEFINE_PRINT", "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a116ecf31c8672c94e5ea06c1d43e9534", null ], + [ "eval_cpu", "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a4ad1b7a9919753c759093f3e21a15bad", null ], + [ "eval_gpu", "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a2ed2a16b23053f8195068386a99fd6db", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm-members.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm-members.html index a6b373d2a..ba8d2bd18 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm-members.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::fast::LayerNorm Member List
    @@ -95,9 +109,9 @@ $(function(){ initResizable(false); });

    This is the complete list of members for mlx::core::fast::LayerNorm, including all inherited members.

    - - - + + + @@ -115,10 +129,12 @@ $(function(){ initResizable(false); });
    Custom(Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback)mlx::core::fast::Custominlineexplicit
    DEFINE_PRINT(LayerNorm) bool is_equivalent(const Primitive &other) const overridemlx::core::fast::LayerNorm
    device()mlx::core::Primitiveinline
    eps_mlx::core::fast::LayerNorm
    DEFINE_INPUT_OUTPUT_SHAPE() auto state() constmlx::core::fast::LayerNorminline
    DEFINE_PRINT(LayerNorm) bool is_equivalent(const Primitive &other) const overridemlx::core::fast::LayerNorm
    device()mlx::core::Primitiveinline
    eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::fast::LayerNorminlinevirtual
    eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::fast::LayerNormvirtual
    is_equivalent(const Primitive &other) constmlx::core::Primitiveinlinevirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm.html index e1f941601..09b702cc7 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::fast::LayerNorm Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | -Public Attributes | List of all members
    mlx::core::fast::LayerNorm Class Reference
    @@ -122,6 +135,8 @@ Public Member Functions    DEFINE_PRINT (LayerNorm) bool is_equivalent(const Primitive &other) const override   + DEFINE_INPUT_OUTPUT_SHAPE () auto state() const +  - Public Member Functions inherited from mlx::core::fast::Custom  Custom (Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback)   @@ -146,7 +161,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -159,11 +174,6 @@ Public Member Functions   Primitive & operator= (Primitive &&other)=delete   - - - -

    -Public Attributes

    DEFINE_INPUT_OUTPUT_SHAPE() private float eps_
     

    Constructor & Destructor Documentation

    @@ -193,7 +203,7 @@ Public Attributes -inline +inline
    @@ -201,6 +211,31 @@ Public Attributes

    Member Function Documentation

    + +

    ◆ DEFINE_INPUT_OUTPUT_SHAPE()

    + +
    +
    + + + + + +
    + + + + + + + +
    mlx::core::fast::LayerNorm::DEFINE_INPUT_OUTPUT_SHAPE () const
    +     		+inline
    +
    + +
    +

    ◆ DEFINE_PRINT()

    @@ -219,7 +254,7 @@ Public Attributes -override +override
    @@ -248,7 +283,7 @@ Public Attributes -inlineoverridevirtual +inlineoverridevirtual
    @@ -282,7 +317,7 @@ Public Attributes -overridevirtual +overridevirtual
    @@ -323,7 +358,7 @@ Public Attributes -overridevirtual +overridevirtual
    @@ -332,31 +367,19 @@ Public Attributes

    Reimplemented from mlx::core::fast::Custom.

    -
    - -

    Member Data Documentation

    - -

    ◆ eps_

    - -
    -
    - - - - -
    DEFINE_INPUT_OUTPUT_SHAPE () private float mlx::core::fast::LayerNorm::eps_
    -
    -
    The documentation for this class was generated from the following file: - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm.js b/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm.js new file mode 100644 index 000000000..00909012e --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm.js @@ -0,0 +1,9 @@ +var classmlx_1_1core_1_1fast_1_1_layer_norm = +[ + [ "LayerNorm", "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a5ac38d50e62850589bf51ee313303153", null ], + [ "DEFINE_INPUT_OUTPUT_SHAPE", "classmlx_1_1core_1_1fast_1_1_layer_norm.html#afd0818925ffea79f4e3dda0dd8cf0366", null ], + [ "DEFINE_PRINT", "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a467fcf02b3ddf1d8b6d476b244ae3568", null ], + [ "eval_cpu", "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a5d7a4c1c9ee84e327d1c371733108c05", null ], + [ "eval_gpu", "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a77abda7f47bffa2c037a5d60cccc1528", null ], + [ "vjp", "classmlx_1_1core_1_1fast_1_1_layer_norm.html#ae5e1b5df0705a6b1d141691a4396b0b6", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p-members.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p-members.html index d4599c5b6..0e98584c9 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p-members.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::fast::LayerNormVJP Member List
    @@ -109,15 +123,18 @@ $(function(){ initResizable(false); }); Primitive(const Primitive &other)=deletemlx::core::Primitive Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os)=0mlx::core::Primitivepure virtual - stream()mlx::core::Primitiveinline - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::fast::Customvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual + state() constmlx::core::fast::LayerNormVJPinline + stream()mlx::core::Primitiveinline + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::fast::Customvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html index 1ec96e7e9..2d3b66f86 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::fast::LayerNormVJP Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -118,6 +132,8 @@ Public Member Functions    DEFINE_PRINT (LayerNormVJP) bool is_equivalent(const Primitive &other) const override   +auto state () const +  - Public Member Functions inherited from mlx::core::fast::Custom  Custom (Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback)   @@ -145,7 +161,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -187,7 +203,7 @@ Public Member Functions -inline +inline
    @@ -213,7 +229,7 @@ Public Member Functions -override +override
    @@ -242,7 +258,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -276,23 +292,51 @@ Public Member Functions -overridevirtual +overridevirtual

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::fast::LayerNormVJP::state () const
    +     		+inline
    +
    +
    The documentation for this class was generated from the following file:
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.js b/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.js new file mode 100644 index 000000000..b276e1886 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.js @@ -0,0 +1,8 @@ +var classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p = +[ + [ "LayerNormVJP", "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a41bc1391dbc0cf63b2c85b67956c08d9", null ], + [ "DEFINE_PRINT", "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a5ab3eb5402c7e8060916056eb2b7887f", null ], + [ "eval_cpu", "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a0d8c4c6e7462befc38f7e08244fa1c2b", null ], + [ "eval_gpu", "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a954a003a4a27c8c4c60a5a14142a9cc3", null ], + [ "state", "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a963e672c607b5f86080e6cc32a3cd6e5", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm-members.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm-members.html index 9021cfe3c..a33e66e74 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm-members.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::fast::RMSNorm Member List
    @@ -95,9 +109,9 @@ $(function(){ initResizable(false); });

    This is the complete list of members for mlx::core::fast::RMSNorm, including all inherited members.

    - - - + + + @@ -115,10 +129,12 @@ $(function(){ initResizable(false); });
    Custom(Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback)mlx::core::fast::Custominlineexplicit
    DEFINE_PRINT(RMSNorm) bool is_equivalent(const Primitive &other) const overridemlx::core::fast::RMSNorm
    device()mlx::core::Primitiveinline
    eps_mlx::core::fast::RMSNorm
    DEFINE_INPUT_OUTPUT_SHAPE() auto state() constmlx::core::fast::RMSNorminline
    DEFINE_PRINT(RMSNorm) bool is_equivalent(const Primitive &other) const overridemlx::core::fast::RMSNorm
    device()mlx::core::Primitiveinline
    eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::fast::RMSNorminlinevirtual
    eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::fast::RMSNormvirtual
    is_equivalent(const Primitive &other) constmlx::core::Primitiveinlinevirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html index 8b3105d67..2dc17707d 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::fast::RMSNorm Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | -Public Attributes | List of all members
    mlx::core::fast::RMSNorm Class Reference
    @@ -122,6 +135,8 @@ Public Member Functions    DEFINE_PRINT (RMSNorm) bool is_equivalent(const Primitive &other) const override   + DEFINE_INPUT_OUTPUT_SHAPE () auto state() const +  - Public Member Functions inherited from mlx::core::fast::Custom  Custom (Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback)   @@ -146,7 +161,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -159,11 +174,6 @@ Public Member Functions   Primitive & operator= (Primitive &&other)=delete   - - - -

    -Public Attributes

    DEFINE_INPUT_OUTPUT_SHAPE() private float eps_
     

    Constructor & Destructor Documentation

    @@ -193,7 +203,7 @@ Public Attributes -inline +inline
    @@ -201,6 +211,31 @@ Public Attributes

    Member Function Documentation

    + +

    ◆ DEFINE_INPUT_OUTPUT_SHAPE()

    + +
    +
    + + + + + +
    + + + + + + + +
    mlx::core::fast::RMSNorm::DEFINE_INPUT_OUTPUT_SHAPE () const
    +     		+inline
    +
    + +
    +

    ◆ DEFINE_PRINT()

    @@ -219,7 +254,7 @@ Public Attributes -override +override
    @@ -248,7 +283,7 @@ Public Attributes -inlineoverridevirtual +inlineoverridevirtual
    @@ -282,7 +317,7 @@ Public Attributes -overridevirtual +overridevirtual
    @@ -323,7 +358,7 @@ Public Attributes -overridevirtual +overridevirtual
    @@ -332,31 +367,19 @@ Public Attributes

    Reimplemented from mlx::core::fast::Custom.

    -
    - -

    Member Data Documentation

    - -

    ◆ eps_

    - -
    -
    - - - - -
    DEFINE_INPUT_OUTPUT_SHAPE () private float mlx::core::fast::RMSNorm::eps_
    -
    -
    The documentation for this class was generated from the following file: - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm.js b/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm.js new file mode 100644 index 000000000..c95ec5598 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm.js @@ -0,0 +1,9 @@ +var classmlx_1_1core_1_1fast_1_1_r_m_s_norm = +[ + [ "RMSNorm", "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#a22adaff0749711263388ec151fcfebe2", null ], + [ "DEFINE_INPUT_OUTPUT_SHAPE", "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#a2965dbda1bed67128e97c3c5d864c82f", null ], + [ "DEFINE_PRINT", "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#ae6eea81b5e3789c2f6f376cc07f0a47c", null ], + [ "eval_cpu", "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#a7da6e0cfd630958d9633b2e2bd97a54f", null ], + [ "eval_gpu", "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#ae7955e8d43c097eecae264e804b4d8ca", null ], + [ "vjp", "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#aacfbbbc15fcee0a5ce4f519ca3cca5eb", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p-members.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p-members.html index 5140a4137..2c3426f34 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p-members.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::fast::RMSNormVJP Member List
    @@ -109,15 +123,18 @@ $(function(){ initResizable(false); }); Primitive(Primitive &&other)=deletemlx::core::Primitive print(std::ostream &os)=0mlx::core::Primitivepure virtual RMSNormVJP(Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback, float eps)mlx::core::fast::RMSNormVJPinline - stream()mlx::core::Primitiveinline - vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::fast::Customvirtual - vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual - ~Primitive()=defaultmlx::core::Primitivevirtual + state() constmlx::core::fast::RMSNormVJPinline + stream()mlx::core::Primitiveinline + vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::fast::Customvirtual + vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual + ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html index 8fa479cd4..951d3579a 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::fast::RMSNormVJP Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -118,6 +132,8 @@ Public Member Functions    DEFINE_PRINT (RMSNormVJP) bool is_equivalent(const Primitive &other) const override   +auto state () const +  - Public Member Functions inherited from mlx::core::fast::Custom  Custom (Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback)   @@ -145,7 +161,7 @@ Public Member Functions virtual bool is_equivalent (const Primitive &other) const  Equivalence check defaults to false unless overridden by the primitive.
      -virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs) +virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)  Get the output shapes of the primitive.
      virtual ~Primitive ()=default @@ -187,7 +203,7 @@ Public Member Functions -inline +inline
    @@ -213,7 +229,7 @@ Public Member Functions -override +override
    @@ -242,7 +258,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -276,23 +292,51 @@ Public Member Functions -overridevirtual +overridevirtual

    Implements mlx::core::Primitive.

    +
    +
    + +

    ◆ state()

    + +
    +
    + + + + + +
    + + + + + + + +
    auto mlx::core::fast::RMSNormVJP::state () const
    +     		+inline
    +
    +
    The documentation for this class was generated from the following file:
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.js b/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.js new file mode 100644 index 000000000..343a1a398 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.js @@ -0,0 +1,8 @@ +var classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p = +[ + [ "RMSNormVJP", "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#aac060129b2e1af79bf388bfe705381ca", null ], + [ "DEFINE_PRINT", "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#a9895733eab845e11484d86cf6ecedced", null ], + [ "eval_cpu", "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#adfc1d52bc266466ab29ee45fd8fab439", null ], + [ "eval_gpu", "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#a48efb8fa84c4ba6cc9fb560ebbe01560", null ], + [ "state", "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#a379b27ac336ef351aa81142c5626ad76", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_ro_p_e-members.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_ro_p_e-members.html index 328627206..32ece54d8 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_ro_p_e-members.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_ro_p_e-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::fast::RoPE Member List
    @@ -94,36 +108,33 @@ $(function(){ initResizable(false); });

    This is the complete list of members for mlx::core::fast::RoPE, including all inherited members.

    - - + + - - - - + + - - - - - - - - - - + + + + + + + + - - - - + + +
    base_mlx::core::fast::RoPE
    Custom(Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback)mlx::core::fast::Custominlineexplicit
    Custom(Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback)mlx::core::fast::Custominlineexplicit
    DEFINE_INPUT_OUTPUT_SHAPE() auto state() constmlx::core::fast::RoPEinline
    DEFINE_PRINT(RoPE) bool is_equivalent(const Primitive &other) const overridemlx::core::fast::RoPE
    device()mlx::core::Primitiveinline
    dims_mlx::core::fast::RoPE
    eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::fast::RoPEinlinevirtual
    eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::fast::RoPEvirtual
    forward_mlx::core::fast::RoPE
    eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::fast::RoPEinlinevirtual
    eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::fast::RoPEvirtual
    is_equivalent(const Primitive &other) constmlx::core::Primitiveinlinevirtual
    jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) overridemlx::core::fast::Customvirtual
    offset_mlx::core::fast::RoPE
    operator=(const Primitive &other)=deletemlx::core::Primitive
    operator=(Primitive &&other)=deletemlx::core::Primitive
    output_shapes(const std::vector< array > &inputs)mlx::core::Primitivevirtual
    Primitive(Stream stream)mlx::core::Primitiveinlineexplicit
    Primitive(const Primitive &other)=deletemlx::core::Primitive
    Primitive(Primitive &&other)=deletemlx::core::Primitive
    print(std::ostream &os)=0mlx::core::Primitivepure virtual
    RoPE(Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback, int dims, bool traditional, float base, float scale, int offset, bool forward)mlx::core::fast::RoPEinline
    scale_mlx::core::fast::RoPE
    operator=(const Primitive &other)=deletemlx::core::Primitive
    operator=(Primitive &&other)=deletemlx::core::Primitive
    output_shapes(const std::vector< array > &inputs)mlx::core::Primitivevirtual
    Primitive(Stream stream)mlx::core::Primitiveinlineexplicit
    Primitive(const Primitive &other)=deletemlx::core::Primitive
    Primitive(Primitive &&other)=deletemlx::core::Primitive
    print(std::ostream &os)=0mlx::core::Primitivepure virtual
    RoPE(Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback, int dims, bool traditional, float base, float scale, bool forward)mlx::core::fast::RoPEinline
    stream()mlx::core::Primitiveinline
    traditional_mlx::core::fast::RoPE
    vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::fast::RoPEvirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::fast::RoPEvirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_ro_p_e.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_ro_p_e.html index a5eedd416..bc0f12db0 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_ro_p_e.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_ro_p_e.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::fast::RoPE Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
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    -
    Public Member Functions | -Public Attributes | List of all members
    mlx::core::fast::RoPE Class Reference
    @@ -110,8 +123,8 @@ Inheritance diagram for mlx::core::fast::RoPE:
    - - + + @@ -122,6 +135,8 @@ Public Member Functions + + @@ -146,7 +161,7 @@ Public Member Functions - + @@ -159,25 +174,10 @@ Public Member Functions -

    Public Member Functions

     RoPE (Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback, int dims, bool traditional, float base, float scale, int offset, bool forward)
     
     RoPE (Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback, int dims, bool traditional, float base, float scale, bool forward)
     
    void eval_cpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the output arrays.
     
     
     DEFINE_PRINT (RoPE) bool is_equivalent(const Primitive &other) const override
     
     DEFINE_INPUT_OUTPUT_SHAPE () auto state() const
     
    - Public Member Functions inherited from mlx::core::fast::Custom
     Custom (Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback)
     
    virtual bool is_equivalent (const Primitive &other) const
     Equivalence check defaults to false unless overridden by the primitive.
     
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
     Get the output shapes of the primitive.
     
    virtual ~Primitive ()=default
     
    Primitive & operator= (Primitive &&other)=delete
     
    - - - - - - - - - - - - -

    -Public Attributes

    DEFINE_INPUT_OUTPUT_SHAPE() private int dims_
     
    bool traditional_
     
    float base_
     
    float scale_
     
    int offset_
     
    bool forward_
     

    Constructor & Destructor Documentation

    - -

    ◆ RoPE()

    + +

    ◆ RoPE()

    @@ -215,11 +215,6 @@ Public Attributes float scale, - - - - int offset, - @@ -228,7 +223,7 @@ Public Attributes -inline +inline
    @@ -236,6 +231,31 @@ Public Attributes

    Member Function Documentation

    + +

    ◆ DEFINE_INPUT_OUTPUT_SHAPE()

    + +
    +
    + + + + + +
    + + + + + + + +
    mlx::core::fast::RoPE::DEFINE_INPUT_OUTPUT_SHAPE () const
    +     		+inline
    +
    + +
    +

    ◆ DEFINE_PRINT()

    @@ -254,7 +274,7 @@ Public Attributes -override +override
    @@ -283,7 +303,7 @@ Public Attributes -inlineoverridevirtual +inlineoverridevirtual
    @@ -317,7 +337,7 @@ Public Attributes -overridevirtual +overridevirtual
    @@ -358,7 +378,7 @@ Public Attributes -overridevirtual +overridevirtual
    @@ -367,101 +387,19 @@ Public Attributes

    Reimplemented from mlx::core::fast::Custom.

    -
    - -

    Member Data Documentation

    - -

    ◆ base_

    - -
    -
    - - - - -
    float mlx::core::fast::RoPE::base_
    -
    - -
    -
    - -

    ◆ dims_

    - -
    -
    - - - - -
    DEFINE_INPUT_OUTPUT_SHAPE () private int mlx::core::fast::RoPE::dims_
    -
    - -
    -
    - -

    ◆ forward_

    - -
    -
    - - - - -
    bool mlx::core::fast::RoPE::forward_
    -
    - -
    -
    - -

    ◆ offset_

    - -
    -
    - - - - -
    int mlx::core::fast::RoPE::offset_
    -
    - -
    -
    - -

    ◆ scale_

    - -
    -
    - - - - -
    float mlx::core::fast::RoPE::scale_
    -
    - -
    -
    - -

    ◆ traditional_

    - -
    -
    - - - - -
    bool mlx::core::fast::RoPE::traditional_
    -
    -
    The documentation for this class was generated from the following file: - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_ro_p_e.js b/docs/build/html/classmlx_1_1core_1_1fast_1_1_ro_p_e.js new file mode 100644 index 000000000..5341206ef --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_ro_p_e.js @@ -0,0 +1,9 @@ +var classmlx_1_1core_1_1fast_1_1_ro_p_e = +[ + [ "RoPE", "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a60b399d7f38c0f5f50342a6b97f0eb1a", null ], + [ "DEFINE_INPUT_OUTPUT_SHAPE", "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a361cc8e0e56ff45ec98dbf81ed8eff2c", null ], + [ "DEFINE_PRINT", "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a2b06fe64fa8feca65140632087065e16", null ], + [ "eval_cpu", "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a05a7d595c6b9dadf7ddfd6e3fd402f0e", null ], + [ "eval_gpu", "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a913b6b00fc518b25ac3947e4e15790f2", null ], + [ "vjp", "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#ad999105414badd66c8fd9e069454a533", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention-members.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention-members.html index 2e4518f17..20c0188bf 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention-members.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::fast::ScaledDotProductAttention Member List
    @@ -95,14 +109,14 @@ $(function(){ initResizable(false); });

    This is the complete list of members for mlx::core::fast::ScaledDotProductAttention, including all inherited members.

    - - - - - - - - + + + + + + + + @@ -110,17 +124,18 @@ $(function(){ initResizable(false); }); - - - - - - + + + + +
    Custom(Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback)mlx::core::fast::Custominlineexplicit
    DEFINE_PRINT(ScaledDotProductAttention)mlx::core::fast::ScaledDotProductAttention
    device()mlx::core::Primitiveinline
    eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::fast::ScaledDotProductAttentioninlinevirtual
    eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::fast::ScaledDotProductAttentioninlinevirtual
    eval_gpu(const std::vector< array > &inputs, array &out)mlx::core::fast::ScaledDotProductAttention
    is_equivalent(const Primitive &other) const overridemlx::core::fast::ScaledDotProductAttentionvirtual
    jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) overridemlx::core::fast::Customvirtual
    needs_mask_mlx::core::fast::ScaledDotProductAttention
    DEFINE_INPUT_OUTPUT_SHAPE() auto state() constmlx::core::fast::ScaledDotProductAttentioninline
    DEFINE_PRINT(ScaledDotProductAttention)mlx::core::fast::ScaledDotProductAttention
    device()mlx::core::Primitiveinline
    eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::fast::ScaledDotProductAttentioninlinevirtual
    eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) overridemlx::core::fast::ScaledDotProductAttentioninlinevirtual
    eval_gpu(const std::vector< array > &inputs, array &out)mlx::core::fast::ScaledDotProductAttention
    is_equivalent(const Primitive &other) const overridemlx::core::fast::ScaledDotProductAttentionvirtual
    jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) overridemlx::core::fast::Customvirtual
    operator=(const Primitive &other)=deletemlx::core::Primitive
    operator=(Primitive &&other)=deletemlx::core::Primitive
    output_shapes(const std::vector< array > &inputs)mlx::core::Primitivevirtual
    Primitive(const Primitive &other)=deletemlx::core::Primitive
    Primitive(Primitive &&other)=deletemlx::core::Primitive
    print(std::ostream &os)=0mlx::core::Primitivepure virtual
    scale_mlx::core::fast::ScaledDotProductAttention
    ScaledDotProductAttention(Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback, const float scale, const bool needs_mask)mlx::core::fast::ScaledDotProductAttentioninlineexplicit
    stream()mlx::core::Primitiveinline
    vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::fast::Customvirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    ScaledDotProductAttention(Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback, const float scale)mlx::core::fast::ScaledDotProductAttentioninlineexplicit
    stream()mlx::core::Primitiveinline
    vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) overridemlx::core::fast::Customvirtual
    vmap(const std::vector< array > &inputs, const std::vector< int > &axes) overridemlx::core::fast::Customvirtual
    ~Primitive()=defaultmlx::core::Primitivevirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html b/docs/build/html/classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html index f8f2226db..b75bd274b 100644 --- a/docs/build/html/classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::fast::ScaledDotProductAttention Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | -Public Attributes | List of all members
    mlx::core::fast::ScaledDotProductAttention Class Reference
    @@ -110,8 +123,8 @@ Inheritance diagram for mlx::core::fast::ScaledDotProductAttention:
    - - + + @@ -124,6 +137,8 @@ Public Member Functions + + @@ -148,7 +163,7 @@ Public Member Functions - + @@ -161,17 +176,10 @@ Public Member Functions -

    Public Member Functions

     ScaledDotProductAttention (Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback, const float scale, const bool needs_mask)
     
     ScaledDotProductAttention (Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback, const float scale)
     
    void eval_cpu (const std::vector< array > &inputs, std::vector< array > &outputs) override
     A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the output arrays.
     
     
     DEFINE_PRINT (ScaledDotProductAttention)
     
     DEFINE_INPUT_OUTPUT_SHAPE () auto state() const
     
    - Public Member Functions inherited from mlx::core::fast::Custom
     Custom (Stream stream, std::function< std::vector< array >(std::vector< array >)> fallback)
     
    virtual void print (std::ostream &os)=0
     Print the primitive.
     
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
    virtual std::vector< Shape > output_shapes (const std::vector< array > &inputs)
     Get the output shapes of the primitive.
     
    virtual ~Primitive ()=default
     
    Primitive & operator= (Primitive &&other)=delete
     
    - - - - -

    -Public Attributes

    DEFINE_INPUT_OUTPUT_SHAPE() private float scale_
     
    bool needs_mask_
     

    Constructor & Destructor Documentation

    - -

    ◆ ScaledDotProductAttention()

    + +

    ◆ ScaledDotProductAttention()

    @@ -192,17 +200,12 @@ Public Attributes - const float scale, - - - - - const bool needs_mask ) + const float scale ) -inlineexplicit +inlineexplicit
    @@ -210,6 +213,31 @@ Public Attributes

    Member Function Documentation

    + +

    ◆ DEFINE_INPUT_OUTPUT_SHAPE()

    + +
    +
    + + + + + +
    + + + + + + + +
    mlx::core::fast::ScaledDotProductAttention::DEFINE_INPUT_OUTPUT_SHAPE () const
    +     		+inline
    +
    + +
    +

    ◆ DEFINE_PRINT()

    @@ -249,7 +277,7 @@ Public Attributes -inlineoverridevirtual +inlineoverridevirtual
    @@ -304,7 +332,7 @@ Public Attributes -inlineoverridevirtual +inlineoverridevirtual
    @@ -331,7 +359,7 @@ Public Attributes -overridevirtual +overridevirtual
    @@ -340,45 +368,19 @@ Public Attributes

    Reimplemented from mlx::core::Primitive.

    -
    - -

    Member Data Documentation

    - -

    ◆ needs_mask_

    - -
    -
    - - - - -
    bool mlx::core::fast::ScaledDotProductAttention::needs_mask_
    -
    - -
    -
    - -

    ◆ scale_

    - -
    -
    - - - - -
    DEFINE_INPUT_OUTPUT_SHAPE () private float mlx::core::fast::ScaledDotProductAttention::scale_
    -
    -
    The documentation for this class was generated from the following file: - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.js b/docs/build/html/classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.js new file mode 100644 index 000000000..85665e2e5 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.js @@ -0,0 +1,10 @@ +var classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention = +[ + [ "ScaledDotProductAttention", "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#ab3f78d30e5bb3e76cfe701f2358e4748", null ], + [ "DEFINE_INPUT_OUTPUT_SHAPE", "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a64d2ce4b46b529a6a9ef068947bc623e", null ], + [ "DEFINE_PRINT", "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a6cc2092fa5b8e7585921b8e0f3ec3db7", null ], + [ "eval_cpu", "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#ae20851e002f7fcb6d4f97817596f6328", null ], + [ "eval_gpu", "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#ad51666e69f670e286293aff96eb435a9", null ], + [ "eval_gpu", "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a505f38ba93a3499895f5312e0112e73d", null ], + [ "is_equivalent", "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#af08b1294f3f93505a96fdfa85b1edd62", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1io_1_1_file_writer-members.html b/docs/build/html/classmlx_1_1core_1_1io_1_1_file_writer-members.html index d21e7671a..41521bd9b 100644 --- a/docs/build/html/classmlx_1_1core_1_1io_1_1_file_writer-members.html +++ b/docs/build/html/classmlx_1_1core_1_1io_1_1_file_writer-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::io::FileWriter Member List
    @@ -95,19 +109,24 @@ $(function(){ initResizable(false); });

    This is the complete list of members for mlx::core::io::FileWriter, including all inherited members.

    + + - - - - - + + + + + +
    FileWriter(std::string file_path)mlx::core::io::FileWriterinlineexplicit
    FileWriter(const FileWriter &)=deletemlx::core::io::FileWriter
    FileWriter(FileWriter &&other)mlx::core::io::FileWriterinline
    good() const overridemlx::core::io::FileWriterinlinevirtual
    is_open() const overridemlx::core::io::FileWriterinlinevirtual
    label() const overridemlx::core::io::FileWriterinlinevirtual
    seek(int64_t off, std::ios_base::seekdir way=std::ios_base::beg) overridemlx::core::io::FileWriterinlinevirtual
    tell() overridemlx::core::io::FileWriterinlinevirtual
    write(const char *data, size_t n) overridemlx::core::io::FileWriterinlinevirtual
    ~FileWriter() overridemlx::core::io::FileWriterinline
    ~Writer()=defaultmlx::core::io::Writervirtual
    operator=(const FileWriter &)=deletemlx::core::io::FileWriter
    seek(int64_t off, std::ios_base::seekdir way=std::ios_base::beg) overridemlx::core::io::FileWriterinlinevirtual
    tell() overridemlx::core::io::FileWriterinlinevirtual
    write(const char *data, size_t n) overridemlx::core::io::FileWriterinlinevirtual
    ~FileWriter() overridemlx::core::io::FileWriterinline
    ~Writer()=defaultmlx::core::io::Writervirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1io_1_1_file_writer.html b/docs/build/html/classmlx_1_1core_1_1io_1_1_file_writer.html index f4c458d29..cfa966f1e 100644 --- a/docs/build/html/classmlx_1_1core_1_1io_1_1_file_writer.html +++ b/docs/build/html/classmlx_1_1core_1_1io_1_1_file_writer.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::io::FileWriter Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | @@ -110,6 +124,12 @@ Inheritance diagram for mlx::core::io::FileWriter:
    Public Member Functions  FileWriter (std::string file_path)   + FileWriter (const FileWriter &)=delete +  +FileWriter & operator= (const FileWriter &)=delete +  + FileWriter (FileWriter &&other) +   ~FileWriter () override   bool is_open () const override @@ -130,7 +150,7 @@ Public Member Functions

    Constructor & Destructor Documentation

    -

    ◆ FileWriter()

    +

    ◆ FileWriter() [1/3]

    @@ -147,7 +167,57 @@ Public Member Functions -inlineexplicit +inlineexplicit + + +
    + +
    +
    + +

    ◆ FileWriter() [2/3]

    + +
    +
    + + + + + +
    + + + + + + + +
    mlx::core::io::FileWriter::FileWriter (const FileWriter & )
    +     		+delete
    +
    + +
    +
    + +

    ◆ FileWriter() [3/3]

    + +
    +
    + + + +
    + + + + + + + +
    mlx::core::io::FileWriter::FileWriter (FileWriter && other)
    +     		+inline
    @@ -172,7 +242,7 @@ Public Member Functions -inlineoverride +inlineoverride
    @@ -198,7 +268,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -225,7 +295,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -252,13 +322,38 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual

    Implements mlx::core::io::Writer.

    +
    +
    + +

    ◆ operator=()

    + +
    +
    + + + + + +
    + + + + + + + +
    FileWriter & mlx::core::io::FileWriter::operator= (const FileWriter & )
    +     		+delete
    +
    +
    @@ -283,7 +378,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -310,7 +405,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -341,7 +436,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -354,10 +449,13 @@ Public Member Functions
  • mlx/io/load.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1io_1_1_file_writer.js b/docs/build/html/classmlx_1_1core_1_1io_1_1_file_writer.js new file mode 100644 index 000000000..1cd6e835b --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1io_1_1_file_writer.js @@ -0,0 +1,14 @@ +var classmlx_1_1core_1_1io_1_1_file_writer = +[ + [ "FileWriter", "classmlx_1_1core_1_1io_1_1_file_writer.html#a40b241ad540ee4aadc3a19a6b1ccfb4d", null ], + [ "FileWriter", "classmlx_1_1core_1_1io_1_1_file_writer.html#aee57db8516361f17de3cf2087d9a87d9", null ], + [ "FileWriter", "classmlx_1_1core_1_1io_1_1_file_writer.html#a12b148df8a52136628728b508ee9c55e", null ], + [ "~FileWriter", "classmlx_1_1core_1_1io_1_1_file_writer.html#ac325f51cd22050b6359056290e8ef42c", null ], + [ "good", "classmlx_1_1core_1_1io_1_1_file_writer.html#a9ec4934b26fb358d699ddce1482b2d54", null ], + [ "is_open", "classmlx_1_1core_1_1io_1_1_file_writer.html#ad5d2ee671a81700cb1658c41309d6676", null ], + [ "label", "classmlx_1_1core_1_1io_1_1_file_writer.html#a5093dce80ff0c51ea036a87e3e5fb456", null ], + [ "operator=", "classmlx_1_1core_1_1io_1_1_file_writer.html#a957211656a13b4c0d126989a9aba3e25", null ], + [ "seek", "classmlx_1_1core_1_1io_1_1_file_writer.html#a9646f4ea048ae58719daeb588e2de433", null ], + [ "tell", "classmlx_1_1core_1_1io_1_1_file_writer.html#aa883a722789c962164fd0ddcc5f6ffc5", null ], + [ "write", "classmlx_1_1core_1_1io_1_1_file_writer.html#abca32838c9886f734d93430c34c07d7f", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1io_1_1_parallel_file_reader-members.html b/docs/build/html/classmlx_1_1core_1_1io_1_1_parallel_file_reader-members.html index 0f527075d..a56d0de06 100644 --- a/docs/build/html/classmlx_1_1core_1_1io_1_1_parallel_file_reader-members.html +++ b/docs/build/html/classmlx_1_1core_1_1io_1_1_parallel_file_reader-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    mlx::core::io::ParallelFileReader Member List
    @@ -100,15 +114,17 @@ $(function(){ initResizable(false); }); ParallelFileReader(std::string file_path)mlx::core::io::ParallelFileReaderinlineexplicit read(char *data, size_t n) overridemlx::core::io::ParallelFileReadervirtual read(char *data, size_t n, size_t offset) overridemlx::core::io::ParallelFileReadervirtual - seek(int64_t, std::ios_base::seekdir=std::ios_base::beg) overridemlx::core::io::ParallelFileReaderinlinevirtual + seek(int64_t off, std::ios_base::seekdir way=std::ios_base::beg) overridemlx::core::io::ParallelFileReaderinlinevirtual tell() overridemlx::core::io::ParallelFileReaderinlinevirtual ~ParallelFileReader() overridemlx::core::io::ParallelFileReaderinline ~Reader()=defaultmlx::core::io::Readervirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1io_1_1_parallel_file_reader.html b/docs/build/html/classmlx_1_1core_1_1io_1_1_parallel_file_reader.html index 56a8776e4..22b96ff1b 100644 --- a/docs/build/html/classmlx_1_1core_1_1io_1_1_parallel_file_reader.html +++ b/docs/build/html/classmlx_1_1core_1_1io_1_1_parallel_file_reader.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::io::ParallelFileReader Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
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    -
    Public Member Functions | @@ -118,8 +132,8 @@ Public Member Functions   size_t tell () override   -void seek (int64_t, std::ios_base::seekdir=std::ios_base::beg) override -  +void seek (int64_t off, std::ios_base::seekdir way=std::ios_base::beg) override +  void read (char *data, size_t n) override   void read (char *data, size_t n, size_t offset) override @@ -149,7 +163,7 @@ Public Member Functions -inlineexplicit +inlineexplicit
    @@ -174,7 +188,7 @@ Public Member Functions -inlineoverride +inlineoverride
    @@ -200,7 +214,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -227,7 +241,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -254,7 +268,7 @@ Public Member Functions -inlineoverridevirtual +inlineoverridevirtual
    @@ -285,7 +299,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -321,7 +335,7 @@ Public Member Functions -overridevirtual +overridevirtual
    @@ -330,8 +344,8 @@ Public Member Functions
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    ◆ seek()

    + +

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    @@ -342,17 +356,17 @@ Public Member Functions void mlx::core::io::ParallelFileReader::seek ( - int64_t , + int64_t off, - std::ios_base::seekdir = std::ios_base::beg ) + std::ios_base::seekdir way = std::ios_base::beg ) -inlineoverridevirtual +inlineoverridevirtual
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    @@ -392,10 +406,13 @@ Public Member Functions
  • mlx/io/load.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1io_1_1_parallel_file_reader.js b/docs/build/html/classmlx_1_1core_1_1io_1_1_parallel_file_reader.js new file mode 100644 index 000000000..c502a8409 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1io_1_1_parallel_file_reader.js @@ -0,0 +1,12 @@ +var classmlx_1_1core_1_1io_1_1_parallel_file_reader = +[ + [ "ParallelFileReader", "classmlx_1_1core_1_1io_1_1_parallel_file_reader.html#a6cdb4547408f8cbca9e2ddd82514e697", null ], + [ "~ParallelFileReader", "classmlx_1_1core_1_1io_1_1_parallel_file_reader.html#ae9e3fc1cc3e827dae4d3d107f6780817", null ], + [ "good", "classmlx_1_1core_1_1io_1_1_parallel_file_reader.html#ac54a2c693acc3d9e6e942412148ffcc9", null ], + [ "is_open", "classmlx_1_1core_1_1io_1_1_parallel_file_reader.html#a653009adbcbce8248bc666df502fdbde", null ], + [ "label", "classmlx_1_1core_1_1io_1_1_parallel_file_reader.html#a361d3b34bc493825c893cce256da46c8", null ], + [ "read", "classmlx_1_1core_1_1io_1_1_parallel_file_reader.html#a6691826fc8d28f83792bfa2f92660a3b", null ], + [ "read", "classmlx_1_1core_1_1io_1_1_parallel_file_reader.html#a2b83b4576f1942db869171cccbf607df", null ], + [ "seek", "classmlx_1_1core_1_1io_1_1_parallel_file_reader.html#a4434ee18ff8bbf1b4fce670a337b535f", null ], + [ "tell", "classmlx_1_1core_1_1io_1_1_parallel_file_reader.html#a2e92131428f0ffa98fff781b8c35d9e5", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1io_1_1_reader-members.html b/docs/build/html/classmlx_1_1core_1_1io_1_1_reader-members.html index 5d59ccc9c..f0eb4360f 100644 --- a/docs/build/html/classmlx_1_1core_1_1io_1_1_reader-members.html +++ b/docs/build/html/classmlx_1_1core_1_1io_1_1_reader-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
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    mlx::core::io::Reader Member List
    @@ -103,10 +117,12 @@ $(function(){ initResizable(false); }); tell()=0mlx::core::io::Readerpure virtual ~Reader()=defaultmlx::core::io::Readervirtual
    - -
    -Generated by doxygen 1.12.0 -
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    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | List of all members
    -
    mlx::core::io::Reader Class Referenceabstract
    +
    mlx::core::io::Reader Class Referenceabstract
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    @@ -291,7 +305,7 @@ Public Member Functions -pure virtual +pure virtual
    @@ -322,12 +336,12 @@ Public Member Functions -pure virtual +pure virtual
    -

    Implemented in mlx::core::io::ParallelFileReader.

    +

    Implemented in mlx::core::io::ParallelFileReader.

    @@ -349,7 +363,7 @@ Public Member Functions -pure virtual +pure virtual
    @@ -362,10 +376,13 @@ Public Member Functions
  • mlx/io/load.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1io_1_1_reader.js b/docs/build/html/classmlx_1_1core_1_1io_1_1_reader.js new file mode 100644 index 000000000..fb099dc21 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1io_1_1_reader.js @@ -0,0 +1,11 @@ +var classmlx_1_1core_1_1io_1_1_reader = +[ + [ "~Reader", "classmlx_1_1core_1_1io_1_1_reader.html#a81cd4747d81311c87dc6753f2d0d8b16", null ], + [ "good", "classmlx_1_1core_1_1io_1_1_reader.html#a005d0b52c1f34866f7412b7f41dabec3", null ], + [ "is_open", "classmlx_1_1core_1_1io_1_1_reader.html#a780f504058bd9c80cb3d105046a9f985", null ], + [ "label", "classmlx_1_1core_1_1io_1_1_reader.html#a8c244daf52fd5ebb9a2c7e5f4ae793cd", null ], + [ "read", "classmlx_1_1core_1_1io_1_1_reader.html#ad8d74e2c62b579511089faa4cc6f50a1", null ], + [ "read", "classmlx_1_1core_1_1io_1_1_reader.html#a3e82cc31bd2a8594f19dc9858dca3efc", null ], + [ "seek", "classmlx_1_1core_1_1io_1_1_reader.html#acea55078bd39ccaa27a9a36f17a39cd1", null ], + [ "tell", "classmlx_1_1core_1_1io_1_1_reader.html#a27697ccc1ce45da0233db3bd4f298aed", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1io_1_1_writer-members.html b/docs/build/html/classmlx_1_1core_1_1io_1_1_writer-members.html index d186945bf..937fb56e1 100644 --- a/docs/build/html/classmlx_1_1core_1_1io_1_1_writer-members.html +++ b/docs/build/html/classmlx_1_1core_1_1io_1_1_writer-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    +
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    + - + - - + +
    + +
    +
    +
    - - +
    - -
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    mlx::core::io::Writer Member List
    @@ -102,10 +116,12 @@ $(function(){ initResizable(false); }); write(const char *data, size_t n)=0mlx::core::io::Writerpure virtual ~Writer()=defaultmlx::core::io::Writervirtual
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1io_1_1_writer.html b/docs/build/html/classmlx_1_1core_1_1io_1_1_writer.html index 086f755fa..bdd24c680 100644 --- a/docs/build/html/classmlx_1_1core_1_1io_1_1_writer.html +++ b/docs/build/html/classmlx_1_1core_1_1io_1_1_writer.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::io::Writer Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Public Member Functions | List of all members
    -
    mlx::core::io::Writer Class Referenceabstract
    +
    mlx::core::io::Writer Class Referenceabstract
    @@ -142,7 +156,7 @@ Public Member Functions -virtualdefault +virtualdefault
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    @@ -311,7 +325,7 @@ Public Member Functions -pure virtual +pure virtual
    @@ -324,10 +338,13 @@ Public Member Functions
  • mlx/io/load.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1io_1_1_writer.js b/docs/build/html/classmlx_1_1core_1_1io_1_1_writer.js new file mode 100644 index 000000000..033240da7 --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1io_1_1_writer.js @@ -0,0 +1,10 @@ +var classmlx_1_1core_1_1io_1_1_writer = +[ + [ "~Writer", "classmlx_1_1core_1_1io_1_1_writer.html#a0e42f93a64118e9f5ede54ffe1bda045", null ], + [ "good", "classmlx_1_1core_1_1io_1_1_writer.html#a0b050c2c27487007e250e2e19560ffe4", null ], + [ "is_open", "classmlx_1_1core_1_1io_1_1_writer.html#a85aa36bdb0dbfb8c5b6cfd955b03417a", null ], + [ "label", "classmlx_1_1core_1_1io_1_1_writer.html#a828125a9adcb7e90c8bcaba0fe47f854", null ], + [ "seek", "classmlx_1_1core_1_1io_1_1_writer.html#a9c1716dda53aa36faea9c8fb1a3e34d4", null ], + [ "tell", "classmlx_1_1core_1_1io_1_1_writer.html#a11ad80749894993232fbb5c70fd7b282", null ], + [ "write", "classmlx_1_1core_1_1io_1_1_writer.html#ad9515b7f007338674de1e124cf77e125", null ] +]; \ No newline at end of file diff --git a/docs/build/html/struct_cum_prod_3_01bool_01_4-members.html b/docs/build/html/classmlx_1_1core_1_1metal_1_1_buffer-members.html similarity index 50% rename from docs/build/html/struct_cum_prod_3_01bool_01_4-members.html rename to docs/build/html/classmlx_1_1core_1_1metal_1_1_buffer-members.html index 319948a6c..423570ac9 100644 --- a/docs/build/html/struct_cum_prod_3_01bool_01_4-members.html +++ b/docs/build/html/classmlx_1_1core_1_1metal_1_1_buffer-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    +
    - - +
    -
    -
    -
    CumProd< bool > Member List
    +
    mlx::core::metal::Buffer Member List
    -

    This is the complete list of members for CumProd< bool >, including all inherited members.

    +

    This is the complete list of members for mlx::core::metal::Buffer, including all inherited members.

    - - - - + + + +
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    ptr()mlx::core::metal::Bufferinline
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    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1metal_1_1_buffer.html b/docs/build/html/classmlx_1_1core_1_1metal_1_1_buffer.html new file mode 100644 index 000000000..082e893bc --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1metal_1_1_buffer.html @@ -0,0 +1,232 @@ + + + + + + + +MLX: mlx::core::metal::Buffer Class Reference + + + + + + + + + + + + + + + + +
    +
    + + + + + + + +
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    MLX +
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    + +   + + + + +
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    +Public Member Functions | +List of all members
    +
    mlx::core::metal::Buffer Class Reference
    +
    +
    + +

    #include <allocator.h>

    + + + + + + + + + + +

    +Public Member Functions

     Buffer (void *ptr)
     
    void * raw_ptr ()
     
    const void * ptr () const
     
    void * ptr ()
     
    +

    Constructor & Destructor Documentation

    + +

    ◆ Buffer()

    + +
    +
    + + + + + +
    + + + + + + + +
    mlx::core::allocator::Buffer::Buffer (void * ptr)
    +     		+inline
    +
    + +
    +
    +

    Member Function Documentation

    + +

    ◆ ptr() [1/2]

    + +
    +
    + + + + + +
    + + + + + + + +
    void * mlx::core::allocator::Buffer::ptr ()
    +     		+inline
    +
    + +
    +
    + +

    ◆ ptr() [2/2]

    + +
    +
    + + + + + +
    + + + + + + + +
    const void * mlx::core::allocator::Buffer::ptr () const
    +     		+inline
    +
    + +
    +
    + +

    ◆ raw_ptr()

    + +
    +
    + + + + + + + +
    void * mlx::core::allocator::Buffer::raw_ptr ()
    +
    + +
    +
    +
    The documentation for this class was generated from the following file: +
    +
    + + + + diff --git a/docs/build/html/classmlx_1_1core_1_1metal_1_1_buffer.js b/docs/build/html/classmlx_1_1core_1_1metal_1_1_buffer.js new file mode 100644 index 000000000..e5d07595d --- /dev/null +++ b/docs/build/html/classmlx_1_1core_1_1metal_1_1_buffer.js @@ -0,0 +1,7 @@ +var classmlx_1_1core_1_1metal_1_1_buffer = +[ + [ "Buffer", "classmlx_1_1core_1_1metal_1_1_buffer.html#ac4fc2cc6aa1368cfb74aff329d9a1300", null ], + [ "ptr", "classmlx_1_1core_1_1metal_1_1_buffer.html#acb15b2f057568828ea09635ed968b62a", null ], + [ "ptr", "classmlx_1_1core_1_1metal_1_1_buffer.html#a990643feac06961c5599aac098c17b94", null ], + [ "raw_ptr", "classmlx_1_1core_1_1metal_1_1_buffer.html#a2dfe63e0b4bffeb965cdc50ad4228dbc", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classmlx_1_1core_1_1metal_1_1_device-members.html b/docs/build/html/classmlx_1_1core_1_1metal_1_1_device-members.html index d7b6c9cbc..e17f86c85 100644 --- a/docs/build/html/classmlx_1_1core_1_1metal_1_1_device-members.html +++ b/docs/build/html/classmlx_1_1core_1_1metal_1_1_device-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    +
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    mlx::core::metal::Device Member List
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    -Generated by doxygen 1.12.0 -
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    MLX
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    -Generated by doxygen 1.12.0 -
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    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
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    mlx::core::metal::MetalAllocator Member List
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    -Generated by doxygen 1.12.0 -
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    + + diff --git a/docs/build/html/classmlx_1_1core_1_1metal_1_1_residency_set.html b/docs/build/html/classmlx_1_1core_1_1metal_1_1_residency_set.html index fdf729e36..8d3ba1e2a 100644 --- a/docs/build/html/classmlx_1_1core_1_1metal_1_1_residency_set.html +++ b/docs/build/html/classmlx_1_1core_1_1metal_1_1_residency_set.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::metal::ResidencySet Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    @@ -99,10 +113,12 @@ $(function(){ initResizable(false); }); next()mlx::core::random::KeySequence seed(uint64_t seed)mlx::core::random::KeySequence
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    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classmlx_1_1core_1_1random_1_1_key_sequence.html b/docs/build/html/classmlx_1_1core_1_1random_1_1_key_sequence.html index dd96ce6ed..e0f08be25 100644 --- a/docs/build/html/classmlx_1_1core_1_1random_1_1_key_sequence.html +++ b/docs/build/html/classmlx_1_1core_1_1random_1_1_key_sequence.html @@ -3,7 +3,7 @@ - + MLX: mlx::core::random::KeySequence Class Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    @@ -96,23 +110,26 @@ $(function(){ initResizable(false); }); - - - - - - - - - - - - + + + + + + + + + + + + +
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    wait_for_one()mlx::core::scheduler::Schedulerinline
    ~Scheduler()mlx::core::scheduler::Schedulerinline
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    -Generated by doxygen 1.12.0 -
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    @@ -272,7 +288,32 @@ template<typename F >
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    -inline +inline + + +
    + +
    +
    + +

    ◆ get_stream()

    + +
    +
    + + + +
    + + + + + + + +
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    -Generated by doxygen 1.12.0 -
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    +
    +
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    -Generated by doxygen 1.12.0 -
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    • - -
    -Generated by doxygen 1.12.0 -
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  • mlx/3rdparty/pocketfft.h
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  • mlx/3rdparty/pocketfft.h
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    -Generated by doxygen 1.12.0 -
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    @@ -214,10 +228,13 @@ Public Member Functions
  • mlx/3rdparty/pocketfft.h
    • - -
    -Generated by doxygen 1.12.0 -
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    @@ -164,10 +178,13 @@ template<typename T >
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    -Generated by doxygen 1.12.0 -
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    MLX
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    +template<typename T>
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    +template<typename T>
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    @@ -192,10 +206,13 @@ template<typename T >
  • mlx/3rdparty/pocketfft.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1concurrent__queue.js b/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1concurrent__queue.js new file mode 100644 index 000000000..49971dd6b --- /dev/null +++ b/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1concurrent__queue.js @@ -0,0 +1,6 @@ +var classpocketfft_1_1detail_1_1threading_1_1concurrent__queue = +[ + [ "empty", "classpocketfft_1_1detail_1_1threading_1_1concurrent__queue.html#a1269e5da40c3f5145c895cee3641879a", null ], + [ "push", "classpocketfft_1_1detail_1_1threading_1_1concurrent__queue.html#ae8ebd6bc1b4d18e75bd046005e7dde7b", null ], + [ "try_pop", "classpocketfft_1_1detail_1_1threading_1_1concurrent__queue.html#aa3807d46a126d229f9054c779105ea43", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1latch-members.html b/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1latch-members.html index e1f3ac810..32a37c31f 100644 --- a/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1latch-members.html +++ b/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1latch-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    +
    - + - - + +
    + +
    +
    +
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    pocketfft::detail::threading::latch Member List
    @@ -99,10 +113,12 @@ $(function(){ initResizable(false); }); latch(size_t n)pocketfft::detail::threading::latchinline wait()pocketfft::detail::threading::latchinline
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    Public Member Functions | @@ -127,7 +141,7 @@ Public Member Functions -inline +inline
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    @@ -214,10 +228,13 @@ Public Member Functions
  • mlx/3rdparty/pocketfft.h
    • - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1latch.js b/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1latch.js new file mode 100644 index 000000000..691be2987 --- /dev/null +++ b/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1latch.js @@ -0,0 +1,7 @@ +var classpocketfft_1_1detail_1_1threading_1_1latch = +[ + [ "latch", "classpocketfft_1_1detail_1_1threading_1_1latch.html#a9260c871bb927525f7f53caa23a19c15", null ], + [ "count_down", "classpocketfft_1_1detail_1_1threading_1_1latch.html#a81d6597189b40410e35f3cd653fd1342", null ], + [ "is_ready", "classpocketfft_1_1detail_1_1threading_1_1latch.html#ab41ecc5adb6187aa2682ca190fd920f3", null ], + [ "wait", "classpocketfft_1_1detail_1_1threading_1_1latch.html#af503189cc9247047fbdfc3ebf1daacc1", null ] +]; \ No newline at end of file diff --git a/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1thread__pool-members.html b/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1thread__pool-members.html index 0f23ed5de..bd6b41808 100644 --- a/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1thread__pool-members.html +++ b/docs/build/html/classpocketfft_1_1detail_1_1threading_1_1thread__pool-members.html @@ -3,7 +3,7 @@ - + MLX: Member List @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    +
    - + - - + +
    + +
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    pocketfft::detail::threading::thread_pool Member List
    @@ -101,10 +115,12 @@ $(function(){ initResizable(false); }); thread_pool()pocketfft::detail::threading::thread_poolinline ~thread_pool()pocketfft::detail::threading::thread_poolinline
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  • mlx/3rdparty/pocketfft.h
    • - -
    -Generated by doxygen 1.12.0 -
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    10namespace {
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    12template <typename T>
    -
    13void arange(T start, T next, array& out, size_t size) {
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    13void arange(T start, T next, array& out, size_t size) {
    14 auto ptr = out.data<T>();
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    15 auto step_size = next - start;
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    15 auto step_size = next - start;
    16 for (int i = 0; i < size; ++i) {
    17 ptr[i] = start;
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    74} // namespace mlx::core
    -
    next
    BufferHolder * next
    Definition allocator.h:38
    -
    mlx::core::array
    Definition array.h:23
    -
    mlx::core::array::nbytes
    size_t nbytes() const
    The number of bytes in the array.
    Definition array.h:92
    -
    mlx::core::array::size
    size_t size() const
    The number of elements in the array.
    Definition array.h:87
    -
    mlx::core::array::dtype
    Dtype dtype() const
    Get the arrays data type.
    Definition array.h:130
    +
    mlx::core::array
    Definition array.h:24
    +
    mlx::core::array::nbytes
    size_t nbytes() const
    The number of bytes in the array.
    Definition array.h:93
    +
    mlx::core::array::size
    size_t size() const
    The number of elements in the array.
    Definition array.h:88
    +
    mlx::core::array::dtype
    Dtype dtype() const
    Get the arrays data type.
    Definition array.h:131
    mlx::core::array::set_data
    void set_data(allocator::Buffer buffer, Deleter d=allocator::free)
    mlx::core::allocator::malloc_or_wait
    Buffer malloc_or_wait(size_t size)
    mlx::core
    Definition allocator.h:7
    @@ -192,10 +205,13 @@ $(function(){ initResizable(false); });
    mlx::core::uint32
    constexpr Dtype uint32
    Definition dtype.h:71
    mlx::core::complex64
    constexpr Dtype complex64
    Definition dtype.h:82
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2binary_8h.html b/docs/build/html/common_2binary_8h.html index d75e0b69d..ad12dba9e 100644 --- a/docs/build/html/common_2binary_8h.html +++ b/docs/build/html/common_2binary_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/binary.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Namespaces
    @@ -107,26 +121,14 @@ Namespaces namespace  mlx::core   -

    Variable Documentation

    - -

    ◆ op

    - -
    -
    - - - - -
    Op op
    -
    - -
    -
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2binary_8h_source.html b/docs/build/html/common_2binary_8h_source.html index 8fd1b2c8b..8d1fa3323 100644 --- a/docs/build/html/common_2binary_8h_source.html +++ b/docs/build/html/common_2binary_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/binary.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    binary.h
    @@ -109,10 +123,10 @@ $(function(){ initResizable(false); });
    16 ScalarVector,
    17 VectorScalar,
    18 VectorVector,
    -
    19 General,
    +
    19 General,
    20};
    21
    -
    22BinaryOpType get_binary_op_type(const array& a, const array& b) {
    +
    22BinaryOpType get_binary_op_type(const array& a, const array& b) {
    23 BinaryOpType bopt;
    24 if (a.data_size() == 1 && b.data_size() == 1) {
    25 bopt = BinaryOpType::ScalarScalar;
    @@ -121,8 +135,8 @@ $(function(){ initResizable(false); });
    28 } else if (b.data_size() == 1 && a.flags().contiguous) {
    29 bopt = BinaryOpType::VectorScalar;
    30 } else if (
    -
    31 a.flags().row_contiguous && b.flags().row_contiguous ||
    -
    32 a.flags().col_contiguous && b.flags().col_contiguous) {
    +
    31 (a.flags().row_contiguous && b.flags().row_contiguous) ||
    +
    32 (a.flags().col_contiguous && b.flags().col_contiguous)) {
    33 bopt = BinaryOpType::VectorVector;
    34 } else {
    35 bopt = BinaryOpType::General;
    @@ -131,9 +145,9 @@ $(function(){ initResizable(false); });
    38}
    39
    40void set_binary_op_output_data(
    -
    41 const array& a,
    -
    42 const array& b,
    -
    43 array& out,
    +
    41 const array& a,
    +
    42 const array& b,
    +
    43 array& out,
    44 BinaryOpType bopt,
    45 bool donate_with_move = false) {
    46 bool b_donatable = is_donatable(b, out);
    @@ -219,15 +233,15 @@ $(function(){ initResizable(false); });
    126
    127template <typename T, typename U, typename Op>
    128struct DefaultVectorScalar {
    -
    129 Op op;
    +
    129 Op op;
    130
    -
    131 DefaultVectorScalar(Op op_) : op(op_) {}
    +
    131 DefaultVectorScalar(Op op_) : op(op_) {}
    132
    133 void operator()(const T* a, const T* b, U* dst, int size) {
    134 T scalar = *b;
    135 while (size-- > 0) {
    -
    136 *dst = op(*a, scalar);
    -
    137 dst++;
    +
    136 *dst = op(*a, scalar);
    +
    137 dst++;
    138 a++;
    139 }
    140 }
    @@ -235,15 +249,15 @@ $(function(){ initResizable(false); });
    142
    143template <typename T, typename U, typename Op>
    144struct DefaultScalarVector {
    -
    145 Op op;
    +
    145 Op op;
    146
    -
    147 DefaultScalarVector(Op op_) : op(op_) {}
    +
    147 DefaultScalarVector(Op op_) : op(op_) {}
    148
    149 void operator()(const T* a, const T* b, U* dst, int size) {
    150 T scalar = *a;
    151 while (size-- > 0) {
    -
    152 *dst = op(scalar, *b);
    -
    153 dst++;
    +
    152 *dst = op(scalar, *b);
    +
    153 dst++;
    154 b++;
    155 }
    156 }
    @@ -251,14 +265,14 @@ $(function(){ initResizable(false); });
    158
    159template <typename T, typename U, typename Op>
    160struct DefaultVectorVector {
    -
    161 Op op;
    +
    161 Op op;
    162
    -
    163 DefaultVectorVector(Op op_) : op(op_) {}
    +
    163 DefaultVectorVector(Op op_) : op(op_) {}
    164
    165 void operator()(const T* a, const T* b, U* dst, int size) {
    166 while (size-- > 0) {
    -
    167 *dst = op(*a, *b);
    -
    168 dst++;
    +
    167 *dst = op(*a, *b);
    +
    168 dst++;
    169 a++;
    170 b++;
    171 }
    @@ -270,11 +284,11 @@ $(function(){ initResizable(false); });
    177 const T* a,
    178 const T* b,
    179 U* out,
    -
    180 Op op,
    -
    181 const std::vector<int>& shape,
    -
    182 const std::vector<size_t>& a_strides,
    -
    183 const std::vector<size_t>& b_strides,
    -
    184 const std::vector<size_t>& out_strides,
    +
    180 Op op,
    +
    181 const Shape& shape,
    +
    182 const Strides& a_strides,
    +
    183 const Strides& b_strides,
    +
    184 const Strides& out_strides,
    185 int axis) {
    186 auto stride_a = a_strides[axis];
    187 auto stride_b = b_strides[axis];
    @@ -284,12 +298,12 @@ $(function(){ initResizable(false); });
    191 for (int i = 0; i < N; i++) {
    192 if constexpr (D > 1) {
    193 binary_op_dims<T, U, Op, D - 1, Strided>(
    -
    194 a, b, out, op, shape, a_strides, b_strides, out_strides, axis + 1);
    +
    194 a, b, out, op, shape, a_strides, b_strides, out_strides, axis + 1);
    195 } else {
    196 if constexpr (Strided) {
    -
    197 op(a, b, out, stride_out);
    +
    197 op(a, b, out, stride_out);
    198 } else {
    -
    199 *out = op(*a, *b);
    +
    199 *out = op(*a, *b);
    200 }
    201 }
    202 out += stride_out;
    @@ -300,15 +314,15 @@ $(function(){ initResizable(false); });
    207
    208template <typename T, typename U, bool Strided, typename Op>
    209void binary_op_dispatch_dims(
    -
    210 const array& a,
    -
    211 const array& b,
    -
    212 array& out,
    -
    213 Op op,
    +
    210 const array& a,
    +
    211 const array& b,
    +
    212 array& out,
    +
    213 Op op,
    214 int dim,
    -
    215 const std::vector<int>& shape,
    -
    216 const std::vector<size_t>& a_strides,
    -
    217 const std::vector<size_t>& b_strides,
    -
    218 const std::vector<size_t>& out_strides) {
    +
    215 const Shape& shape,
    +
    216 const Strides& a_strides,
    +
    217 const Strides& b_strides,
    +
    218 const Strides& out_strides) {
    219 const T* a_ptr = a.data<T>();
    220 const T* b_ptr = b.data<T>();
    221 U* out_ptr = out.data<U>();
    @@ -318,7 +332,7 @@ $(function(){ initResizable(false); });
    225 a_ptr,
    226 b_ptr,
    227 out_ptr,
    -
    228 op,
    +
    228 op,
    229 shape,
    230 a_strides,
    231 b_strides,
    @@ -330,7 +344,7 @@ $(function(){ initResizable(false); });
    237 a_ptr,
    238 b_ptr,
    239 out_ptr,
    -
    240 op,
    +
    240 op,
    241 shape,
    242 a_strides,
    243 b_strides,
    @@ -342,7 +356,7 @@ $(function(){ initResizable(false); });
    249 a_ptr,
    250 b_ptr,
    251 out_ptr,
    -
    252 op,
    +
    252 op,
    253 shape,
    254 a_strides,
    255 b_strides,
    @@ -351,15 +365,15 @@ $(function(){ initResizable(false); });
    258 return;
    259 }
    260
    -
    261 ContiguousIterator<size_t> a_it(shape, a_strides, dim - 3);
    -
    262 ContiguousIterator<size_t> b_it(shape, b_strides, dim - 3);
    -
    263 size_t stride = out_strides[dim - 4];
    -
    264 for (size_t elem = 0; elem < a.size(); elem += stride) {
    +
    261 ContiguousIterator a_it(shape, a_strides, dim - 3);
    +
    262 ContiguousIterator b_it(shape, b_strides, dim - 3);
    +
    263 auto stride = out_strides[dim - 4];
    +
    264 for (int64_t elem = 0; elem < a.size(); elem += stride) {
    265 binary_op_dims<T, U, Op, 3, Strided>(
    266 a_ptr + a_it.loc,
    267 b_ptr + b_it.loc,
    268 out_ptr + elem,
    -
    269 op,
    +
    269 op,
    270 shape,
    271 a_strides,
    272 b_strides,
    @@ -378,10 +392,10 @@ $(function(){ initResizable(false); });
    285 typename OpVS,
    286 typename OpVV>
    287void binary_op(
    -
    288 const array& a,
    -
    289 const array& b,
    -
    290 array& out,
    -
    291 Op op,
    +
    288 const array& a,
    +
    289 const array& b,
    +
    290 array& out,
    +
    291 Op op,
    292 OpSV opsv,
    293 OpVS opvs,
    294 OpVV opvv) {
    @@ -390,7 +404,7 @@ $(function(){ initResizable(false); });
    297
    298 // The full computation is scalar scalar so call the base op once
    299 if (bopt == BinaryOpType::ScalarScalar) {
    -
    300 *(out.data<U>()) = op(*a.data<T>(), *b.data<T>());
    +
    300 *(out.data<U>()) = op(*a.data<T>(), *b.data<T>());
    301 return;
    302 }
    303
    @@ -413,14 +427,14 @@ $(function(){ initResizable(false); });
    320 }
    321
    322 // General computation so let's try to optimize
    -
    323 auto [new_shape, new_strides] = collapse_contiguous_dims(
    +
    323 auto [new_shape, new_strides] = collapse_contiguous_dims(
    324 a.shape(), {a.strides(), b.strides(), out.strides()});
    325 const auto& a_strides = new_strides[0];
    326 const auto& b_strides = new_strides[1];
    327 const auto& strides = new_strides[2];
    328
    329 // Get the left-most dim such that the array is row contiguous after
    -
    330 auto leftmost_rc_dim = [&strides](const std::vector<size_t>& arr_strides) {
    +
    330 auto leftmost_rc_dim = [&strides](const auto& arr_strides) {
    331 int d = arr_strides.size() - 1;
    332 for (; d >= 0 && arr_strides[d] == strides[d]; d--) {
    333 }
    @@ -430,7 +444,7 @@ $(function(){ initResizable(false); });
    337 auto b_rc_dim = leftmost_rc_dim(b_strides);
    338
    339 // Get the left-most dim such that the array is a broadcasted "scalar" after
    -
    340 auto leftmost_s_dim = [](const std::vector<size_t>& arr_strides) {
    +
    340 auto leftmost_s_dim = [](const auto& arr_strides) {
    341 int d = arr_strides.size() - 1;
    342 for (; d >= 0 && arr_strides[d] == 0; d--) {
    343 }
    @@ -481,17 +495,17 @@ $(function(){ initResizable(false); });
    388 break;
    389 default:
    390 binary_op_dispatch_dims<T, U, false>(
    -
    391 a, b, out, op, dim, new_shape, a_strides, b_strides, strides);
    +
    391 a, b, out, op, dim, new_shape, a_strides, b_strides, strides);
    392 break;
    393 }
    394}
    395
    396template <typename T, typename Op, typename OpSV, typename OpVS, typename OpVV>
    397void binary_op(
    -
    398 const array& a,
    -
    399 const array& b,
    -
    400 array& out,
    -
    401 Op op,
    +
    398 const array& a,
    +
    399 const array& b,
    +
    400 array& out,
    +
    401 Op op,
    402 OpSV opsv,
    403 OpVS opvs,
    404 OpVV opvv) {
    @@ -506,19 +520,19 @@ $(function(){ initResizable(false); });
    413 a,
    414 b,
    415 out,
    -
    416 op,
    -
    417 DefaultScalarVector<T, T, Op>(op),
    -
    418 DefaultVectorScalar<T, T, Op>(op),
    -
    419 DefaultVectorVector<T, T, Op>(op));
    +
    416 op,
    +
    417 DefaultScalarVector<T, T, Op>(op),
    +
    418 DefaultVectorScalar<T, T, Op>(op),
    +
    419 DefaultVectorVector<T, T, Op>(op));
    420 } else {
    421 // opsv and opvs were UseDefaultBinaryOp
    422 binary_op<T, T>(
    423 a,
    424 b,
    425 out,
    -
    426 op,
    -
    427 DefaultScalarVector<T, T, Op>(op),
    -
    428 DefaultVectorScalar<T, T, Op>(op),
    +
    426 op,
    +
    427 DefaultScalarVector<T, T, Op>(op),
    +
    428 DefaultVectorScalar<T, T, Op>(op),
    429 opvv);
    430 }
    431 } else if constexpr (std::is_same<decltype(opvv), UseDefaultBinaryOp>::
    @@ -528,14 +542,14 @@ $(function(){ initResizable(false); });
    435 a,
    436 b,
    437 out,
    -
    438 op,
    -
    439 DefaultScalarVector<T, T, Op>(op),
    +
    438 op,
    +
    439 DefaultScalarVector<T, T, Op>(op),
    440 opvs,
    -
    441 DefaultVectorVector<T, T, Op>(op));
    +
    441 DefaultVectorVector<T, T, Op>(op));
    442 } else {
    443 // opsv was UseDefaultBinaryOp
    444 binary_op<T, T>(
    -
    445 a, b, out, op, DefaultScalarVector<T, T, Op>(op), opvs, opvv);
    +
    445 a, b, out, op, DefaultScalarVector<T, T, Op>(op), opvs, opvv);
    446 }
    447 } else if constexpr (std::is_same<decltype(opvs), UseDefaultBinaryOp>::
    448 value) {
    @@ -545,36 +559,36 @@ $(function(){ initResizable(false); });
    452 a,
    453 b,
    454 out,
    -
    455 op,
    +
    455 op,
    456 opsv,
    -
    457 DefaultVectorScalar<T, T, Op>(op),
    -
    458 DefaultVectorVector<T, T, Op>(op));
    +
    457 DefaultVectorScalar<T, T, Op>(op),
    +
    458 DefaultVectorVector<T, T, Op>(op));
    459 } else {
    460 // opvs was UseDefaultBinaryOp
    461 binary_op<T, T>(
    -
    462 a, b, out, op, opsv, DefaultVectorScalar<T, T, Op>(op), opvv);
    +
    462 a, b, out, op, opsv, DefaultVectorScalar<T, T, Op>(op), opvv);
    463 }
    464 } else if constexpr (std::is_same<decltype(opvv), UseDefaultBinaryOp>::
    465 value) {
    466 // opvv was UseDefaultBinaryOp
    467 binary_op<T, T>(
    -
    468 a, b, out, op, opsv, opvs, DefaultVectorVector<T, T, Op>(op));
    +
    468 a, b, out, op, opsv, opvs, DefaultVectorVector<T, T, Op>(op));
    469 } else {
    470 // All ops provided
    -
    471 binary_op<T, T>(a, b, out, op, opsv, opvs, opvv);
    +
    471 binary_op<T, T>(a, b, out, op, opsv, opvs, opvv);
    472 }
    473}
    474
    475template <typename T, typename Op>
    -
    476void binary_op(const array& a, const array& b, array& out, Op op) {
    -
    477 DefaultScalarVector<T, T, Op> opsv(op);
    -
    478 DefaultVectorScalar<T, T, Op> opvs(op);
    -
    479 DefaultVectorVector<T, T, Op> opvv(op);
    -
    480 binary_op<T, T>(a, b, out, op, opsv, opvs, opvv);
    +
    476void binary_op(const array& a, const array& b, array& out, Op op) {
    +
    477 DefaultScalarVector<T, T, Op> opsv(op);
    +
    478 DefaultVectorScalar<T, T, Op> opvs(op);
    +
    479 DefaultVectorVector<T, T, Op> opvv(op);
    +
    480 binary_op<T, T>(a, b, out, op, opsv, opvs, opvv);
    481}
    482
    483template <typename... Ops>
    -
    484void binary(const array& a, const array& b, array& out, Ops... ops) {
    +
    484void binary(const array& a, const array& b, array& out, Ops... ops) {
    485 switch (out.dtype()) {
    486 case bool_:
    487 binary_op<bool>(a, b, out, ops...);
    @@ -624,31 +638,37 @@ $(function(){ initResizable(false); }); -
    op
    Op op
    Definition binary.h:129
    +
    mlx::core::array
    Definition array.h:24
    mlx::core::allocator::malloc_or_wait
    Buffer malloc_or_wait(size_t size)
    mlx::core::metal::binary
    const char * binary()
    mlx::core
    Definition allocator.h:7
    mlx::core::bool_
    constexpr Dtype bool_
    Definition dtype.h:67
    mlx::core::uint64
    constexpr Dtype uint64
    Definition dtype.h:72
    mlx::core::uint16
    constexpr Dtype uint16
    Definition dtype.h:70
    -
    mlx::core::collapse_contiguous_dims
    std::tuple< std::vector< int >, std::vector< std::vector< int64_t > > > collapse_contiguous_dims(const std::vector< int > &shape, const std::vector< std::vector< int64_t > > &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())
    +
    mlx::core::collapse_contiguous_dims
    std::tuple< Shape, std::vector< Strides > > collapse_contiguous_dims(const Shape &shape, const std::vector< Strides > &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())
    mlx::core::bfloat16
    constexpr Dtype bfloat16
    Definition dtype.h:81
    mlx::core::int32
    constexpr Dtype int32
    Definition dtype.h:76
    mlx::core::float32
    constexpr Dtype float32
    Definition dtype.h:80
    +
    mlx::core::Shape
    std::vector< ShapeElem > Shape
    Definition array.h:21
    mlx::core::int16
    constexpr Dtype int16
    Definition dtype.h:75
    +
    mlx::core::Strides
    std::vector< int64_t > Strides
    Definition array.h:22
    mlx::core::int8
    constexpr Dtype int8
    Definition dtype.h:74
    mlx::core::int64
    constexpr Dtype int64
    Definition dtype.h:77
    mlx::core::uint8
    constexpr Dtype uint8
    Definition dtype.h:69
    -
    mlx::core::float16
    constexpr Dtype float16
    Definition dtype.h:79
    mlx::core::uint32
    constexpr Dtype uint32
    Definition dtype.h:71
    -
    mlx::core::is_donatable
    bool is_donatable(const array &in, const array &out)
    Definition utils.h:174
    +
    mlx::core::is_donatable
    bool is_donatable(const array &in, const array &out)
    Definition utils.h:155
    mlx::core::complex64
    constexpr Dtype complex64
    Definition dtype.h:82
    +
    pocketfft::detail::dst
    void dst(const shape_t &shape, const stride_t &stride_in, const stride_t &stride_out, const shape_t &axes, int type, const T *data_in, T *data_out, T fct, bool ortho, size_t nthreads=1)
    Definition pocketfft.h:3416
    +
    mlx::core::ContiguousIterator
    Definition utils.h:73
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2binary__two_8h.html b/docs/build/html/common_2binary__two_8h.html index 42507a021..cf4c65523 100644 --- a/docs/build/html/common_2binary__two_8h.html +++ b/docs/build/html/common_2binary__two_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/binary_two.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Namespaces
    @@ -106,10 +120,13 @@ Namespaces  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2binary__two_8h_source.html b/docs/build/html/common_2binary__two_8h_source.html index fed59cf69..e8bd059ef 100644 --- a/docs/build/html/common_2binary__two_8h_source.html +++ b/docs/build/html/common_2binary__two_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/binary_two.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    binary_two.h
    @@ -108,11 +122,11 @@ $(function(){ initResizable(false); });
    15 const T* b,
    16 U* out_a,
    17 U* out_b,
    -
    18 Op op,
    -
    19 const std::vector<int>& shape,
    -
    20 const std::vector<size_t>& a_strides,
    -
    21 const std::vector<size_t>& b_strides,
    -
    22 const std::vector<size_t>& out_strides,
    +
    18 Op op,
    +
    19 const Shape& shape,
    +
    20 const Strides& a_strides,
    +
    21 const Strides& b_strides,
    +
    22 const Strides& out_strides,
    23 int axis) {
    24 auto stride_a = a_strides[axis];
    25 auto stride_b = b_strides[axis];
    @@ -126,14 +140,14 @@ $(function(){ initResizable(false); });
    33 b,
    34 out_a,
    35 out_b,
    -
    36 op,
    +
    36 op,
    37 shape,
    38 a_strides,
    39 b_strides,
    40 out_strides,
    41 axis + 1);
    42 } else {
    -
    43 std::tie(*out_a, *out_b) = op(*a, *b);
    +
    43 std::tie(*out_a, *out_b) = op(*a, *b);
    44 }
    45 a += stride_a;
    46 b += stride_b;
    @@ -144,12 +158,12 @@ $(function(){ initResizable(false); });
    51
    52template <typename T, typename U, typename Op>
    53void binary_op_dispatch_dims(
    -
    54 const array& a,
    -
    55 const array& b,
    -
    56 array& out_a,
    -
    57 array& out_b,
    -
    58 Op op) {
    -
    59 auto [shape, strides] = collapse_contiguous_dims(
    +
    54 const array& a,
    +
    55 const array& b,
    +
    56 array& out_a,
    +
    57 array& out_b,
    +
    58 Op op) {
    +
    59 auto [shape, strides] = collapse_contiguous_dims(
    60 a.shape(), {a.strides(), b.strides(), out_a.strides()});
    61 const auto& a_strides = strides[0];
    62 const auto& b_strides = strides[1];
    @@ -167,7 +181,7 @@ $(function(){ initResizable(false); });
    74 b_ptr,
    75 out_a_ptr,
    76 out_b_ptr,
    -
    77 op,
    +
    77 op,
    78 shape,
    79 a_strides,
    80 b_strides,
    @@ -180,7 +194,7 @@ $(function(){ initResizable(false); });
    87 b_ptr,
    88 out_a_ptr,
    89 out_b_ptr,
    -
    90 op,
    +
    90 op,
    91 shape,
    92 a_strides,
    93 b_strides,
    @@ -189,16 +203,16 @@ $(function(){ initResizable(false); });
    96 return;
    97 }
    98
    -
    99 ContiguousIterator<size_t> a_it(shape, a_strides, ndim - 2);
    -
    100 ContiguousIterator<size_t> b_it(shape, b_strides, ndim - 2);
    -
    101 size_t stride = out_strides[ndim - 3];
    +
    99 ContiguousIterator a_it(shape, a_strides, ndim - 2);
    +
    100 ContiguousIterator b_it(shape, b_strides, ndim - 2);
    +
    101 auto stride = out_strides[ndim - 3];
    102 for (size_t elem = 0; elem < a.size(); elem += stride) {
    103 binary_op_dims<T, U, Op, 2>(
    104 a_ptr + a_it.loc,
    105 b_ptr + b_it.loc,
    106 out_a_ptr + elem,
    107 out_b_ptr + elem,
    -
    108 op,
    +
    108 op,
    109 shape,
    110 a_strides,
    111 b_strides,
    @@ -211,10 +225,10 @@ $(function(){ initResizable(false); });
    118
    119template <typename T, typename U = T, typename Op>
    120void binary_op(
    -
    121 const array& a,
    -
    122 const array& b,
    +
    121 const array& a,
    +
    122 const array& b,
    123 std::vector<array>& outputs,
    -
    124 Op op) {
    +
    124 Op op) {
    125 auto bopt = get_binary_op_type(a, b);
    126 auto& out_a = outputs[0];
    127 auto& out_b = outputs[1];
    @@ -223,7 +237,7 @@ $(function(){ initResizable(false); });
    130
    131 // The full computation is scalar scalar so call the base op once
    132 if (bopt == BinaryOpType::General) {
    -
    133 binary_op_dispatch_dims<T, U, Op>(a, b, out_a, out_b, op);
    +
    133 binary_op_dispatch_dims<T, U, Op>(a, b, out_a, out_b, op);
    134 return;
    135 }
    136
    @@ -232,24 +246,24 @@ $(function(){ initResizable(false); });
    139 auto out_a_ptr = out_a.data<U>();
    140 auto out_b_ptr = out_b.data<U>();
    141 if (bopt == BinaryOpType::ScalarScalar) {
    -
    142 std::tie(*out_a_ptr, *out_b_ptr) = op(*a_ptr, *b_ptr);
    +
    142 std::tie(*out_a_ptr, *out_b_ptr) = op(*a_ptr, *b_ptr);
    143 } else if (bopt == BinaryOpType::ScalarVector) {
    144 for (size_t i = 0; i < b.size(); ++i) {
    -
    145 std::tie(*out_a_ptr, *out_b_ptr) = op(*a_ptr, *b_ptr);
    +
    145 std::tie(*out_a_ptr, *out_b_ptr) = op(*a_ptr, *b_ptr);
    146 out_a_ptr++;
    147 out_b_ptr++;
    148 b_ptr++;
    149 }
    150 } else if (bopt == BinaryOpType::VectorScalar) {
    151 for (size_t i = 0; i < a.size(); ++i) {
    -
    152 std::tie(*out_a_ptr, *out_b_ptr) = op(*a_ptr, *b_ptr);
    +
    152 std::tie(*out_a_ptr, *out_b_ptr) = op(*a_ptr, *b_ptr);
    153 out_a_ptr++;
    154 out_b_ptr++;
    155 a_ptr++;
    156 }
    157 } else { // VectorVector
    158 for (size_t i = 0; i < a.size(); ++i) {
    -
    159 std::tie(*out_a_ptr, *out_b_ptr) = op(*a_ptr, *b_ptr);
    +
    159 std::tie(*out_a_ptr, *out_b_ptr) = op(*a_ptr, *b_ptr);
    160 out_a_ptr++;
    161 out_b_ptr++;
    162 a_ptr++;
    @@ -260,49 +274,49 @@ $(function(){ initResizable(false); });
    167
    168template <typename Op>
    169void binary(
    -
    170 const array& a,
    -
    171 const array& b,
    +
    170 const array& a,
    +
    171 const array& b,
    172 std::vector<array>& outputs,
    -
    173 Op op) {
    +
    173 Op op) {
    174 switch (outputs[0].dtype()) {
    175 case bool_:
    -
    176 binary_op<bool>(a, b, outputs, op);
    +
    176 binary_op<bool>(a, b, outputs, op);
    177 break;
    178 case uint8:
    -
    179 binary_op<uint8_t>(a, b, outputs, op);
    +
    179 binary_op<uint8_t>(a, b, outputs, op);
    180 break;
    181 case uint16:
    -
    182 binary_op<uint16_t>(a, b, outputs, op);
    +
    182 binary_op<uint16_t>(a, b, outputs, op);
    183 break;
    184 case uint32:
    -
    185 binary_op<uint32_t>(a, b, outputs, op);
    +
    185 binary_op<uint32_t>(a, b, outputs, op);
    186 break;
    187 case uint64:
    -
    188 binary_op<uint64_t>(a, b, outputs, op);
    +
    188 binary_op<uint64_t>(a, b, outputs, op);
    189 break;
    190 case int8:
    -
    191 binary_op<int8_t>(a, b, outputs, op);
    +
    191 binary_op<int8_t>(a, b, outputs, op);
    192 break;
    193 case int16:
    -
    194 binary_op<int16_t>(a, b, outputs, op);
    +
    194 binary_op<int16_t>(a, b, outputs, op);
    195 break;
    196 case int32:
    -
    197 binary_op<int32_t>(a, b, outputs, op);
    +
    197 binary_op<int32_t>(a, b, outputs, op);
    198 break;
    199 case int64:
    -
    200 binary_op<int64_t>(a, b, outputs, op);
    +
    200 binary_op<int64_t>(a, b, outputs, op);
    201 break;
    202 case float16:
    -
    203 binary_op<float16_t>(a, b, outputs, op);
    +
    203 binary_op<float16_t>(a, b, outputs, op);
    204 break;
    205 case float32:
    -
    206 binary_op<float>(a, b, outputs, op);
    +
    206 binary_op<float>(a, b, outputs, op);
    207 break;
    208 case bfloat16:
    -
    209 binary_op<bfloat16_t>(a, b, outputs, op);
    +
    209 binary_op<bfloat16_t>(a, b, outputs, op);
    210 break;
    211 case complex64:
    -
    212 binary_op<complex64_t>(a, b, outputs, op);
    +
    212 binary_op<complex64_t>(a, b, outputs, op);
    213 break;
    214 }
    215}
    @@ -311,29 +325,35 @@ $(function(){ initResizable(false); });
    218
    219} // namespace mlx::core
    +
    mlx::core::array
    Definition array.h:24
    -
    op
    Op op
    Definition binary.h:129
    mlx::core::metal::binary
    const char * binary()
    mlx::core
    Definition allocator.h:7
    mlx::core::bool_
    constexpr Dtype bool_
    Definition dtype.h:67
    mlx::core::uint64
    constexpr Dtype uint64
    Definition dtype.h:72
    mlx::core::uint16
    constexpr Dtype uint16
    Definition dtype.h:70
    -
    mlx::core::collapse_contiguous_dims
    std::tuple< std::vector< int >, std::vector< std::vector< int64_t > > > collapse_contiguous_dims(const std::vector< int > &shape, const std::vector< std::vector< int64_t > > &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())
    +
    mlx::core::collapse_contiguous_dims
    std::tuple< Shape, std::vector< Strides > > collapse_contiguous_dims(const Shape &shape, const std::vector< Strides > &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())
    mlx::core::bfloat16
    constexpr Dtype bfloat16
    Definition dtype.h:81
    mlx::core::int32
    constexpr Dtype int32
    Definition dtype.h:76
    mlx::core::float32
    constexpr Dtype float32
    Definition dtype.h:80
    +
    mlx::core::Shape
    std::vector< ShapeElem > Shape
    Definition array.h:21
    mlx::core::int16
    constexpr Dtype int16
    Definition dtype.h:75
    +
    mlx::core::Strides
    std::vector< int64_t > Strides
    Definition array.h:22
    mlx::core::int8
    constexpr Dtype int8
    Definition dtype.h:74
    mlx::core::int64
    constexpr Dtype int64
    Definition dtype.h:77
    mlx::core::uint8
    constexpr Dtype uint8
    Definition dtype.h:69
    mlx::core::float16
    constexpr Dtype float16
    Definition dtype.h:79
    mlx::core::uint32
    constexpr Dtype uint32
    Definition dtype.h:71
    mlx::core::complex64
    constexpr Dtype complex64
    Definition dtype.h:82
    +
    mlx::core::ContiguousIterator
    Definition utils.h:73
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2copy_8h.html b/docs/build/html/common_2copy_8h.html index bb95539c1..1b4b52af3 100644 --- a/docs/build/html/common_2copy_8h.html +++ b/docs/build/html/common_2copy_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/copy.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Namespaces | @@ -122,15 +136,17 @@ Functions   void mlx::core::copy_inplace (const array &src, array &dst, CopyType ctype)   -template<typename stride_t > -void mlx::core::copy_inplace (const array &src, array &dst, const std::vector< int > &data_shape, const std::vector< stride_t > &i_strides, const std::vector< stride_t > &o_strides, int64_t i_offset, int64_t o_offset, CopyType ctype) -  +void mlx::core::copy_inplace (const array &src, array &dst, const Shape &data_shape, const Strides &i_strides, const Strides &o_strides, int64_t i_offset, int64_t o_offset, CopyType ctype) + 
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2copy_8h.js b/docs/build/html/common_2copy_8h.js new file mode 100644 index 000000000..5ea6e8170 --- /dev/null +++ b/docs/build/html/common_2copy_8h.js @@ -0,0 +1,12 @@ +var common_2copy_8h = +[ + [ "mlx::core::CopyType", "namespacemlx_1_1core.html#abd84ff6c5245e4e170b2ef5247594337", [ + [ "mlx::core::CopyType::Scalar", "namespacemlx_1_1core.html#abd84ff6c5245e4e170b2ef5247594337af60357a8d17e45793298323f1b372a74", null ], + [ "mlx::core::CopyType::Vector", "namespacemlx_1_1core.html#abd84ff6c5245e4e170b2ef5247594337a57dea6f5039281b7fee517fc43bf3110", null ], + [ "mlx::core::CopyType::General", "namespacemlx_1_1core.html#abd84ff6c5245e4e170b2ef5247594337a0db377921f4ce762c62526131097968f", null ], + [ "mlx::core::CopyType::GeneralGeneral", "namespacemlx_1_1core.html#abd84ff6c5245e4e170b2ef5247594337a6fe62e8ce1fae1e70cb9eeaa67d29dab", null ] + ] ], + [ "mlx::core::copy", "namespacemlx_1_1core.html#a479648542a2bea151b947b18f0e79dd2", null ], + [ "mlx::core::copy_inplace", "namespacemlx_1_1core.html#ae85bafda5ab0b4b2289591260cf07685", null ], + [ "mlx::core::copy_inplace", "namespacemlx_1_1core.html#a98495894a796b2cc6d022e7a03432c64", null ] +]; \ No newline at end of file diff --git a/docs/build/html/common_2copy_8h_source.html b/docs/build/html/common_2copy_8h_source.html index f0c0bd54b..836a23927 100644 --- a/docs/build/html/common_2copy_8h_source.html +++ b/docs/build/html/common_2copy_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/copy.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    copy.h
    @@ -103,52 +117,56 @@ $(function(){ initResizable(false); });
    10enum class CopyType {
    11 // Copy a raw scalar input into the full contiguous output
    -
    12 Scalar,
    +
    12 Scalar,
    13
    14 // Copy the raw input buffer contiguously into a raw output buffer of the same
    15 // size
    -
    16 Vector,
    +
    16 Vector,
    17
    18 // Copy the full virtual input to the full contiguous output
    -
    19 General,
    +
    19 General,
    20
    21 // Copy the full virtual input to the full virtual output. We assume the
    22 // input and output have the same shape.
    -
    23 GeneralGeneral
    +
    23 GeneralGeneral
    24};
    25
    26void copy(const array& src, array& dst, CopyType ctype);
    27void copy_inplace(const array& src, array& dst, CopyType ctype);
    28
    -
    29template <typename stride_t>
    -
    30void copy_inplace(
    -
    31 const array& src,
    -
    32 array& dst,
    -
    33 const std::vector<int>& data_shape,
    -
    34 const std::vector<stride_t>& i_strides,
    -
    35 const std::vector<stride_t>& o_strides,
    -
    36 int64_t i_offset,
    -
    37 int64_t o_offset,
    -
    38 CopyType ctype);
    -
    39
    -
    40} // namespace mlx::core
    +
    29void copy_inplace(
    +
    30 const array& src,
    +
    31 array& dst,
    +
    32 const Shape& data_shape,
    +
    33 const Strides& i_strides,
    +
    34 const Strides& o_strides,
    +
    35 int64_t i_offset,
    +
    36 int64_t o_offset,
    +
    37 CopyType ctype);
    +
    38
    +
    39} // namespace mlx::core
    -
    mlx::core::array
    Definition array.h:23
    +
    mlx::core::array
    Definition array.h:24
    mlx::core
    Definition allocator.h:7
    mlx::core::copy
    void copy(const array &src, array &dst, CopyType ctype)
    +
    mlx::core::Shape
    std::vector< ShapeElem > Shape
    Definition array.h:21
    +
    mlx::core::Strides
    std::vector< int64_t > Strides
    Definition array.h:22
    mlx::core::copy_inplace
    void copy_inplace(const array &src, array &dst, CopyType ctype)
    mlx::core::CopyType
    CopyType
    Definition copy.h:10
    - - - - +
    mlx::core::CopyType::General
    @ General
    Definition copy.h:19
    +
    mlx::core::CopyType::Vector
    @ Vector
    Definition copy.h:16
    +
    mlx::core::CopyType::GeneralGeneral
    @ GeneralGeneral
    Definition copy.h:23
    +
    mlx::core::CopyType::Scalar
    @ Scalar
    Definition copy.h:12
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2hadamard_8h.html b/docs/build/html/common_2hadamard_8h.html index c518db3ad..8b7445609 100644 --- a/docs/build/html/common_2hadamard_8h.html +++ b/docs/build/html/common_2hadamard_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/hadamard.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Namespaces | @@ -124,10 +138,13 @@ Variables  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2hadamard_8h.js b/docs/build/html/common_2hadamard_8h.js new file mode 100644 index 000000000..9c19183aa --- /dev/null +++ b/docs/build/html/common_2hadamard_8h.js @@ -0,0 +1,8 @@ +var common_2hadamard_8h = +[ + [ "mlx::core::decompose_hadamard", "namespacemlx_1_1core.html#a3a8fe7ba84714dbb5fdc81e93a07abc8", null ], + [ "mlx::core::hadamard_matrices", "namespacemlx_1_1core.html#a50214cf406957fab27c8bef32046f030", null ], + [ "mlx::core::h12", "namespacemlx_1_1core.html#a4beeeec4413be7adcfb14feaa9cf0e2e", null ], + [ "mlx::core::h20", "namespacemlx_1_1core.html#a862c6b94fec384c34a699ced64d01404", null ], + [ "mlx::core::h28", "namespacemlx_1_1core.html#ac447ad59592dd06435adca7df37e33ad", null ] +]; \ No newline at end of file diff --git a/docs/build/html/common_2hadamard_8h_source.html b/docs/build/html/common_2hadamard_8h_source.html index cae220300..93892e51d 100644 --- a/docs/build/html/common_2hadamard_8h_source.html +++ b/docs/build/html/common_2hadamard_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/hadamard.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    hadamard.h
    @@ -206,13 +220,16 @@ $(function(){ initResizable(false); });
    mlx::core::hadamard_matrices
    const std::map< int, std::string_view > hadamard_matrices()
    Definition hadamard.h:81
    mlx::core::h20
    constexpr std::string_view h20
    Definition hadamard.h:27
    mlx::core::h28
    constexpr std::string_view h28
    Definition hadamard.h:50
    -
    mlx::core::is_power_of_2
    bool is_power_of_2(int n)
    Definition utils.h:110
    +
    mlx::core::is_power_of_2
    bool is_power_of_2(int n)
    Definition utils.h:104
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2reduce_8h.html b/docs/build/html/common_2reduce_8h.html index a50a6972f..eaa491756 100644 --- a/docs/build/html/common_2reduce_8h.html +++ b/docs/build/html/common_2reduce_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/reduce.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Classes | @@ -134,22 +148,25 @@ Enumerations Functions ReductionPlan mlx::core::get_reduction_plan (const array &x, const std::vector< int > &axes)   -void mlx::core::nd_loop (std::function< void(int)> callback, const std::vector< int > &shape, const std::vector< size_t > &strides) -  -std::pair< std::vector< int >, std::vector< size_t > > mlx::core::shapes_without_reduction_axes (const array &x, const std::vector< int > &axes) -  -template<typename T , typename U , typename OpS , typename OpC , typename Op > -void mlx::core::reduction_op (const array &x, array &out, const std::vector< int > &axes, U init, OpS ops, OpC opc, Op op) +void mlx::core::nd_loop (std::function< void(int)> callback, const Shape &shape, const Strides &strides) +  +std::pair< Shape, Strides > mlx::core::shapes_without_reduction_axes (const array &x, const std::vector< int > &axes) +  +template<typename T, typename U, typename OpS, typename OpC, typename Op> +void mlx::core::reduction_op (const array &x, array &out, const std::vector< int > &axes, U init, OpS ops, OpC opc, Op op)   -template<typename T , typename U , typename Op > -void mlx::core::reduction_op (const array &x, array &out, const std::vector< int > &axes, U init, Op op) +template<typename T, typename U, typename Op> +void mlx::core::reduction_op (const array &x, array &out, const std::vector< int > &axes, U init, Op op)  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2reduce_8h.js b/docs/build/html/common_2reduce_8h.js new file mode 100644 index 000000000..0648717b7 --- /dev/null +++ b/docs/build/html/common_2reduce_8h.js @@ -0,0 +1,19 @@ +var common_2reduce_8h = +[ + [ "mlx::core::ReductionPlan", "structmlx_1_1core_1_1_reduction_plan.html", "structmlx_1_1core_1_1_reduction_plan" ], + [ "mlx::core::DefaultStridedReduce< T, U, Op >", "structmlx_1_1core_1_1_default_strided_reduce.html", "structmlx_1_1core_1_1_default_strided_reduce" ], + [ "mlx::core::DefaultContiguousReduce< T, U, Op >", "structmlx_1_1core_1_1_default_contiguous_reduce.html", "structmlx_1_1core_1_1_default_contiguous_reduce" ], + [ "mlx::core::ReductionOpType", "namespacemlx_1_1core.html#a12412984a1cabfe1189942c898f8fe65", [ + [ "mlx::core::ContiguousAllReduce", "namespacemlx_1_1core.html#a12412984a1cabfe1189942c898f8fe65ae4e34c7154eb8dc47aa8503209730424", null ], + [ "mlx::core::ContiguousReduce", "namespacemlx_1_1core.html#a12412984a1cabfe1189942c898f8fe65ad2547f25dffe8d8936dbec25601cfc84", null ], + [ "mlx::core::ContiguousStridedReduce", "namespacemlx_1_1core.html#a12412984a1cabfe1189942c898f8fe65ab48dac7508a2c790de1bdc33f29177ed", null ], + [ "mlx::core::GeneralContiguousReduce", "namespacemlx_1_1core.html#a12412984a1cabfe1189942c898f8fe65a540cf31fe6858115a02e789938297cdb", null ], + [ "mlx::core::GeneralStridedReduce", "namespacemlx_1_1core.html#a12412984a1cabfe1189942c898f8fe65ad999b1a8ae1d7436efb5ffdfafb1dd3d", null ], + [ "mlx::core::GeneralReduce", "namespacemlx_1_1core.html#a12412984a1cabfe1189942c898f8fe65a3622f95ed0ec99657f9ad8ef39ec2184", null ] + ] ], + [ "mlx::core::get_reduction_plan", "namespacemlx_1_1core.html#ac97b5a6f009ca3d99854ce9512c20dba", null ], + [ "mlx::core::nd_loop", "namespacemlx_1_1core.html#adbe9ca762e3e6cea8286c4636347c4b5", null ], + [ "mlx::core::reduction_op", "namespacemlx_1_1core.html#a064d61b6ddc9e5d1e261a7e33de71083", null ], + [ "mlx::core::reduction_op", "namespacemlx_1_1core.html#aa08ffc1e8f2c58afb2d463496f827ef0", null ], + [ "mlx::core::shapes_without_reduction_axes", "namespacemlx_1_1core.html#a0bea91a360a984e72d2815353f97ee25", null ] +]; \ No newline at end of file diff --git a/docs/build/html/common_2reduce_8h_source.html b/docs/build/html/common_2reduce_8h_source.html index 4822fdf50..5d1c0b1b4 100644 --- a/docs/build/html/common_2reduce_8h_source.html +++ b/docs/build/html/common_2reduce_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/reduce.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    reduce.h
    @@ -127,237 +141,231 @@ $(function(){ initResizable(false); });
    33 // 0-stride axes or transpositions. We could copy the strides and produce a
    34 // transposed outcome or we can read the input out of order and write the
    35 // output in order.
    -
    36 GeneralReduce
    -
    37};
    +
    36 GeneralReduce
    +
    37};
    38
    -
    39struct ReductionPlan {
    +
    39struct ReductionPlan {
    40 ReductionOpType type;
    -
    41 std::vector<int> shape;
    -
    42 std::vector<size_t> strides;
    +
    41 Shape shape;
    +
    42 Strides strides;
    43
    -
    44 ReductionPlan(
    -
    45 ReductionOpType type_,
    -
    46 std::vector<int> shape_,
    -
    47 std::vector<size_t> strides_)
    -
    48 : type(type_), shape(std::move(shape_)), strides(std::move(strides_)) {}
    +
    44 ReductionPlan(ReductionOpType type_, Shape shape_, Strides strides_)
    +
    45 : type(type_), shape(std::move(shape_)), strides(std::move(strides_)) {}
    -
    49 ReductionPlan(ReductionOpType type_) : type(type_) {}
    -
    50};
    +
    46 ReductionPlan(ReductionOpType type_) : type(type_) {}
    +
    47};
    -
    51
    -
    52ReductionPlan get_reduction_plan(const array& x, const std::vector<int>& axes);
    -
    53
    -
    54// Helper for the ndimensional strided loop
    -
    55// Should this be in utils?
    -
    56void nd_loop(
    -
    57 std::function<void(int)> callback,
    -
    58 const std::vector<int>& shape,
    -
    59 const std::vector<size_t>& strides);
    -
    60
    -
    61std::pair<std::vector<int>, std::vector<size_t>> shapes_without_reduction_axes(
    -
    62 const array& x,
    -
    63 const std::vector<int>& axes);
    -
    64
    -
    65template <typename T, typename U, typename Op>
    -
    -
    66struct DefaultStridedReduce {
    -
    67 Op op;
    -
    68
    -
    69 DefaultStridedReduce(Op op_) : op(op_) {}
    -
    70
    -
    -
    71 void operator()(const T* x, U* accumulator, int size, size_t stride) {
    -
    72 for (int i = 0; i < size; i++) {
    -
    73 U* moving_accumulator = accumulator;
    -
    74 for (int j = 0; j < stride; j++) {
    -
    75 op(moving_accumulator, *x);
    -
    76 moving_accumulator++;
    -
    77 x++;
    -
    78 }
    -
    79 }
    -
    80 }
    +
    48
    +
    49ReductionPlan get_reduction_plan(const array& x, const std::vector<int>& axes);
    +
    50
    +
    51// Helper for the ndimensional strided loop
    +
    52// Should this be in utils?
    +
    53void nd_loop(
    +
    54 std::function<void(int)> callback,
    +
    55 const Shape& shape,
    +
    56 const Strides& strides);
    +
    57
    +
    58std::pair<Shape, Strides> shapes_without_reduction_axes(
    +
    59 const array& x,
    +
    60 const std::vector<int>& axes);
    +
    61
    +
    62template <typename T, typename U, typename Op>
    +
    +
    63struct DefaultStridedReduce {
    +
    64 Op op;
    +
    65
    +
    66 DefaultStridedReduce(Op op_) : op(op_) {}
    +
    67
    +
    +
    68 void operator()(const T* x, U* accumulator, int size, size_t stride) {
    +
    69 for (int i = 0; i < size; i++) {
    +
    70 U* moving_accumulator = accumulator;
    +
    71 for (int j = 0; j < stride; j++) {
    +
    72 op(moving_accumulator, *x);
    +
    73 moving_accumulator++;
    +
    74 x++;
    +
    75 }
    +
    76 }
    +
    77 }
    -
    81};
    +
    78};
    -
    82
    -
    83template <typename T, typename U, typename Op>
    -
    -
    84struct DefaultContiguousReduce {
    -
    85 Op op;
    -
    86
    -
    87 DefaultContiguousReduce(Op op_) : op(op_) {}
    -
    88
    -
    -
    89 void operator()(const T* x, U* accumulator, int size) {
    -
    90 while (size-- > 0) {
    -
    91 op(accumulator, *x);
    -
    92 x++;
    -
    93 }
    -
    94 }
    +
    79
    +
    80template <typename T, typename U, typename Op>
    +
    +
    81struct DefaultContiguousReduce {
    +
    82 Op op;
    +
    83
    +
    84 DefaultContiguousReduce(Op op_) : op(op_) {}
    +
    85
    +
    +
    86 void operator()(const T* x, U* accumulator, int size) {
    +
    87 while (size-- > 0) {
    +
    88 op(accumulator, *x);
    +
    89 x++;
    +
    90 }
    +
    91 }
    -
    95};
    +
    92};
    -
    96
    -
    97template <typename T, typename U, typename OpS, typename OpC, typename Op>
    -
    -
    98void reduction_op(
    -
    99 const array& x,
    -
    100 array& out,
    -
    101 const std::vector<int>& axes,
    -
    102 U init,
    -
    103 OpS ops,
    -
    104 OpC opc,
    -
    105 Op op) {
    -
    106 out.set_data(allocator::malloc_or_wait(out.nbytes()));
    -
    107 ReductionPlan plan = get_reduction_plan(x, axes);
    -
    108
    -
    109 if (plan.type == ContiguousAllReduce) {
    -
    110 U* out_ptr = out.data<U>();
    -
    111 *out_ptr = init;
    -
    112 opc(x.data<T>(), out_ptr, x.size());
    -
    113 return;
    -
    114 }
    -
    115
    -
    116 std::vector<int> shape;
    -
    117 std::vector<size_t> strides;
    -
    118
    -
    119 if (plan.type == ContiguousReduce && plan.shape.size() == 1) {
    -
    120 int reduction_size = plan.shape[0];
    -
    121 const T* x_ptr = x.data<T>();
    -
    122 U* out_ptr = out.data<U>();
    -
    123 for (int i = 0; i < out.size(); i++, out_ptr++, x_ptr += reduction_size) {
    -
    124 *out_ptr = init;
    -
    125 opc(x_ptr, out_ptr, reduction_size);
    -
    126 }
    -
    127 return;
    -
    128 }
    -
    129
    -
    130 if (plan.type == GeneralContiguousReduce || plan.type == ContiguousReduce) {
    -
    131 int reduction_size = plan.shape.back();
    -
    132 plan.shape.pop_back();
    -
    133 plan.strides.pop_back();
    -
    134 const T* x_ptr = x.data<T>();
    -
    135 U* out_ptr = out.data<U>();
    -
    136 // Unrolling the following loop (and implementing it in order for
    -
    137 // ContiguousReduce) should hold extra performance boost.
    -
    138 std::tie(shape, strides) = shapes_without_reduction_axes(x, axes);
    -
    139 if (plan.shape.size() == 0) {
    +
    93
    +
    94template <typename T, typename U, typename OpS, typename OpC, typename Op>
    +
    +
    95void reduction_op(
    +
    96 const array& x,
    +
    97 array& out,
    +
    98 const std::vector<int>& axes,
    +
    99 U init,
    +
    100 OpS ops,
    +
    101 OpC opc,
    +
    102 Op op) {
    +
    103 out.set_data(allocator::malloc_or_wait(out.nbytes()));
    +
    104 ReductionPlan plan = get_reduction_plan(x, axes);
    +
    105
    +
    106 if (plan.type == ContiguousAllReduce) {
    +
    107 U* out_ptr = out.data<U>();
    +
    108 *out_ptr = init;
    +
    109 opc(x.data<T>(), out_ptr, x.size());
    +
    110 return;
    +
    111 }
    +
    112
    +
    113 if (plan.type == ContiguousReduce && plan.shape.size() == 1) {
    +
    114 int reduction_size = plan.shape[0];
    +
    115 const T* x_ptr = x.data<T>();
    +
    116 U* out_ptr = out.data<U>();
    +
    117 for (int i = 0; i < out.size(); i++, out_ptr++, x_ptr += reduction_size) {
    +
    118 *out_ptr = init;
    +
    119 opc(x_ptr, out_ptr, reduction_size);
    +
    120 }
    +
    121 return;
    +
    122 }
    +
    123
    +
    124 if (plan.type == GeneralContiguousReduce || plan.type == ContiguousReduce) {
    +
    125 int reduction_size = plan.shape.back();
    +
    126 plan.shape.pop_back();
    +
    127 plan.strides.pop_back();
    +
    128 const T* x_ptr = x.data<T>();
    +
    129 U* out_ptr = out.data<U>();
    +
    130 // Unrolling the following loop (and implementing it in order for
    +
    131 // ContiguousReduce) should hold extra performance boost.
    +
    132 auto [shape, strides] = shapes_without_reduction_axes(x, axes);
    +
    133 if (plan.shape.size() == 0) {
    +
    134 for (int i = 0; i < out.size(); i++, out_ptr++) {
    +
    135 int offset = elem_to_loc(i, shape, strides);
    +
    136 *out_ptr = init;
    +
    137 opc(x_ptr + offset, out_ptr, reduction_size);
    +
    138 }
    +
    139 } else {
    140 for (int i = 0; i < out.size(); i++, out_ptr++) {
    -
    141 int offset = elem_to_loc(i, shape, strides);
    +
    141 int offset = elem_to_loc(i, shape, strides);
    142 *out_ptr = init;
    -
    143 opc(x_ptr + offset, out_ptr, reduction_size);
    -
    144 }
    -
    145 } else {
    -
    146 for (int i = 0; i < out.size(); i++, out_ptr++) {
    -
    147 int offset = elem_to_loc(i, shape, strides);
    -
    148 *out_ptr = init;
    -
    149 nd_loop(
    -
    150 [&](int extra_offset) {
    -
    151 opc(x_ptr + offset + extra_offset, out_ptr, reduction_size);
    -
    152 },
    -
    153 plan.shape,
    -
    154 plan.strides);
    -
    155 }
    -
    156 }
    -
    157 return;
    -
    158 }
    -
    159
    -
    160 if (plan.type == ContiguousStridedReduce && plan.shape.size() == 1) {
    -
    161 int reduction_size = plan.shape.back();
    -
    162 size_t reduction_stride = plan.strides.back();
    -
    163 plan.shape.pop_back();
    -
    164 plan.strides.pop_back();
    -
    165 const T* x_ptr = x.data<T>();
    -
    166 U* out_ptr = out.data<U>();
    -
    167 for (int i = 0; i < out.size(); i += reduction_stride) {
    -
    168 std::fill_n(out_ptr, reduction_stride, init);
    -
    169 ops(x_ptr, out_ptr, reduction_size, reduction_stride);
    -
    170 x_ptr += reduction_stride * reduction_size;
    -
    171 out_ptr += reduction_stride;
    -
    172 }
    -
    173 return;
    -
    174 }
    -
    175
    -
    176 if (plan.type == GeneralStridedReduce ||
    -
    177 plan.type == ContiguousStridedReduce) {
    -
    178 int reduction_size = plan.shape.back();
    -
    179 size_t reduction_stride = plan.strides.back();
    -
    180 plan.shape.pop_back();
    -
    181 plan.strides.pop_back();
    -
    182 const T* x_ptr = x.data<T>();
    -
    183 U* out_ptr = out.data<U>();
    -
    184 std::tie(shape, strides) = shapes_without_reduction_axes(x, axes);
    -
    185 if (plan.shape.size() == 0) {
    -
    186 for (int i = 0; i < out.size(); i += reduction_stride) {
    -
    187 int offset = elem_to_loc(i, shape, strides);
    -
    188 std::fill_n(out_ptr, reduction_stride, init);
    -
    189 ops(x_ptr + offset, out_ptr, reduction_size, reduction_stride);
    -
    190 out_ptr += reduction_stride;
    -
    191 }
    -
    192 } else {
    -
    193 for (int i = 0; i < out.size(); i += reduction_stride) {
    -
    194 int offset = elem_to_loc(i, shape, strides);
    -
    195 std::fill_n(out_ptr, reduction_stride, init);
    -
    196 nd_loop(
    -
    197 [&](int extra_offset) {
    -
    198 ops(x_ptr + offset + extra_offset,
    -
    199 out_ptr,
    -
    200 reduction_size,
    -
    201 reduction_stride);
    -
    202 },
    -
    203 plan.shape,
    -
    204 plan.strides);
    -
    205 out_ptr += reduction_stride;
    -
    206 }
    -
    207 }
    -
    208 return;
    -
    209 }
    -
    210
    -
    211 if (plan.type == GeneralReduce) {
    -
    212 const T* x_ptr = x.data<T>();
    -
    213 U* out_ptr = out.data<U>();
    -
    214 std::tie(shape, strides) = shapes_without_reduction_axes(x, axes);
    -
    215 for (int i = 0; i < out.size(); i++, out_ptr++) {
    -
    216 int offset = elem_to_loc(i, shape, strides);
    -
    217 U val = init;
    -
    218 nd_loop(
    -
    219 [&](int extra_offset) { op(&val, *(x_ptr + offset + extra_offset)); },
    -
    220 plan.shape,
    -
    221 plan.strides);
    -
    222 *out_ptr = val;
    -
    223 }
    -
    224 }
    -
    225}
    +
    143 nd_loop(
    +
    144 [&](int extra_offset) {
    +
    145 opc(x_ptr + offset + extra_offset, out_ptr, reduction_size);
    +
    146 },
    +
    147 plan.shape,
    +
    148 plan.strides);
    +
    149 }
    +
    150 }
    +
    151 return;
    +
    152 }
    +
    153
    +
    154 if (plan.type == ContiguousStridedReduce && plan.shape.size() == 1) {
    +
    155 int reduction_size = plan.shape.back();
    +
    156 size_t reduction_stride = plan.strides.back();
    +
    157 plan.shape.pop_back();
    +
    158 plan.strides.pop_back();
    +
    159 const T* x_ptr = x.data<T>();
    +
    160 U* out_ptr = out.data<U>();
    +
    161 for (int i = 0; i < out.size(); i += reduction_stride) {
    +
    162 std::fill_n(out_ptr, reduction_stride, init);
    +
    163 ops(x_ptr, out_ptr, reduction_size, reduction_stride);
    +
    164 x_ptr += reduction_stride * reduction_size;
    +
    165 out_ptr += reduction_stride;
    +
    166 }
    +
    167 return;
    +
    168 }
    +
    169
    +
    170 if (plan.type == GeneralStridedReduce ||
    +
    171 plan.type == ContiguousStridedReduce) {
    +
    172 int reduction_size = plan.shape.back();
    +
    173 size_t reduction_stride = plan.strides.back();
    +
    174 plan.shape.pop_back();
    +
    175 plan.strides.pop_back();
    +
    176 const T* x_ptr = x.data<T>();
    +
    177 U* out_ptr = out.data<U>();
    +
    178 auto [shape, strides] = shapes_without_reduction_axes(x, axes);
    +
    179 if (plan.shape.size() == 0) {
    +
    180 for (int i = 0; i < out.size(); i += reduction_stride) {
    +
    181 int offset = elem_to_loc(i, shape, strides);
    +
    182 std::fill_n(out_ptr, reduction_stride, init);
    +
    183 ops(x_ptr + offset, out_ptr, reduction_size, reduction_stride);
    +
    184 out_ptr += reduction_stride;
    +
    185 }
    +
    186 } else {
    +
    187 for (int i = 0; i < out.size(); i += reduction_stride) {
    +
    188 int offset = elem_to_loc(i, shape, strides);
    +
    189 std::fill_n(out_ptr, reduction_stride, init);
    +
    190 nd_loop(
    +
    191 [&](int extra_offset) {
    +
    192 ops(x_ptr + offset + extra_offset,
    +
    193 out_ptr,
    +
    194 reduction_size,
    +
    195 reduction_stride);
    +
    196 },
    +
    197 plan.shape,
    +
    198 plan.strides);
    +
    199 out_ptr += reduction_stride;
    +
    200 }
    +
    201 }
    +
    202 return;
    +
    203 }
    +
    204
    +
    205 if (plan.type == GeneralReduce) {
    +
    206 const T* x_ptr = x.data<T>();
    +
    207 U* out_ptr = out.data<U>();
    +
    208 auto [shape, strides] = shapes_without_reduction_axes(x, axes);
    +
    209 for (int i = 0; i < out.size(); i++, out_ptr++) {
    +
    210 int offset = elem_to_loc(i, shape, strides);
    +
    211 U val = init;
    +
    212 nd_loop(
    +
    213 [&](int extra_offset) { op(&val, *(x_ptr + offset + extra_offset)); },
    +
    214 plan.shape,
    +
    215 plan.strides);
    +
    216 *out_ptr = val;
    +
    217 }
    +
    218 }
    +
    219}
    -
    226
    -
    227template <typename T, typename U, typename Op>
    -
    -
    228void reduction_op(
    -
    229 const array& x,
    -
    230 array& out,
    -
    231 const std::vector<int>& axes,
    -
    232 U init,
    -
    233 Op op) {
    -
    234 DefaultStridedReduce<T, U, Op> ops(op);
    -
    235 DefaultContiguousReduce<T, U, Op> opc(op);
    -
    236 reduction_op<T, U>(x, out, axes, init, ops, opc, op);
    -
    237}
    +
    220
    +
    221template <typename T, typename U, typename Op>
    +
    +
    222void reduction_op(
    +
    223 const array& x,
    +
    224 array& out,
    +
    225 const std::vector<int>& axes,
    +
    226 U init,
    +
    227 Op op) {
    +
    228 DefaultStridedReduce<T, U, Op> ops(op);
    +
    229 DefaultContiguousReduce<T, U, Op> opc(op);
    +
    230 reduction_op<T, U>(x, out, axes, init, ops, opc, op);
    +
    231}
    -
    238
    -
    239} // namespace mlx::core
    +
    232
    +
    233} // namespace mlx::core
    -
    mlx::core::array
    Definition array.h:23
    -
    mlx::core::array::nbytes
    size_t nbytes() const
    The number of bytes in the array.
    Definition array.h:92
    -
    mlx::core::array::size
    size_t size() const
    The number of elements in the array.
    Definition array.h:87
    -
    mlx::core::array::data
    T * data()
    Definition array.h:341
    +
    mlx::core::array
    Definition array.h:24
    +
    mlx::core::array::nbytes
    size_t nbytes() const
    The number of bytes in the array.
    Definition array.h:93
    +
    mlx::core::array::size
    size_t size() const
    The number of elements in the array.
    Definition array.h:88
    +
    mlx::core::array::data
    T * data()
    Definition array.h:342
    mlx::core::array::set_data
    void set_data(allocator::Buffer buffer, Deleter d=allocator::free)
    -
    op
    Op op
    Definition binary.h:129
    mlx::core::std
    array std(const array &a, bool keepdims, int ddof=0, StreamOrDevice s={})
    Computes the standard deviation of the elements of an array.
    mlx::core::allocator::malloc_or_wait
    Buffer malloc_or_wait(size_t size)
    mlx::core
    Definition allocator.h:7
    +
    mlx::core::shapes_without_reduction_axes
    std::pair< Shape, Strides > shapes_without_reduction_axes(const array &x, const std::vector< int > &axes)
    mlx::core::ReductionOpType
    ReductionOpType
    Definition reduce.h:9
    mlx::core::GeneralReduce
    @ GeneralReduce
    Definition reduce.h:36
    mlx::core::GeneralContiguousReduce
    @ GeneralContiguousReduce
    Definition reduce.h:25
    @@ -365,30 +373,34 @@ $(function(){ initResizable(false); });
    mlx::core::ContiguousReduce
    @ ContiguousReduce
    Definition reduce.h:15
    mlx::core::GeneralStridedReduce
    @ GeneralStridedReduce
    Definition reduce.h:30
    mlx::core::ContiguousAllReduce
    @ ContiguousAllReduce
    Definition reduce.h:11
    -
    mlx::core::shapes_without_reduction_axes
    std::pair< std::vector< int >, std::vector< size_t > > shapes_without_reduction_axes(const array &x, const std::vector< int > &axes)
    -
    mlx::core::elem_to_loc
    StrideT elem_to_loc(int elem, const std::vector< int > &shape, const std::vector< StrideT > &strides)
    Definition utils.h:12
    -
    mlx::core::nd_loop
    void nd_loop(std::function< void(int)> callback, const std::vector< int > &shape, const std::vector< size_t > &strides)
    -
    mlx::core::reduction_op
    void reduction_op(const array &x, array &out, const std::vector< int > &axes, U init, OpS ops, OpC opc, Op op)
    Definition reduce.h:98
    +
    mlx::core::elem_to_loc
    int64_t elem_to_loc(int elem, const Shape &shape, const Strides &strides)
    Definition utils.h:12
    +
    mlx::core::Shape
    std::vector< ShapeElem > Shape
    Definition array.h:21
    +
    mlx::core::Strides
    std::vector< int64_t > Strides
    Definition array.h:22
    +
    mlx::core::reduction_op
    void reduction_op(const array &x, array &out, const std::vector< int > &axes, U init, OpS ops, OpC opc, Op op)
    Definition reduce.h:95
    mlx::core::get_reduction_plan
    ReductionPlan get_reduction_plan(const array &x, const std::vector< int > &axes)
    - -
    mlx::core::DefaultContiguousReduce::operator()
    void operator()(const T *x, U *accumulator, int size)
    Definition reduce.h:89
    -
    mlx::core::DefaultContiguousReduce::op
    Op op
    Definition reduce.h:85
    -
    mlx::core::DefaultContiguousReduce::DefaultContiguousReduce
    DefaultContiguousReduce(Op op_)
    Definition reduce.h:87
    -
    mlx::core::DefaultStridedReduce
    Definition reduce.h:66
    -
    mlx::core::DefaultStridedReduce::operator()
    void operator()(const T *x, U *accumulator, int size, size_t stride)
    Definition reduce.h:71
    -
    mlx::core::DefaultStridedReduce::DefaultStridedReduce
    DefaultStridedReduce(Op op_)
    Definition reduce.h:69
    -
    mlx::core::DefaultStridedReduce::op
    Op op
    Definition reduce.h:67
    +
    mlx::core::nd_loop
    void nd_loop(std::function< void(int)> callback, const Shape &shape, const Strides &strides)
    + +
    mlx::core::DefaultContiguousReduce::operator()
    void operator()(const T *x, U *accumulator, int size)
    Definition reduce.h:86
    +
    mlx::core::DefaultContiguousReduce::op
    Op op
    Definition reduce.h:82
    +
    mlx::core::DefaultContiguousReduce::DefaultContiguousReduce
    DefaultContiguousReduce(Op op_)
    Definition reduce.h:84
    +
    mlx::core::DefaultStridedReduce
    Definition reduce.h:63
    +
    mlx::core::DefaultStridedReduce::operator()
    void operator()(const T *x, U *accumulator, int size, size_t stride)
    Definition reduce.h:68
    +
    mlx::core::DefaultStridedReduce::DefaultStridedReduce
    DefaultStridedReduce(Op op_)
    Definition reduce.h:66
    +
    mlx::core::DefaultStridedReduce::op
    Op op
    Definition reduce.h:64
    mlx::core::ReductionPlan
    Definition reduce.h:39
    +
    mlx::core::ReductionPlan::ReductionPlan
    ReductionPlan(ReductionOpType type_, Shape shape_, Strides strides_)
    Definition reduce.h:44
    +
    mlx::core::ReductionPlan::shape
    Shape shape
    Definition reduce.h:41
    mlx::core::ReductionPlan::type
    ReductionOpType type
    Definition reduce.h:40
    -
    mlx::core::ReductionPlan::ReductionPlan
    ReductionPlan(ReductionOpType type_, std::vector< int > shape_, std::vector< size_t > strides_)
    Definition reduce.h:44
    -
    mlx::core::ReductionPlan::shape
    std::vector< int > shape
    Definition reduce.h:41
    -
    mlx::core::ReductionPlan::strides
    std::vector< size_t > strides
    Definition reduce.h:42
    -
    mlx::core::ReductionPlan::ReductionPlan
    ReductionPlan(ReductionOpType type_)
    Definition reduce.h:49
    +
    mlx::core::ReductionPlan::strides
    Strides strides
    Definition reduce.h:42
    +
    mlx::core::ReductionPlan::ReductionPlan
    ReductionPlan(ReductionOpType type_)
    Definition reduce.h:46
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2slicing_8h.html b/docs/build/html/common_2slicing_8h.html index 574f80524..561ca0b06 100644 --- a/docs/build/html/common_2slicing_8h.html +++ b/docs/build/html/common_2slicing_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/slicing.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - +
    +
    + +
    +
    +
    - - +
    - -
    -
    Namespaces | @@ -107,16 +121,19 @@ Namespaces - - - - + + + +

    Functions

    std::tuple< bool, int64_t, std::vector< int64_t > > mlx::core::prepare_slice (const array &in, const std::vector< int > &start_indices, const std::vector< int > &strides)
     
    void mlx::core::shared_buffer_slice (const array &in, const std::vector< size_t > &out_strides, size_t data_offset, size_t data_size, array &out)
     
    std::tuple< int64_t, Strides > mlx::core::prepare_slice (const array &in, const Shape &start_indices, const Shape &strides)
     
    void mlx::core::shared_buffer_slice (const array &in, const Strides &out_strides, size_t data_offset, size_t data_size, array &out)
     
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2slicing_8h.js b/docs/build/html/common_2slicing_8h.js new file mode 100644 index 000000000..f3b45025b --- /dev/null +++ b/docs/build/html/common_2slicing_8h.js @@ -0,0 +1,5 @@ +var common_2slicing_8h = +[ + [ "mlx::core::prepare_slice", "namespacemlx_1_1core.html#a9fac4b96a3d783c6392ebc08c81ebdbd", null ], + [ "mlx::core::shared_buffer_slice", "namespacemlx_1_1core.html#a349a9fc2bfd950f679a3fe39b8bdedad", null ] +]; \ No newline at end of file diff --git a/docs/build/html/common_2slicing_8h_source.html b/docs/build/html/common_2slicing_8h_source.html index adaef11b5..3fe572907 100644 --- a/docs/build/html/common_2slicing_8h_source.html +++ b/docs/build/html/common_2slicing_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/slicing.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - +
    +
    + +
    +
    +
    - - +
    - -
    -
    slicing.h
    @@ -99,29 +113,34 @@ $(function(){ initResizable(false); });
    6
    7namespace mlx::core {
    8
    -
    9std::tuple<bool, int64_t, std::vector<int64_t>> prepare_slice(
    +
    9std::tuple<int64_t, Strides> prepare_slice(
    10 const array& in,
    -
    11 const std::vector<int>& start_indices,
    -
    12 const std::vector<int>& strides);
    +
    11 const Shape& start_indices,
    +
    12 const Shape& strides);
    13
    -
    14void shared_buffer_slice(
    +
    14void shared_buffer_slice(
    15 const array& in,
    -
    16 const std::vector<size_t>& out_strides,
    +
    16 const Strides& out_strides,
    17 size_t data_offset,
    18 size_t data_size,
    19 array& out);
    20
    21} // namespace mlx::core
    -
    mlx::core::array
    Definition array.h:23
    +
    mlx::core::array
    Definition array.h:24
    mlx::core
    Definition allocator.h:7
    -
    mlx::core::prepare_slice
    std::tuple< bool, int64_t, std::vector< int64_t > > prepare_slice(const array &in, const std::vector< int > &start_indices, const std::vector< int > &strides)
    -
    mlx::core::shared_buffer_slice
    void shared_buffer_slice(const array &in, const std::vector< size_t > &out_strides, size_t data_offset, size_t data_size, array &out)
    +
    mlx::core::shared_buffer_slice
    void shared_buffer_slice(const array &in, const Strides &out_strides, size_t data_offset, size_t data_size, array &out)
    +
    mlx::core::Shape
    std::vector< ShapeElem > Shape
    Definition array.h:21
    +
    mlx::core::Strides
    std::vector< int64_t > Strides
    Definition array.h:22
    +
    mlx::core::prepare_slice
    std::tuple< int64_t, Strides > prepare_slice(const array &in, const Shape &start_indices, const Shape &strides)
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2ternary_8h.html b/docs/build/html/common_2ternary_8h.html index 0b0ab30c3..849624498 100644 --- a/docs/build/html/common_2ternary_8h.html +++ b/docs/build/html/common_2ternary_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/ternary.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Namespaces
    @@ -108,10 +122,13 @@ Namespaces  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2ternary_8h_source.html b/docs/build/html/common_2ternary_8h_source.html index 8cb3f3d4c..3af8287c8 100644 --- a/docs/build/html/common_2ternary_8h_source.html +++ b/docs/build/html/common_2ternary_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/ternary.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    ternary.h
    @@ -106,11 +120,11 @@ $(function(){ initResizable(false); });
    13enum class TernaryOpType {
    14 ScalarScalarScalar,
    15 VectorVectorVector,
    -
    16 General,
    +
    16 General,
    17};
    18
    19TernaryOpType
    -
    20get_ternary_op_type(const array& a, const array& b, const array& c) {
    +
    20get_ternary_op_type(const array& a, const array& b, const array& c) {
    21 TernaryOpType topt;
    22 if (a.data_size() == 1 && b.data_size() == 1 && c.data_size() == 1) {
    23 topt = TernaryOpType::ScalarScalarScalar;
    @@ -127,13 +141,13 @@ $(function(){ initResizable(false); });
    34}
    35
    36void set_ternary_op_output_data(
    -
    37 const array& a,
    -
    38 const array& b,
    -
    39 const array& c,
    -
    40 array& out,
    +
    37 const array& a,
    +
    38 const array& b,
    +
    39 const array& c,
    +
    40 array& out,
    41 TernaryOpType topt,
    42 bool donate_with_move = false) {
    -
    43 auto maybe_donate = [&out, donate_with_move](const array& x) {
    +
    43 auto maybe_donate = [&out, donate_with_move](const array& x) {
    44 if (is_donatable(x, out)) {
    45 if (donate_with_move) {
    46 out.move_shared_buffer(x);
    @@ -160,174 +174,184 @@ $(function(){ initResizable(false); });
    67 }
    68 break;
    69 case TernaryOpType::General:
    -
    70 out.set_data(allocator::malloc_or_wait(out.nbytes()));
    -
    71 break;
    -
    72 }
    -
    73}
    -
    74template <typename T1, typename T2, typename T3, typename U, typename Op, int D>
    -
    75void ternary_op_dims(
    -
    76 const T1* a,
    -
    77 const T2* b,
    -
    78 const T3* c,
    -
    79 U* out,
    -
    80 Op op,
    -
    81 const std::vector<int>& shape,
    -
    82 const std::vector<size_t>& a_strides,
    -
    83 const std::vector<size_t>& b_strides,
    -
    84 const std::vector<size_t>& c_strides,
    -
    85 const std::vector<size_t>& out_strides,
    -
    86 int axis) {
    -
    87 auto stride_a = a_strides[axis];
    -
    88 auto stride_b = b_strides[axis];
    -
    89 auto stride_c = c_strides[axis];
    -
    90 auto stride_out = out_strides[axis];
    -
    91 auto N = shape[axis];
    -
    92
    -
    93 for (int i = 0; i < N; i++) {
    -
    94 if constexpr (D > 1) {
    -
    95 ternary_op_dims<T1, T2, T3, U, Op, D - 1>(
    -
    96 a,
    -
    97 b,
    -
    98 c,
    -
    99 out,
    -
    100 op,
    -
    101 shape,
    -
    102 a_strides,
    -
    103 b_strides,
    -
    104 c_strides,
    -
    105 out_strides,
    -
    106 axis + 1);
    -
    107 } else {
    -
    108 *out = op(*a, *b, *c);
    -
    109 }
    -
    110 a += stride_a;
    -
    111 b += stride_b;
    -
    112 c += stride_c;
    -
    113 out += stride_out;
    -
    114 }
    -
    115}
    -
    116
    -
    117template <typename T1, typename T2, typename T3, typename U, typename Op>
    -
    118void ternary_op_dispatch_dims(
    -
    119 const array& a,
    -
    120 const array& b,
    -
    121 const array& c,
    -
    122 array& out,
    -
    123 Op op) {
    -
    124 auto [shape, strides] = collapse_contiguous_dims(
    -
    125 a.shape(), {a.strides(), b.strides(), c.strides(), out.strides()});
    -
    126 const auto& a_strides = strides[0];
    -
    127 const auto& b_strides = strides[1];
    -
    128 const auto& c_strides = strides[2];
    -
    129 const auto& out_strides = strides[3];
    -
    130
    -
    131 const T1* a_ptr = a.data<T1>();
    -
    132 const T2* b_ptr = b.data<T2>();
    -
    133 const T3* c_ptr = c.data<T3>();
    -
    134 U* out_ptr = out.data<T3>();
    -
    135 int ndim = shape.size();
    -
    136 switch (ndim) {
    -
    137 case 1:
    -
    138 ternary_op_dims<T1, T2, T3, U, Op, 1>(
    -
    139 a_ptr,
    -
    140 b_ptr,
    -
    141 c_ptr,
    -
    142 out_ptr,
    -
    143 op,
    -
    144 shape,
    -
    145 a_strides,
    -
    146 b_strides,
    -
    147 c_strides,
    -
    148 out_strides,
    -
    149 0);
    -
    150 return;
    -
    151 case 2:
    -
    152 ternary_op_dims<T1, T2, T3, U, Op, 2>(
    -
    153 a_ptr,
    -
    154 b_ptr,
    -
    155 c_ptr,
    -
    156 out_ptr,
    -
    157 op,
    -
    158 shape,
    -
    159 a_strides,
    -
    160 b_strides,
    -
    161 c_strides,
    -
    162 out_strides,
    -
    163 0);
    -
    164 return;
    -
    165 }
    -
    166
    -
    167 ContiguousIterator<size_t> a_it(shape, a_strides, ndim - 2);
    -
    168 ContiguousIterator<size_t> b_it(shape, b_strides, ndim - 2);
    -
    169 ContiguousIterator<size_t> c_it(shape, c_strides, ndim - 2);
    -
    170 size_t stride = out_strides[ndim - 3];
    -
    171 for (size_t elem = 0; elem < a.size(); elem += stride) {
    -
    172 ternary_op_dims<T1, T2, T3, U, Op, 2>(
    -
    173 a_ptr + a_it.loc,
    -
    174 b_ptr + b_it.loc,
    -
    175 c_ptr + c_it.loc,
    -
    176 out_ptr + elem,
    -
    177 op,
    -
    178 shape,
    -
    179 a_strides,
    -
    180 b_strides,
    -
    181 c_strides,
    -
    182 out_strides,
    -
    183 ndim - 2);
    -
    184 a_it.step();
    -
    185 b_it.step();
    -
    186 c_it.step();
    -
    187 }
    -
    188}
    -
    189
    -
    190template <typename T1, typename T2, typename T3, typename U, typename Op>
    -
    191void ternary_op(
    -
    192 const array& a,
    -
    193 const array& b,
    -
    194 const array& c,
    -
    195 array& out,
    -
    196 Op op) {
    -
    197 TernaryOpType topt = get_ternary_op_type(a, b, c);
    -
    198 set_ternary_op_output_data(a, b, c, out, topt);
    -
    199
    -
    200 // The full computation is scalar-scalar-scalar so we call the base op once.
    -
    201 if (topt == TernaryOpType::ScalarScalarScalar) {
    -
    202 *(out.data<U>()) = op(*a.data<T1>(), *b.data<T2>(), *c.data<T3>());
    -
    203 } else if (topt == TernaryOpType::VectorVectorVector) {
    -
    204 const T1* a_ptr = a.data<T1>();
    -
    205 const T2* b_ptr = b.data<T2>();
    -
    206 const T3* c_ptr = c.data<T3>();
    -
    207 U* out_ptr = out.data<U>();
    -
    208 for (size_t i = 0; i < out.size(); ++i) {
    -
    209 *out_ptr = op(*a_ptr, *b_ptr, *c_ptr);
    -
    210 a_ptr++;
    -
    211 b_ptr++;
    -
    212 c_ptr++;
    -
    213 out_ptr++;
    -
    214 }
    -
    215 } else {
    -
    216 ternary_op_dispatch_dims<T1, T2, T3, U>(a, b, c, out, op);
    -
    217 }
    -
    218}
    -
    219
    -
    220} // namespace
    -
    221
    -
    222} // namespace mlx::core
    +
    70 // Try to donate an input which is row_contiguous
    +
    71 if (!((a.flags().row_contiguous && maybe_donate(a)) ||
    +
    72 (b.flags().row_contiguous && maybe_donate(b)) ||
    +
    73 (c.flags().row_contiguous && maybe_donate(c)))) {
    +
    74 out.set_data(allocator::malloc_or_wait(out.nbytes()));
    +
    75 }
    +
    76 break;
    +
    77 }
    +
    78}
    +
    79template <typename T1, typename T2, typename T3, typename U, typename Op, int D>
    +
    80void ternary_op_dims(
    +
    81 const T1* a,
    +
    82 const T2* b,
    +
    83 const T3* c,
    +
    84 U* out,
    +
    85 Op op,
    +
    86 const Shape& shape,
    +
    87 const Strides& a_strides,
    +
    88 const Strides& b_strides,
    +
    89 const Strides& c_strides,
    +
    90 const Strides& out_strides,
    +
    91 int axis) {
    +
    92 auto stride_a = a_strides[axis];
    +
    93 auto stride_b = b_strides[axis];
    +
    94 auto stride_c = c_strides[axis];
    +
    95 auto stride_out = out_strides[axis];
    +
    96 auto N = shape[axis];
    +
    97
    +
    98 for (int i = 0; i < N; i++) {
    +
    99 if constexpr (D > 1) {
    +
    100 ternary_op_dims<T1, T2, T3, U, Op, D - 1>(
    +
    101 a,
    +
    102 b,
    +
    103 c,
    +
    104 out,
    +
    105 op,
    +
    106 shape,
    +
    107 a_strides,
    +
    108 b_strides,
    +
    109 c_strides,
    +
    110 out_strides,
    +
    111 axis + 1);
    +
    112 } else {
    +
    113 *out = op(*a, *b, *c);
    +
    114 }
    +
    115 a += stride_a;
    +
    116 b += stride_b;
    +
    117 c += stride_c;
    +
    118 out += stride_out;
    +
    119 }
    +
    120}
    +
    121
    +
    122template <typename T1, typename T2, typename T3, typename U, typename Op>
    +
    123void ternary_op_dispatch_dims(
    +
    124 const array& a,
    +
    125 const array& b,
    +
    126 const array& c,
    +
    127 array& out,
    +
    128 Op op) {
    +
    129 auto [shape, strides] = collapse_contiguous_dims(
    +
    130 a.shape(), {a.strides(), b.strides(), c.strides(), out.strides()});
    +
    131 const auto& a_strides = strides[0];
    +
    132 const auto& b_strides = strides[1];
    +
    133 const auto& c_strides = strides[2];
    +
    134 const auto& out_strides = strides[3];
    +
    135
    +
    136 const T1* a_ptr = a.data<T1>();
    +
    137 const T2* b_ptr = b.data<T2>();
    +
    138 const T3* c_ptr = c.data<T3>();
    +
    139 U* out_ptr = out.data<T3>();
    +
    140 int ndim = shape.size();
    +
    141 switch (ndim) {
    +
    142 case 1:
    +
    143 ternary_op_dims<T1, T2, T3, U, Op, 1>(
    +
    144 a_ptr,
    +
    145 b_ptr,
    +
    146 c_ptr,
    +
    147 out_ptr,
    +
    148 op,
    +
    149 shape,
    +
    150 a_strides,
    +
    151 b_strides,
    +
    152 c_strides,
    +
    153 out_strides,
    +
    154 0);
    +
    155 return;
    +
    156 case 2:
    +
    157 ternary_op_dims<T1, T2, T3, U, Op, 2>(
    +
    158 a_ptr,
    +
    159 b_ptr,
    +
    160 c_ptr,
    +
    161 out_ptr,
    +
    162 op,
    +
    163 shape,
    +
    164 a_strides,
    +
    165 b_strides,
    +
    166 c_strides,
    +
    167 out_strides,
    +
    168 0);
    +
    169 return;
    +
    170 }
    +
    171
    +
    172 ContiguousIterator a_it(shape, a_strides, ndim - 2);
    +
    173 ContiguousIterator b_it(shape, b_strides, ndim - 2);
    +
    174 ContiguousIterator c_it(shape, c_strides, ndim - 2);
    +
    175 auto stride = out_strides[ndim - 3];
    +
    176 for (size_t elem = 0; elem < a.size(); elem += stride) {
    +
    177 ternary_op_dims<T1, T2, T3, U, Op, 2>(
    +
    178 a_ptr + a_it.loc,
    +
    179 b_ptr + b_it.loc,
    +
    180 c_ptr + c_it.loc,
    +
    181 out_ptr + elem,
    +
    182 op,
    +
    183 shape,
    +
    184 a_strides,
    +
    185 b_strides,
    +
    186 c_strides,
    +
    187 out_strides,
    +
    188 ndim - 2);
    +
    189 a_it.step();
    +
    190 b_it.step();
    +
    191 c_it.step();
    +
    192 }
    +
    193}
    +
    194
    +
    195template <typename T1, typename T2, typename T3, typename U, typename Op>
    +
    196void ternary_op(
    +
    197 const array& a,
    +
    198 const array& b,
    +
    199 const array& c,
    +
    200 array& out,
    +
    201 Op op) {
    +
    202 TernaryOpType topt = get_ternary_op_type(a, b, c);
    +
    203 set_ternary_op_output_data(a, b, c, out, topt);
    +
    204
    +
    205 // The full computation is scalar-scalar-scalar so we call the base op once.
    +
    206 if (topt == TernaryOpType::ScalarScalarScalar) {
    +
    207 *(out.data<U>()) = op(*a.data<T1>(), *b.data<T2>(), *c.data<T3>());
    +
    208 } else if (topt == TernaryOpType::VectorVectorVector) {
    +
    209 const T1* a_ptr = a.data<T1>();
    +
    210 const T2* b_ptr = b.data<T2>();
    +
    211 const T3* c_ptr = c.data<T3>();
    +
    212 U* out_ptr = out.data<U>();
    +
    213 for (size_t i = 0; i < out.size(); ++i) {
    +
    214 *out_ptr = op(*a_ptr, *b_ptr, *c_ptr);
    +
    215 a_ptr++;
    +
    216 b_ptr++;
    +
    217 c_ptr++;
    +
    218 out_ptr++;
    +
    219 }
    +
    220 } else {
    +
    221 ternary_op_dispatch_dims<T1, T2, T3, U>(a, b, c, out, op);
    +
    222 }
    +
    223}
    +
    224
    +
    225} // namespace
    +
    226
    +
    227} // namespace mlx::core
    -
    op
    Op op
    Definition binary.h:129
    +
    mlx::core::array
    Definition array.h:24
    mlx::core::allocator::malloc_or_wait
    Buffer malloc_or_wait(size_t size)
    mlx::core
    Definition allocator.h:7
    -
    mlx::core::collapse_contiguous_dims
    std::tuple< std::vector< int >, std::vector< std::vector< int64_t > > > collapse_contiguous_dims(const std::vector< int > &shape, const std::vector< std::vector< int64_t > > &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())
    - -
    mlx::core::is_donatable
    bool is_donatable(const array &in, const array &out)
    Definition utils.h:174
    +
    mlx::core::collapse_contiguous_dims
    std::tuple< Shape, std::vector< Strides > > collapse_contiguous_dims(const Shape &shape, const std::vector< Strides > &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())
    +
    mlx::core::Shape
    std::vector< ShapeElem > Shape
    Definition array.h:21
    +
    mlx::core::Strides
    std::vector< int64_t > Strides
    Definition array.h:22
    +
    mlx::core::is_donatable
    bool is_donatable(const array &in, const array &out)
    Definition utils.h:155
    +
    mlx::core::ContiguousIterator
    Definition utils.h:73
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2unary_8h.html b/docs/build/html/common_2unary_8h.html index 68477cff6..c06947eae 100644 --- a/docs/build/html/common_2unary_8h.html +++ b/docs/build/html/common_2unary_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/unary.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Namespaces
    @@ -108,10 +122,13 @@ Namespaces  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/common_2unary_8h_source.html b/docs/build/html/common_2unary_8h_source.html index a6879dd7c..69372e670 100644 --- a/docs/build/html/common_2unary_8h_source.html +++ b/docs/build/html/common_2unary_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/unary.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    unary.h
    @@ -104,7 +118,7 @@ $(function(){ initResizable(false); });
    11
    12namespace {
    13
    -
    14void set_unary_output_data(const array& in, array& out) {
    +
    14void set_unary_output_data(const array& in, array& out) {
    15 if (is_donatable(in, out)) {
    16 out.copy_shared_buffer(in);
    17 } else {
    @@ -118,98 +132,98 @@ $(function(){ initResizable(false); });
    25}
    26
    27template <typename T, typename U = T, typename Op>
    -
    28void unary_op(const T* a, U* out, Op op, size_t shape, size_t stride) {
    +
    28void unary_op(const T* a, U* out, Op op, size_t shape, size_t stride) {
    29 for (size_t i = 0; i < shape; i += 1) {
    -
    30 out[i] = op(*a);
    +
    30 out[i] = op(*a);
    31 a += stride;
    32 }
    33}
    34
    35template <typename T, typename U = T, typename Op>
    -
    36void unary_op(const array& a, array& out, Op op) {
    +
    36void unary_op(const array& a, array& out, Op op) {
    37 const T* a_ptr = a.data<T>();
    38 if (a.flags().contiguous) {
    39 set_unary_output_data(a, out);
    -
    40 U* dst = out.data<U>();
    +
    40 U* dst = out.data<U>();
    41 for (size_t i = 0; i < a.data_size(); ++i) {
    -
    42 dst[i] = op(a_ptr[i]);
    +
    42 dst[i] = op(a_ptr[i]);
    43 }
    44 } else {
    45 out.set_data(allocator::malloc_or_wait(out.nbytes()));
    -
    46 U* dst = out.data<U>();
    +
    46 U* dst = out.data<U>();
    47 size_t shape = a.ndim() > 0 ? a.shape(-1) : 1;
    48 size_t stride = a.ndim() > 0 ? a.strides(-1) : 1;
    49 if (a.ndim() <= 1) {
    -
    50 unary_op(a_ptr, dst, op, shape, stride);
    +
    50 unary_op(a_ptr, dst, op, shape, stride);
    51 return;
    52 }
    -
    53 ContiguousIterator it(a.shape(), a.strides(), a.ndim() - 1);
    +
    53 ContiguousIterator it(a.shape(), a.strides(), a.ndim() - 1);
    54 for (size_t elem = 0; elem < a.size(); elem += shape) {
    -
    55 unary_op(a_ptr + it.loc, dst + elem, op, shape, stride);
    +
    55 unary_op(a_ptr + it.loc, dst + elem, op, shape, stride);
    56 it.step();
    57 }
    58 }
    59}
    60
    61template <typename Op>
    -
    62void unary(const array& a, array& out, Op op) {
    +
    62void unary(const array& a, array& out, Op op) {
    63 switch (out.dtype()) {
    64 case bool_:
    -
    65 unary_op<bool>(a, out, op);
    +
    65 unary_op<bool>(a, out, op);
    66 break;
    67 case uint8:
    -
    68 unary_op<uint8_t>(a, out, op);
    +
    68 unary_op<uint8_t>(a, out, op);
    69 break;
    70 case uint16:
    -
    71 unary_op<uint16_t>(a, out, op);
    +
    71 unary_op<uint16_t>(a, out, op);
    72 break;
    73 case uint32:
    -
    74 unary_op<uint32_t>(a, out, op);
    +
    74 unary_op<uint32_t>(a, out, op);
    75 break;
    76 case uint64:
    -
    77 unary_op<uint64_t>(a, out, op);
    +
    77 unary_op<uint64_t>(a, out, op);
    78 break;
    79 case int8:
    -
    80 unary_op<int8_t>(a, out, op);
    +
    80 unary_op<int8_t>(a, out, op);
    81 break;
    82 case int16:
    -
    83 unary_op<int16_t>(a, out, op);
    +
    83 unary_op<int16_t>(a, out, op);
    84 break;
    85 case int32:
    -
    86 unary_op<int32_t>(a, out, op);
    +
    86 unary_op<int32_t>(a, out, op);
    87 break;
    88 case int64:
    -
    89 unary_op<int64_t>(a, out, op);
    +
    89 unary_op<int64_t>(a, out, op);
    90 break;
    91 case float16:
    -
    92 unary_op<float16_t>(a, out, op);
    +
    92 unary_op<float16_t>(a, out, op);
    93 break;
    94 case float32:
    -
    95 unary_op<float>(a, out, op);
    +
    95 unary_op<float>(a, out, op);
    96 break;
    97 case bfloat16:
    -
    98 unary_op<bfloat16_t>(a, out, op);
    +
    98 unary_op<bfloat16_t>(a, out, op);
    99 break;
    100 case complex64:
    -
    101 unary_op<complex64_t>(a, out, op);
    +
    101 unary_op<complex64_t>(a, out, op);
    102 break;
    103 }
    104}
    105
    106template <typename Op>
    -
    107void unary_fp(const array& a, array& out, Op op) {
    +
    107void unary_fp(const array& a, array& out, Op op) {
    108 switch (out.dtype()) {
    109 case bfloat16:
    -
    110 unary_op<bfloat16_t>(a, out, op);
    +
    110 unary_op<bfloat16_t>(a, out, op);
    111 break;
    112 case float16:
    -
    113 unary_op<float16_t>(a, out, op);
    +
    113 unary_op<float16_t>(a, out, op);
    114 break;
    115 case float32:
    -
    116 unary_op<float>(a, out, op);
    +
    116 unary_op<float>(a, out, op);
    117 break;
    118 case complex64:
    -
    119 unary_op<complex64_t>(a, out, op);
    +
    119 unary_op<complex64_t>(a, out, op);
    120 break;
    121 default:
    122 std::ostringstream err;
    @@ -224,7 +238,7 @@ $(function(){ initResizable(false); }); -
    op
    Op op
    Definition binary.h:129
    +
    mlx::core::array
    Definition array.h:24
    mlx::core::allocator::malloc_or_wait
    Buffer malloc_or_wait(size_t size)
    mlx::core::metal::unary
    const char * unary()
    mlx::core
    Definition allocator.h:7
    @@ -240,14 +254,19 @@ $(function(){ initResizable(false); });
    mlx::core::uint8
    constexpr Dtype uint8
    Definition dtype.h:69
    mlx::core::float16
    constexpr Dtype float16
    Definition dtype.h:79
    mlx::core::uint32
    constexpr Dtype uint32
    Definition dtype.h:71
    -
    mlx::core::is_donatable
    bool is_donatable(const array &in, const array &out)
    Definition utils.h:174
    +
    mlx::core::is_donatable
    bool is_donatable(const array &in, const array &out)
    Definition utils.h:155
    mlx::core::complex64
    constexpr Dtype complex64
    Definition dtype.h:82
    +
    pocketfft::detail::dst
    void dst(const shape_t &shape, const stride_t &stride_in, const stride_t &stride_out, const shape_t &axes, int type, const T *data_in, T *data_out, T fct, bool ortho, size_t nthreads=1)
    Definition pocketfft.h:3416
    +
    mlx::core::ContiguousIterator
    Definition utils.h:73
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/compile_8h.html b/docs/build/html/compile_8h.html index 643349281..5f0f9527f 100644 --- a/docs/build/html/compile_8h.html +++ b/docs/build/html/compile_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/compile.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Namespaces | @@ -122,8 +136,8 @@ Functions   std::function< std::vector< array >(const std::vector< array > &)> mlx::core::compile (std::vector< array >(fun)(const std::vector< array > &), bool shapeless=false)   -template<typename F > -std::function< std::vector< array >(const std::vector< array > &)> mlx::core::compile (F &&f, bool shapeless=false) +template<typename F> +std::function< std::vector< array >(const std::vector< array > &)> mlx::core::compile (F &&f, bool shapeless=false)   void mlx::core::disable_compile ()  Globally disable compilation.
    @@ -136,10 +150,13 @@ Functions  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/compile_8h.js b/docs/build/html/compile_8h.js new file mode 100644 index 000000000..a61e7f82b --- /dev/null +++ b/docs/build/html/compile_8h.js @@ -0,0 +1,15 @@ +var compile_8h = +[ + [ "mlx::core::CompileMode", "namespacemlx_1_1core.html#adb15ff2b1ca5207fd4f6e631e2c3bcb4", [ + [ "mlx::core::CompileMode::disabled", "namespacemlx_1_1core.html#adb15ff2b1ca5207fd4f6e631e2c3bcb4a075ae3d2fc31640504f814f60e5ef713", null ], + [ "mlx::core::CompileMode::no_simplify", "namespacemlx_1_1core.html#adb15ff2b1ca5207fd4f6e631e2c3bcb4a8e5611dfddbae6e68624c59aa3e4e3e2", null ], + [ "mlx::core::CompileMode::no_fuse", "namespacemlx_1_1core.html#adb15ff2b1ca5207fd4f6e631e2c3bcb4ada8df7fd43da6073fec4fe5666b03dbb", null ], + [ "mlx::core::CompileMode::enabled", "namespacemlx_1_1core.html#adb15ff2b1ca5207fd4f6e631e2c3bcb4aa10311459433adf322f2590a4987c423", null ] + ] ], + [ "mlx::core::compile", "namespacemlx_1_1core.html#ace67713d269595f5f2265e46728a6f9c", null ], + [ "mlx::core::compile", "namespacemlx_1_1core.html#a55933c6665de9f81059120d6b0de1c87", null ], + [ "mlx::core::compile", "namespacemlx_1_1core.html#a56de948c2dffbf35c88035bc1561db53", null ], + [ "mlx::core::disable_compile", "namespacemlx_1_1core.html#a5f5fea955057bb3842b271b037909e66", null ], + [ "mlx::core::enable_compile", "namespacemlx_1_1core.html#a1983a2466bff3bae4d23cf34bd0946c9", null ], + [ "mlx::core::set_compile_mode", "namespacemlx_1_1core.html#a49445a55f976c4397f25ea18e1e92bef", null ] +]; \ No newline at end of file diff --git a/docs/build/html/compile_8h_source.html b/docs/build/html/compile_8h_source.html index 25516379f..951e06a6a 100644 --- a/docs/build/html/compile_8h_source.html +++ b/docs/build/html/compile_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/compile.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    compile.h
    @@ -100,7 +114,7 @@ $(function(){ initResizable(false); });
    7namespace mlx::core {
    8
    9enum class CompileMode { disabled, no_simplify, no_fuse, enabled };
    -
    10
    +
    10
    12std::function<std::vector<array>(const std::vector<array>&)> compile(
    13 std::function<std::vector<array>(const std::vector<array>&)> fun,
    14 bool shapeless = false);
    @@ -116,16 +130,16 @@ $(function(){ initResizable(false); });
    24 std::is_convertible_v<F, decltype(+std::declval<F>())>>>
    25std::function<std::vector<array>(const std::vector<array>&)> compile(
    -
    26 F&& f,
    +
    26 F&& f,
    27 bool shapeless = false) {
    -
    28 return compile(+f, shapeless);
    +
    28 return compile(+f, shapeless);
    29}
    -
    30
    +
    30
    35void disable_compile();
    -
    36
    +
    36
    40void enable_compile();
    -
    41
    +
    41
    43void set_compile_mode(CompileMode mode);
    44} // namespace mlx::core
    @@ -135,16 +149,18 @@ $(function(){ initResizable(false); });
    mlx::core::compile
    std::function< std::vector< array >(const std::vector< array > &)> compile(std::function< std::vector< array >(const std::vector< array > &)> fun, bool shapeless=false)
    Compile takes a function and returns a compiled function.
    mlx::core::disable_compile
    void disable_compile()
    Globally disable compilation.
    mlx::core::CompileMode
    CompileMode
    Definition compile.h:9
    - - - - -
    f
    float f
    Definition bf16.h:16
    +
    mlx::core::CompileMode::disabled
    @ disabled
    Definition compile.h:9
    +
    mlx::core::CompileMode::no_simplify
    @ no_simplify
    Definition compile.h:9
    +
    mlx::core::CompileMode::enabled
    @ enabled
    Definition compile.h:9
    +
    mlx::core::CompileMode::no_fuse
    @ no_fuse
    Definition compile.h:9
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/compile__impl_8h.html b/docs/build/html/compile__impl_8h.html index 8257c1763..9c9fcd7c1 100644 --- a/docs/build/html/compile__impl_8h.html +++ b/docs/build/html/compile__impl_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/compile_impl.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Namespaces | +Typedefs | Functions
    compile_impl.h File Reference
    -
    #include "mlx/device.h"
    +
    #include <unordered_map>
    +#include "mlx/array.h"

    Go to the source code of this file.

    @@ -107,6 +123,11 @@ Namespaces
    namespace  mlx::core::detail
     
    + + + +

    +Typedefs

    using mlx::core::detail::ParentsMap
     
    @@ -117,12 +138,25 @@ Functions + + + + + + + + + +

    Functions

    std::function< std::vector< array >(const std::vector< array > &)> mlx::core::detail::compile (std::function< std::vector< array >(const std::vector< array > &)> fun, std::uintptr_t fun_id, bool shapeless=false, std::vector< uint64_t > constants={})
     
    bool mlx::core::detail::compile_available_for_device (const Device &device)
     
    std::pair< std::vector< array >, std::vector< array > > mlx::core::detail::compile_trace (const std::function< std::vector< array >(const std::vector< array > &)> &fun, const std::vector< array > &inputs, bool shapeless)
     
    std::pair< std::vector< array >, ParentsMap > mlx::core::detail::compile_dfs (const std::vector< array > &inputs, const std::vector< array > &outputs, const std::vector< array > &original_inputs)
     
    void mlx::core::detail::compile_simplify (std::vector< array > &tape, ParentsMap &parents_map, std::vector< array > &outputs, int passes)
     
    std::vector< array > mlx::core::detail::compile_replace (const std::vector< array > &tape, const std::vector< array > &trace_inputs, const std::vector< array > &trace_outputs, const std::vector< array > &inputs, bool shapeless)
     
    void mlx::core::detail::compile_validate_shapeless (const std::vector< array > &tape)
     
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/compile__impl_8h.js b/docs/build/html/compile__impl_8h.js new file mode 100644 index 000000000..1d5e84d0a --- /dev/null +++ b/docs/build/html/compile__impl_8h.js @@ -0,0 +1,13 @@ +var compile__impl_8h = +[ + [ "mlx::core::detail::ParentsMap", "namespacemlx_1_1core_1_1detail.html#aac5e13ecbb521f3ac0e27d98d15fa985", null ], + [ "mlx::core::detail::compile", "namespacemlx_1_1core_1_1detail.html#af556c7576658b2e2498ead70339d95e5", null ], + [ "mlx::core::detail::compile_available_for_device", "namespacemlx_1_1core_1_1detail.html#aeeff2ba6ec3d9d4ed090de6d2681dbc2", null ], + [ "mlx::core::detail::compile_clear_cache", "namespacemlx_1_1core_1_1detail.html#a3fb927c209b946aefebb195993fbe4cf", null ], + [ "mlx::core::detail::compile_dfs", "namespacemlx_1_1core_1_1detail.html#a545fccdb5dc365b154cf4f0a2ca4753b", null ], + [ "mlx::core::detail::compile_erase", "namespacemlx_1_1core_1_1detail.html#a69eb76a14f845ca000f1ccb2edda0175", null ], + [ "mlx::core::detail::compile_replace", "namespacemlx_1_1core_1_1detail.html#a56fc01df6ba4c508d1da8b366b1328ac", null ], + [ "mlx::core::detail::compile_simplify", "namespacemlx_1_1core_1_1detail.html#a33c878c900ca06f35d479f99c57b9e39", null ], + [ "mlx::core::detail::compile_trace", "namespacemlx_1_1core_1_1detail.html#ac2163a401119bb6edecfeb43373ef0dd", null ], + [ "mlx::core::detail::compile_validate_shapeless", "namespacemlx_1_1core_1_1detail.html#a10d612cb45a17fa17b704a357a902a68", null ] +]; \ No newline at end of file diff --git a/docs/build/html/compile__impl_8h_source.html b/docs/build/html/compile__impl_8h_source.html index e19210163..aebfc8532 100644 --- a/docs/build/html/compile__impl_8h_source.html +++ b/docs/build/html/compile__impl_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/compile_impl.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    compile_impl.h
    @@ -95,39 +109,81 @@ $(function(){ initResizable(false); });
    2
    3#pragma once
    4
    -
    5#include "mlx/device.h"
    +
    5#include <unordered_map>
    6
    -
    7namespace mlx::core::detail {
    +
    7#include "mlx/array.h"
    8
    -
    9// This is not part of the general C++ API as calling with a bad id is a bad
    -
    10// idea.
    -
    11std::function<std::vector<array>(const std::vector<array>&)> compile(
    -
    12 std::function<std::vector<array>(const std::vector<array>&)> fun,
    -
    13 std::uintptr_t fun_id,
    -
    14 bool shapeless = false,
    -
    15 std::vector<uint64_t> constants = {});
    -
    16
    -
    17// Erase cached compile functions
    -
    18void compile_erase(std::uintptr_t fun_id);
    -
    19
    -
    20// Clear the compiler cache causing a recompilation of all compiled functions
    -
    21// when called again.
    -
    22void compile_clear_cache();
    -
    23
    -
    24bool compile_available_for_device(const Device& device);
    -
    25} // namespace mlx::core::detail
    - +
    9namespace mlx::core::detail {
    +
    10
    +
    11// This is not part of the general C++ API as calling with a bad id is a bad
    +
    12// idea.
    +
    13std::function<std::vector<array>(const std::vector<array>&)> compile(
    +
    14 std::function<std::vector<array>(const std::vector<array>&)> fun,
    +
    15 std::uintptr_t fun_id,
    +
    16 bool shapeless = false,
    +
    17 std::vector<uint64_t> constants = {});
    +
    18
    +
    19// Erase cached compile functions
    +
    20void compile_erase(std::uintptr_t fun_id);
    +
    21
    +
    22// Clear the compiler cache causing a recompilation of all compiled functions
    +
    23// when called again.
    +
    24void compile_clear_cache();
    +
    25
    +
    26bool compile_available_for_device(const Device& device);
    +
    27
    +
    28std::pair<std::vector<array>, std::vector<array>> compile_trace(
    +
    29 const std::function<std::vector<array>(const std::vector<array>&)>& fun,
    +
    30 const std::vector<array>& inputs,
    +
    31 bool shapeless);
    +
    32
    +
    33using ParentsMap =
    +
    34 std::unordered_map<std::uintptr_t, std::vector<std::pair<array, int>>>;
    +
    35
    +
    36// Traverses the graph to build a tape and a map of array ids to their parents
    +
    37std::pair<std::vector<array>, ParentsMap> compile_dfs(
    +
    38 const std::vector<array>& inputs,
    +
    39 const std::vector<array>& outputs,
    +
    40 const std::vector<array>& original_inputs);
    +
    41
    +
    42// Simplify the tape.
    +
    43void compile_simplify(
    +
    44 std::vector<array>& tape,
    +
    45 ParentsMap& parents_map,
    +
    46 std::vector<array>& outputs,
    +
    47 int passes);
    +
    48
    +
    49std::vector<array> compile_replace(
    +
    50 const std::vector<array>& tape,
    +
    51 const std::vector<array>& trace_inputs,
    +
    52 const std::vector<array>& trace_outputs,
    +
    53 const std::vector<array>& inputs,
    +
    54 bool shapeless);
    +
    55
    +
    56void compile_validate_shapeless(const std::vector<array>& tape);
    +
    57
    +
    58} // namespace mlx::core::detail
    +
    mlx::core::detail
    Definition ops.h:8
    +
    mlx::core::detail::compile_validate_shapeless
    void compile_validate_shapeless(const std::vector< array > &tape)
    +
    mlx::core::detail::compile_simplify
    void compile_simplify(std::vector< array > &tape, ParentsMap &parents_map, std::vector< array > &outputs, int passes)
    mlx::core::detail::compile_clear_cache
    void compile_clear_cache()
    +
    mlx::core::detail::compile_dfs
    std::pair< std::vector< array >, ParentsMap > compile_dfs(const std::vector< array > &inputs, const std::vector< array > &outputs, const std::vector< array > &original_inputs)
    +
    mlx::core::detail::compile_replace
    std::vector< array > compile_replace(const std::vector< array > &tape, const std::vector< array > &trace_inputs, const std::vector< array > &trace_outputs, const std::vector< array > &inputs, bool shapeless)
    mlx::core::detail::compile_erase
    void compile_erase(std::uintptr_t fun_id)
    +
    mlx::core::detail::ParentsMap
    std::unordered_map< std::uintptr_t, std::vector< std::pair< array, int > > > ParentsMap
    Definition compile_impl.h:33
    +
    mlx::core::detail::compile_trace
    std::pair< std::vector< array >, std::vector< array > > compile_trace(const std::function< std::vector< array >(const std::vector< array > &)> &fun, const std::vector< array > &inputs, bool shapeless)
    mlx::core::detail::compile_available_for_device
    bool compile_available_for_device(const Device &device)
    mlx::core::detail::compile
    std::function< std::vector< array >(const std::vector< array > &)> compile(std::function< std::vector< array >(const std::vector< array > &)> fun, std::uintptr_t fun_id, bool shapeless=false, std::vector< uint64_t > constants={})
    mlx::core::Device
    Definition device.h:7
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/compiled_8h.html b/docs/build/html/compiled_8h.html index 5727d9696..3a6183f83 100644 --- a/docs/build/html/compiled_8h.html +++ b/docs/build/html/compiled_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/compiled.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Namespaces | @@ -117,29 +131,32 @@ Functions   std::string mlx::core::get_type_string (Dtype d)   -template<typename T > +template<typename T> void mlx::core::print_float_constant (std::ostream &os, const array &x)   -template<typename T > +template<typename T> void mlx::core::print_int_constant (std::ostream &os, const array &x)   -template<typename T > +template<typename T> void mlx::core::print_complex_constant (std::ostream &os, const array &x)   void mlx::core::print_constant (std::ostream &os, const array &x)   bool mlx::core::is_scalar (const array &x)   -bool mlx::core::compiled_check_contiguity (const std::vector< array > &inputs, const std::vector< int > &shape) -  +bool mlx::core::compiled_check_contiguity (const std::vector< array > &inputs, const Shape &shape) +  void mlx::core::compiled_allocate_outputs (const std::vector< array > &inputs, std::vector< array > &outputs, const std::vector< array > &inputs_, const std::unordered_set< uintptr_t > &constant_ids_, bool contiguous, bool move_buffers=false)  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/compiled_8h.js b/docs/build/html/compiled_8h.js new file mode 100644 index 000000000..b878f272f --- /dev/null +++ b/docs/build/html/compiled_8h.js @@ -0,0 +1,13 @@ +var compiled_8h = +[ + [ "mlx::core::build_lib_name", "namespacemlx_1_1core.html#a3ef23f334cb9f68a2c50524bc67c913b", null ], + [ "mlx::core::compiled_allocate_outputs", "namespacemlx_1_1core.html#ab8c3c4fc05745f586de922c8266f4fce", null ], + [ "mlx::core::compiled_check_contiguity", "namespacemlx_1_1core.html#a562040f4a03f2c0a5d50eb9c8f14a8be", null ], + [ "mlx::core::get_type_string", "namespacemlx_1_1core.html#af776fd91dd60594dcfebbafd17f19068", null ], + [ "mlx::core::is_scalar", "namespacemlx_1_1core.html#a985c60929757190e0b4ec51f57c767d0", null ], + [ "mlx::core::is_static_cast", "namespacemlx_1_1core.html#afd9e740e567f9d7c28e00113caf46d5f", null ], + [ "mlx::core::print_complex_constant", "namespacemlx_1_1core.html#a2b78f270942c6eb185e8045f1c5b4286", null ], + [ "mlx::core::print_constant", "namespacemlx_1_1core.html#a7d11b000895d44d183260634f4192d92", null ], + [ "mlx::core::print_float_constant", "namespacemlx_1_1core.html#a93a8ac59c644b801ec8881a58368caf2", null ], + [ "mlx::core::print_int_constant", "namespacemlx_1_1core.html#a948ce3dfc4520d3aa98b33e42f617c64", null ] +]; \ No newline at end of file diff --git a/docs/build/html/compiled_8h_source.html b/docs/build/html/compiled_8h_source.html index 4aefc49d2..58e7c69a3 100644 --- a/docs/build/html/compiled_8h_source.html +++ b/docs/build/html/compiled_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/compiled.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    compiled.h
    @@ -105,101 +119,101 @@ $(function(){ initResizable(false); });
    12
    13inline bool is_static_cast(const Primitive& p) {
    -
    14 return (
    -
    15 typeid(p) == typeid(Broadcast) || typeid(p) == typeid(Copy) ||
    -
    16 typeid(p) == typeid(StopGradient) || typeid(p) == typeid(AsType));
    -
    17}
    +
    14 return (typeid(p) == typeid(Broadcast) || typeid(p) == typeid(AsType));
    +
    15}
    -
    18
    -
    19std::string build_lib_name(
    -
    20 const std::vector<array>& inputs,
    -
    21 const std::vector<array>& outputs,
    -
    22 const std::vector<array>& tape,
    -
    23 const std::unordered_set<uintptr_t>& constant_ids);
    +
    16
    +
    17std::string build_lib_name(
    +
    18 const std::vector<array>& inputs,
    +
    19 const std::vector<array>& outputs,
    +
    20 const std::vector<array>& tape,
    +
    21 const std::unordered_set<uintptr_t>& constant_ids);
    +
    22
    +
    23std::string get_type_string(Dtype d);
    24
    -
    25std::string get_type_string(Dtype d);
    -
    26
    -
    27template <typename T>
    -
    -
    28void print_float_constant(std::ostream& os, const array& x) {
    -
    29 auto old_precision = os.precision();
    -
    30 os << std::setprecision(std::numeric_limits<float>::digits10 + 1)
    -
    31 << x.item<T>() << std::setprecision(old_precision);
    -
    32}
    +
    25template <typename T>
    +
    +
    26void print_float_constant(std::ostream& os, const array& x) {
    +
    27 auto old_precision = os.precision();
    +
    28 os << std::setprecision(std::numeric_limits<float>::digits10 + 1)
    +
    29 << x.item<T>() << std::setprecision(old_precision);
    +
    30}
    -
    33
    -
    34template <typename T>
    -
    -
    35void print_int_constant(std::ostream& os, const array& x) {
    -
    36 os << x.item<T>();
    -
    37}
    +
    31
    +
    32template <typename T>
    +
    +
    33void print_int_constant(std::ostream& os, const array& x) {
    +
    34 os << x.item<T>();
    +
    35}
    -
    38
    -
    39template <typename T>
    -
    -
    40void print_complex_constant(std::ostream& os, const array& x) {
    -
    41 auto old_precision = os.precision();
    -
    42 T constant = x.item<T>();
    -
    43
    -
    44 os << get_type_string(x.dtype()) << "("
    -
    45 << std::setprecision(std::numeric_limits<float>::digits10 + 1)
    -
    46 << constant.real() << ", " << constant.imag() << ")"
    -
    47 << std::setprecision(old_precision);
    -
    48}
    +
    36
    +
    37template <typename T>
    +
    +
    38void print_complex_constant(std::ostream& os, const array& x) {
    +
    39 auto old_precision = os.precision();
    +
    40 T constant = x.item<T>();
    +
    41
    +
    42 os << get_type_string(x.dtype()) << "("
    +
    43 << std::setprecision(std::numeric_limits<float>::digits10 + 1)
    +
    44 << constant.real() << ", " << constant.imag() << ")"
    +
    45 << std::setprecision(old_precision);
    +
    46}
    +
    47
    +
    48void print_constant(std::ostream& os, const array& x);
    49
    -
    50void print_constant(std::ostream& os, const array& x);
    -
    51
    -
    -
    52inline bool is_scalar(const array& x) {
    -
    53 return x.ndim() == 0;
    -
    54}
    +
    +
    50inline bool is_scalar(const array& x) {
    +
    51 return x.ndim() == 0;
    +
    52}
    -
    55
    -
    56// Check if we can use a contiguous operation given inputs and the output shape
    -
    57bool compiled_check_contiguity(
    -
    58 const std::vector<array>& inputs,
    -
    59 const std::vector<int>& shape);
    -
    60
    -
    61// Allocate space for the outputs possibly with input donation
    -
    62void compiled_allocate_outputs(
    -
    63 const std::vector<array>& inputs,
    -
    64 std::vector<array>& outputs,
    -
    65 const std::vector<array>& inputs_,
    -
    66 const std::unordered_set<uintptr_t>& constant_ids_,
    -
    67 bool contiguous,
    -
    68 bool move_buffers = false);
    -
    69
    -
    70} // namespace mlx::core
    +
    53
    +
    54// Check if we can use a contiguous operation given inputs and the output shape
    +
    55bool compiled_check_contiguity(
    +
    56 const std::vector<array>& inputs,
    +
    57 const Shape& shape);
    +
    58
    +
    59// Allocate space for the outputs possibly with input donation
    +
    60void compiled_allocate_outputs(
    +
    61 const std::vector<array>& inputs,
    +
    62 std::vector<array>& outputs,
    +
    63 const std::vector<array>& inputs_,
    +
    64 const std::unordered_set<uintptr_t>& constant_ids_,
    +
    65 bool contiguous,
    +
    66 bool move_buffers = false);
    +
    67
    +
    68} // namespace mlx::core
    -
    mlx::core::AsType
    Definition primitives.h:417
    -
    mlx::core::Broadcast
    Definition primitives.h:523
    -
    mlx::core::Copy
    Definition primitives.h:697
    +
    mlx::core::AsType
    Definition primitives.h:432
    +
    mlx::core::Broadcast
    Definition primitives.h:575
    mlx::core::Primitive
    Definition primitives.h:48
    -
    mlx::core::StopGradient
    Definition primitives.h:2029
    -
    mlx::core::array
    Definition array.h:23
    -
    mlx::core::array::ndim
    size_t ndim() const
    The number of dimensions of the array.
    Definition array.h:97
    -
    mlx::core::array::item
    T item()
    Get the value from a scalar array.
    Definition array.h:538
    -
    mlx::core::array::dtype
    Dtype dtype() const
    Get the arrays data type.
    Definition array.h:130
    +
    mlx::core::array
    Definition array.h:24
    +
    mlx::core::array::ndim
    size_t ndim() const
    The number of dimensions of the array.
    Definition array.h:98
    +
    mlx::core::array::item
    T item()
    Get the value from a scalar array.
    Definition array.h:539
    +
    mlx::core::array::dtype
    Dtype dtype() const
    Get the arrays data type.
    Definition array.h:131
    mlx::core::contiguous
    array contiguous(const array &a, bool allow_col_major=false, StreamOrDevice s={})
    mlx::core
    Definition allocator.h:7
    -
    mlx::core::print_complex_constant
    void print_complex_constant(std::ostream &os, const array &x)
    Definition compiled.h:40
    -
    mlx::core::compiled_check_contiguity
    bool compiled_check_contiguity(const std::vector< array > &inputs, const std::vector< int > &shape)
    +
    mlx::core::print_complex_constant
    void print_complex_constant(std::ostream &os, const array &x)
    Definition compiled.h:38
    mlx::core::build_lib_name
    std::string build_lib_name(const std::vector< array > &inputs, const std::vector< array > &outputs, const std::vector< array > &tape, const std::unordered_set< uintptr_t > &constant_ids)
    +
    mlx::core::compiled_check_contiguity
    bool compiled_check_contiguity(const std::vector< array > &inputs, const Shape &shape)
    +
    mlx::core::Shape
    std::vector< ShapeElem > Shape
    Definition array.h:21
    mlx::core::print_constant
    void print_constant(std::ostream &os, const array &x)
    -
    mlx::core::print_float_constant
    void print_float_constant(std::ostream &os, const array &x)
    Definition compiled.h:28
    -
    mlx::core::print_int_constant
    void print_int_constant(std::ostream &os, const array &x)
    Definition compiled.h:35
    -
    mlx::core::is_scalar
    bool is_scalar(const array &x)
    Definition compiled.h:52
    +
    mlx::core::print_float_constant
    void print_float_constant(std::ostream &os, const array &x)
    Definition compiled.h:26
    +
    mlx::core::print_int_constant
    void print_int_constant(std::ostream &os, const array &x)
    Definition compiled.h:33
    +
    mlx::core::is_scalar
    bool is_scalar(const array &x)
    Definition compiled.h:50
    mlx::core::compiled_allocate_outputs
    void compiled_allocate_outputs(const std::vector< array > &inputs, std::vector< array > &outputs, const std::vector< array > &inputs_, const std::unordered_set< uintptr_t > &constant_ids_, bool contiguous, bool move_buffers=false)
    mlx::core::get_type_string
    std::string get_type_string(Dtype d)
    mlx::core::is_static_cast
    bool is_static_cast(const Primitive &p)
    Definition compiled.h:13
    mlx::core::Dtype
    Definition dtype.h:13
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/compiled__preamble_8h.html b/docs/build/html/compiled__preamble_8h.html index 93c2893ff..24fd6036a 100644 --- a/docs/build/html/compiled__preamble_8h.html +++ b/docs/build/html/compiled__preamble_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/compiled_preamble.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - +
    +
    + +
    +
    +
    - - +
    - -
    -
    Functions
    @@ -123,10 +137,13 @@ Functions
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/compiled__preamble_8h.js b/docs/build/html/compiled__preamble_8h.js new file mode 100644 index 000000000..0fe70ae1e --- /dev/null +++ b/docs/build/html/compiled__preamble_8h.js @@ -0,0 +1,4 @@ +var compiled__preamble_8h = +[ + [ "get_kernel_preamble", "compiled__preamble_8h.html#a1dfa17a0369fb90ff615c7461f5013f3", null ] +]; \ No newline at end of file diff --git a/docs/build/html/compiled__preamble_8h_source.html b/docs/build/html/compiled__preamble_8h_source.html index b881f142f..65506cdac 100644 --- a/docs/build/html/compiled__preamble_8h_source.html +++ b/docs/build/html/compiled__preamble_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/common/compiled_preamble.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    compiled_preamble.h
    @@ -107,10 +121,13 @@ $(function(){ initResizable(false); });
    half_types.h
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/conv_2loader_8h.html b/docs/build/html/conv_2loader_8h.html index 0a301c9be..110f8dc3b 100644 --- a/docs/build/html/conv_2loader_8h.html +++ b/docs/build/html/conv_2loader_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/conv/loader.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    loader.h File Reference
    @@ -96,10 +110,13 @@ $(function(){ initResizable(false); });

    Go to the source code of this file.

    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/conv_2loader_8h_source.html b/docs/build/html/conv_2loader_8h_source.html index 04e933bd7..11b173d56 100644 --- a/docs/build/html/conv_2loader_8h_source.html +++ b/docs/build/html/conv_2loader_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/conv/loader.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    loader.h
    @@ -100,10 +114,13 @@ $(function(){ initResizable(false); });
    loader_channel_l.h
    loader_channel_n.h
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/conv_2params_8h.html b/docs/build/html/conv_2params_8h.html index 56c101352..2c281b6bd 100644 --- a/docs/build/html/conv_2params_8h.html +++ b/docs/build/html/conv_2params_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/conv/params.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Classes | @@ -116,10 +130,13 @@ Namespaces  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/conv_2params_8h.js b/docs/build/html/conv_2params_8h.js new file mode 100644 index 000000000..774b9b73e --- /dev/null +++ b/docs/build/html/conv_2params_8h.js @@ -0,0 +1,7 @@ +var conv_2params_8h = +[ + [ "MLXConvParams< NDIM >", "struct_m_l_x_conv_params.html", "struct_m_l_x_conv_params" ], + [ "mlx::steel::ImplicitGemmConv2DParams", "structmlx_1_1steel_1_1_implicit_gemm_conv2_d_params.html", "structmlx_1_1steel_1_1_implicit_gemm_conv2_d_params" ], + [ "mlx::steel::Conv2DGeneralJumpParams", "structmlx_1_1steel_1_1_conv2_d_general_jump_params.html", "structmlx_1_1steel_1_1_conv2_d_general_jump_params" ], + [ "mlx::steel::Conv2DGeneralBaseInfo", "structmlx_1_1steel_1_1_conv2_d_general_base_info.html", "structmlx_1_1steel_1_1_conv2_d_general_base_info" ] +]; \ No newline at end of file diff --git a/docs/build/html/conv_2params_8h_source.html b/docs/build/html/conv_2params_8h_source.html index 566863a4c..1b62dc143 100644 --- a/docs/build/html/conv_2params_8h_source.html +++ b/docs/build/html/conv_2params_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/conv/params.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    params.h
    @@ -108,9 +122,9 @@ $(function(){ initResizable(false); });
    14 const int pad[NDIM]; // Input padding
    15 const int kdil[NDIM]; // Kernel dilation
    16 const int idil[NDIM]; // Input dilation
    -
    17 const size_t in_strides[NDIM + 2]; // In strides
    -
    18 const size_t wt_strides[NDIM + 2]; // Wt strides
    -
    19 const size_t out_strides[NDIM + 2]; // Out strides
    +
    17 const int64_t in_strides[NDIM + 2]; // In strides
    +
    18 const int64_t wt_strides[NDIM + 2]; // Wt strides
    +
    19 const int64_t out_strides[NDIM + 2]; // Out strides
    20 const int groups; // Input channel groups
    21 const bool flip;
    22};
    @@ -164,16 +178,16 @@ $(function(){ initResizable(false); });
    mlx
    Definition allocator.h:7
    MLXConvParams
    Definition params.h:6
    MLXConvParams::C
    const int C
    Definition params.h:8
    -
    MLXConvParams::out_strides
    const size_t out_strides[NDIM+2]
    Definition params.h:19
    MLXConvParams::oS
    const int oS[NDIM]
    Definition params.h:12
    MLXConvParams::iS
    const int iS[NDIM]
    Definition params.h:10
    MLXConvParams::kdil
    const int kdil[NDIM]
    Definition params.h:15
    MLXConvParams::str
    const int str[NDIM]
    Definition params.h:13
    -
    MLXConvParams::wt_strides
    const size_t wt_strides[NDIM+2]
    Definition params.h:18
    MLXConvParams::flip
    const bool flip
    Definition params.h:21
    -
    MLXConvParams::in_strides
    const size_t in_strides[NDIM+2]
    Definition params.h:17
    +
    MLXConvParams::in_strides
    const int64_t in_strides[NDIM+2]
    Definition params.h:17
    +
    MLXConvParams::wt_strides
    const int64_t wt_strides[NDIM+2]
    Definition params.h:18
    MLXConvParams::wS
    const int wS[NDIM]
    Definition params.h:11
    MLXConvParams::O
    const int O
    Definition params.h:9
    +
    MLXConvParams::out_strides
    const int64_t out_strides[NDIM+2]
    Definition params.h:19
    MLXConvParams::N
    const int N
    Definition params.h:7
    MLXConvParams::pad
    const int pad[NDIM]
    Definition params.h:14
    MLXConvParams::groups
    const int groups
    Definition params.h:20
    @@ -202,10 +216,13 @@ $(function(){ initResizable(false); });
    mlx::steel::ImplicitGemmConv2DParams::swizzle_log
    const int swizzle_log
    Definition params.h:40
    mlx::steel::ImplicitGemmConv2DParams::K
    const int K
    Definition params.h:30
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/conv_8h.html b/docs/build/html/conv_8h.html index f35a8c3e4..edc2cb9cb 100644 --- a/docs/build/html/conv_8h.html +++ b/docs/build/html/conv_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/conv/conv.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    conv.h File Reference
    @@ -99,10 +113,13 @@ $(function(){ initResizable(false); });

    Go to the source code of this file.

    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/conv_8h_source.html b/docs/build/html/conv_8h_source.html index 17bfc4bcb..b629c0de9 100644 --- a/docs/build/html/conv_8h_source.html +++ b/docs/build/html/conv_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/conv/conv.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    conv.h
    @@ -112,10 +126,13 @@ $(function(){ initResizable(false); });
    mlx::steel
    Definition attn.h:19
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/cpp/ops.html b/docs/build/html/cpp/ops.html index 15e999d3d..a0df60a46 100644 --- a/docs/build/html/cpp/ops.html +++ b/docs/build/html/cpp/ops.html @@ -8,7 +8,7 @@ - Operations — MLX 0.21.1 documentation + Operations — MLX 0.22.0 documentation @@ -16,8 +16,8 @@ document.documentElement.dataset.mode = localStorage.getItem("mode") || ""; document.documentElement.dataset.theme = localStorage.getItem("theme") || ""; - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    +

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    Using MLX in C++#

    +

    You can use MLX in a C++ project with CMake.

    +
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    Note

    +

    This guide is based one the following example using MLX in C++

    +
    +

    First install MLX:

    +
    pip install -U mlx
+
    +
    +

    You can also install the MLX Python package from source or just the C++ +library. For more information see the documentation on installing MLX.

    +

    Next make an example program in example.cpp:

    +
    #include <iostream>
+
+#include "mlx/mlx.h"
+
+namespace mx = mlx::core;
+
+int main() {
+  auto x = mx::array({1, 2, 3});
+  auto y = mx::array({1, 2, 3});
+  std::cout << x + y << std::endl;
+  return 0;
+}
+
    +
    +

    The next step is to setup a CMake file in CMakeLists.txt:

    +
    cmake_minimum_required(VERSION 3.27)
+
+project(example LANGUAGES CXX)
+
+set(CMAKE_CXX_STANDARD 17)
+set(CMAKE_CXX_STANDARD_REQUIRED ON)
+
    +
    +

    Depending on how you installed MLX, you may need to tell CMake where to +find it.

    +

    If you installed MLX with Python, then add the following to the CMake file:

    +
    find_package(
+  Python 3.9
+  COMPONENTS Interpreter Development.Module
+  REQUIRED)
+execute_process(
+  COMMAND "${Python_EXECUTABLE}" -m mlx --cmake-dir
+  OUTPUT_STRIP_TRAILING_WHITESPACE
+  OUTPUT_VARIABLE MLX_ROOT)
+
    +
    +

    If you installed the MLX C++ package to a system path, then CMake should be +able to find it. If you installed it to a non-standard location or CMake can’t +find MLX then set MLX_ROOT to the location where MLX is installed:

    +
    set(MLX_ROOT "/path/to/mlx/")
+
    +
    +

    Next, instruct CMake to find MLX:

    +
    find_package(MLX CONFIG REQUIRED)
+
    +
    +

    Finally, add the example.cpp program as an executable and link MLX.

    +
    add_executable(example example.cpp)
+target_link_libraries(example PRIVATE mlx)
+
    +
    +

    You can build the example with:

    +
    cmake -B build -DCMAKE_BUILD_TYPE=Release
+cmake --build build
+
    +
    +

    And run it with:

    +
    ./build/example
+
    +
    +

    Note find_package(MLX CONFIG REQUIRED) sets the following variables:

    +
    + ++++ + + + + + + + + + + + + + + + + + + + + + + + + + +
    Package Variables#

    Variable

    Description

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    MLX_LIBRARIES

    Libraries to link against

    MLX_CXX_FLAGS

    Additional compiler flags

    MLX_BUILD_ACCELERATE

    True if MLX was built with Accelerate

    MLX_BUILD_METAL

    True if MLX was built with Metal

    +
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    +By MLX Contributors +

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    + + © Copyright 2023, MLX Contributors. +
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    +
    + + \ No newline at end of file diff --git a/docs/build/html/device_8h.html b/docs/build/html/device_8h.html index 60956820b..3a46626d0 100644 --- a/docs/build/html/device_8h.html +++ b/docs/build/html/device_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/device.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Classes | @@ -122,10 +136,13 @@ Functions  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/device_8h.js b/docs/build/html/device_8h.js new file mode 100644 index 000000000..2e932797e --- /dev/null +++ b/docs/build/html/device_8h.js @@ -0,0 +1,8 @@ +var device_8h = +[ + [ "mlx::core::Device", "structmlx_1_1core_1_1_device.html", "structmlx_1_1core_1_1_device" ], + [ "mlx::core::default_device", "namespacemlx_1_1core.html#a0196171cfe6ee2953113abce597dc815", null ], + [ "mlx::core::operator!=", "namespacemlx_1_1core.html#a94d00a1b7f8a4717ab3f26f45e4da655", null ], + [ "mlx::core::operator==", "namespacemlx_1_1core.html#a937503d72b66c661bf3f5fdcd98ef97c", null ], + [ "mlx::core::set_default_device", "namespacemlx_1_1core.html#a312a2de41367fe52caeaf8c0f596a120", null ] +]; \ No newline at end of file diff --git a/docs/build/html/device_8h_source.html b/docs/build/html/device_8h_source.html index e3bc9b5e5..8fec62d78 100644 --- a/docs/build/html/device_8h_source.html +++ b/docs/build/html/device_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/device.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    device.h
    @@ -98,11 +112,11 @@ $(function(){ initResizable(false); });
    5namespace mlx::core {
    6
    -
    7struct Device {
    +
    7struct Device {
    8 enum class DeviceType {
    -
    9 cpu,
    -
    10 gpu,
    +
    9 cpu,
    +
    10 gpu,
    11 };
    12
    @@ -136,13 +150,16 @@ $(function(){ initResizable(false); });
    mlx::core::Device::cpu
    static constexpr DeviceType cpu
    Definition device.h:13
    mlx::core::Device::type
    DeviceType type
    Definition device.h:18
    mlx::core::Device::DeviceType
    DeviceType
    Definition device.h:8
    - - +
    mlx::core::Device::DeviceType::gpu
    @ gpu
    Definition device.h:10
    +
    mlx::core::Device::DeviceType::cpu
    @ cpu
    Definition device.h:9
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/dir_1b634d20b746ceaa770a5379eca5f24a.html b/docs/build/html/dir_1b634d20b746ceaa770a5379eca5f24a.html index b300de4aa..e1a5541a9 100644 --- a/docs/build/html/dir_1b634d20b746ceaa770a5379eca5f24a.html +++ b/docs/build/html/dir_1b634d20b746ceaa770a5379eca5f24a.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/steel/utils Directory Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
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    -
    utils Directory Reference
    @@ -100,10 +114,13 @@ Files  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/dir_1b634d20b746ceaa770a5379eca5f24a.js b/docs/build/html/dir_1b634d20b746ceaa770a5379eca5f24a.js new file mode 100644 index 000000000..65f3d6fc6 --- /dev/null +++ b/docs/build/html/dir_1b634d20b746ceaa770a5379eca5f24a.js @@ -0,0 +1,5 @@ +var dir_1b634d20b746ceaa770a5379eca5f24a = +[ + [ "integral_constant.h", "integral__constant_8h.html", "integral__constant_8h" ], + [ "type_traits.h", "type__traits_8h.html", "type__traits_8h" ] +]; \ No newline at end of file diff --git a/docs/build/html/dir_1d446c9bd3c99228254c9484e0bc5c06.html b/docs/build/html/dir_1d446c9bd3c99228254c9484e0bc5c06.html index d80e3a550..8f560e520 100644 --- a/docs/build/html/dir_1d446c9bd3c99228254c9484e0bc5c06.html +++ b/docs/build/html/dir_1d446c9bd3c99228254c9484e0bc5c06.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend Directory Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    backend Directory Reference
    @@ -102,10 +116,13 @@ Directories  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/dir_1d446c9bd3c99228254c9484e0bc5c06.js b/docs/build/html/dir_1d446c9bd3c99228254c9484e0bc5c06.js new file mode 100644 index 000000000..c2e31f62c --- /dev/null +++ b/docs/build/html/dir_1d446c9bd3c99228254c9484e0bc5c06.js @@ -0,0 +1,6 @@ +var dir_1d446c9bd3c99228254c9484e0bc5c06 = +[ + [ "accelerate", "dir_86b95e7b1d0d6e25466bb9213752d32f.html", "dir_86b95e7b1d0d6e25466bb9213752d32f" ], + [ "common", "dir_f149b24a1b5be11cd70151abe517e3f8.html", "dir_f149b24a1b5be11cd70151abe517e3f8" ], + [ "metal", "dir_d0c977ea65824390717cdb7efc36c157.html", "dir_d0c977ea65824390717cdb7efc36c157" ] +]; \ No newline at end of file diff --git a/docs/build/html/dir_2193406f5b2eae6fc53753d8a9a80df3.html b/docs/build/html/dir_2193406f5b2eae6fc53753d8a9a80df3.html index 1befe9070..50b81a010 100644 --- a/docs/build/html/dir_2193406f5b2eae6fc53753d8a9a80df3.html +++ b/docs/build/html/dir_2193406f5b2eae6fc53753d8a9a80df3.html @@ -3,7 +3,7 @@ - + MLX: mlx/io Directory Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    + - + - - + +
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    io Directory Reference
    @@ -102,10 +116,13 @@ Files  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/dir_2193406f5b2eae6fc53753d8a9a80df3.js b/docs/build/html/dir_2193406f5b2eae6fc53753d8a9a80df3.js new file mode 100644 index 000000000..26436dc71 --- /dev/null +++ b/docs/build/html/dir_2193406f5b2eae6fc53753d8a9a80df3.js @@ -0,0 +1,6 @@ +var dir_2193406f5b2eae6fc53753d8a9a80df3 = +[ + [ "gguf.h", "gguf_8h.html", "gguf_8h" ], + [ "load.h", "io_2load_8h.html", "io_2load_8h" ], + [ "threadpool.h", "threadpool_8h.html", "threadpool_8h" ] +]; \ No newline at end of file diff --git a/docs/build/html/dir_23833761034051b43bb6c170b56e2cce.html b/docs/build/html/dir_23833761034051b43bb6c170b56e2cce.html index 561e7f3c0..07d00541c 100644 --- a/docs/build/html/dir_23833761034051b43bb6c170b56e2cce.html +++ b/docs/build/html/dir_23833761034051b43bb6c170b56e2cce.html @@ -3,7 +3,7 @@ - + MLX: mlx/distributed Directory Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
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    + - + - - + +
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    +
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    distributed Directory Reference
    + + + +

    +Directories

     mpi
     
    @@ -104,10 +123,13 @@ Files

    Files

     distributed.h
     
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/dir_23833761034051b43bb6c170b56e2cce.js b/docs/build/html/dir_23833761034051b43bb6c170b56e2cce.js new file mode 100644 index 000000000..bb9618229 --- /dev/null +++ b/docs/build/html/dir_23833761034051b43bb6c170b56e2cce.js @@ -0,0 +1,8 @@ +var dir_23833761034051b43bb6c170b56e2cce = +[ + [ "mpi", "dir_fef8157d08ab8bc47d26a7b4e218df82.html", "dir_fef8157d08ab8bc47d26a7b4e218df82" ], + [ "distributed.h", "distributed_8h.html", "distributed_8h" ], + [ "distributed_impl.h", "distributed__impl_8h.html", "distributed__impl_8h" ], + [ "ops.h", "distributed_2ops_8h.html", "distributed_2ops_8h" ], + [ "primitives.h", "distributed_2primitives_8h.html", "distributed_2primitives_8h" ] +]; \ No newline at end of file diff --git a/docs/build/html/dir_4336740ec0075891704443b417fef6cb.html b/docs/build/html/dir_4336740ec0075891704443b417fef6cb.html index a0d00e4f7..701d9ce0e 100644 --- a/docs/build/html/dir_4336740ec0075891704443b417fef6cb.html +++ b/docs/build/html/dir_4336740ec0075891704443b417fef6cb.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/jit Directory Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
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    jit Directory Reference
    @@ -110,10 +124,13 @@ Files  
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     mpi.h
     
    -

    Member Typedef Documentation

    - -

    ◆ type

    - -
    -
    -
    -template<typename T , typename U >
    - - - - -
    using ConditionalType< true, T, U >::type = T
    -
    - -
    -
    -
    The documentation for this struct was generated from the following file:
      -
    • mlx/backend/metal/kernels/utils.h
      • -
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    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/dir_fef8157d08ab8bc47d26a7b4e218df82.js b/docs/build/html/dir_fef8157d08ab8bc47d26a7b4e218df82.js new file mode 100644 index 000000000..1e70f0e2f --- /dev/null +++ b/docs/build/html/dir_fef8157d08ab8bc47d26a7b4e218df82.js @@ -0,0 +1,4 @@ +var dir_fef8157d08ab8bc47d26a7b4e218df82 = +[ + [ "mpi.h", "mpi_8h.html", "mpi_8h" ] +]; \ No newline at end of file diff --git a/docs/build/html/distributed_2ops_8h.html b/docs/build/html/distributed_2ops_8h.html index 08f08074b..85f86f1a9 100644 --- a/docs/build/html/distributed_2ops_8h.html +++ b/docs/build/html/distributed_2ops_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/distributed/ops.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    + - + - - + +
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    +
    - - +
    - -
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    Namespaces | @@ -117,16 +131,19 @@ Functions   array mlx::core::distributed::send (const array &x, int dst, std::optional< Group > group=std::nullopt, StreamOrDevice s={})   -array mlx::core::distributed::recv (std::vector< int > shape, Dtype dtype, int src, std::optional< Group > group=std::nullopt, StreamOrDevice s={}) -  +array mlx::core::distributed::recv (Shape shape, Dtype dtype, int src, std::optional< Group > group=std::nullopt, StreamOrDevice s={}) +  array mlx::core::distributed::recv_like (const array &x, int src, std::optional< Group > group=std::nullopt, StreamOrDevice s={})  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/distributed_2ops_8h.js b/docs/build/html/distributed_2ops_8h.js new file mode 100644 index 000000000..5c1c7d4db --- /dev/null +++ b/docs/build/html/distributed_2ops_8h.js @@ -0,0 +1,8 @@ +var distributed_2ops_8h = +[ + [ "mlx::core::distributed::all_gather", "namespacemlx_1_1core_1_1distributed.html#a82ef5e8cc7ac62cd228e51b1c1b77cb7", null ], + [ "mlx::core::distributed::all_sum", "namespacemlx_1_1core_1_1distributed.html#a67ccb1a5445fc6f5db49dd36a15e5980", null ], + [ "mlx::core::distributed::recv", "namespacemlx_1_1core_1_1distributed.html#af93c1680b656e98158d5f6eed8e092e8", null ], + [ "mlx::core::distributed::recv_like", "namespacemlx_1_1core_1_1distributed.html#a2822b78bce2c679e6ff940b2fca944f0", null ], + [ "mlx::core::distributed::send", "namespacemlx_1_1core_1_1distributed.html#a5a8360edaa3a528a3927fce4d2cf1777", null ] +]; \ No newline at end of file diff --git a/docs/build/html/distributed_2ops_8h_source.html b/docs/build/html/distributed_2ops_8h_source.html index b046ea2a5..064e915fe 100644 --- a/docs/build/html/distributed_2ops_8h_source.html +++ b/docs/build/html/distributed_2ops_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/distributed/ops.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    ops.h
    @@ -118,8 +132,8 @@ $(function(){ initResizable(false); });
    25 std::optional<Group> group = std::nullopt,
    26 StreamOrDevice s = {});
    27
    -
    28array recv(
    -
    29 std::vector<int> shape,
    +
    28array recv(
    +
    29 Shape shape,
    30 Dtype dtype,
    31 int src,
    32 std::optional<Group> group = std::nullopt,
    @@ -132,22 +146,26 @@ $(function(){ initResizable(false); });
    39 StreamOrDevice s = {});
    40
    41} // namespace mlx::core::distributed
    -
    mlx::core::array
    Definition array.h:23
    +
    mlx::core::array
    Definition array.h:24
    mlx::core::distributed
    Definition distributed.h:9
    -
    mlx::core::distributed::recv
    array recv(std::vector< int > shape, Dtype dtype, int src, std::optional< Group > group=std::nullopt, StreamOrDevice s={})
    mlx::core::distributed::recv_like
    array recv_like(const array &x, int src, std::optional< Group > group=std::nullopt, StreamOrDevice s={})
    mlx::core::distributed::send
    array send(const array &x, int dst, std::optional< Group > group=std::nullopt, StreamOrDevice s={})
    mlx::core::distributed::all_sum
    array all_sum(const array &x, std::optional< Group > group=std::nullopt, StreamOrDevice s={})
    mlx::core::distributed::all_gather
    array all_gather(const array &x, std::optional< Group > group=std::nullopt, StreamOrDevice S={})
    -
    mlx::core::StreamOrDevice
    std::variant< std::monostate, Stream, Device > StreamOrDevice
    Definition utils.h:14
    +
    mlx::core::distributed::recv
    array recv(Shape shape, Dtype dtype, int src, std::optional< Group > group=std::nullopt, StreamOrDevice s={})
    +
    mlx::core::Shape
    std::vector< ShapeElem > Shape
    Definition array.h:21
    +
    mlx::core::StreamOrDevice
    std::variant< std::monostate, Stream, Device > StreamOrDevice
    Definition utils.h:15
    mlx::core::Dtype
    Definition dtype.h:13
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/distributed_2primitives_8h.html b/docs/build/html/distributed_2primitives_8h.html index d54b60973..4f01d8e5c 100644 --- a/docs/build/html/distributed_2primitives_8h.html +++ b/docs/build/html/distributed_2primitives_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/distributed/primitives.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    Classes | @@ -123,10 +137,13 @@ Namespaces  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/distributed_2primitives_8h.js b/docs/build/html/distributed_2primitives_8h.js new file mode 100644 index 000000000..a8dc0af08 --- /dev/null +++ b/docs/build/html/distributed_2primitives_8h.js @@ -0,0 +1,8 @@ +var distributed_2primitives_8h = +[ + [ "mlx::core::distributed::DistPrimitive", "classmlx_1_1core_1_1distributed_1_1_dist_primitive.html", "classmlx_1_1core_1_1distributed_1_1_dist_primitive" ], + [ "mlx::core::distributed::AllReduce", "classmlx_1_1core_1_1distributed_1_1_all_reduce.html", "classmlx_1_1core_1_1distributed_1_1_all_reduce" ], + [ "mlx::core::distributed::AllGather", "classmlx_1_1core_1_1distributed_1_1_all_gather.html", "classmlx_1_1core_1_1distributed_1_1_all_gather" ], + [ "mlx::core::distributed::Send", "classmlx_1_1core_1_1distributed_1_1_send.html", "classmlx_1_1core_1_1distributed_1_1_send" ], + [ "mlx::core::distributed::Recv", "classmlx_1_1core_1_1distributed_1_1_recv.html", "classmlx_1_1core_1_1distributed_1_1_recv" ] +]; \ No newline at end of file diff --git a/docs/build/html/distributed_2primitives_8h_source.html b/docs/build/html/distributed_2primitives_8h_source.html index 7aa017469..bd56f1a1a 100644 --- a/docs/build/html/distributed_2primitives_8h_source.html +++ b/docs/build/html/distributed_2primitives_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/distributed/primitives.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    primitives.h
    @@ -102,11 +116,11 @@ $(function(){ initResizable(false); });
    9namespace mlx::core::distributed {
    10
    -
    11class DistPrimitive : public Primitive {
    +
    11class DistPrimitive : public Primitive {
    12 public:
    13 DistPrimitive(Stream stream, Group group)
    -
    14 : Primitive(stream), group_(group) {}
    +
    14 : Primitive(stream), group_(group) {}
    15
    @@ -121,13 +135,13 @@ $(function(){ initResizable(false); });
    23
    -
    24class AllReduce : public DistPrimitive {
    +
    24class AllReduce : public DistPrimitive {
    25 public:
    -
    26 enum ReduceType { And, Or, Sum, Prod, Min, Max };
    +
    26 enum ReduceType { And, Or, Sum, Prod, Min, Max };
    27
    28 AllReduce(Stream stream, Group group, ReduceType reduce_type)
    -
    29 : DistPrimitive(stream, group), reduce_type_(reduce_type) {}
    +
    29 : DistPrimitive(stream, group), reduce_type_(reduce_type) {}
    30
    31 void eval_cpu(const std::vector<array>& inputs, std::vector<array>& outputs)
    @@ -178,9 +192,9 @@ $(function(){ initResizable(false); });
    74
    -
    75class AllGather : public DistPrimitive {
    +
    75class AllGather : public DistPrimitive {
    76 public:
    -
    77 AllGather(Stream stream, Group group) : DistPrimitive(stream, group) {}
    +
    77 AllGather(Stream stream, Group group) : DistPrimitive(stream, group) {}
    78
    79 void eval_cpu(const std::vector<array>& inputs, std::vector<array>& outputs)
    80 override;
    @@ -200,16 +214,16 @@ $(function(){ initResizable(false); });
    94 const std::vector<int>& argnums,
    95 const std::vector<array>& outputs) override;
    96
    -
    97 DEFINE_PRINT(AllGather);
    +
    97 DEFINE_PRINT(AllGather);
    98};
    99
    -
    100class Send : public DistPrimitive {
    +
    100class Send : public DistPrimitive {
    101 public:
    102 Send(Stream stream, Group group, int dst)
    -
    103 : DistPrimitive(stream, group), dst_(dst) {}
    +
    103 : DistPrimitive(stream, group), dst_(dst) {}
    104
    105 void eval_cpu(const std::vector<array>& inputs, std::vector<array>& outputs)
    @@ -220,7 +234,7 @@ $(function(){ initResizable(false); });
    110 const std::vector<array>& inputs,
    111 const std::vector<int>& axes) override;
    112
    -
    113 DEFINE_PRINT(Send);
    +
    113 DEFINE_PRINT(Send);
    114
    115 private:
    116 int dst_;
    @@ -228,11 +242,11 @@ $(function(){ initResizable(false); });
    118
    -
    119class Recv : public DistPrimitive {
    +
    119class Recv : public DistPrimitive {
    120 public:
    121 Recv(Stream stream, Group group, int src)
    -
    122 : DistPrimitive(stream, group), src_(src) {}
    +
    122 : DistPrimitive(stream, group), src_(src) {}
    123
    124 void eval_cpu(const std::vector<array>& inputs, std::vector<array>& outputs)
    @@ -240,7 +254,7 @@ $(function(){ initResizable(false); });
    126 void eval_gpu(const std::vector<array>& inputs, std::vector<array>& outputs)
    127 override;
    128
    -
    129 DEFINE_PRINT(Recv);
    +
    129 DEFINE_PRINT(Recv);
    130
    131 private:
    132 int src_;
    @@ -248,9 +262,8 @@ $(function(){ initResizable(false); });
    134
    135} // namespace mlx::core::distributed
    -
    mlx::core::Primitive
    Definition primitives.h:48
    mlx::core::Primitive::stream
    const Stream & stream()
    The stream the primitive will run on.
    Definition primitives.h:58
    -
    mlx::core::distributed::AllGather
    Definition primitives.h:75
    +
    mlx::core::Primitive::Primitive
    Primitive(Stream stream)
    Definition primitives.h:50
    mlx::core::distributed::AllGather::eval_gpu
    void eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) override
    mlx::core::distributed::AllGather::jvp
    std::vector< array > jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) override
    The Jacobian-vector product.
    @@ -258,7 +271,6 @@ $(function(){ initResizable(false); });
    mlx::core::distributed::AllGather::eval_cpu
    void eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) override
    A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the out...
    mlx::core::distributed::AllGather::vmap
    std::pair< std::vector< array >, std::vector< int > > vmap(const std::vector< array > &inputs, const std::vector< int > &axes) override
    The primitive must know how to vectorize itself across the given axes.
    mlx::core::distributed::AllGather::AllGather
    AllGather(Stream stream, Group group)
    Definition primitives.h:77
    -
    mlx::core::distributed::AllReduce
    Definition primitives.h:24
    mlx::core::distributed::AllReduce::AllReduce
    AllReduce(Stream stream, Group group, ReduceType reduce_type)
    Definition primitives.h:28
    mlx::core::distributed::AllReduce::vmap
    std::pair< std::vector< array >, std::vector< int > > vmap(const std::vector< array > &inputs, const std::vector< int > &axes) override
    The primitive must know how to vectorize itself across the given axes.
    mlx::core::distributed::AllReduce::eval_gpu
    void eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) override
    @@ -273,15 +285,12 @@ $(function(){ initResizable(false); });
    mlx::core::distributed::AllReduce::vjp
    std::vector< array > vjp(const std::vector< array > &primals, const std::vector< array > &cotangents, const std::vector< int > &argnums, const std::vector< array > &outputs) override
    The vector-Jacobian product.
    mlx::core::distributed::AllReduce::eval_cpu
    void eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) override
    A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the out...
    mlx::core::distributed::AllReduce::jvp
    std::vector< array > jvp(const std::vector< array > &primals, const std::vector< array > &tangents, const std::vector< int > &argnums) override
    The Jacobian-vector product.
    -
    mlx::core::distributed::DistPrimitive
    Definition primitives.h:11
    mlx::core::distributed::DistPrimitive::group
    const Group & group() const
    Definition primitives.h:16
    mlx::core::distributed::DistPrimitive::DistPrimitive
    DistPrimitive(Stream stream, Group group)
    Definition primitives.h:13
    -
    mlx::core::distributed::Recv
    Definition primitives.h:119
    mlx::core::distributed::Recv::eval_cpu
    void eval_cpu(const std::vector< array > &inputs, std::vector< array > &outputs) override
    A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the out...
    mlx::core::distributed::Recv::Recv
    Recv(Stream stream, Group group, int src)
    Definition primitives.h:121
    mlx::core::distributed::Recv::eval_gpu
    void eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) override
    -
    mlx::core::distributed::Send
    Definition primitives.h:100
    mlx::core::distributed::Send::eval_gpu
    void eval_gpu(const std::vector< array > &inputs, std::vector< array > &outputs) override
    mlx::core::distributed::Send::Send
    Send(Stream stream, Group group, int dst)
    Definition primitives.h:102
    @@ -291,14 +300,16 @@ $(function(){ initResizable(false); });
    distributed_impl.h
    mlx::core::distributed
    Definition distributed.h:9
    -
    Max
    Definition ops.h:185
    mlx::core::Stream
    Definition stream.h:9
    -
    mlx::core::distributed::Group
    A distributed::Group represents a group of independent mlx processes that can communicate.
    Definition distributed.h:19
    +
    mlx::core::distributed::Group
    A distributed::Group represents a group of independent mlx processes that can communicate.
    Definition distributed.h:24
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/distributed_8h.html b/docs/build/html/distributed_8h.html index aff90e5cb..942bf585d 100644 --- a/docs/build/html/distributed_8h.html +++ b/docs/build/html/distributed_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/distributed/distributed.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
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    Classes | @@ -114,6 +128,8 @@ Namespaces   namespace  mlx::core::distributed   +namespace  mlx::core::distributed::detail +  @@ -124,10 +140,13 @@ Functions

    Functions

     
    - -
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    + + diff --git a/docs/build/html/distributed_8h.js b/docs/build/html/distributed_8h.js new file mode 100644 index 000000000..e4af7d429 --- /dev/null +++ b/docs/build/html/distributed_8h.js @@ -0,0 +1,6 @@ +var distributed_8h = +[ + [ "mlx::core::distributed::Group", "structmlx_1_1core_1_1distributed_1_1_group.html", "structmlx_1_1core_1_1distributed_1_1_group" ], + [ "mlx::core::distributed::init", "namespacemlx_1_1core_1_1distributed.html#a33633c058c7ec82cca4f237243c6810d", null ], + [ "mlx::core::distributed::is_available", "namespacemlx_1_1core_1_1distributed.html#a95655473cd0032c06e5fe3fca85aeef3", null ] +]; \ No newline at end of file diff --git a/docs/build/html/distributed_8h_source.html b/docs/build/html/distributed_8h_source.html index 774c3388d..9d2c9fd42 100644 --- a/docs/build/html/distributed_8h_source.html +++ b/docs/build/html/distributed_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/distributed/distributed.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    distributed.h
    @@ -102,48 +116,61 @@ $(function(){ initResizable(false); });
    9namespace mlx::core::distributed {
    10
    -
    11/* Check if a communication backend is available */
    -
    12bool is_available();
    -
    13
    -
    -
    19struct Group {
    -
    20 Group(std::shared_ptr<void> group) : group_(group) {}
    -
    21
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    22 int rank();
    -
    23 int size();
    -
    24
    -
    33 Group split(int color, int key = -1);
    -
    34
    -
    -
    35 const std::shared_ptr<void>& raw_group() {
    -
    36 return group_;
    -
    37 }
    +
    11// Forward declaration of the base group implementation.
    +
    +
    12namespace detail {
    +
    13class GroupImpl;
    +
    14};
    -
    38
    -
    39 private:
    -
    40 std::shared_ptr<void> group_{nullptr};
    -
    41};
    +
    15
    +
    16/* Check if a communication backend is available */
    +
    17bool is_available();
    +
    18
    +
    +
    24struct Group {
    +
    25 Group(std::shared_ptr<detail::GroupImpl> group) : group_(std::move(group)) {}
    +
    26
    +
    27 int rank() const;
    +
    28 int size() const;
    +
    29
    +
    38 Group split(int color, int key = -1) const;
    +
    39
    +
    +
    40 const std::shared_ptr<detail::GroupImpl>& raw_group() const {
    +
    41 return group_;
    +
    42 }
    -
    42
    -
    51Group init(bool strict = false);
    -
    52
    -
    53} // namespace mlx::core::distributed
    +
    43
    +
    44 private:
    +
    45 std::shared_ptr<detail::GroupImpl> group_{nullptr};
    +
    46};
    +
    +
    47
    +
    56Group init(bool strict = false);
    +
    57
    +
    58} // namespace mlx::core::distributed
    +
    mlx::core::distributed::detail::GroupImpl
    Abstract base class of a distributed group implementation.
    Definition distributed_impl.h:12
    +
    mlx::core::std
    array std(const array &a, bool keepdims, int ddof=0, StreamOrDevice s={})
    Computes the standard deviation of the elements of an array.
    +
    mlx::core::distributed::detail
    Definition distributed.h:12
    mlx::core::distributed
    Definition distributed.h:9
    mlx::core::distributed::init
    Group init(bool strict=false)
    Initialize the distributed backend and return the group containing all discoverable processes.
    -
    mlx::core::distributed::Group
    A distributed::Group represents a group of independent mlx processes that can communicate.
    Definition distributed.h:19
    -
    mlx::core::distributed::Group::raw_group
    const std::shared_ptr< void > & raw_group()
    Definition distributed.h:35
    -
    mlx::core::distributed::Group::Group
    Group(std::shared_ptr< void > group)
    Definition distributed.h:20
    -
    mlx::core::distributed::Group::split
    Group split(int color, int key=-1)
    Split the group according to the provided color.
    - - +
    mlx::core::distributed::Group
    A distributed::Group represents a group of independent mlx processes that can communicate.
    Definition distributed.h:24
    +
    mlx::core::distributed::Group::Group
    Group(std::shared_ptr< detail::GroupImpl > group)
    Definition distributed.h:25
    + + +
    mlx::core::distributed::Group::split
    Group split(int color, int key=-1) const
    Split the group according to the provided color.
    +
    mlx::core::distributed::Group::raw_group
    const std::shared_ptr< detail::GroupImpl > & raw_group() const
    Definition distributed.h:40
    - -
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    + + diff --git a/docs/build/html/distributed__impl_8h.html b/docs/build/html/distributed__impl_8h.html index bb38d3b26..094d57e80 100644 --- a/docs/build/html/distributed__impl_8h.html +++ b/docs/build/html/distributed__impl_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/distributed/distributed_impl.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
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    - -
    -
    +Classes | Namespaces | Functions
    distributed_impl.h File Reference
    @@ -98,6 +113,12 @@ $(function(){ initResizable(false); });

    Go to the source code of this file.

    + + + + +

    +Classes

    class  mlx::core::distributed::detail::GroupImpl
     Abstract base class of a distributed group implementation. More...
     
    @@ -125,10 +146,13 @@ Functions

    Namespaces

    namespace  mlx
     
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/distributed__impl_8h.js b/docs/build/html/distributed__impl_8h.js new file mode 100644 index 000000000..8481f0f38 --- /dev/null +++ b/docs/build/html/distributed__impl_8h.js @@ -0,0 +1,9 @@ +var distributed__impl_8h = +[ + [ "mlx::core::distributed::detail::GroupImpl", "classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl.html", "classmlx_1_1core_1_1distributed_1_1detail_1_1_group_impl" ], + [ "mlx::core::distributed::detail::all_gather", "namespacemlx_1_1core_1_1distributed_1_1detail.html#aeb5a1726358213bc75756506f7b54d04", null ], + [ "mlx::core::distributed::detail::all_sum", "namespacemlx_1_1core_1_1distributed_1_1detail.html#aa1d225b25f7b6426c48c5e35860ee960", null ], + [ "mlx::core::distributed::detail::communication_stream", "namespacemlx_1_1core_1_1distributed_1_1detail.html#ac3612edf0e0e18c1e4ba0ce7c6e35cd6", null ], + [ "mlx::core::distributed::detail::recv", "namespacemlx_1_1core_1_1distributed_1_1detail.html#a003de04deb00ecbb19179b3f557df548", null ], + [ "mlx::core::distributed::detail::send", "namespacemlx_1_1core_1_1distributed_1_1detail.html#abf33511660ac71df5fc92f2aad6c6e08", null ] +]; \ No newline at end of file diff --git a/docs/build/html/distributed__impl_8h_source.html b/docs/build/html/distributed__impl_8h_source.html index c87a03740..14c8b923f 100644 --- a/docs/build/html/distributed__impl_8h_source.html +++ b/docs/build/html/distributed__impl_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/distributed/distributed_impl.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    distributed_impl.h
    @@ -97,39 +111,62 @@ $(function(){ initResizable(false); });
    4
    5#include "mlx/distributed/distributed.h"
    6
    -
    -
    7namespace mlx::core::distributed::detail {
    -
    8
    -
    9/* Return the communication stream. */
    -
    10Stream communication_stream();
    -
    11
    -
    12/* Perform an all reduce sum operation */
    -
    13void all_sum(Group group, const array& input, array& output);
    -
    14
    -
    15/* Perform an all gather operation */
    -
    16void all_gather(Group group, const array& input, array& output);
    +
    7namespace mlx::core::distributed::detail {
    +
    8
    +
    +
    12class GroupImpl {
    +
    13 public:
    +
    14 virtual int rank() = 0;
    +
    15 virtual int size() = 0;
    +
    16 virtual std::shared_ptr<GroupImpl> split(int color, int key = -1) = 0;
    17
    -
    19void send(Group group, const array& input, int dst);
    -
    20
    -
    22void recv(Group group, array& out, int src);
    -
    23
    -
    24} // namespace mlx::core::distributed::detail
    +
    18 virtual void all_sum(const array& input, array& output) = 0;
    +
    19 virtual void all_gather(const array& input, array& output) = 0;
    +
    20 virtual void send(const array& input, int dst) = 0;
    +
    21 virtual void recv(array& out, int src) = 0;
    +
    22};
    -
    mlx::core::array
    Definition array.h:23
    +
    23
    +
    24/* Return the communication stream. */
    +
    25Stream communication_stream();
    +
    26
    +
    27/* Perform an all reduce sum operation */
    +
    28void all_sum(Group group, const array& input, array& output);
    +
    29
    +
    30/* Perform an all gather operation */
    +
    31void all_gather(Group group, const array& input, array& output);
    +
    32
    +
    34void send(Group group, const array& input, int dst);
    +
    35
    +
    37void recv(Group group, array& out, int src);
    +
    38
    +
    39} // namespace mlx::core::distributed::detail
    +
    mlx::core::array
    Definition array.h:24
    +
    mlx::core::distributed::detail::GroupImpl
    Abstract base class of a distributed group implementation.
    Definition distributed_impl.h:12
    +
    mlx::core::distributed::detail::GroupImpl::all_gather
    virtual void all_gather(const array &input, array &output)=0
    +
    mlx::core::distributed::detail::GroupImpl::split
    virtual std::shared_ptr< GroupImpl > split(int color, int key=-1)=0
    + +
    mlx::core::distributed::detail::GroupImpl::recv
    virtual void recv(array &out, int src)=0
    +
    mlx::core::distributed::detail::GroupImpl::send
    virtual void send(const array &input, int dst)=0
    + +
    mlx::core::distributed::detail::GroupImpl::all_sum
    virtual void all_sum(const array &input, array &output)=0
    -
    mlx::core::distributed::detail
    Definition distributed_impl.h:7
    +
    mlx::core::distributed::detail
    Definition distributed.h:12
    mlx::core::distributed::detail::recv
    void recv(Group group, array &out, int src)
    Recv an array from the src rank.
    mlx::core::distributed::detail::all_sum
    void all_sum(Group group, const array &input, array &output)
    mlx::core::distributed::detail::send
    void send(Group group, const array &input, int dst)
    Send an array to the dst rank.
    mlx::core::distributed::detail::all_gather
    void all_gather(Group group, const array &input, array &output)
    mlx::core::Stream
    Definition stream.h:9
    -
    mlx::core::distributed::Group
    A distributed::Group represents a group of independent mlx processes that can communicate.
    Definition distributed.h:19
    +
    mlx::core::distributed::Group
    A distributed::Group represents a group of independent mlx processes that can communicate.
    Definition distributed.h:24
    - -
    -Generated by doxygen 1.12.0 -
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- - - - - - - - - - + + - - - + + + + + - + - - - - + + + + + - + + - - - - + - + @@ -6090,63 +4118,38 @@ + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + - - - - + + + + + + - + + + - - - + + + + @@ -6156,69 +4159,71 @@ + - + + - - - - - - + - - + + + + - + - + + + + + + + - + - - + + + + - - - - - - - + + @@ -6236,12 +4241,14 @@ + + @@ -6250,34 +4257,47 @@ + + + + + + + + + + + + + @@ -6289,54 +4309,68 @@ + - - + + + + + + - - - - - + + + + + + + + + + + + + + @@ -6348,11 +4382,13 @@ + + @@ -6367,6 +4403,7 @@ + @@ -6379,192 +4416,210 @@ + + + + + - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + - + + + - + + + + + + + + + + + - - - - - - - - - - - - - - + - - - + + + + + + + + + + + + + + + @@ -6586,6 +4641,7 @@ + @@ -6629,60 +4685,81 @@ + + + + + + + + + + + + + + + + + + + + + @@ -6697,6 +4774,7 @@ + @@ -6717,17 +4795,15 @@ + - + - - - - - - - - + + + + + @@ -6736,6 +4812,7 @@ + @@ -6744,22 +4821,51 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + - - - - - - - + + + + + + + + + + @@ -6769,6 +4875,7 @@ + @@ -6804,9 +4911,32 @@ + + + + + + + + + + + + + + + + + + + + + + + @@ -6820,21 +4950,26 @@ + + + - - - + + + + + @@ -6846,6 +4981,7 @@ + @@ -6853,20 +4989,24 @@ + + + + @@ -6874,28 +5014,40 @@ + + + + + + + + + + + + @@ -6907,25 +5059,35 @@ + + + + + + + + + + @@ -6937,77 +5099,109 @@ + + + + - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + @@ -7015,30 +5209,46 @@ + + + + + + + + - - - - - + + + + + + + + + + + + + @@ -7059,9 +5269,11 @@ + + @@ -7073,10 +5285,23 @@ + + + + + + + + + + + + + @@ -7088,13 +5313,13 @@ + + - - @@ -7102,30 +5327,32 @@ - + - + + + - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + @@ -7141,8 +5368,10 @@ + + @@ -7158,6 +5387,7 @@ + @@ -7172,7 +5402,6 @@ - @@ -7184,37 +5413,39 @@ + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - + + @@ -7224,6 +5455,7 @@ + @@ -7249,6 +5481,7 @@ + @@ -7272,6 +5505,7 @@ + @@ -7294,6 +5528,7 @@ + @@ -7317,6 +5552,7 @@ + @@ -7338,6 +5574,7 @@ + @@ -7362,6 +5599,7 @@ + @@ -7383,39 +5621,43 @@ + - + + - - + + - + + + + - - + - + @@ -7429,6 +5671,7 @@ + @@ -7440,10 +5683,12 @@ + + @@ -7458,9 +5703,8 @@ - - + @@ -7471,60 +5715,72 @@ + + + + + + + - + - - + + + + + + + + - - + @@ -7542,12 +5798,14 @@ + + @@ -7559,276 +5817,43 @@ + + - + - - - - - - - - - - - - - - - - - - - - - - - + - - + - - + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + - - - - - - - - - - - - - - - - - - - - - - - - - - + diff --git a/docs/build/html/dtype_8h.html b/docs/build/html/dtype_8h.html index ad79af0a4..86d1befaf 100644 --- a/docs/build/html/dtype_8h.html +++ b/docs/build/html/dtype_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/dtype.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +     + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Classes | @@ -180,10 +194,13 @@ Variables  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/dtype_8h.js b/docs/build/html/dtype_8h.js new file mode 100644 index 000000000..388f6aef6 --- /dev/null +++ b/docs/build/html/dtype_8h.js @@ -0,0 +1,33 @@ +var dtype_8h = +[ + [ "mlx::core::Dtype", "structmlx_1_1core_1_1_dtype.html", "structmlx_1_1core_1_1_dtype" ], + [ "mlx::core::TypeToDtype< T >", "structmlx_1_1core_1_1_type_to_dtype.html", "structmlx_1_1core_1_1_type_to_dtype" ], + [ "mlx::core::issubdtype", "namespacemlx_1_1core.html#aca9e69b06f4212eba44bf0ce6711d5f7", null ], + [ "mlx::core::issubdtype", "namespacemlx_1_1core.html#ae9ee4a7c205df061c1caa7e62b7504e8", null ], + [ "mlx::core::issubdtype", "namespacemlx_1_1core.html#aca39f224c1d17bde35dfcb9088430704", null ], + [ "mlx::core::issubdtype", "namespacemlx_1_1core.html#ab5b1a5a3d545a5de00c3117f76d71a1d", null ], + [ "mlx::core::kindof", "namespacemlx_1_1core.html#ad527b86818823db040195785efd7d724", null ], + [ "mlx::core::promote_types", "namespacemlx_1_1core.html#a505922e54acd43114308e3bdbda0e497", null ], + [ "mlx::core::size_of", "namespacemlx_1_1core.html#add4794cc0ffe5d717fc146084a235d95", null ], + [ "mlx::core::bfloat16", "namespacemlx_1_1core.html#a514cf8b4e6f0a6af3a867e752f4338f7", null ], + [ "mlx::core::bool_", "namespacemlx_1_1core.html#a113d2bac7e4aa6a4cb4a5c3242527b82", null ], + [ "mlx::core::complex64", "namespacemlx_1_1core.html#af99db87e0078bfcdb383f5689bc874d4", null ], + [ "mlx::core::complexfloating", "namespacemlx_1_1core.html#a70b8e88c9df750af984757105af33423", null ], + [ "mlx::core::float16", "namespacemlx_1_1core.html#abf228ee9d8ec48c03bb15adcc4e1f3ec", null ], + [ "mlx::core::float32", "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319", null ], + [ "mlx::core::floating", "namespacemlx_1_1core.html#ac9f9ea13cf0661e671569d37d14a128a", null ], + [ "mlx::core::generic", "namespacemlx_1_1core.html#a34d69c4d46aa9b2a4a79dba7aba093d2", null ], + [ "mlx::core::inexact", "namespacemlx_1_1core.html#a54c6fae21b7f2fea8e6f80011ef38534", null ], + [ "mlx::core::int16", "namespacemlx_1_1core.html#a71ebba4ad1afa730962f0692c4f42f07", null ], + [ "mlx::core::int32", "namespacemlx_1_1core.html#a5d6373aad1444edc9de1eb07bfe5cad3", null ], + [ "mlx::core::int64", "namespacemlx_1_1core.html#a9019bdc191054ada0a502c7c34cef5b8", null ], + [ "mlx::core::int8", "namespacemlx_1_1core.html#a892e934e146dd938d144cee8813ca672", null ], + [ "mlx::core::integer", "namespacemlx_1_1core.html#a074d000f25ae3ed77450e6a5fec4b38b", null ], + [ "mlx::core::number", "namespacemlx_1_1core.html#a069c0aab6b36aef34419534ec4a4310d", null ], + [ "mlx::core::signedinteger", "namespacemlx_1_1core.html#a24e1618af591d737d73729665e868001", null ], + [ "mlx::core::uint16", "namespacemlx_1_1core.html#a312a70c487366968af5e6cbf5038c812", null ], + [ "mlx::core::uint32", "namespacemlx_1_1core.html#ac63820d6fe10545907c33faf466a929e", null ], + [ "mlx::core::uint64", "namespacemlx_1_1core.html#a1f42e3dd4787d2ecec7114a12daefec8", null ], + [ "mlx::core::uint8", "namespacemlx_1_1core.html#a9778d50afbf456b0bd738751243b3b68", null ], + [ "mlx::core::unsignedinteger", "namespacemlx_1_1core.html#a42e9706a5521bb25eaf12ccad94bfc81", null ] +]; \ No newline at end of file diff --git a/docs/build/html/dtype_8h_source.html b/docs/build/html/dtype_8h_source.html index db9b2ec0c..9423de453 100644 --- a/docs/build/html/dtype_8h_source.html +++ b/docs/build/html/dtype_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/dtype.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    dtype.h
    @@ -104,46 +118,46 @@ $(function(){ initResizable(false); });
    11namespace mlx::core {
    12
    -
    13struct Dtype {
    +
    13struct Dtype {
    14 enum class Val {
    -
    15 bool_,
    -
    16 uint8,
    -
    17 uint16,
    -
    18 uint32,
    -
    19 uint64,
    -
    20 int8,
    -
    21 int16,
    -
    22 int32,
    -
    23 int64,
    -
    24 float16,
    -
    25 float32,
    -
    26 bfloat16,
    -
    27 complex64,
    +
    15 bool_,
    +
    16 uint8,
    +
    17 uint16,
    +
    18 uint32,
    +
    19 uint64,
    +
    20 int8,
    +
    21 int16,
    +
    22 int32,
    +
    23 int64,
    +
    24 float16,
    +
    25 float32,
    +
    26 bfloat16,
    +
    27 complex64,
    28 };
    29
    30 enum class Kind {
    -
    31 b, /* bool */
    -
    32 u, /* unsigned int */
    -
    33 i, /* signed int */
    -
    34 f, /* float */
    -
    35 c, /* complex */
    -
    36 V, /* void - used for brain float */
    +
    31 b, /* bool */
    +
    32 u, /* unsigned int */
    +
    33 i, /* signed int */
    +
    34 f, /* float */
    +
    35 c, /* complex */
    +
    36 V, /* void - used for brain float */
    37 };
    38
    39 enum class Category {
    -
    40 complexfloating,
    -
    41 floating,
    -
    42 inexact,
    -
    43 signedinteger,
    -
    44 unsignedinteger,
    -
    45 integer,
    -
    46 number,
    -
    47 generic
    +
    40 complexfloating,
    +
    41 floating,
    +
    42 inexact,
    +
    43 signedinteger,
    +
    44 unsignedinteger,
    +
    45 integer,
    +
    46 number,
    +
    47 generic
    48 };
    49
    @@ -252,44 +266,47 @@ $(function(){ initResizable(false); });
    mlx::core::Dtype::val
    constexpr Val val() const
    Definition dtype.h:55
    mlx::core::Dtype::size
    constexpr uint8_t size() const
    Definition dtype.h:58
    mlx::core::Dtype::Category
    Category
    Definition dtype.h:39
    - - - - - - - - +
    mlx::core::Dtype::Category::integer
    @ integer
    Definition dtype.h:45
    +
    mlx::core::Dtype::Category::floating
    @ floating
    Definition dtype.h:41
    +
    mlx::core::Dtype::Category::generic
    @ generic
    Definition dtype.h:47
    +
    mlx::core::Dtype::Category::unsignedinteger
    @ unsignedinteger
    Definition dtype.h:44
    +
    mlx::core::Dtype::Category::number
    @ number
    Definition dtype.h:46
    +
    mlx::core::Dtype::Category::inexact
    @ inexact
    Definition dtype.h:42
    +
    mlx::core::Dtype::Category::signedinteger
    @ signedinteger
    Definition dtype.h:43
    +
    mlx::core::Dtype::Category::complexfloating
    @ complexfloating
    Definition dtype.h:40
    mlx::core::Dtype::Kind
    Kind
    Definition dtype.h:30
    - - - - - - +
    mlx::core::Dtype::Kind::c
    @ c
    Definition dtype.h:35
    +
    mlx::core::Dtype::Kind::V
    @ V
    Definition dtype.h:36
    +
    mlx::core::Dtype::Kind::u
    @ u
    Definition dtype.h:32
    +
    mlx::core::Dtype::Kind::i
    @ i
    Definition dtype.h:33
    +
    mlx::core::Dtype::Kind::f
    @ f
    Definition dtype.h:34
    +
    mlx::core::Dtype::Kind::b
    @ b
    Definition dtype.h:31
    mlx::core::Dtype::Val
    Val
    Definition dtype.h:14
    - - - - - - - - - - - - - +
    mlx::core::Dtype::Val::int32
    @ int32
    Definition dtype.h:22
    +
    mlx::core::Dtype::Val::float16
    @ float16
    Definition dtype.h:24
    +
    mlx::core::Dtype::Val::int8
    @ int8
    Definition dtype.h:20
    +
    mlx::core::Dtype::Val::uint64
    @ uint64
    Definition dtype.h:19
    +
    mlx::core::Dtype::Val::uint32
    @ uint32
    Definition dtype.h:18
    +
    mlx::core::Dtype::Val::bfloat16
    @ bfloat16
    Definition dtype.h:26
    +
    mlx::core::Dtype::Val::bool_
    @ bool_
    Definition dtype.h:15
    +
    mlx::core::Dtype::Val::uint8
    @ uint8
    Definition dtype.h:16
    +
    mlx::core::Dtype::Val::complex64
    @ complex64
    Definition dtype.h:27
    +
    mlx::core::Dtype::Val::uint16
    @ uint16
    Definition dtype.h:17
    +
    mlx::core::Dtype::Val::int16
    @ int16
    Definition dtype.h:21
    +
    mlx::core::Dtype::Val::float32
    @ float32
    Definition dtype.h:25
    +
    mlx::core::Dtype::Val::int64
    @ int64
    Definition dtype.h:23
    mlx::core::Dtype::Dtype
    constexpr Dtype(Val val, uint8_t size)
    Definition dtype.h:50
    mlx::core::TypeToDtype
    Definition dtype.h:109
    mlx::core::complex64_t
    Definition complex.h:34
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/einsum_8h.html b/docs/build/html/einsum_8h.html index 7038c2a6b..8cf231197 100644 --- a/docs/build/html/einsum_8h.html +++ b/docs/build/html/einsum_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/einsum.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Namespaces | @@ -117,10 +131,13 @@ Functions  
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/einsum_8h.js b/docs/build/html/einsum_8h.js new file mode 100644 index 000000000..f02232d4c --- /dev/null +++ b/docs/build/html/einsum_8h.js @@ -0,0 +1,5 @@ +var einsum_8h = +[ + [ "mlx::core::einsum", "namespacemlx_1_1core.html#a2a9b98c65578dd3720b3b375c1471e58", null ], + [ "mlx::core::einsum_path", "namespacemlx_1_1core.html#ab14ec41f17675691c1fdebb8990b6695", null ] +]; \ No newline at end of file diff --git a/docs/build/html/einsum_8h_source.html b/docs/build/html/einsum_8h_source.html index 360501d7f..f6b97b6cc 100644 --- a/docs/build/html/einsum_8h_source.html +++ b/docs/build/html/einsum_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/einsum.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    +
    - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    einsum.h
    @@ -114,17 +128,20 @@ $(function(){ initResizable(false); });
    21
    22} // namespace mlx::core
    -
    mlx::core::array
    Definition array.h:23
    +
    mlx::core::array
    Definition array.h:24
    mlx::core
    Definition allocator.h:7
    mlx::core::einsum
    array einsum(const std::string &subscripts, const std::vector< array > &operands, StreamOrDevice s={})
    -
    mlx::core::StreamOrDevice
    std::variant< std::monostate, Stream, Device > StreamOrDevice
    Definition utils.h:14
    +
    mlx::core::StreamOrDevice
    std::variant< std::monostate, Stream, Device > StreamOrDevice
    Definition utils.h:15
    mlx::core::einsum_path
    std::pair< std::vector< std::vector< int > >, std::string > einsum_path(const std::string &subscripts, const std::vector< array > &operands)
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/erf_8h.html b/docs/build/html/erf_8h.html index 228ab9f10..78599a06b 100644 --- a/docs/build/html/erf_8h.html +++ b/docs/build/html/erf_8h.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/erf.h File Reference @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    Functions
    @@ -140,10 +154,13 @@ Functions
    - -
    -Generated by doxygen 1.12.0 -
    + + diff --git a/docs/build/html/erf_8h.js b/docs/build/html/erf_8h.js new file mode 100644 index 000000000..55c7d16db --- /dev/null +++ b/docs/build/html/erf_8h.js @@ -0,0 +1,5 @@ +var erf_8h = +[ + [ "erf", "erf_8h.html#a6ce199ee56105c67adbf8c48c019a8b2", null ], + [ "erfinv", "erf_8h.html#a1846e0d683c7aff826bb32addcc3b885", null ] +]; \ No newline at end of file diff --git a/docs/build/html/erf_8h_source.html b/docs/build/html/erf_8h_source.html index d1fa7b458..3a7c485b6 100644 --- a/docs/build/html/erf_8h_source.html +++ b/docs/build/html/erf_8h_source.html @@ -3,7 +3,7 @@ - + MLX: mlx/backend/metal/kernels/erf.h Source File @@ -11,11 +11,18 @@ + + + @@ -28,12 +35,24 @@
    MLX
    +
    + +   + + + + +
    + - + - - + +
    + +
    +
    +
    - - +
    - -
    -
    erf.h
    @@ -103,16 +117,16 @@ $(function(){ initResizable(false); });
    10 */
    11float erf(float a) {
    -
    12 float r, s, t, u;
    +
    12 float r, s, t, u;
    13 t = metal::abs(a);
    14 s = a * a;
    15 if (t > 0.927734375f) {
    16 // maximum error 0.99527 ulp
    17 r = metal::fma(
    18 -1.72853470e-5f, t, 3.83197126e-4f); // -0x1.220000p-16,0x1.91cfb2p-12
    -
    19 u = metal::fma(
    +
    19 u = metal::fma(
    20 -3.88396438e-3f, t, 2.42546219e-2f); // -0x1.fd1438p-9, 0x1.8d6342p-6
    -
    21 r = metal::fma(r, s, u);
    +
    21 r = metal::fma(r, s, u);
    22 r = metal::fma(r, t, -1.06777877e-1f); // -0x1.b55cb8p-4
    23 r = metal::fma(r, t, -6.34846687e-1f); // -0x1.450aa0p-1
    24 r = metal::fma(r, t, -1.28717512e-1f); // -0x1.079d0cp-3
    @@ -170,12 +184,14 @@ $(function(){ initResizable(false); });
    metal::fma
    METAL_FUNC bfloat16_t fma(bfloat16_t x, bfloat16_t y, bfloat16_t z)
    Definition bf16_math.h:232
    metal::abs
    METAL_FUNC bfloat16_t abs(bfloat16_t x)
    Definition bf16_math.h:232
    metal::exp
    METAL_FUNC bfloat16_t exp(bfloat16_t x)
    Definition bf16_math.h:232
    -
    u
    uint32_t u
    Definition bf16.h:17
    - -
    -Generated by doxygen 1.12.0 -
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    9namespace mlx::core {
    10
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    11class Event {
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    11class Event {
    12 public:
    13 Event() = default;
    14
    @@ -162,7 +176,6 @@ $(function(){ initResizable(false); });
    58
    59} // namespace mlx::core
    -
    mlx::core::Event
    Definition event.h:11
    mlx::core::Event::is_signaled
    bool is_signaled() const
    mlx::core::Event::set_value
    void set_value(uint64_t v)
    Definition event.h:35
    mlx::core::Event::Event
    Event(const Stream &steam)
    @@ -178,10 +191,13 @@ $(function(){ initResizable(false); });
    mlx::core::Device::cpu
    static constexpr DeviceType cpu
    Definition device.h:13
    mlx::core::Stream
    Definition stream.h:9
    - -
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    + + diff --git a/docs/build/html/examples/linear_regression.html b/docs/build/html/examples/linear_regression.html index c4e3220f1..3940670da 100644 --- a/docs/build/html/examples/linear_regression.html +++ b/docs/build/html/examples/linear_regression.html @@ -8,7 +8,7 @@ - Linear Regression — MLX 0.21.1 documentation + Linear Regression — MLX 0.22.0 documentation @@ -16,8 +16,8 @@ document.documentElement.dataset.mode = localStorage.getItem("mode") || ""; document.documentElement.dataset.theme = localStorage.getItem("theme") || ""; - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    mlx.core.export_function

    + +
    +
    + +
    +

    Contents

    +
    + +
    +
    +
    + + + + +
    + +
    +

    mlx.core.export_function#

    +
    +
    +export_function(file: str, fun: Callable, *args, shapeless: bool = False, **kwargs) → None#
    +

    Export a function to a file.

    +

    Example input arrays must be provided to export a function. The example +inputs can be variable *args and **kwargs or a tuple of arrays +and/or dictionary of string keys with array values.

    +
    +

    Warning

    +

    This is part of an experimental API which is likely to +change in future versions of MLX. Functions exported with older +versions of MLX may not be compatible with future versions.

    +
    +
    +
    Parameters:
    +
      +

    • file (str) – File path to export the function to.

      • +

    • fun (Callable) – A function which takes as input zero or more +array and returns one or more array.

      • +

    • *args (array) – Example array inputs to the function.

      • +

    • shapeless (bool, optional) – Whether or not the function allows +inputs with variable shapes. Default: False.

      • +

    • **kwargs (array) – Additional example keyword array inputs to the +function.

      • +
    +
    +
    +

    Example

    +
    def fun(x, y):
+    return x + y
+
+x = mx.array(1)
+y = mx.array([1, 2, 3])
+mx.export_function("fun.mlxfn", fun, x, y=y)
+
    +
    +
    + +
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    +By MLX Contributors +

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    + + © Copyright 2023, MLX Contributors. +
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    +
    + + + + + +
    +
    + + \ No newline at end of file diff --git a/docs/build/html/python/_autosummary/mlx.core.export_to_dot.html b/docs/build/html/python/_autosummary/mlx.core.export_to_dot.html new file mode 100644 index 000000000..cf7b67d35 --- /dev/null +++ b/docs/build/html/python/_autosummary/mlx.core.export_to_dot.html @@ -0,0 +1,1016 @@ + + + + + + + + + + + mlx.core.export_to_dot — MLX 0.22.0 documentation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + +
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    mlx.core.export_to_dot

    + +
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    + +
    +

    Contents

    +
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    +
    + + + + +
    + +
    +

    mlx.core.export_to_dot#

    +
    +
    +export_to_dot(file: object, *args, **kwargs) → None#
    +

    Export a graph to DOT format for visualization.

    +

    A variable number of output arrays can be provided for exporting +The graph exported will recursively include all unevaluated inputs of +the provided outputs.

    +
    +
    Parameters:
    +
      +

    • file (str) – The file path to export to.

      • +

    • *args (array) – The output arrays.

      • +

    • **kwargs (dict[str, array]) – Provide some names for arrays in the +graph to make the result easier to parse.

      • +
    +
    +
    +

    Example

    +
    >>> a = mx.array(1) + mx.array(2)
+>>> mx.export_to_dot("graph.dot", a)
+>>> x = mx.array(1)
+>>> y = mx.array(2)
+>>> mx.export_to_dot("graph.dot", x + y, x=x, y=y)
+
    +
    +
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    + Contents +
    +
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    +By MLX Contributors +

    + +
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    + + © Copyright 2023, MLX Contributors. +
    + +

    + +
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    +
    + + \ No newline at end of file diff --git a/docs/build/html/python/_autosummary/mlx.core.exporter.html b/docs/build/html/python/_autosummary/mlx.core.exporter.html new file mode 100644 index 000000000..b79fc55f4 --- /dev/null +++ b/docs/build/html/python/_autosummary/mlx.core.exporter.html @@ -0,0 +1,1020 @@ + + + + + + + + + + + mlx.core.exporter — MLX 0.22.0 documentation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + +
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    mlx.core.exporter

    + +
    +
    + +
    +

    Contents

    +
    + +
    +
    +
    + + + + +
    + +
    +

    mlx.core.exporter#

    +
    +
    +exporter(file: str, fun: Callable, *, shapeless: bool = False) → mlx.core.FunctionExporter#
    +

    Make a callable object to export multiple traces of a function to a file.

    +
    +

    Warning

    +

    This is part of an experimental API which is likely to +change in future versions of MLX. Functions exported with older +versions of MLX may not be compatible with future versions.

    +
    +
    +
    Parameters:
    +
      +

    • file (str) – File path to export the function to.

      • +

    • shapeless (bool, optional) – Whether or not the function allows +inputs with variable shapes. Default: False.

      • +
    +
    +
    +

    Example

    +
    def fun(*args):
+    return sum(args)
+
+with mx.exporter("fun.mlxfn", fun) as exporter:
+    exporter(mx.array(1))
+    exporter(mx.array(1), mx.array(2))
+    exporter(mx.array(1), mx.array(2), mx.array(3))
+
    +
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    +By MLX Contributors +

    + +
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    + + © Copyright 2023, MLX Contributors. +
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    + +
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    +
    + + + + + +
    +
    + + \ No newline at end of file diff --git a/docs/build/html/python/_autosummary/mlx.core.eye.html b/docs/build/html/python/_autosummary/mlx.core.eye.html index 1e28d32a8..c91c0d3fd 100644 --- a/docs/build/html/python/_autosummary/mlx.core.eye.html +++ b/docs/build/html/python/_autosummary/mlx.core.eye.html @@ -8,7 +8,7 @@ - mlx.core.eye — MLX 0.21.1 documentation + mlx.core.eye — MLX 0.22.0 documentation @@ -16,8 +16,8 @@ document.documentElement.dataset.mode = localStorage.getItem("mode") || ""; document.documentElement.dataset.theme = localStorage.getItem("theme") || ""; - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + +
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    mlx.core.finfo

    + +
    +
    + +
    +

    Contents

    +
    + +
    +
    +
    + + + + +
    + +
    +

    mlx.core.finfo#

    +
    +
    +class finfo#
    +

    Get information on floating-point types.

    +
    +
    +__init__(self, arg: Dtype, /) → None#
    +
    + +

    Methods

    +
    + + + + + +

    __init__(self, arg, /)

    +
    +

    Attributes

    +
    + + + + + + + + + + + +

    dtype

    The Dtype.

    max

    The largest representable number.

    min

    The smallest representable number.

    +
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    +By MLX Contributors +

    + +
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    + + © Copyright 2023, MLX Contributors. +
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    + +
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    +
    + + + + + +
    +
    + + \ No newline at end of file diff --git a/docs/build/html/python/_autosummary/mlx.core.flatten.html b/docs/build/html/python/_autosummary/mlx.core.flatten.html index 38cd58349..fedebaab9 100644 --- a/docs/build/html/python/_autosummary/mlx.core.flatten.html +++ b/docs/build/html/python/_autosummary/mlx.core.flatten.html @@ -8,7 +8,7 @@ - mlx.core.flatten — MLX 0.21.1 documentation + mlx.core.flatten — MLX 0.22.0 documentation @@ -16,8 +16,8 @@ document.documentElement.dataset.mode = localStorage.getItem("mode") || ""; document.documentElement.dataset.theme = localStorage.getItem("theme") || ""; - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    mlx.core.import_function

    + +
    +
    + +
    +

    Contents

    +
    + +
    +
    +
    + + + + +
    + +
    +

    mlx.core.import_function#

    +
    +
    +import_function(file: str) → Callable#
    +

    Import a function from a file.

    +

    The imported function can be called either with *args and +**kwargs or with a tuple of arrays and/or dictionary of string +keys with array values. Imported functions always return a tuple of +arrays.

    +
    +

    Warning

    +

    This is part of an experimental API which is likely to +change in future versions of MLX. Functions exported with older +versions of MLX may not be compatible with future versions.

    +
    +
    +
    Parameters:
    +

    file (str) – The file path to import the function from.

    +
    +
    Returns:
    +

    The imported function.

    +
    +
    Return type:
    +

    Callable

    +
    +
    +

    Example

    +
    >>> fn = mx.import_function("function.mlxfn")
+>>> out = fn(a, b, x=x, y=y)[0]
+>>>
+>>> out = fn((a, b), {"x": x, "y": y}[0]
+
    +
    +
    + +
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    + Contents +
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    +By MLX Contributors +

    + +
    + +
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    + + © Copyright 2023, MLX Contributors. +
    + +

    + +
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    +
    + + + + + +
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    + + \ No newline at end of file diff --git a/docs/build/html/python/_autosummary/mlx.core.inner.html b/docs/build/html/python/_autosummary/mlx.core.inner.html index 168f82285..35b12bae9 100644 --- a/docs/build/html/python/_autosummary/mlx.core.inner.html +++ b/docs/build/html/python/_autosummary/mlx.core.inner.html @@ -8,7 +8,7 @@ - mlx.core.inner — MLX 0.21.1 documentation + mlx.core.inner — MLX 0.22.0 documentation @@ -16,8 +16,8 @@ document.documentElement.dataset.mode = localStorage.getItem("mode") || ""; document.documentElement.dataset.theme = localStorage.getItem("theme") || ""; - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    mlx.core.kron

    + +
    +
    + +
    +

    Contents

    +
    + +
    +
    +
    + + + + +
    + +
    +

    mlx.core.kron#

    +
    +
    +kron(a: array, b: array, *, stream: None | Stream | Device = None) → array#
    +

    Compute the Kronecker product of two arrays a and b.

    +
    +
    Parameters:
    +
      +

    • a (array) – The first input array.

      • +

    • b (array) – The second input array.

      • +

    • stream (Union[None, Stream, Device], optional) – Optional stream or +device for execution. Default: None.

      • +
    +
    +
    Returns:
    +

    The Kronecker product of a and b.

    +
    +
    Return type:
    +

    array

    +
    +
    +

    Examples

    +
    >>> a = mx.array([[1, 2], [3, 4]])
+>>> b = mx.array([[0, 5], [6, 7]])
+>>> result = mx.kron(a, b)
+>>> print(result)
+array([[0, 5, 0, 10],
+       [6, 7, 12, 14],
+       [0, 15, 0, 20],
+       [18, 21, 24, 28]], dtype=int32)
+
    +
    +
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    +By MLX Contributors +

    + +
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    + + © Copyright 2023, MLX Contributors. +
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    + +
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    + + + + + +
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    + + \ No newline at end of file diff --git a/docs/build/html/python/_autosummary/mlx.core.left_shift.html b/docs/build/html/python/_autosummary/mlx.core.left_shift.html index 0f2fc7b59..5b477f816 100644 --- a/docs/build/html/python/_autosummary/mlx.core.left_shift.html +++ b/docs/build/html/python/_autosummary/mlx.core.left_shift.html @@ -8,7 +8,7 @@ - mlx.core.left_shift — MLX 0.21.1 documentation + mlx.core.left_shift — MLX 0.22.0 documentation @@ -16,8 +16,8 @@ document.documentElement.dataset.mode = localStorage.getItem("mode") || ""; document.documentElement.dataset.theme = localStorage.getItem("theme") || ""; - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    mlx.core.slice

    + +
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    Contents

    +
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    +
    + + + + +
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    +

    mlx.core.slice#

    +
    +
    +slice(a: array, start_indices: array, axes: Sequence[int], slice_size: Sequence[int], *, stream: None | Stream | Device = None) → array#
    +

    Extract a sub-array from the input array.

    +
    +
    Parameters:
    +
      +

    • a (array) – Input array

      • +

    • start_indices (array) – The index location to start the slice at.

      • +

    • axes (tuple(int)) – The axes corresponding to the indices in start_indices.

      • +

    • slice_size (tuple(int)) – The size of the slice.

      • +
    +
    +
    Returns:
    +

    The sliced output array.

    +
    +
    Return type:
    +

    array

    +
    +
    +

    Example

    +
    >>> a = mx.array([[1, 2, 3], [4, 5, 6]])
+>>> mx.slice(a, start_indices=mx.array(1), axes=(0,), slice_size=(1, 2))
+array([[4, 5]], dtype=int32)
+>>>
+>>> mx.slice(a, start_indices=mx.array(1), axes=(1,), slice_size=(2, 1))
+array([[2],
+       [5]], dtype=int32)
+
    +
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    +By MLX Contributors +

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    + + \ No newline at end of file diff --git a/docs/build/html/python/_autosummary/mlx.core.slice_update.html b/docs/build/html/python/_autosummary/mlx.core.slice_update.html new file mode 100644 index 000000000..0be9e5811 --- /dev/null +++ b/docs/build/html/python/_autosummary/mlx.core.slice_update.html @@ -0,0 +1,1019 @@ + + + + + + + + + + + mlx.core.slice_update — MLX 0.22.0 documentation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + +
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    mlx.core.slice_update

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    Contents

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    mlx.core.slice_update#

    +
    +
    +slice_update(a: array, update: array, start_indices: array, axes: Sequence[int], *, stream: None | Stream | Device = None) → array#
    +

    Update a sub-array of the input array.

    +
    +
    Parameters:
    +
      +

    • a (array) – The input array to update

      • +

    • update (array) – The update array.

      • +

    • start_indices (array) – The index location to start the slice at.

      • +

    • axes (tuple(int)) – The axes corresponding to the indices in start_indices.

      • +
    +
    +
    Returns:
    +

    The output array with the same shape and type as the input.

    +
    +
    Return type:
    +

    array

    +
    +
    +

    Example

    +
    >>> a = mx.zeros((3, 3))
+>>> mx.slice_update(a, mx.ones((1, 2)), start_indices=mx.array(1, 1), axes=(0, 1))
+array([[0, 0, 0],
+       [0, 1, 0],
+       [0, 1, 0]], dtype=float32)
+
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    +By MLX Contributors +

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    + + © Copyright 2023, MLX Contributors. +
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    + +
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    + + \ No newline at end of file diff --git a/docs/build/html/python/_autosummary/mlx.core.softmax.html b/docs/build/html/python/_autosummary/mlx.core.softmax.html index fb4b77095..73ff6b53c 100644 --- a/docs/build/html/python/_autosummary/mlx.core.softmax.html +++ b/docs/build/html/python/_autosummary/mlx.core.softmax.html @@ -8,7 +8,7 @@ - mlx.core.softmax — MLX 0.21.1 documentation + mlx.core.softmax — MLX 0.22.0 documentation @@ -16,8 +16,8 @@ document.documentElement.dataset.mode = localStorage.getItem("mode") || ""; document.documentElement.dataset.theme = localStorage.getItem("theme") || ""; - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    mlx.core.unflatten

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    Contents

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    + +
    +

    mlx.core.unflatten#

    +
    +
    +unflatten(a: array, /, axis: int, shape: Sequence[int], *, stream: None | Stream | Device = None) → array#
    +

    Unflatten an axis of an array to a shape.

    +
    +
    Parameters:
    +
      +

    • a (array) – Input array.

      • +

    • axis (int) – The axis to unflatten.

      • +

    • shape (tuple(int)) – The shape to unflatten to. At most one +entry can be -1 in which case the corresponding size will be +inferred.

      • +

    • stream (Stream, optional) – Stream or device. Defaults to None +in which case the default stream of the default device is used.

      • +
    +
    +
    Returns:
    +

    The unflattened array.

    +
    +
    Return type:
    +

    array

    +
    +
    +

    Example

    +
    >>> a = mx.array([1, 2, 3, 4])
+>>> mx.unflatten(a, 0, (2, -1))
+array([[1, 2], [3, 4]], dtype=int32)
+
    +
    +
    + +
    + + +
    + + + + + + + + +
    + + + + +
    + + +
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    + Contents +
    +
    + +
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    +
    + +
    + +
    + +

    +By MLX Contributors +

    + +
    + +
    + + +

    + + © Copyright 2023, MLX Contributors. +
    + +

    + +
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    + + +
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    + + + + + +
    +
    + + \ No newline at end of file diff --git a/docs/build/html/python/_autosummary/mlx.core.value_and_grad.html b/docs/build/html/python/_autosummary/mlx.core.value_and_grad.html index f65314a0e..4095dc20d 100644 --- a/docs/build/html/python/_autosummary/mlx.core.value_and_grad.html +++ b/docs/build/html/python/_autosummary/mlx.core.value_and_grad.html @@ -8,7 +8,7 @@ - mlx.core.value_and_grad — MLX 0.21.1 documentation + mlx.core.value_and_grad — MLX 0.22.0 documentation @@ -16,8 +16,8 @@ document.documentElement.dataset.mode = localStorage.getItem("mode") || ""; document.documentElement.dataset.theme = localStorage.getItem("theme") || ""; - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + +
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    +     + +
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    Export Functions

    + +
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    +
    + + + + +
    + +
    +

    Export Functions#

    +
    + + + + + + + + + + + + + + +

    export_function(file, fun, *args[, shapeless])

    Export a function to a file.

    import_function(file)

    Import a function from a file.

    exporter(file, fun, *[, shapeless])

    Make a callable object to export multiple traces of a function to a file.

    export_to_dot(file, *args, **kwargs)

    Export a graph to DOT format for visualization.

    +
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    +By MLX Contributors +

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    + + \ No newline at end of file diff --git a/docs/build/html/python/fast.html b/docs/build/html/python/fast.html index 37c30e5a3..e1d85b2fb 100644 --- a/docs/build/html/python/fast.html +++ b/docs/build/html/python/fast.html @@ -8,7 +8,7 @@ - Fast — MLX 0.21.1 documentation + Fast — MLX 0.22.0 documentation @@ -16,8 +16,8 @@ document.documentElement.dataset.mode = localStorage.getItem("mode") || ""; document.documentElement.dataset.theme = localStorage.getItem("theme") || ""; - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    + + + +
    +

    Exporting Functions

    + +
    + +
    +
    + + + + +
    + +
    +

    Exporting Functions#

    +

    MLX has an API to export and import functions to and from a file. This lets you +run computations written in one MLX front-end (e.g. Python) in another MLX +front-end (e.g. C++).

    +

    This guide walks through the basics of the MLX export API with some examples. +To see the full list of functions check-out the API documentation.

    +
    +

    Basics of Exporting#

    +

    Let’s start with a simple example:

    +
    def fun(x, y):
+  return x + y
+
+x = mx.array(1.0)
+y = mx.array(1.0)
+mx.export_function("add.mlxfn", fun, x, y)
+
    +
    +

    To export a function, provide sample input arrays that the function +can be called with. The data doesn’t matter, but the shapes and types of the +arrays do. In the above example we exported fun with two float32 +scalar arrays. We can then import the function and run it:

    +
    add_fun = mx.import_function("add.mlxfn")
+
+out, = add_fun(mx.array(1.0), mx.array(2.0))
+# Prints: array(3, dtype=float32)
+print(out)
+
+out, = add_fun(mx.array(1.0), mx.array(3.0))
+# Prints: array(4, dtype=float32)
+print(out)
+
+# Raises an exception
+add_fun(mx.array(1), mx.array(3.0))
+
+# Raises an exception
+add_fun(mx.array([1.0, 2.0]), mx.array(3.0))
+
    +
    +

    Notice the third and fourth calls to add_fun raise exceptions because the +shapes and types of the inputs are different than the shapes and types of the +example inputs we exported the function with.

    +

    Also notice that even though the original fun returns a single output +array, the imported function always returns a tuple of one or more arrays.

    +

    The inputs to export_function() and to an imported function can be +specified as variable positional arguments or as a tuple of arrays:

    +
    def fun(x, y):
+  return x + y
+
+x = mx.array(1.0)
+y = mx.array(1.0)
+
+# Both arguments to fun are positional
+mx.export_function("add.mlxfn", fun, x, y)
+
+# Same as above
+mx.export_function("add.mlxfn", fun, (x, y))
+
+imported_fun = mx.import_function("add.mlxfn")
+
+# Ok
+out, = imported_fun(x, y)
+
+# Also ok
+out, = imported_fun((x, y))
+
    +
    +

    You can pass example inputs to functions as positional or keyword arguments. If +you use keyword arguments to export the function, then you have to use the same +keyword arguments when calling the imported function.

    +
    def fun(x, y):
+  return x + y
+
+# One argument to fun is positional, the other is a kwarg
+mx.export_function("add.mlxfn", fun, x, y=y)
+
+imported_fun = mx.import_function("add.mlxfn")
+
+# Ok
+out, = imported_fun(x, y=y)
+
+# Also ok
+out, = imported_fun((x,), {"y": y})
+
+# Raises since the keyword argument is missing
+out, = imported_fun(x, y)
+
+# Raises since the keyword argument has the wrong key
+out, = imported_fun(x, z=y)
+
    +
    +
    +
    +

    Exporting Modules#

    +

    An mlx.nn.Module can be exported with or without the parameters included +in the exported function. Here’s an example:

    +
    model = nn.Linear(4, 4)
+mx.eval(model.parameters())
+
+def call(x):
+   return model(x)
+
+mx.export_function("model.mlxfn", call, mx.zeros(4))
+
    +
    +

    In the above example, the mlx.nn.Linear module is exported. Its +parameters are also saved to the model.mlxfn file.

    +
    +

    Note

    +

    For enclosed arrays inside an exported function, be extra careful to ensure +they are evaluated. The computation graph that gets exported will include +the computation that produces enclosed inputs.

    +

    If the above example was missing mx.eval(model.parameters(), the +exported function would include the random initialization of the +mlx.nn.Module parameters.

    +
    +

    If you only want to export the Module.__call__ function without the +parameters, pass them as inputs to the call wrapper:

    +
    model = nn.Linear(4, 4)
+mx.eval(model.parameters())
+
+def call(x, **params):
+  # Set the model's parameters to the input parameters
+  model.update(tree_unflatten(list(params.items())))
+  return model(x)
+
+params = dict(tree_flatten(model.parameters()))
+mx.export_function("model.mlxfn", call, (mx.zeros(4),), params)
+
    +
    +
    +
    +

    Shapeless Exports#

    +

    Just like compile(), functions can also be exported for dynamically shaped +inputs. Pass shapeless=True to export_function() or exporter() +to export a function which can be used for inputs with variable shapes:

    +
    mx.export_function("fun.mlxfn", mx.abs, mx.array(0.0), shapeless=True)
+imported_abs = mx.import_function("fun.mlxfn")
+
+# Ok
+out, = imported_abs(mx.array(-1.0))
+
+# Also ok
+out, = imported_abs(mx.array([-1.0, -2.0]))
+
    +
    +

    With shapeless=False (which is the default), the second call to +imported_abs would raise an exception with a shape mismatch.

    +

    Shapeless exporting works the same as shapeless compilation and should be +used carefully. See the documentation on shapeless compilation for more information.

    +
    +
    +

    Exporting Multiple Traces#

    +

    In some cases, functions build different computation graphs for different +input arguments. A simple way to manage this is to export to a new file with +each set of inputs. This is a fine option in many cases. But it can be +suboptimal if the exported functions have a large amount of duplicate constant +data (for example the parameters of a mlx.nn.Module).

    +

    The export API in MLX lets you export multiple traces of the same function to +a single file by creating an exporting context manager with exporter():

    +
    def fun(x, y=None):
+    constant = mx.array(3.0)
+    if y is not None:
+      x += y
+    return x + constant
+
+with mx.exporter("fun.mlxfn", fun) as exporter:
+    exporter(mx.array(1.0))
+    exporter(mx.array(1.0), y=mx.array(0.0))
+
+imported_function = mx.import_function("fun.mlxfn")
+
+# Call the function with y=None
+out, = imported_function(mx.array(1.0))
+print(out)
+
+# Call the function with y specified
+out, = imported_function(mx.array(1.0), y=mx.array(1.0))
+print(out)
+
    +
    +

    In the above example the function constant data, (i.e. constant), is only +saved once.

    +
    +
    +

    Transformations with Imported Functions#

    +

    Function transformations like grad(), vmap(), and compile() work +on imported functions just like regular Python functions:

    +
    def fun(x):
+    return mx.sin(x)
+
+x = mx.array(0.0)
+mx.export_function("sine.mlxfn", fun, x)
+
+imported_fun = mx.import_function("sine.mlxfn")
+
+# Take the derivative of the imported function
+dfdx = mx.grad(lambda x: imported_fun(x)[0])
+# Prints: array(1, dtype=float32)
+print(dfdx(x))
+
+# Compile the imported function
+mx.compile(imported_fun)
+# Prints: array(0, dtype=float32)
+print(compiled_fun(x)[0])
+
    +
    +
    +
    +

    Importing Functions in C++#

    +

    Importing and running functions in C++ is basically the same as importing and +running them in Python. First, follow the instructions to +setup a simple C++ project that uses MLX as a library.

    +

    Next, export a simple function from Python:

    +
    def fun(x, y):
+    return mx.exp(x + y)
+
+x = mx.array(1.0)
+y = mx.array(1.0)
+mx.export_function("fun.mlxfn", fun, x, y)
+
    +
    +

    Import and run the function in C++ with only a few lines of code:

    +
    auto fun = mx::import_function("fun.mlxfn");
+
+auto inputs = {mx::array(1.0), mx::array(1.0)};
+auto outputs = fun(inputs);
+
+// Prints: array(2, dtype=float32)
+std::cout << outputs[0] << std::endl;
+
    +
    +

    Imported functions can be transformed in C++ just like in Python. Use +std::vector<mx::array> for positional arguments and std::map<std::string, +mx::array> for keyword arguments when calling imported functions in C++.

    +
    +
    +

    More Examples#

    +

    Here are a few more complete examples exporting more complex functions from +Python and importing and running them in C++:

    + +
    +
    + + +
    + + + + + + + + +
    + + + + + + + +
    +
    + +
    + +
    + +

    +By MLX Contributors +

    + +
    + +
    + + +

    + + © Copyright 2023, MLX Contributors. +
    + +

    + +
    + +
    + +
    + +
    + +
    + +
    +
    + + +
    +
    +
    + + + + + +
    +
    + + \ No newline at end of file diff --git a/docs/build/html/usage/function_transforms.html b/docs/build/html/usage/function_transforms.html index ad1ffac65..c87c980ec 100644 --- a/docs/build/html/usage/function_transforms.html +++ b/docs/build/html/usage/function_transforms.html @@ -8,7 +8,7 @@ - Function Transforms — MLX 0.21.1 documentation + Function Transforms — MLX 0.22.0 documentation @@ -16,8 +16,8 @@ document.documentElement.dataset.mode = localStorage.getItem("mode") || ""; document.documentElement.dataset.theme = localStorage.getItem("theme") || ""; -