Nripesh Niketan
a30e7ed2da
feat: metal formatting and pre-commit bump ( #1038 )
...
* feat: metal formatting and pre-commit bump
* add guards
* update
* more guards
* more guards
* smakk fix
* Refactor instantiation of ternary types in ternary.metal
* fix scan.metal
2024-04-30 07:18:09 -07:00
Awni Hannun
86f495985b
Add bitwise ops ( #1037 )
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* bitwise ops
* fix tests
2024-04-26 22:03:42 -07:00
Jagrit Digani
b18468bf81
Masked mm ( #978 )
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* Add block masked matmul op and primitive
2024-04-16 14:45:39 -07:00
Awni Hannun
42afe27e12
std and expm1 ( #973 )
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* std and expm1
* actually add expm1
* fix linux
* fix vjp
* relax tol for linux test
* Add it to the compilable primitives
---------
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2024-04-08 14:26:01 -07:00
Awni Hannun
e142aaf8a1
Option for precise softmax ( #953 )
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* precise softmax
* Add an equivalency check
* Make the threadgroup memory definition fixed
* precise cpu softmax
* precise option on cpu
* remove print
---------
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2024-04-04 08:32:35 -07:00
Cheng
bab5386306
Make ops aware of rvalues: astype/as_strided/copy/full ( #895 )
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When compositing transforms lots of temporary of arrays will be created
and passed to next primitive, and by making ops accepting args by value
we can avoid lots of copies of temporary arrays.
2024-03-27 22:35:55 -07:00
nicolov
105d236889
Add vmap for SVD and inverse ( #849 )
2024-03-21 13:18:27 -07:00
Jagrit Digani
cec8661113
Add a SliceUpdate op and primitive ( #850 )
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* Enable copy to work with int64 strides
* Fix uniform buffer indices or copy kernel arguments
* Update utils.h
* Remove manual unrolling of elem to loc loop
* GPU copy updated to handle negative strides
* Add slice update primitive
2024-03-20 10:39:25 -07:00
nicolov
eaba55c9bf
Add matrix inversion primitive ( #822 )
2024-03-15 06:34:36 -07:00
Awni Hannun
19ec023256
vmap matmul and admm ( #836 )
2024-03-14 14:38:22 -07:00
Angelos Katharopoulos
76c919b4ec
NumberOfElements for shapeless compile and vmap fixes ( #802 )
2024-03-13 10:34:14 -07:00
Angelos Katharopoulos
29d0c10ee5
Reshape improvement ( #818 )
2024-03-12 17:54:31 -07:00
nicolov
d0c544a868
Add SVD primitive ( #809 )
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Add SVD op using Accelerate's LAPACK following
https://developer.apple.com/documentation/accelerate/
compressing_an_image_using_linear_algebra
Co-authored-by: Nicolo Valigi <nvaligi@apple.com>
2024-03-12 12:30:11 -07:00
Jagrit Digani
776c3d226d
Convolution update ( #651 )
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* Init steel conv and update Conv primitive
* Update slow CPU implementation to support flipping and input dilation winograd conv routing
Co-authored-by: Awni Hannun <awni@apple.com>
2024-02-28 20:11:16 -08:00
Rifur13
126c9869c8
Implement the 'where' primitive for conditional selection ( #664 )
2024-02-22 15:10:48 -08:00
Awni Hannun
5798256fcf
Shapeless compilation for some graphs ( #687 )
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* shapeless compilation for some graphs
* update compile benchmark
* default compile a few activations
* buffer donation
* bugfix
* shapeless fix
* update tests to work for cpu and gpu fusion
* test kwargs
* add kwargs to compile
* Recompile when python arguments change
* no compile for tanh
* some constant tests
---------
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2024-02-19 21:43:54 -08:00
Awni Hannun
dc937b8ed3
CPU compile ( #691 )
...
* build and load shared object for cpu compile
* nits
* cpu compile tests pass
* cpu compile tests pass
* fix preamble for g++
* donation
* fix gpu buffer donation
* reuse prebuilt libraries
* faster contiguity conditoins
* fix test
* rid compiler warning
* fast erf
* Fix float16 for compile and add more types to cpu compile
* Remove a forgotten comment
* use cached libs
* nits
---------
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2024-02-17 06:54:32 -08:00
Angelos Katharopoulos
28eac18571
Kernel generation ( #614 )
...
Generate reusable element-wise kernels given a computation graph.
2024-02-07 13:15:59 -08:00
Awni Hannun
d75ae52ecd
Compile primitive ( #571 )
...
* Compiled primitive with basic binary, unary graph-level fusion
2024-02-05 06:51:22 -08:00
Awni Hannun
e88e474fd1
Reduce vmap + some fixes ( #601 )
2024-02-01 11:30:28 -08:00
Angelos Katharopoulos
0de5988f92
Custom VJP and checkpointing ( #541 )
...
* Implement custom_vjp and checkpointing
* Add a dependency management primitive
* Change the eval order to deep branches first
* Add graph depth tracking to the array
2024-01-30 16:04:45 -08:00
taher
077c1ee64a
QR factorization ( #310 )
...
* add qr factorization
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-26 09:27:31 -08:00
Jagrit Digani
78102a47ad
Update GEMM ( #424 )
...
* Organize and collect metal subroutine templates and elements in `metal/kernels/steel/`
* Update gemm elements for better performance
* Add split-K specialization for gemm
* Add `addmm` primitive, op and bindings for fused matmul and bias addition
* Update tests and benchmarks as needed
2024-01-17 12:42:39 -08:00
Awni Hannun
a2bf7693dd
Primitive's VJP takes outputs as input ( #475 )
...
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2024-01-16 19:03:53 -08:00
Angelos Katharopoulos
d8fabaa12b
Split multi output ( #461 )
...
* Multi-output split primitive
* Add the multi-output split to the ArrayIterator
* Add some grad tests for split
2024-01-16 13:33:55 -08:00
Angelos Katharopoulos
961435a243
Scatter vjp ( #394 )
...
* Add a first scatter vjp
* Implement the scatter_add vjp
* Add array.at to implement user friendly scatters
2024-01-09 13:36:51 -08:00
Awni Hannun
f099ebe535
Multi output primitives ( #330 )
...
* Multi-output primitives
---------
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2024-01-08 16:39:08 -08:00
Nripesh Niketan
73321b8097
feat: add logicalAnd and logicalOR ( #386 )
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* feat: add logicalAnd and logicalOR
* run pre-commit
* Refactor logical_and and logical_or functions
* Add acknowledgement
* Add logical AND and logical OR operators
* Refactor logical_and and logical_or functions
* Add support for logical operators on bool arrays
* Update mlx/ops.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update mlx/ops.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Add logical AND and OR operators for arrays and scalars
* Refactor vjp and jvp methods in primitives.cpp
* Add overloaded operators for logical AND and OR
* format
---------
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-08 07:00:05 -08:00
Angelos Katharopoulos
e7f5059fe4
Support for quantized matmul with w and w^T ( #349 )
...
* Add the metal qvm implementation
* Add qmm_n
* Add gradient wrt to input for quantized_matmul
2024-01-03 14:22:36 -08:00
Josh Soref
44c1ce5e6a
Spelling ( #342 )
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* spelling: accumulates
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: across
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: additional
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: against
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: among
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: array
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: at least
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: available
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: axes
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: basically
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: bfloat
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: bounds
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: broadcast
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: buffer
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: class
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* spelling: coefficients
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* spelling: collision
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* spelling: combinations
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* spelling: committing
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* spelling: computation
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* spelling: consider
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* spelling: constructing
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: conversions
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* spelling: correctly
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: corresponding
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: declaration
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: default
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: dependency
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* spelling: destination
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: destructor
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: dimensions
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: divided
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: element-wise
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: elements
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: endianness
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: equivalent
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: explicitly
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: github
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: indices
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: irregularly
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: memory
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: metallib
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* spelling: negative
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* spelling: notable
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* spelling: optional
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: otherwise
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* spelling: overridden
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* spelling: partially
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* spelling: partition
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* spelling: perform
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* spelling: perturbations
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* spelling: positively
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* spelling: primitive
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* spelling: repeat
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* spelling: repeats
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: respect
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: respectively
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: result
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: rounding
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* spelling: separate
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: skipping
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: structure
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* spelling: the
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* spelling: transpose
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* spelling: unnecessary
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* spelling: unneeded
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* spelling: unsupported
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---------
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
2024-01-01 21:08:17 -08:00
Diogo
1f6ab6a556
Safetensor support ( #215 )
...
Co-authored-by: Awni Hannun <awni@apple.com>
2023-12-27 02:06:55 -08:00
Angelos Katharopoulos
b3916cbf2b
Improve names of quantization arguments ( #235 )
...
* Change the default quantization group_size to 64
* Rename groups to group_size and width to bits
2023-12-20 16:53:53 -08:00
Angelos Katharopoulos
dfa9f4bc58
An initial quantized matmul implementation ( #205 )
...
* Add quantized matvec
* Add quantized matrix matrix with 2nd matrix transposed
* Add quantized matmul tests
* Add a slow cpu quantized matmul
* Add a slightly faster vectorized cpu version
2023-12-18 23:18:57 -08:00
Angelos Katharopoulos
4d4af12c6f
Adds round op and primitive ( #203 )
2023-12-18 11:32:48 -08:00
Víctor Aguilar
f24200db2c
accross -> across ( #183 )
2023-12-15 13:46:50 -08:00
Luca Arnaboldi
b93c4cf378
Floor and Ceil ( #150 )
...
* Implements Floor and Ceil Ops
2023-12-14 10:00:23 -08:00
Angelos Katharopoulos
2b714714e1
Add the remainder op ( #85 )
...
* Add remainder in the C++ backend
* Add the python binding and test
2023-12-08 15:08:52 -08:00
Awni Hannun
46a39e5b1f
copyright + ack
2023-11-30 11:12:53 -08:00
Awni Hannun
8ca7f9e8e9
awni's commit files
2023-11-29 10:30:41 -08:00
