Awni Hannun
5c3ac52dd7
fix test ( #627 )
2024-02-04 16:18:03 -08:00
Avikant Srivastava
11a9fd40f0
fix: handle linspace function when num is 1 ( #602 )
...
* fix: handle linspace function when num is 1
* add comment
* fix test case
* remove breakpoint
2024-02-04 11:03:49 -08:00
Daniel Strobusch
4fd2fb84a6
make python array SupportsAbs conform (like numpy) ( #624 )
2024-02-04 09:31:02 -08:00
Daniel Strobusch
9852af1a19
fix "shape" docstring. ( #623 )
2024-02-04 09:21:22 -08:00
AtomicVar
83f63f2184
Add Margin Ranking Loss ( #536 )
2024-02-02 10:57:31 -08:00
Awni Hannun
cb6156d35d
Fix eval in trace bugs ( #612 )
...
* Fix eval in trace bugs
* comment nit
2024-02-02 09:57:12 -08:00
Awni Hannun
e88e474fd1
Reduce vmap + some fixes ( #601 )
2024-02-01 11:30:28 -08:00
David Koski
601c6d6aa8
Fix for AdaDelta ( #603 )
...
- state was being read from parameter "s"
- but being stored in parameter "u"
2024-02-01 09:56:27 -08:00
Angelos Katharopoulos
ba8d6bf365
Change the transformer to norm_first by default ( #599 )
2024-01-31 12:55:30 -08:00
Sugato Ray
4a5f3b21bb
Add py.typed to support PEP-561 (type-hinting) for mlx ( #588 )
...
* Add `py.typed` to support PEP-561 (type-hinting)
This adds support for type-hinting information as laid in [PEP-561](https://peps.python.org/pep-0561/ ).
* add py.typed to MANIFEST.in
2024-01-31 12:05:42 -08:00
Vijay Krish
fcc5ac1c64
Add GPU support for uint64/int64 reductions ( #569 )
2024-01-31 11:18:04 -08:00
nathan
bad67fec37
Added TeX line breaks to mlx.optimizers.Lion docstring ( #595 )
...
Fixes the "misplaced &" MathJax error in documentation.
2024-01-30 19:37:34 -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
Jacket
143e2690d5
Fix SGD implementation ( #473 )
2024-01-30 15:50:46 -08:00
Awni Hannun
09b9275027
Make shape a tuple ( #591 )
...
* shape tuple
* also remove simplify from docs
* rebase
2024-01-30 13:11:01 -08:00
Andre Slavescu
d3a9005454
Softshrink mapping + op ( #552 )
...
* Added Softshrink mapping + op
* formatting
* docs + nits in docstring
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-30 12:56:28 -08:00
Jacket
3f7aba8498
Implement diagonal operator ( #562 )
...
* Implement diagonal operator
This implements mx.diagonal in operator level, inspired by
@ManishAradwad.
* added `mx.diag` with tests
* corrected few things
* nits in bindings
* updates to diag
---------
Co-authored-by: ManishAradwad <manisharadwad@gmail.com>
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-30 09:45:48 -08:00
Awni Hannun
3c2f192345
Propagate nans in binary ops ( #579 )
...
* propagate nans in binary ops
* handle empty matmul
* cpu minimum/maximum propagate nan
* benchmark maximum
* add min as well
* throw on negative indices with full
* verbose on linux
* fix matmul for zero K
2024-01-29 11:19:38 -08:00
Angelos Katharopoulos
37d98ba6ff
No gil eval ( #565 )
2024-01-26 22:03:52 -08:00
Awni Hannun
8993382aaa
Buffer Donation ( #519 )
...
* buffer donation
* fix to move shared pointer
* format
* gpu in place for copy and binary
* revert ops test
* cpu in place
* a little cleanup
* remove useless bench
2024-01-26 16:30:33 -08:00
Awni Hannun
07f35c9d8a
Fix a few issues: docs for flatten, erf, dequantize validation ( #560 )
...
* doc flatten
* erf doc
* check values for dequantize
* format
2024-01-26 15:16:46 -08:00
Jagrit Digani
bf17ab5002
Add more checks and clearer error messages to conv operations ( #563 )
...
* Add more checks and clearer error messages to conv operations
2024-01-26 15:13:26 -08:00
Awni Hannun
8fa6b322b9
Compile front-end ( #476 )
...
* fix tests for linux
* make a move on compile
* basic compile scaffold works
* compile binding
* clean
* fix
* fix grad, more tests
* basic python tests
* fix segfault on python exit
* compile works with python closures
* fix test
* fix python globals bug, and erase
* simplify
* more cpp tests
* bug fix with move function and compile at exit
* simplify inputs also
* enable and disable compiler
* remove simplify
* simplify tests use compile now
* fix multi-output with compile
* clear output tree from cache when function goes out of scope
* ../python/src/transforms.cpp
* remove closure capture
* comments
2024-01-26 13:45:30 -08:00
David Koski
874b739f3c
Fix cache key in RoPE ( #561 )
2024-01-26 13:10:02 -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
Rifur13
2463496471
[Fix] mx.allclose bug with infinite values ( #539 )
...
* Added isclose op and fixed comparison with inf values
* Added 'equal_nan' to match numpy
* format
* Add test
* Update python/src/ops.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update python/src/ops.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Addressed CR comments
* Update python/src/ops.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* nits
---------
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-25 20:47:06 -08:00
Awni Hannun
f27ec5e097
More helpful error message in vjp transform + concate bug ( #543 )
...
* more helpful message in vjp transform
* fix concatenate on mismatch dims
* typo
* typo
2024-01-24 09:58:33 -08:00
Awni Hannun
f30e63353a
Minor updates to address a few issues ( #537 )
...
* docs on arg indices return type
* arange with nan
* undo isort
2024-01-23 22:24:41 -08:00
Hazem Essam
37fc9db82c
Added Adafactor ( #415 )
...
* Added adafactor
* Added Adafactor and ran pre-commit
* modified operations
* Added docstrings
* Switched two ops to fix a bug
* added underscore for internal functions and removed the plus sign in the last return statment
* Removed parameter rms from the optimizer state because its not needed
* Added simple MNIST test for Adafactor and temporary training log
* remove test files
* nits in docs
* comment nit
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-23 15:11:27 -08:00
AtomicVar
755dcf6137
Enable cross_entropy loss to handle dense targets ( #517 )
...
* Enable cross_entropy loss to handle dense targets
Dense targets means probabilities or one-hot encodings.
* better shape check of weights
* nits in docstring
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-23 12:17:22 -08:00
LeonEricsson
6b4b30e3fc
Common neural network initializers nn.initializers ( #456 )
...
* initial commit: constant, normal, uniform
* identity, glorot and he initializers
* docstrings
* rm file
* nits
* nits
* nits
* testing suite
* docs
* nits in docs
* more docs
* remove unused template
* rename packakge to nn.innit
* docs, receptive field
* more docs
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-23 06:47:20 -08:00
Awni Hannun
98c37d3a22
use axes in tensordot ( #525 )
2024-01-22 21:17:00 -08:00
Awni Hannun
7a34e46677
Quantize with groups of 32 ( #511 )
...
* allow quantize with group sizes of 32
* missing cpu dispatch
* remove print
* Fix qvm for group_size 32
---------
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2024-01-21 06:19:05 -08:00
Awni Hannun
d52383367a
format ( #510 )
2024-01-20 10:33:46 -08:00
Arda Orçun
363d3add6d
Add ValuError message for Adamax ( #508 )
...
* ValuError message added
* beta errors added
* some corrections and testing
* Learning rate limitation deleted
2024-01-20 07:56:15 -08:00
Awni Hannun
b207c2c86b
Power VJP fix for 0 ( #505 )
2024-01-20 01:17:40 -08:00
Awni Hannun
6bf779e72b
fix array from list for > 32 bit types ( #501 )
2024-01-19 15:49:25 -08:00
Juarez Bochi
ddf50113c5
GGUF: Load and save metadata ( #446 )
...
* gguf metadata
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-19 14:06:05 -08:00
Anchen
f6feb61f92
feat: add support for saving safetensors in the save_weights ( #497 )
...
* feat: add save safetensors support in module save_weights
* chore: checking missing changes
* Update python/mlx/nn/layers/base.py
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* chore: update docstring for load_weights
---------
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
2024-01-19 06:19:33 -08:00
Awni Hannun
c4ec836523
fix isinf for integer types ( #494 )
2024-01-19 05:31:10 -08:00
AtomicVar
550d4bf7c0
Update binary_cross_entropy function to handle both logits and probabilities ( #492 )
2024-01-18 19:22:23 -08:00
Ethan
a749a91c75
Support disable metal buffer cache to prevent performance degradation caused by large memory caching ( #390 )
...
* support disable metal buffer cache, due to large unused memory buffered when llm generated long context tokens
* Run format and add "cache_enabled" feature tests
2024-01-18 08:33:34 -08:00
toji
49a52610b7
Added formatter structure and a boolean value formatter ( #354 )
...
* added formatter structure and a boolean value formatter
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-18 07:49:41 -08:00
AtomicVar
d1fef34138
Add Gaussian NLL loss function ( #477 )
...
* Add Gaussian NLL loss function
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-18 06:44:44 -08:00
Angelos Katharopoulos
9c111f176d
Fix split optimization for array iterator ( #484 )
2024-01-18 05:50:25 -08:00
Angelos Katharopoulos
90c234b7ac
Fix round to round half-cases to even ( #482 )
2024-01-17 15:27:23 -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
Yashraj Singh
e72458a3fa
implemented isposinf and isneginf in one PR ( #470 )
...
* ran precommit
* updated docs
2024-01-16 06:48:07 -08:00
Angelos Katharopoulos
c15fe3e61b
Allow arbitrary first dimension in quantization kernels. ( #458 )
...
* Allow arbitrary first dim on qmm_t and qmv
* Allow arbitrary first dim on qmm and qvm
* Specialized aligned vs unaligned case
* Add more checks for valid quantizations
2024-01-16 00:46:21 -08:00
Tristan Bilot
f44c132f4a
Add scatter_min VJP ( #462 )
2024-01-16 00:37:40 -08:00
Matthew Ernst
92a2fdd577
Adds isinf ( #445 )
...
* adds isinf
Signed-off-by: matthewfernst <matthew.f.ernst@gmail.com>
* use stream + nits
* typo
---------
Signed-off-by: matthewfernst <matthew.f.ernst@gmail.com>
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-15 19:50:44 -08:00
Tristan Bilot
6022d4129e
scatter_max vjp + bindings + tests ( #431 )
...
Co-authored-by: DjamelMesbah <djamel.mesbah@adservio.fr>
2024-01-14 14:12:15 -08:00
Awni Hannun
41cc7bdfdb
Fix stub generation, change graph exporting for arrows to go to outputs ( #455 )
2024-01-14 14:06:16 -08:00
Diogo
2e29d0815b
Add tile op ( #438 )
2024-01-12 23:03:16 -08:00
Awni Hannun
1b71487e1f
docs ( #444 )
2024-01-12 13:34:16 -08:00
Ayush Shridhar
1416e7b664
Add isnan ( #423 )
2024-01-12 11:16:48 -08:00
davidkoski
29081204d1
array.swapaxes should point to swapaxes free function ( #441 )
2024-01-12 11:06:16 -08:00
Avikant Srivastava
975e265f74
feat: Add numpy constants ( #428 )
...
* add numpy constants
* feat: add unittests
* add newaxis
* add test for newaxis transformation
* refactor
2024-01-11 06:47:29 -08:00
Awni Hannun
3b4f066dac
Correct types for vjp + tests ( #418 )
...
* correct types for vjp + tests
* fix build + comment
2024-01-10 13:32:37 -08:00
Juarez Bochi
b7f905787e
GGUF support ( #350 )
...
* Initial GGUF support for tensor fields.
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-10 13:22:48 -08:00
Chunyang Wen
e3e933c6bc
Add type hint for Module ( #412 )
2024-01-10 11:23:42 -08:00
Awni Hannun
1d90a76d63
in place ops behave in place, fix some overloads ( #411 )
2024-01-09 16:05:38 -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
e9ca65c939
Fix BN stats to not expand shape ( #409 )
...
* fix BN stats to not expand shape
* nit
2024-01-09 11:54:51 -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
YUN, Junwoo
0b8aeddac6
Additoinal losses ( #336 )
...
* cosine similarity loss
---------
Co-authored-by: Awni Hannun <awni@apple.com>
* Docstring nits
2024-01-08 14:01:13 -08:00
Nripesh Niketan
73321b8097
feat: add logicalAnd and logicalOR ( #386 )
...
* 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
Hazem Essam
022a944367
Added GLU activation function and Gated activation function ( #329 )
...
* Added GLU activation function and gated activation function
* Ran pre-commit
* Ran pre commit
* Removed old sigmoid implementation to match with main
* Removed gated activation from __init__.py
* Removed unused test cases
* Removed unused imports
* format / docstring
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-08 06:13:16 -08:00
Angelos Katharopoulos
a611b0bc82
Removes the retain_graph flag ( #385 )
...
* Adds global tracing flag
* Removes retain_graph in favor of is_tracer
2024-01-07 15:16:51 -08:00
Diogo
449b43762e
Add inner / outer op ( #348 )
...
* inner / outer impl
* python tests
* ops list and ack
* updated descriptions
* use test helper
* removed dtype check and flatten outer to 1-D
* updated docs
* just use the reshape to flatten
2024-01-07 09:01:09 -08:00
Angelos Katharopoulos
6ea6b4258d
Fix style check ( #395 )
2024-01-07 05:54:58 -08:00
Anchen
48f6ca8c3a
Add theta cache for Rope and mask cache for ALiBi ( #375 )
2024-01-07 00:22:58 -08:00
Awni Hannun
b34bf5d52b
fix saving for non-contiguous arrays ( #389 )
2024-01-06 12:44:02 -08:00
Angelos Katharopoulos
4c48f6460d
Fix segfault from buffer protocol and tests ( #383 )
...
* Fix segfault from buffer protocol and tests
* Fix tf test
2024-01-05 18:17:44 -08:00
Daniel Strobusch
1331fa19f6
Make array conform to the Python Buffer Protocol ( #323 )
2024-01-05 15:58:33 -08:00
Daniel Strobusch
dfdb284e16
make behaviour of dtype arguments consistent and compliant to numpy ( #379 )
...
All functions that take an optional dtype should
* have a default dtype visible in the generated docs (accomplished via `"dtype"_a = std::optional{float32}`)
* behave identical when `dtype=None` or no dtype is passed
This important when passing kw args down from a numpy function like:
```
def f(x, dtype=None):
mx.random.uniform(dtype=dtype)
# ...
```
NumPy functions behave like this.
It also fixes a minor bug in `tri`: #378
Closes #378
2024-01-05 09:37:46 -08:00
mutexuan
d8f41a5c0f
support python mlx.array creation from list of mlx.array's ( #325 )
...
* support python mlx.array creation from list of mlx.array's
* include bfloat16 in UT
* refactor so that sub array made of all python primitive types gets initialized by fill_vector
* address PR comment: arr.shape().size() -> arr.ndim()
* address PR comment: get back Dtype constness and let stack to handle type promotions automatically
2024-01-04 18:53:33 -08:00
Awni Hannun
b9e415d19c
bump pre commit and fix format ( #373 )
2024-01-04 16:28:52 -08:00
Angelos Katharopoulos
75dc537e44
Fix the sigmoid module ( #371 )
2024-01-04 13:16:36 -08:00
Awni Hannun
cf88db44b5
revert copy ( #366 )
2024-01-04 10:43:29 -08:00
Chunyang Wen
16856a0160
Remove useless pass ( #364 )
...
Co-authored-by: Chunyang Wen <chunyang_wen@apple.com>
2024-01-04 06:34:01 -08:00
Awni Hannun
d752f8e142
Fix CI ( #359 )
...
* fix ci
* check for linux for fp16
2024-01-04 06:33:08 -08:00
toji
d2467c320d
Added support for python copy ( #335 )
...
* Added support for python copy
* precommit changes
* removed `_compiled_call_impl` line
* added tests and suggested changes
* ACK changes
2024-01-03 20:59:40 -08:00
Diogo
0d31128a44
use union instead of | ( #358 )
2024-01-03 19:33:19 -08:00
Diogo
1ac18eac20
simple numpy helper for tests ( #352 )
2024-01-03 19:19:19 -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
Gabrijel Boduljak
c7edafb729
implemented InstanceNorm ( #244 )
...
* implemented instancenorm
* implemented vector_norm in cpp
added linalg to mlx
* implemented vector_norm python binding
* renamed vector_norm to norm, implemented norm without provided ord
* completed the implementation of the norm
* added tests
* removed unused import in linalg.cpp
* updated python bindings
* added some tests for python bindings
* handling inf, -inf as numpy does, more extensive tests of compatibility with numpy
* added better docs and examples
* refactored mlx.linalg.norm bindings
* reused existing util for implementation of linalg.norm
* more tests
* fixed a bug with no ord and axis provided
* removed unused imports
* some style and API consistency updates to linalg norm
* remove unused includes
* fix python tests
* fixed a bug with frobenius norm of a complex-valued matrix
* complex for vector too
* addressed PR review comments
* fixed import order in __init__
* expected values in instancenorm tests are simple lists
* minor return expression style change
* added InstanceNorm to docs
* doc string nits
* added myself to individual contributors
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-01-03 12:21:15 -08:00
Awni Hannun
dff4a3833f
Module checks the weight on load_weights ( #337 )
...
* update module to check weights on load, also fix docs and reorganize tests
* nits + rebase
* a few more docs updates for Module
* use manual module file
* comment
2024-01-02 18:55:42 -08:00
Diogo
0782a4573a
Add Tensordot op ( #344 )
2024-01-02 17:15:00 -08:00
Angelos Katharopoulos
436bec9fd9
Fix the implementation of the Bilinear layer ( #347 )
2024-01-02 16:46:18 -08:00
Asaf Zorea
295ce9db09
Feature expand nn linear ( #315 )
...
* Added an identity and bilinear layers
Added a reset_parameters option
Added normal init for bias
* pre-commit run
* add type hints for parameters and the return type
change Bilinear math to x_1 and x_2
change __call__ arguments to x and y instead of input and output
add explanation to the Initialization
* Remove unnecessary reshape
* Added 'i' to bilinear formula
* Changed bilinear computation to two matrix multiplications
* avoid saving intermediate results, kept y in bilinear for better clarity (can be replaced with x1)
* Changed math formula in Linear
Added more explanation to math formulas
Changed x1, x2 reshape to support all inputs sizes
2024-01-02 06:08:53 -08:00
Josh Soref
44c1ce5e6a
Spelling ( #342 )
...
* 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
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* spelling: buffer
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: class
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* spelling: coefficients
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: collision
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: combinations
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* spelling: committing
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* spelling: computation
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: consider
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: constructing
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: conversions
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* 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
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* 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
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: negative
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: notable
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: optional
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: otherwise
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: overridden
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: partially
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* spelling: partition
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: perform
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: perturbations
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: positively
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: primitive
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: repeat
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* 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
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* 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
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: the
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: transpose
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: unnecessary
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: unneeded
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: unsupported
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
---------
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
2024-01-01 21:08:17 -08:00
mutexuan
350095ce6e
fix type cast error in item() for bfloat16 ( #339 )
...
Co-authored-by: xuan <xuan@apple.com>
2024-01-01 19:02:04 -08:00
Nripesh Niketan
e09bf35b28
feat: Add Dropout3d layer to nn.layers ( #313 )
...
* feat: Add Dropout3d layer to nn.layers
* acknowledgement
* Add dropout tests to test_nn.py
* run pre-commit
* Add activation functions and dropout3d ops
* Add dropout tests for bfloat16 and float16
2023-12-31 14:01:21 -08:00
Hazem Essam
e3b8da2a49
Added implementation for Scaled RoPE. ( #261 )
...
* Added scale for RoPE
* Ran pre-commit
* Added RoPE scaling test
* Added docstring for scale parameter
* Modified docstrings
2023-12-31 06:06:01 -08:00
Nripesh Niketan
5ad8fb7268
feat: add softsign, softmax, hardswish, logsoftmax activation function ( #309 )
...
* feat: add softsign activation function
* run pre-commit
* Add Softsign activation function
* Add Softsign activation function
* Add documentation for ReLU6, Softplus, and Softsign activations
* Update activation functions in neural network layers
* Add LogSoftmax and Hardswish activations
* run pre-commit
* Update activations.py
* Added acknowledgements
* Fix activation function comments
* Fix activation functions in neural network layers
2023-12-29 11:49:36 -08:00
Chunyang Wen
2aedf3e791
Minor refactor for tree_map and tree_unflatten ( #311 )
...
* Minor refact for tree_map and tree_unflatten
* Remove the if statement
---------
Co-authored-by: Chunyang Wen <chunyang_wen@apple.com>
2023-12-28 20:55:10 -08:00
Chunyang Wen
473b6b43b4
Use defaultdict ( #307 )
...
Co-authored-by: Chunyang Wen <chunyang_wen@apple.com>
2023-12-28 14:46:13 -08:00
Angelos Katharopoulos
d29770eeaa
Update batchnorm to have the running stats in parameters ( #305 )
2023-12-28 14:31:10 -08:00
Chunyang Wen
040c3bafab
Add missing f str ( #306 )
...
Co-authored-by: Chunyang Wen <chunyang_wen@apple.com>
2023-12-28 06:09:34 -08:00
Chunyang Wen
05767b026f
Add information for dropout probability ( #304 )
...
Co-authored-by: Chunyang Wen <chunyang_wen@apple.com>
2023-12-27 21:51:30 -08:00
Bahaa
ff2b58e299
Add support for repeat ( #278 )
...
* add repeat function
* fix styling
* optimizing repeat
* fixed minor issues
* not sure why that folder is there xD
* fixed now for sure
* test repeat not repeat test
* Fixed
---------
Co-authored-by: Bahaa Eddin tabbakha <bahaa@Bahaas-MacBook-Pro.local>
2023-12-27 13:11:38 -08:00
YUN, Junwoo
4417e37ede
Transformer fix ( #167 )
...
* add transformer with dropout, fix transformer ffm, layernorm order
* precommit changes
* precommit changes
* add docstring, activation, norm_first
* run precommit
* run precommit
* add doctstring
* precommit
* style nits in docs
---------
Co-authored-by: junwoo-yun <junwoo.yun@bagelcode.com>
Co-authored-by: Awni Hannun <awni@apple.com>
2023-12-27 08:48:36 -08:00
Angelos Katharopoulos
79c95b6919
Fix load compilation ( #298 )
2023-12-27 06:20:45 -08:00
Diogo
1f6ab6a556
Safetensor support ( #215 )
...
Co-authored-by: Awni Hannun <awni@apple.com>
2023-12-27 02:06:55 -08:00
Gabrijel Boduljak
6b0d30bb85
linalg.norm ( #187 )
...
* implemented vector_norm in cpp
added linalg to mlx
* implemented vector_norm python binding
* renamed vector_norm to norm, implemented norm without provided ord
* completed the implementation of the norm
* added tests
* removed unused import in linalg.cpp
* updated python bindings
* added some tests for python bindings
* handling inf, -inf as numpy does, more extensive tests of compatibility with numpy
* added better docs and examples
* refactored mlx.linalg.norm bindings
* reused existing util for implementation of linalg.norm
* more tests
* fixed a bug with no ord and axis provided
* removed unused imports
* some style and API consistency updates to linalg norm
* remove unused includes
* fix python tests
* fixed a bug with frobenius norm of a complex-valued matrix
* complex for vector too
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2023-12-26 19:42:04 -08:00
Angelos Katharopoulos
447bc089b9
Fix tolerance in de-/quantization test ( #295 )
2023-12-26 19:21:05 -08:00
Daniel Strobusch
d58ac083f3
expose itemsize and nbytes as for numpy arrays ( #284 )
...
see:
* https://numpy.org/doc/stable/reference/generated/numpy.ndarray.nbytes.html
* https://numpy.org/doc/stable/reference/generated/numpy.ndarray.itemsize.html
relates to https://github.com/ml-explore/mlx-examples/pull/174
2023-12-25 10:34:28 -08:00
__mo_san__
a123c3c7d2
implement-batch-norm-layer ( #217 )
...
- Add batch normalization layer
---------
Co-authored-by: Robert McCraith <mccraithrobert@gmail.com>
Co-authored-by: Awni Hannun <awni@apple.com>
2023-12-25 07:32:53 -08:00
Zach Schillaci
22fee5a383
Remove redundant assert in losses.py ( #281 )
2023-12-24 08:39:08 -08:00
Daniel Strobusch
7365d142a3
random.uniform must respect dtype, even if lower precision than "low" ( #280 )
...
Fix an edge case where random uniform returns a float32 array, even if a lower precision dtype is wanted due to adding the float32 "low" array.
2023-12-24 07:04:43 -08:00
Vidit Agarwal
8c3da54c7d
Fix failing test for log cosh loss ( #275 )
...
* fix assert statement in log_cosh_loss
* reformatted by pre-commit black
2023-12-23 16:26:46 -08:00
Vidit Agarwal
acf1721b98
Corrected the example of value_and_grad ( #274 )
...
* Corrected the example for mx.value_and_grad
* Reformat through pre-commit/black
2023-12-23 11:06:38 -08:00
Finn Voorhees
f91f450141
Fix argmax returns documentation ( #263 )
2023-12-22 20:33:17 -08:00
Nicholas Santavas
d35fa1db41
Add Hinge, Huber and LogCosh losses ( #199 )
2023-12-22 10:28:10 -08:00
Justin Deschenaux
e8deca84e0
Add dropout2d ( #250 )
2023-12-22 08:02:29 -08:00
Angelos Katharopoulos
1d053e0d1d
Fix the alibi test that was left unchanged ( #252 )
2023-12-21 14:59:25 -08:00
Hazem Essam
0aa65c7a6b
Added ALiBi implementation ( #232 )
2023-12-21 14:36:38 -08:00
Angelos Katharopoulos
2c7df6795e
Make sure that arrays are freed when saving ( #247 )
2023-12-21 14:08:24 -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
57fe918cf8
Adds C++ and nn quantization utilities ( #230 )
...
* Add C++ de-/quantize ops
* Add quantize functions to the docs and tests
* Add a QuantizedLinear module
2023-12-20 14:17:38 -08:00
Justin Deschenaux
4912ff3ec2
Add Lion optimizer ( #209 )
...
* Add Lion optimizer
* Update acknowledgements also with past contributions
2023-12-20 13:54:58 -08:00
Awni Hannun
f40d17047d
Indexing bug ( #233 )
...
* fix
* test
2023-12-20 10:44:01 -08:00
Angelos Katharopoulos
2807c6aff0
Implements divide for integer types and adds floor_divide op ( #228 )
...
* Add floor_divide
* Add floor_divide to the tests
* Add floor_divide to the docs
2023-12-19 20:12:19 -08:00
Diogo
137f55bf28
fail early if readinto does not exist ( #221 )
2023-12-19 13:27:17 -08:00
Emircan Erol
e549f84532
Triplet Loss ( #211 )
...
* Triplet Loss
* Requested Changes
* Margin to alpha
2023-12-19 12:37:12 -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
Abe Leininger
e6872a4149
Added linspace ( #181 )
...
* linspace ops support
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2023-12-18 19:57:55 -08:00
Juarez Bochi
f4f6e17d45
Fix cross-attention ( #210 )
...
* Fix cross-attention
With the current code, ln2 is a no-op. Its output should be passed to the cross-attention layer
* Add name to contributors
2023-12-18 12:27:27 -08:00
Angelos Katharopoulos
4d4af12c6f
Adds round op and primitive ( #203 )
2023-12-18 11:32:48 -08:00
jojopuppet
18cca64c81
Add smoothed L1 loss and enhancements to cross entropy loss ( #166 )
...
* Add smooth_l1_loss
* Add labels moothing for cross entropy loss
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2023-12-18 07:26:21 -08:00
Cyril Zakka, MD
8eb56beb3a
Added clip function ( #159 )
...
* Added clip
* Added Python bindings
* Formatting
* Added cpp tests
* Added Python tests
* python bindings work
* rebase
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2023-12-17 20:00:29 -08:00
Awni Hannun
ee0c2835c5
Docs updates ( #198 )
...
Reorganize NN docs + a few other tidbits.
2023-12-17 13:20:55 -08:00
Awni Hannun
90d04072b7
fix build w/ flatten ( #195 )
2023-12-17 11:58:45 -08:00
__mo_san__
52e1589a52
implemented Flatten Module ( #149 )
...
* implemented flatten op
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2023-12-16 21:54:37 -08:00
YUN, Junwoo
eebd7c275d
Add optimizers (AdaMax, AdaDelta, RMSprop) and ordering optimizer classes ( #142 )
...
* Add AdaMax, AdaDelta, RMSprop
2023-12-16 21:43:15 -08:00
Awni Hannun
104c34f906
setite negative indexing bug ( #189 )
2023-12-16 06:44:47 -08:00
Diogo
dc2edc762c
added tri / tril / triu ( #170 )
...
* added tri / tril / triu
* fixed tests
* ctest tests
* tri overload and simplified tests
* changes from comment
* more tests for m
* ensure assert if not 2-D
* remove broadcast_to
* minor tweaks
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2023-12-15 17:30:34 -08:00
Awni Hannun
2e02acdc83
add base kwarg to rope ( #186 )
2023-12-15 16:47:59 -08:00
Víctor Aguilar
f24200db2c
accross -> across ( #183 )
2023-12-15 13:46:50 -08:00
Jason
e28b57e371
Added mx.stack c++ frontend impl ( #123 )
...
* stack C++ operation + python bindings
2023-12-14 13:21:19 -08:00
Awni Hannun
e5851e52b1
Add move and swap axis, and vmap for slice, concat, and gather ( #158 )
...
* add move and swap axis, and vmap for slice, concat, and gather
2023-12-14 12:59:12 -08:00
Luca Arnaboldi
b93c4cf378
Floor and Ceil ( #150 )
...
* Implements Floor and Ceil Ops
2023-12-14 10:00:23 -08:00
Stv.X
1e0c78b970
Fixed typo in some proprietary terms. ( #161 )
2023-12-13 19:48:00 -08:00
Awni Hannun
25f70d4ca4
Fix divide types + floor divide (//) ( #138 )
...
* divide types
* fix black + test
2023-12-11 20:20:58 -08:00
Diogo
02de234ef0
Activations LeakyReLU / PReLU / Softplus / Mish ( #109 )
...
* Leaky_relu / prelu / softplus / mish
* added tests
* updated bench
* remove torch refs, add init to PReLU
* added arvix reference to mish
* added missing docs
2023-12-11 19:40:57 -08:00
Nicholas Santavas
f5df47ec6e
Add Step, ELU, SELU, Swish activation functions ( #117 )
...
* Add Step, ELU, SELU, Swish activation functions
This commit adds the Step, ELU, SELU and Swish activations functions
* add to the docs
* review
2023-12-11 17:04:07 -08:00
Awni Hannun
b9226c367c
Fix CI format + build issue ( #137 )
...
* fix ci
* Fix python bindings build
---------
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2023-12-11 15:01:41 -08:00
Angelos Katharopoulos
3214629601
Mlx array accessor ( #128 )
...
* Add an accessor to interoperate with custom types
* Change the docs to custom signatures
2023-12-11 13:42:55 -08:00
__mo_san__
072044e28f
fix and update binary cross entropy loss tests ( #133 )
...
* fix conflicts
* updated tests
2023-12-11 12:42:17 -08:00
Cyril Zakka, MD
e080290ba4
Added eye/identity ops ( #119 )
...
`eye` and `identity` C++ and Python ops
2023-12-11 12:38:17 -08:00
Awni Hannun
69505b4e9b
fixes ( #131 )
2023-12-11 09:26:49 -08:00
__mo_san__
f4ddd7dc44
Add Binary Cross Entropy loss ( #122 )
...
* update BCE added tests for it ...
* added binary cross entropy loss to docs
* resolving conflicts for merge
2023-12-11 07:55:18 -08:00
Jason
b0cd092b7f
Added activation functions: leaky_relu relu6 softplus elu celu logsigmoid ( #108 )
...
* added leaky_relu relu6 softplus elu celu logsigmoid
* minor fixes for docstring and benchmark imports
* fixed elu implementation and added tests
* added tests for optional param, changed leaky_relu param to fit pytorch documentation
2023-12-10 16:31:38 -08:00
Awni Hannun
71d1fff90a
Bug fix in metal binary kernel dispatch for large arrays ( #125 )
...
* bug fix
* format
2023-12-10 16:12:31 -08:00
Awni Hannun
2d0130f80f
fix loss tests ( #118 )
...
* fix loss tests
* use none as default
2023-12-10 10:08:19 -08:00
__mo_san__
c1e1c1443f
Added Adagrad optimizer ( #102 )
2023-12-10 09:22:39 -08:00
Henry Ansah
68bf1d7867
add nn module for sigmoid activation ( #111 )
...
* add nn module for sigmoid activation
* update .gitignore with .cache folder generated by jetbrains fleet ide
* remove .cache folder
2023-12-10 07:00:39 -08:00
Angelos Katharopoulos
600db7d754
Fix build on Xcode 14 ( #116 )
...
* Fix build on Xcode 14
* Style fixes
2023-12-10 06:58:52 -08:00
__mo_san__
ef7b8756c0
Add tanh activation function ( #115 )
...
* added Adagrad optimizer ...
* added Tanh activation function ...
* reformatted file ...
* remove unrelated stuff ...
* Update activations.py
2023-12-09 19:25:38 -08:00
Enoch Kan
0b28399638
added mse_loss, nll_loss and kl_div_loss ( #98 )
...
* added mse_loss, nll_loss and kl_div_loss
* fixed axis not defined error in nll_loss
* fixed axis not defined in kl_div_loss
* added tests for mse, nll and kl_div
* modified docstrings and added reduce helper func
* updated docstring in kl_div_loss and moved helper func
* added new kl divergence implementation
* added reduction to test
* updated docstring of kl_div_loss with correct spelling
* added losses to nn.rst in docs
2023-12-09 14:25:03 -08:00
Joe Barrow
ac6dc5d3eb
Adding optional bias param to MultiHeadAttention ( #104 )
...
* Adding optional param to
* Run style-checker
2023-12-09 11:04:28 -08:00
Awni Hannun
89b90dcfec
Pr template ( #99 )
...
* pr template
* format fix
2023-12-09 09:36:56 -08:00
Angelos Katharopoulos
fd836d891b
Hashable dtype and mlx.core prefixed repr ( #89 )
...
* Make dtype hashable
* Add mlx.core prefix to our dtypes' repr
* Update the dtype test
2023-12-09 09:35:28 -08:00
Awni Hannun
2520dbcf0a
add losses to the docs, fix black failur ( #92 )
2023-12-09 06:06:52 -08:00
Abe Leininger
430bfb4944
Adds Nesterov momentum to SGD ( #87 )
2023-12-08 23:23:36 -08:00
ShiJZ
08d51bf232
Make it easier to test new optimizers implemented: no need to change test file manually ( #90 )
...
* add helper function get_all_optimizers() in test_optimizers.py
* remove unused import
2023-12-08 21:39:08 -08:00
Kai Ma
cb9e585b8e
Style fix for loss functions ( #91 )
...
* MLE and L1 loss functions
* logsoftmax change and tests
* subtract max logit for numerical stability
* l1 name change
* cross entropy reduction + unit tests
* docstrings
* l1 test name change
* old loss impl + default none
* style
2023-12-08 21:11:56 -08:00
Kai Ma
641d316484
MLE and L1 loss functions ( #88 )
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* MLE and L1 loss functions
* logsoftmax change and tests
* subtract max logit for numerical stability
* l1 name change
* cross entropy reduction + unit tests
* docstrings
* l1 test name change
* old loss impl + default none
2023-12-08 20:21:37 -08:00
Angelos Katharopoulos
2b714714e1
Add the remainder op ( #85 )
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* Add remainder in the C++ backend
* Add the python binding and test
2023-12-08 15:08:52 -08:00
Joe Barrow
69a24e6a1e
AdamW implementation ( #72 )
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* AdamW implementation without bias correction
* Makes use of the underlying Adam implementation
2023-12-08 14:45:34 -08:00
Zach Schillaci
5b9be57ac3
Add isort pre-commit and run ( #68 )
2023-12-08 11:31:47 -08:00
Angelos Katharopoulos
209404239b
Fix the accelerate dispatch for the power op ( #70 )
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- The exponent and base were swapped because accelerate is using
exponent-base instead of base-exponent
- Fix also the test for binary ops as it was testing op(x, x) which
couldn't catch ordering errors like that
2023-12-08 10:58:03 -08:00
Zach Schillaci
d11d77e581
Spelling fixes in transformer.py ( #59 )
2023-12-07 13:32:09 -08:00
rushyam
2e126aeb7e
Feature Addition: Encoder-Decoder Transformer Architecture ( #50 )
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* Implemented decoder-transformer-layer, decoder-transformer and introduce encoder-decoder transformer
* added relu layer
* add src, tgt, memory mask
---------
Co-authored-by: rushyam <rushyam@rushyams-MacBook-Air.local>
2023-12-07 07:37:36 -08:00
Jagrit Digani
2440fe0124
NPY loading segfault bug ( #34 )
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* Fixed Gil semantics in loading and saving from python file streams
2023-12-06 12:03:47 -08:00
Markus Enzweiler
2ffaee0c0d
Updated default argument for stride to 1 in Conv2d() in the docstring ( #22 )
2023-12-06 07:17:58 -08:00
Jagrit Digani
d518b3b6a5
Fix gemv broadcasting bug ( #6 )
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* Fix broadcasting bug in gemv
* Add relevant tests in test_blas.py
2023-12-05 14:15:43 -08:00
Angelos Katharopoulos
7546fdb100
Add CircleCI configuration ( #4 )
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* Add CircleCI configuration
2023-12-04 16:04:11 -08:00
Awni Hannun
db487e6b1a
format
2023-11-30 11:50:50 -08:00
Awni Hannun
46a39e5b1f
copyright + ack
2023-11-30 11:12:53 -08:00
Jagrit Digani
e6306cfee9
jagrit's commit files
2023-11-29 10:52:08 -08:00
Angelos Katharopoulos
d1f86272a2
angelos's commit files
2023-11-29 10:42:59 -08:00
Awni Hannun
8ca7f9e8e9
awni's commit files
2023-11-29 10:30:41 -08:00
