Rifur13
9401507336
Add groups to 2-D convolutions ( #1129 )
...
* Added groups to 2-D convolutions. Only implemented for **some** specializations.
Also fixed 1D grouped convs with different kernel strides and added more tests.
* fix channels condition
2024-05-22 20:01:44 -07:00
Awni Hannun
eb8321d863
list based indexing ( #1150 )
2024-05-22 15:52:05 -07:00
Abe Leininger
79ef49b2c2
add mx.trace ( #1143 ) ( #1147 )
...
* working c++ trace implementation
* updated throw + added overloads
* added python binding for trace function
* pre-commit reformatting
* add trace to docs
* resolve comments
* remove to_stream call
2024-05-22 15:50:27 -07:00
Awni Hannun
d568c7ee36
Rename block sparse ( #1149 )
...
* block_sparse_mm to gather_mm
* rename
* nit
* nit
2024-05-22 07:48:34 -07:00
Awni Hannun
e6fecbb3e1
Some fixes in docs ( #1141 )
...
* fixes in docs
* nit
2024-05-20 11:51:47 -07:00
jlwitthuhn
7e5674d8be
Treate 'minimum' differently in cosine decay ( #1138 )
2024-05-20 08:00:48 -07:00
Awni Hannun
fb71a82ada
Fix copy bug with many dims ( #1137 )
2024-05-17 21:10:03 -07:00
Luca Arnaboldi
b3ec792380
Implemented Cholesky on CPU ( #1119 )
2024-05-17 12:31:59 -07:00
Awni Hannun
81dd33af66
allow conversion to dlpack ( #1120 )
2024-05-16 16:11:37 -07:00
Angelos Katharopoulos
e78a6518fa
Block sparse qmm ( #1124 )
2024-05-16 15:24:14 -07:00
Jacket
c417e42116
[Fix] minor typo in default argument for argpartition's "axis" parameter ( #1125 )
...
According to the document, argpartition's axis parameter can be None, but due to a previous typo it can't really accepts a None value.
2024-05-15 15:25:25 -07:00
Awni Hannun
631dfbe673
fix scatter index bug ( #1122 )
2024-05-14 15:04:58 -07:00
Cheng
56a4eaed72
Pass missing stream arg in array.flatten ( #1111 )
2024-05-14 06:50:16 -07:00
Cheng
bf925d9dc7
Move args in conv_general ( #1118 )
...
Also fix a typo that padding_lo is passed as padding_hi.
2024-05-14 06:50:09 -07:00
Cheng
1a7ed5dcb6
Fill vector with constructor instead of fill_n ( #1113 )
2024-05-14 06:28:55 -07:00
Cheng
5be5daa6ef
Use compiled function in Sigmoid module ( #1116 )
2024-05-14 06:25:57 -07:00
Cheng
60cb11764e
Use correct module type in quantized.py ( #1115 )
2024-05-14 06:25:42 -07:00
Cheng
cbd5445ea7
The tile op does not accept None as reps ( #1117 )
2024-05-14 06:25:25 -07:00
Max-Heinrich Laves
ff4223904d
Conv3d ( #993 )
...
* added conv3d
added conv3d
implemented explicit_gemm_conv_ND_cpu and bounds checks for slow_conv_3D
* incorporated reviewer comments
* fixed test
* reduced tensor shapes in test for conv3d
* Reviewer suggestion
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
Reviewer suggestion
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
Reviewer suggestion
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
Reviewer suggestion
2024-05-11 06:15:02 -07:00
Alex Barron
2e158cf6d0
Add conjugate operator ( #1100 )
...
* cpu and gpu impl
* add mx.conj and array.conj()
---------
Co-authored-by: Alex Barron <abarron22@apple.com>
2024-05-10 07:22:20 -07:00
Awni Hannun
b21242faf1
Allow unary ops to accept array like ( #1093 )
2024-05-09 09:36:02 -07:00
Rahul Yedida
cc05a281c4
Added ArcTan2 operation ( #1079 )
...
* Added ArcTan2 operation
* Cleanup, bug fixes from code review
* Minor cleanup, fixed Linux tests
2024-05-08 08:35:15 -07:00
Awni Hannun
9814a2ae12
fix conversion to array ( #1070 )
2024-05-06 16:02:49 -07:00
Shubham
6992498e7a
add keyword positonal ( #1081 )
2024-05-06 07:18:49 -07:00
Awni Hannun
21623156a3
Reset peak memory ( #1074 )
...
* reset peak memory
* fix linux
* nits in docs
2024-05-03 17:12:51 -07:00
Nripesh Niketan
79c859e2e0
feat: implement clip_grad_norm ( #1043 )
...
* feat: implement `clip_grad_norm`
* pre-commit
* Add test for clip_grad_norm function in test_optimizers.py
* small fixes
* fix
* lint
* Update tree_reduce
* Update python/mlx/utils.py
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update python/mlx/utils.py
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update python/mlx/utils.py
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update python/mlx/utils.py
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update python/mlx/utils.py
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update python/mlx/utils.py
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Refactor clip_grad_norm function to include documentation and improve readability
* format docstring
* Add acknowlegements
* text wrap
* pre-commit
* nits in docs
---------
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
Co-authored-by: Awni Hannun <awni@apple.com>
2024-05-03 09:07:02 -07:00
Awni Hannun
b00ac960b4
change initial memory limits and add memory size to device info ( #1064 )
2024-05-03 06:50:15 -07:00
Jagrit Digani
f390957685
Block sparse mm ( #1058 )
2024-05-02 14:03:58 -07:00
Angelos Katharopoulos
17f57df797
Improvements in the quantizer and dequantization kernel ( #1061 )
2024-05-01 18:19:11 -07:00
Awni Hannun
7f7b9662ea
Fix leak for multi-output primitives which are never detached ( #1059 )
...
* fix multi output leak
* ignore arrays that will be detached
* add some comments
* stray print
2024-05-01 07:31:45 -07:00
Awni Hannun
19bef39f5c
Add a mx.metal.device_info ( #1060 )
...
* device inof
* add variant
* fix linux
* fix doc
2024-04-30 15:47:27 -07:00
Angelos Katharopoulos
8db7161c94
Bug fix in quantize ( #1054 )
2024-04-29 20:55:04 -07:00
Awni Hannun
09f1777896
fix slice update indexing ( #1053 )
2024-04-29 12:17:40 -07:00
Jacket
490c0c4fdc
[Fix] expand axes for dimension with integer indices in mlx_slice_update ( #1035 )
...
* Not sure if this is correct
* Format
* Edit tests
* Add negative test
* Format
* add one more test
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-04-29 07:57:28 -07:00
Rifur13
c4a471c99d
Add groups to Conv1d ( #948 )
...
* Add conv1d grouped convs on CPU
* Add GPU support
* Parallelize inside metal kernel
* clenaup
* Update mlx/ops.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* New unfold kernel + remove unused code
* Remove copy and refactor
* Update vjp and reuse steel gemm
* Fixed groups on cpu
* Fix metal validation
---------
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
2024-04-27 06:24:57 -07:00
Awni Hannun
86f495985b
Add bitwise ops ( #1037 )
...
* bitwise ops
* fix tests
2024-04-26 22:03:42 -07:00
Awni Hannun
5bfe89bdb1
Cpp docs ( #1036 )
...
* start of C++ docs
* fix stream doc
* only include ops for now
2024-04-26 12:56:05 -07:00
Awni Hannun
771575d27b
Expose function to clear memory cache ( #1032 )
...
* expose function to clear memory cache
* fix linux build
* fix metal tests
2024-04-24 16:48:51 -07:00
Angelos Katharopoulos
ec8578d41a
Fix quantization of all 0s ( #1028 )
2024-04-24 00:40:42 -07:00
Aneesh Shetty
d0dbfe0b97
Adds radians and degrees ( #1011 )
2024-04-22 11:17:49 -07:00
Awni Hannun
3d405fb3b1
Add synchronize function ( #1006 )
...
* add synchronize function
* fix linux
* fix linux
* fix and fix docs
* fix test
* try synchronize in stream destroy
* synchronize works for both cpu and gpu
2024-04-22 08:25:46 -07:00
Angelos Katharopoulos
84d61d27aa
Make sure 0 is represented in the quantization ( #1016 )
2024-04-19 19:47:26 -07:00
Angelos Katharopoulos
ef5f7d1aea
Fix buffer protocol buffer size designation ( #1010 )
2024-04-19 06:06:13 -07:00
Jagrit Digani
85c8a91a27
Fix mask broadcasting bug and add relevant test ( #1003 )
2024-04-17 17:33:48 -07:00
Piotr Rybiec
581b699ac9
avgpool, not maxpool ( #1002 )
2024-04-17 08:26:22 -07:00
Awni Hannun
8a0677d56d
Shared events for synchronization + async eval ( #998 )
...
* more async eval
* fix rebase
* try correct async eval
* fix async
* more tests for async eval
* use shared events for synchronization
* comment + cleanup
* with autorelease pool
* fix no metal build
* fix compile
* fix patch
* don't eval if asyn evale'd
* don't use is_evaled
* comments
* more multi stream tests
* try and cleanup use of is_evaled
* use a status flag
2024-04-17 06:16:02 -07:00
Jagrit Digani
b18468bf81
Masked mm ( #978 )
...
* Add block masked matmul op and primitive
2024-04-16 14:45:39 -07:00
Shiyu
107ba2891a
gelu tanh approx ( #989 )
...
* gelu tanh approx
* gelu tanh approx
* replace gelu approx with tanh approach
* fix comments
* fix comment
2024-04-15 19:49:00 -07:00
Awni Hannun
cd9e184529
Quantize embedding ( #994 )
...
* quantize embedding
* rename as_linear + comment
* consistency in docs
* fix test
2024-04-15 16:42:10 -07:00
Alex Barron
2e7c02d5cd
Metal FFT for powers of 2 up to 2048 ( #915 )
...
* add Metal FFT for powers of 2
* skip GPU test on linux
* fix contiguity bug
* address comments
* Update mlx/backend/metal/fft.cpp
* Update mlx/backend/metal/fft.cpp
* fix bug in synch
---------
Co-authored-by: Alex Barron <abarron22@apple.com>
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
Co-authored-by: Awni Hannun <awni@apple.com>
2024-04-11 21:40:06 -07:00
Awni Hannun
ae18326533
No copy command encoder ( #986 )
...
* no copy command encoder
* up layer norm test tolerances
2024-04-11 21:15:36 -07:00
Awni Hannun
12d4507ee3
Explicit barriers with concurrent dispatch ( #977 )
2024-04-10 21:45:31 -07:00
Shiyu
061cf9a4ce
Upsample with bicubic interpolation ( #967 )
2024-04-10 15:47:22 -07:00
Awni Hannun
99abb9eff4
Async eval ( #972 )
2024-04-09 18:34:00 -07:00
Luca Arnaboldi
fffe072028
Implementation of mlx.random.multivariate_normal ( #502 ) ( #877 )
...
* Implementation of mlx.random.multivariate_normal (#502 )
* Update python/src/random.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update python/src/random.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update python/src/random.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Updated typo in docstring
* Restricted multivariate_normal to float32
* Generic mean and variance shapes
* Review edits
* Update mlx/random.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update python/src/random.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update python/src/random.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update python/src/random.cpp
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Test for ndim of mean and cov
* nits
* smaller size for test
* fix broadcasted sampling
---------
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
Co-authored-by: Awni Hannun <awni@apple.com>
2024-04-09 13:50:12 -07:00
Abe Leininger
a1a31eed27
Add mx.meshgrid ( #961 )
2024-04-09 11:43:08 -07:00
Awni Hannun
42afe27e12
std and expm1 ( #973 )
...
* 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
76e63212ff
Enable bfloat scan ( #974 )
...
* enable bfloat scan
* fix tests
2024-04-08 12:29:19 -07:00
Awni Hannun
aac2f9fb61
Improve profiling with gpu tracing ( #969 )
...
* improve profiling with gpu tracing
* fix for linux
* nit
* doc fix
* fix example
2024-04-07 21:47:43 -07:00
Awni Hannun
039da779d1
No quant reshape ( #957 )
...
* precise option on cpu
* remove print
* remove reshape in quant matmul
* no quant reshape
2024-04-04 11:52:12 -07:00
Awni Hannun
d88d2124b5
segfaut layer norm grad ( #955 )
2024-04-04 10:59:15 -07:00
Awni Hannun
e142aaf8a1
Option for precise softmax ( #953 )
...
* 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
AmirHossein_Razlighi
0caf35f4b8
Better exceptions in case of invalid operations on mlx.core.array ( #910 ) ( #926 )
...
* Nicer exceptions for ops on non-arrays
2024-04-02 21:11:24 -07:00
Angelos Katharopoulos
3fc993f82d
Properly handle negative axes in python vmap ( #944 )
2024-04-02 18:07:23 -07:00
Awni Hannun
741eb28443
fix a couple bugs ( #952 )
2024-04-02 12:07:41 -07:00
Angelos Katharopoulos
1a87dc5ea8
Fix compile fusion for multi-output edge cases ( #950 )
...
* Fix compile fusion for multi-output edge cases
* Add a test for multi-output compile
2024-04-02 08:42:31 -07:00
Awni Hannun
2427fa171e
Fix cpu compile ( #934 )
...
* fix one cpu bug, test for another
* format hooks
* simplify contiguity check for cpu compile
* fix
* add back donation
* comment
2024-04-01 17:37:12 -07:00
Jagrit Digani
639e06e1f3
Indexing bug fix ( #947 )
...
* Fix axes accounting
* Add tests
2024-04-01 12:18:50 -07:00
Angelos Katharopoulos
02fedbf1da
Fix array initialization from list ( #942 )
...
* Fix array initialization from list
* Change the error message in the test
2024-04-01 06:27:52 -07:00
Angelos Katharopoulos
110d9b149d
Layer norm grad fix donation bug ( #941 )
...
* add layer norm grad test
* Fix donation bug in layernorm vjp
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-04-01 06:15:50 -07:00
AmirHossein_Razlighi
f48bc496c7
Comparing python objects (such as list/tuple) with mlx.core.array ( #920 )
...
* add implicit conversion of list to array for equality constraint
* add tests for array equality
* add test for tuple and array equality
* return False if __eq__ arg is list or tuple
* write tests for equality
* update the rule of comparison for __ge__/__gt__/__lt__/__le__
* add a helper function for detecting mlx.core.array
* return true in case fo inequality
* debug minor issue regarding detecting mlx array
* add tests for inequality comparisons
* add name for contribution
* reformat files using pre-commit
* update tests for float
* update tests for inequality
* raise exception in case of invalid comparisons
* use isinstance instead of string comparison
* replace "is_convirtable_to_array" with previous logic
* remove throwing exceptions for other operations
* just a comment
* minor changes for efficiency
* optimize a utils function
* change the function name
* Update ACKNOWLEDGMENTS.md
---------
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
2024-03-29 06:52:30 -07:00
Angelos Katharopoulos
5f9ba3019f
Fix qmm_t for unaligned cases ( #923 )
2024-03-28 15:34:57 -07:00
Cheng
46caf0bef0
Remove unnecessary string copies ( #891 )
...
1. Use string_view instead of string when there is no need for copy.
2. Otherwise move string when possible.
2024-03-28 13:14:59 -07:00
Cheng
a7b404ff53
Use uintptr_t instead of size_t to store funtion id ( #916 )
...
Also does some small cleanup of the compile cache code.
2024-03-28 06:37:59 -07:00
AmirHossein_Razlighi
d611251502
Support Chaining for some of functionalities of nn.Module ( #885 ) ( #897 )
...
* add chaining support for some of the functionalities of "nn.Module"
* reformat
* change the return types
* remove return types
* add return type with forward referencing
* add tests for chaining
* add name to contributors
* Update python/mlx/nn/layers/base.py
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* Update python/mlx/nn/layers/base.py
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
* update docstring
* update docstrings
---------
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
2024-03-27 19:58:29 -07:00
Cheng
f30b659291
Make MLX build on x64 macOS ( #901 )
...
The arm64 macbook pros are heavy and I usually care my intel one for
mobile, it would be nice if I can play with MLX on it.
To build with x64, user must pass `MLX_ENABLE_X64_MAC` to cmake:
CMAKE_ARGS='-DMLX_ENABLE_X64_MAC=ON' python setup.py
2024-03-27 06:14:29 -07:00
Angelos Katharopoulos
29221fa238
Implement vjps for some primitives in the fast namespace ( #883 )
...
* Implement rope vjp in terms of rope
* RMSNormVJP primitive and kernel
* Add LayerNormVJP primitive and kernel
2024-03-26 16:35:34 -07:00
Jagrit Digani
925014b661
Fix multiblock sort limits ( #906 )
...
* Fix multiblock sort limits
* Fix metal validation error
2024-03-26 14:00:00 -07:00
Abdussamet Türker
5611e1a95e
Fix unsqueeze with None ( #899 )
...
* Fix unsqueeze with None
* Clean unnecessary files
2024-03-26 13:59:44 -07:00
Awni Hannun
570f2bf29e
pick up preivously set attributes ( #905 )
2024-03-26 11:19:59 -07:00
Luca Arnaboldi
a3ee03da01
Fixing random.normal for half-precision dtype #642 ( #904 )
...
* Fixing random.normal for half-precision dtype #642
* Update python/tests/test_random.py
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
---------
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
2024-03-26 09:58:27 -07:00
Jack Mousseau
8e686764ac
Ensure shape dimensions are within supported integer range ( #566 ) ( #704 )
...
* Ensure shape dimensions are within supported integer range (#566 )
* fix build
* fix rebase bug
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-03-25 13:29:45 -07:00
Daniel Strobusch
479051ce1c
add numeric type hierarchy and issubdtype as well as a set_dtype meth… ( #427 )
...
* add numeric type hierarchy and issubdtype as well as a set_dtype method to nn.Module with predicate
numeric type hierarchy and issubtype is compatible to the [numpy hierarchy](220f0ab2c5/numpy/_core/numerictypes.py (L42)Closes #285 .
* nits in docs
* unify type category checking
* nits in docs
* nits in docs
* more docs nits
* fix callable type
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2024-03-25 12:32:59 -07:00
Awni Hannun
1e16331d9c
post nanobind docs fixes and some updates ( #889 )
...
* post nanobind docs fixes and some updates
* one more doc nit
* fix for stubs and latex
2024-03-24 15:03:27 -07:00
Awni Hannun
be98f4ab6b
Reduce a little overhead ( #871 )
...
* some small overhead improvements
* use result_type in rms_norm
* remove release force
* fix + use non-vector version
* revert compile change
* fix ops
* a little more overhead
* a little more cleanup and overhead
2024-03-22 17:29:36 -07:00
Jagrit Digani
8e5a5a1ccd
Set item bug fix ( #879 )
...
* set item shaping bug fix
* Add extra tests
2024-03-22 12:11:17 -07:00
Angelos Katharopoulos
fcda3a0e66
Increase test tolerance for fast.layer_norm ( #880 )
2024-03-22 12:10:27 -07:00
Cheng
9663c22fe9
Do not store iostream in shared_ptr ( #872 )
...
There is no need to store iostream in shared_ptr, doing so adds the cost
of a heap allocation.
2024-03-22 06:54:45 -07:00
Awni Hannun
44390bd3d0
Bump ( #869 )
...
* bump
* fix none in a few ops
2024-03-21 13:56:56 -07:00
Angelos Katharopoulos
2225374060
Adds mx.fast.layer_norm ( #870 )
2024-03-21 13:55:51 -07:00
nicolov
105d236889
Add vmap for SVD and inverse ( #849 )
2024-03-21 13:18:27 -07:00
Angelos Katharopoulos
53e6a9367c
Use reshape and transpose for non-overlapping pooling windows ( #867 )
2024-03-21 10:21:03 -07:00
Chime Ogbuji
f5a1582fe8
Add minimum for cosine decay function ( #859 )
...
* Add minimum for cosine decay function
* Update python/mlx/optimizers/schedulers.py
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
---------
Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
2024-03-21 07:33:29 -07:00
Awni Hannun
a54f06b16f
Fast RMS Norm ( #862 )
...
* fast rmsnorm
* no rms gpu
* kernel
* fix shared mem
* looped rms and donation in softmax
* Make the squaring in float32 to avoid underflow
* Fix the default StreamOrDevice for rope and rms_norm in fast
* nits
---------
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2024-03-21 07:20:54 -07:00
Jagrit Digani
a5681ebc52
Update set item ( #861 )
...
* Update mlx_set_item to handle regular slices without expanding
* Refactor ellipsis handling
* Route mlx_set_item to slice_update where possible
* Update mlx_scatter_args_slice
* Don't route to gather if no array indices
2024-03-21 02:48:13 -07:00
Jagrit Digani
b219d12a6b
Check edge case handling in row reduce med kernel ( #858 )
2024-03-20 11:37:58 -07:00
Md. Rasel Mandol
db6796ac61
simple typo fille ( #848 )
2024-03-19 06:15:17 -07:00
Awni Hannun
9a8ee00246
Switch to nanobind ( #839 )
...
* mostly builds
* most tests pass
* fix circle build
* add back buffer protocol
* includes
* fix for py38
* limit to cpu device
* include
* fix stubs
* move signatures for docs
* stubgen + docs fix
* doc for compiled function, comments
2024-03-18 20:12:25 -07:00
Awni Hannun
16546c70d8
No reshape rope ( #838 )
...
* no reshape rope
* no reshape rope
2024-03-18 17:03:07 -07:00
nicolov
eaba55c9bf
Add matrix inversion primitive ( #822 )
2024-03-15 06:34:36 -07:00
