Awni Hannun
a2ffea683a
Fix eye for larger matrices ( #463 )
...
* fix eye
* fix scatter for <32bit (non native atomic) types
* fix int overflow
2024-01-16 00:51:24 -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
4bc446be08
Use a dummy primitive to only sync with one output ( #453 )
...
* Use a dummy primitive to only sync with one output
* Fix test and choose stream with slight care
2024-01-14 14:09:40 -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
Awni Hannun
6e81c3e164
Sync only with outputs we need to sync with ( #447 )
2024-01-13 01:47:25 -08:00
Diogo
2e29d0815b
Add tile op ( #438 )
2024-01-12 23:03:16 -08:00
Ayush Shridhar
1416e7b664
Add isnan ( #423 )
2024-01-12 11:16:48 -08:00
Angelos Katharopoulos
006d01ba42
Fix packaging of gguflib ( #435 )
2024-01-11 13:56:03 -08:00
Awni Hannun
c9934fe8a4
Metal validation ( #432 )
...
* tests clear metal validation
* add cpp test with metal validation to circleci
* nit
2024-01-11 11:57:24 -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
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 )
...
* 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
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
Awni Hannun
c6d2878c1a
safely divide for 0 size inputs ( #388 )
2024-01-07 00:19:54 -08:00
Awni Hannun
b34bf5d52b
fix saving for non-contiguous arrays ( #389 )
2024-01-06 12:44:02 -08:00
Angelos Katharopoulos
608bd43604
Move the matmul type check in the op ( #384 )
2024-01-05 19:10:13 -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
davidkoski
c82a8cc526
move all ObjC (via metal-cpp) interaction until post static initializers ( #370 )
...
* move all ObjC (via metal-cpp) interaction until post static initializers
- metal-cpp relies on static initializers to cache class and selector pointers
- code in mlx was using metal-cpp to set up NSAutoreleasePools during its own static init time
- but this code was silently failing as the class and selector pointers from metal-cpp were still nil
- defer the creation of NSAutoreleasePools until after static init time
- ensure that we have coverage where autorelease pools are needed
* Update device.cpp
remove commented code
* Update device.cpp
remove commented out code
* Update scheduler.h
update comment
* per discussion use the pool inside the task() -- this will be metal only, not needed for cpu
* Update allocator.cpp
move pool to release/alloc area
2024-01-04 16:12:00 -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
Diogo
0782a4573a
Add Tensordot op ( #344 )
2024-01-02 17:15:00 -08:00
Awni Hannun
99c80a2c8b
Memory allocation ( #292 )
...
* try alternative gc
* try no cache
* add forced swap
* remove cache for now
* add cache back
* change fit crtieria
* remove unused function
* nit in comment
* tune / fix allocation
* increase block limit to original
2024-01-02 11:59:19 -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
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
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* 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
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* spelling: committing
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* 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
Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
* 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
Angelos Katharopoulos
a020a2d49d
Improve repeat using broadcasting and reshape ( #318 )
2023-12-29 21:40:20 -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
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
9e6b8c9f48
Refactor the reduction kernels ( #277 )
2023-12-24 14:47:57 -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
Awni Hannun
8b227fa9af
fix no metal build ( #276 )
2023-12-23 19:18:10 -08:00
Ronan Collobert
cd3616a463
Revisit autorelease memory pools ( #260 )
...
* make general autorelease pool part of metal device
* make things simpler
* no metal backend support
* new_memory_pool -> new_scoped_memory_pool
2023-12-22 11:01:26 -08:00
Awni Hannun
2118c3dbfa
fix ( #255 )
2023-12-21 18:18:41 -08:00
Awni Hannun
a002797d52
A temporary fix ( #254 )
2023-12-21 17:59:15 -08:00
Daniel Strobusch
794feb83df
support arange for bfloat16 ( #245 )
2023-12-21 14:33:43 -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
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
davidkoski
de892cb66c
fix for non-macos build issue on cblas.h ( #227 )
2023-12-19 17:01:59 -08:00
davidkoski
37024d899c
fixes for building with swiftpm ( #225 )
...
- clbas is part of veclib (compile failure)
- add SWIFTPM_BUNDLE #define to allow loading the metallib from a swiftpm resource bundle
2023-12-19 16:22:10 -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
Angelos Katharopoulos
4d4af12c6f
Adds round op and primitive ( #203 )
2023-12-18 11:32:48 -08:00
Awni Hannun
0e5807bbcb
include optional ( #202 )
2023-12-17 22:01:35 -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
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
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
Ronan Collobert
83f266c44c
Lazy metal_device_ initialization ( #185 )
...
This ensures it is defined when the Scheduler needs it.
2023-12-15 16:06:46 -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
Ikko Eltociear Ashimine
c3272d4917
Update conv.cpp ( #145 )
...
Peform -> Perform
2023-12-12 11:27:49 -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
71d1fff90a
Bug fix in metal binary kernel dispatch for large arrays ( #125 )
...
* bug fix
* format
2023-12-10 16:12:31 -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
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
Angelos Katharopoulos
209404239b
Fix the accelerate dispatch for the power op ( #70 )
...
- 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
Awni Hannun
4e3bdb560c
random generation fix ( #80 )
...
Random generation fix
2023-12-08 10:40:57 -08:00
Jagrit Digani
d518b3b6a5
Fix gemv broadcasting bug ( #6 )
...
* Fix broadcasting bug in gemv
* Add relevant tests in test_blas.py
2023-12-05 14:15:43 -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
Awni Hannun
c1b6bf3f33
missing file
2023-11-29 12:38:32 -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