Awni Hannun
f1606486d2
Generalize gpu backend ( #2138 )
...
* generalize gpu backend
* fix no_gpu build
* fix no_gpu build
* generalize gpu backend
2025-04-30 09:08:17 -07:00
Alex Chi Z.
b36dd472bb
return library if it is successfully loaded ( #2131 )
2025-04-29 07:30:36 -07:00
hdeng-apple
167b759a38
Fix typos ( #2136 )
2025-04-29 07:26:05 -07:00
Angelos Katharopoulos
f0e70afff0
Fix swift pm load ( #2117 )
2025-04-24 10:58:29 -07:00
hdeng-apple
86984cad68
Remove static initializers ( #2059 )
...
* Remove static initializers in device.cpp, load.cpp, pocketfft.h
* Remove static initializer InTracing::trace_stack
* Remove static initializer of CompilerCache cache
* Revert changes in pocketfft.h
* Remove duplicate private section of thread_pool()
2025-04-24 06:14:49 -07:00
hdeng-apple
38c1e720c2
Search mlx.metallib in macOS framework "Resources" dir ( #2061 )
...
---------
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2025-04-23 09:53:13 -07:00
Yury Popov
1d2c9d6a07
Complex scan ( #2094 )
2025-04-22 18:56:28 -07:00
Awni Hannun
fdadc4f22c
Add more complex unary ops ( #2101 )
2025-04-21 13:04:54 -07:00
Angelos Katharopoulos
3cde719eb7
Route to gather qmm only for many tokens per expert ( #2082 )
2025-04-17 14:53:08 -07:00
Angelos Katharopoulos
5de6d94a90
Gather qmm batched kernel and refactoring of quantized ( #2078 )
2025-04-17 13:53:11 -07:00
Angelos Katharopoulos
99eefd2ec0
Gather mm new kernel and small refactoring ( #2040 )
2025-04-14 16:37:36 -07:00
Yury Popov
e9e268336b
LogCumSumExp ( #2069 )
2025-04-13 01:27:29 -07:00
Angelos Katharopoulos
c4189a38e4
Add float mask to sdpa vector ( #2068 )
2025-04-11 17:29:40 -07:00
Awni Hannun
ef7ece9851
fix fft bug ( #2062 )
2025-04-10 19:41:27 -07:00
Angelos Katharopoulos
ddaa4b7dcb
Fix the test and add custom min/max reductions for uncommon MPI types ( #2060 )
2025-04-10 17:01:17 -07:00
Cheng
dfae2c6989
Fix MSVC build due to use of M_LN2 ( #2058 )
2025-04-10 07:41:41 -07:00
Anastasiia Filippova
515f104926
Min / max reductions ( #2041 )
2025-04-09 23:22:20 -07:00
Angelos Katharopoulos
9ecefd56db
Do not load the default lib if another is requested ( #2055 )
2025-04-09 13:31:38 -07:00
Awni Hannun
00794c42bc
Fix causal mask sdpa vec ( #2053 )
...
* fix sdpa vector causal mask
* test
2025-04-08 09:11:23 -07:00
Cheng
08a1bf3f10
Remove Event::Signal() ( #2052 )
2025-04-08 06:20:27 -07:00
Awni Hannun
60c4154346
Only request residency once ( #2051 )
2025-04-07 10:47:51 -07:00
Awni Hannun
f2c85308c1
add a half simd gemm fallback ( #2046 )
...
* add a half simd gemm fallback
* nit
2025-04-07 09:31:29 -07:00
Awni Hannun
1a28b69ee2
only add to residency set once ( #2049 )
2025-04-06 17:38:25 -07:00
Jagrit Digani
8777fd104f
Depthwise Conv2D optimization ( #2036 )
...
- Add new specialized kernel for small kernel (kernels size <= 7), small strides (strides <= 2) depthwise 2d convolutions
- Add related tests
2025-04-03 09:42:04 -07:00
Awni Hannun
c41f7565ed
fix softmax / logsumexp ( #2042 )
2025-04-03 08:32:59 -07:00
Awni Hannun
9ba81e3da4
tune quant dispatch ( #2031 )
2025-04-02 20:05:54 -07:00
Awni Hannun
c23888acd7
Fix build warning ( #2033 )
2025-04-01 14:42:27 -07:00
Awni Hannun
f98ce25ab9
fix residency set for real ( #2032 )
2025-04-01 12:59:48 -07:00
Awni Hannun
de5f38fd48
Custom logsumexp ( #2028 )
...
* initial custom logsumexp
* more tests
* comments + fix
2025-03-31 07:36:55 -07:00
Angelos Katharopoulos
ec2854b13a
Swap -inf for finite_minimum value ( #2029 )
2025-03-30 21:55:04 -07:00
Jesper Stemann Andersen
5f5770e3a2
Fix CPU sign for unsigned ints ( #2024 )
...
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2025-03-30 17:56:59 -07:00
Awni Hannun
28f39e9038
Log for complex numbers in Metal ( #2025 )
...
* Log for complex numbers in Metal
* fix log2
2025-03-30 17:04:38 -07:00
Awni Hannun
b2d2b37888
fix residency set clearing ( #2027 )
2025-03-30 16:27:26 -07:00
Awni Hannun
13b26775f1
use minimum deployment target ( #2016 )
2025-03-28 14:31:53 -07:00
Awni Hannun
05d7118561
causal vector sdpa ( #2018 )
...
* causal vector sdpa
* get rid of memory threshold
2025-03-28 12:36:13 -07:00
Awni Hannun
98b901ad66
enable complex gemm ( #2017 )
2025-03-28 10:45:13 -07:00
Awni Hannun
bc62932984
sdpa specialization for head dim 256 ( #2007 )
2025-03-27 19:31:25 -07:00
Awni Hannun
916fd273ea
wire cache ( #2006 )
2025-03-25 18:54:01 -07:00
Jagrit Digani
6a40e1c176
Fix looping limit in causal attention ( #1999 )
2025-03-24 12:28:00 -07:00
Andrey Velichkevich
f018e248cd
fix(backend): Include algorithm library in Allocator ( #1992 )
...
Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
2025-03-22 21:27:51 -07:00
Angelos Katharopoulos
4eef8102c9
Distributed layers ( #1270 )
2025-03-21 13:52:17 -07:00
Awni Hannun
2a980a76ce
Add stats and limit to common allocator and enable tests ( #1988 )
...
* add stats to common allocator and enable tests
* linux memory and default
* fix
2025-03-21 12:28:36 -07:00
Awni Hannun
4e1994e9d7
move memory APIs into top level mlx.core ( #1982 )
2025-03-21 07:25:12 -07:00
Awni Hannun
7b7e2352cd
fix malloc or wait deadlock ( #1976 )
2025-03-20 16:48:43 -07:00
Awni Hannun
005e7efa64
fix mask in sdpa ( #1980 )
...
* fix mask in sdpa
* fix attention mask
* Re-enable routing for array mask
---------
Co-authored-by: Jagrit Digani <digani@apple.com>
2025-03-20 14:53:12 -07:00
Jagrit Digani
9adcd1a650
Support fused masking in Attention ( #1924 )
...
* Update API to allow mask='causal' in fast::sdpa
* Add fallback
* Update steel::AttnParams
* Fix typo
* WIP, basic causal
* Update tests
* Update benchmarking
* Update masking loop limits
* Add bool masking and update tests
* Update additive mask
* Update benchmarks
* Update benchmarks
* Update tests
* Update for bfloat error
* Update early exit
* Add random seed to tests
2025-03-20 11:01:32 -07:00
Awni Hannun
3c164fca8c
Fix multistream GPU deadlock ( #1969 )
...
* fix multistream GPU deadlock
* comments
2025-03-20 07:19:47 -07:00
Awni Hannun
f90206ad74
Guard nullptr dereference ( #1972 )
...
* guard nullptr dereference
* comment
2025-03-19 16:24:10 -07:00
Awni Hannun
c6ea2ba329
Use same accumulation precision in gemv as gemm ( #1962 )
...
* use same accumulation precision in gemv as gemm
* faster
* fix compile
2025-03-16 07:13:24 -07:00
Awni Hannun
736a340478
reduce binary size ( #1952 )
2025-03-11 06:30:44 -07:00
Awni Hannun
117e1355a2
fix copy for large arrays ( #1953 )
2025-03-10 15:04:25 -07:00
Awni Hannun
3c3e558c60
Support transposed head/seq for kv ( #1950 )
...
* support transposed head/seq for kv
* fix flaky test
* nit
2025-03-10 10:53:45 -07:00
Awni Hannun
c4230747a1
redesign for faster cpu/gpu synch ( #1869 )
...
* redesign for faster cpu/gpu synch
* load + more async CPU
* use command encoder API and move more ops to use it
* make fence back-end generic + CPU only fence
* faster build
* fix async eval
* fixes + handle temporaries
* fix / improve cpu conv
* remove unused status, fix siblings
* fix extensions
* fix
* fix no cpu build
* format
* comments
* fix perf regression, remove unecessary abort
* fix events, task limit cpu
* fix waiting
* fix donation / temporaries in normalization
2025-03-06 19:23:38 -08:00
Alex Barron
fd0d63ba5b
Affine quant always in fp32 ( #1925 )
...
* do affine quant in fp32
* static cast
2025-03-04 17:50:19 -08:00
Abe Leininger
3835a428c5
Adds nuclear norm support ( #1894 )
...
* adjust norm unit test tolerance
2025-03-04 13:26:02 -08:00
Awni Hannun
e613d0eaf0
SDPA support for small batch (over sequence) queries ( #1922 )
...
* batch query sdpa
* batch sdpa for query
2025-03-04 10:59:04 -08:00
Awni Hannun
6bcd6bcf70
fix donation in scan ( #1917 )
2025-03-03 11:30:59 -08:00
Awni Hannun
ba12e4999a
Use a heap for small sizes ( #1911 )
...
* use a heap for small sizes
* check if VM
2025-03-03 06:50:57 -08:00
Awni Hannun
4e7cd31d12
Fix slice data size ( #1913 )
...
* fix slice data size
* add test
2025-03-02 21:50:42 -08:00
Angelos Katharopoulos
5e6c130d93
RMS norm without scaling ( #1915 )
2025-02-28 20:26:57 -08:00
Jagrit Digani
89d327075f
Enabling fused attention for head dim 128 ( #1899 )
...
* Share KV smem
* Fix bfloat error
* Unroll O = S @ V loop
* Perf upgrade
* Remove commented out function
* Add -Wno-c++17-extensions flag to metal flags
* Add -Wno-c++17-extensions flag to metal extension flags
2025-02-26 10:02:06 -08:00
Awni Hannun
7d042f17fe
Double for lapack ( #1904 )
...
* double for lapack ops
* add double support for lapack ops
2025-02-25 11:39:36 -08:00
Awni Hannun
7face5d9fd
fix cpu compile ( #1897 )
2025-02-24 14:10:30 -08:00
Awni Hannun
a44dc4bdb0
fix leaking objc ( #1898 )
2025-02-24 13:57:59 -08:00
Awni Hannun
2d0f384b6f
fix simd erf_inv ( #1896 )
2025-02-24 13:57:47 -08:00
Awni Hannun
8ff84b5c43
fix version and expose command queue getter ( #1892 )
2025-02-20 15:25:15 -08:00
Jesper Stemann Andersen
0ebc8a3d25
Fixed issue where Clang on FreeBSD failed to compile mlx/backend/cpu/quantized.cpp ( #1890 )
2025-02-20 12:02:12 -08:00
Awni Hannun
bbda0fdbdb
Allow non-square lu ( #1889 )
2025-02-20 08:13:23 -08:00
Abe Leininger
344a29506e
Enforce triangular matrix form in tri_inv ( #1876 )
...
* fix tri_inv bug
* Revert "fix tri_inv bug"
This reverts commit b74b290201
2025-02-19 12:42:33 -08:00
Angelos Katharopoulos
71de73a668
Fix convs by reverting #1803 ( #1882 )
2025-02-18 14:36:34 -08:00
Awni Hannun
5274c3c43f
compiler warnings are errors ( #1870 )
2025-02-17 00:07:49 -08:00
Angelos Katharopoulos
1762793989
Remove unused uniform ( #1867 )
2025-02-14 15:51:41 -08:00
Jagrit Digani
2dc307f2e6
Winograd Update for Small batches ( #1803 )
...
* Build in padding to Winograd kernels
* Add new fused Winograd kernel
* Enable weight flipping in Winograd kernels
2025-02-14 13:08:13 -08:00
Awni Hannun
7aea5b1895
Allow dynamic ops per buffer based on dispatches and memory ( #1864 )
...
* Allow dynamic ops per buffer based on dispatches and memory
* add initial arch values
2025-02-13 19:18:22 -08:00
Awni Hannun
428f589364
Revert "More buffer donation in some cases ( #1858 )" ( #1863 )
...
This reverts commit d274ae77f2
2025-02-13 14:21:44 -08:00
Alex Barron
5cd97f7ffe
Bitwise Inverse ( #1862 )
...
* add bitwise inverse
* add vmap + fix nojit
* inverse -> invert
* add to compile + remove unused
2025-02-13 08:44:14 -08:00
Awni Hannun
e425dc00c0
Faster small batch qmv ( #1861 )
...
* faster small batch qmv
* swap batch and block dims for qvm and qmv regular
2025-02-12 22:02:36 -08:00
Awni Hannun
d274ae77f2
More buffer donation in some cases ( #1858 )
...
* more donation
* fix
* add test
2025-02-12 19:41:37 -08:00
Angelos Katharopoulos
0145911bea
Fixes output donation for IO ops on the GPU ( #1857 )
2025-02-12 10:52:30 -08:00
Cheng
142b77751d
Fix compilation error on Windows ( #1844 )
2025-02-10 19:53:05 -08:00
Abe Leininger
a5ededf1c3
CPU LU factorization and linear solvers ( #1451 )
...
* linalg solve backend
* nits
* more nits + fix
* luf primitive and lu, solve, and solve_triangular backends
* changes / nits
---------
Co-authored-by: Awni Hannun <awni@apple.com>
2025-02-10 12:32:24 -08:00
Awni Hannun
1c0c118f7c
Fp64 on the CPU ( #1843 )
...
* add fp64 data type
* clean build
* update docs
* fix bug
2025-02-07 15:52:22 -08:00
Jagrit Digani
b6c6552d20
Add missing #pragma once ( #1838 )
2025-02-06 11:11:22 -08:00
Awni Hannun
af1b725fda
Fix a couple of slicing bugs ( #1827 )
...
* fix a few bugs
* fix conv grad
* speedup test
* comment
2025-02-05 19:50:08 -08:00
Awni Hannun
9174606d4c
fix sort ( #1835 )
2025-02-05 17:16:27 -08:00
Awni Hannun
fe5987b81d
faster sort ( #1831 )
2025-02-05 06:10:22 -08:00
Awni Hannun
a229c8cef0
don't duplicate malloc with custom kernel init ( #1830 )
2025-02-04 13:20:57 -08:00
Awni Hannun
1156c84e86
Refactor common into cpu specific and truly common ( #1817 )
...
* refactor
* fix extension example
* fix no-cpu
2025-02-03 15:58:02 -08:00
Jesper Stemann Andersen
2d8e667400
MinGW support ( #1806 )
...
* Changed /bin/bash to bash for generating compiling preamble
* Fix wrt jit_compiler mingw like msvc wrt. WEXITSTATUS
* Solved ambiguity wrt. bernoulli test shape
* Disabled distributed/ring on Windows
* Fixed jit_compiler command wrt. MinGW
* Extended jit_compiler patch wrt. WEXITSTATUS to FreeBSD
2025-02-01 12:40:06 -08:00
Awni Hannun
80c863b972
Remove accelerate/ ( #1816 )
...
* remove accelerate
* comments
* neon reduction
2025-02-01 07:18:26 -08:00
Angelos Katharopoulos
f5cc1eea72
Allow different value dimensions in sdpa_vector ( #1811 )
2025-01-31 20:58:59 -08:00
Awni Hannun
b7c9f1d38f
scatter axis + gather axis primitives ( #1813 )
...
* scatter axis + gather axis primitives
* add transforms
* comment
2025-01-31 20:48:08 -08:00
Awni Hannun
c6fc07f1f4
Unify CPU matmuls, remove unused accelerate conv ( #1814 )
...
* unify matmuls
* Update mlx/backend/common/matmul.cpp
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
---------
Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
2025-01-31 14:43:37 -08:00
Awni Hannun
4758c8baa1
Start to cleanup/unify accelerate and common back-ends (Part 1/N) ( #1777 )
...
* start to cleanup/unify accelerate and common back-ends
* more progress
* simplify
* add half type and allow infs in simd exp
* unify softmax + quantized, more dispatches to simd quantized mm
* add sin/cos, use simd in vector-scalar ops
* faster CPU vectorize quant
* faster erf/erfinv
2025-01-29 14:34:49 -08:00
Awni Hannun
e6a7ab9675
non square qr ( #1783 )
2025-01-21 14:07:47 -08:00
Angelos Katharopoulos
1f4c127fb9
Move some kernels to get_template_definition ( #1782 )
2025-01-21 08:59:44 -08:00
Awni Hannun
a4667da1eb
Faster synchronization Fence primitive ( #1773 )
...
* try faster synchronization
move event
fixes
update bench
fix
fix
* non-functioning kernel
* try alternative fence
* cleanup barrier
* get rid of event_fence
* update benchmarks
* doc string in metal fence
2025-01-17 18:42:19 -08:00
Awni Hannun
f288db8d34
Fix synchronization bug for in stream async works ( #1768 )
2025-01-15 06:07:34 -08:00
Awni Hannun
252e423e81
fix and cleanup event signal/wait for metal ( #1765 )
2025-01-10 18:37:26 -08:00
Alex Barron
c7b0300af5
Fix batched qmv bug ( #1758 )
2025-01-09 11:45:57 -08:00
