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16 Commits

Author SHA1 Message Date
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
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
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
Angelos Katharopoulos
e7f5059fe4 Support for quantized matmul with w and w^T (#349) 
* Add the metal qvm implementation
* Add qmm_n
* Add gradient wrt to input for quantized_matmul
 2024-01-03 14:22:36 -08:00
Josh Soref
44c1ce5e6a Spelling (#342) 
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Signed-off-by: Josh Soref <2119212+jsoref@users.noreply.github.com>
 2024-01-01 21:08:17 -08:00
Angelos Katharopoulos
9e6b8c9f48 Refactor the reduction kernels (#277) 2023-12-24 14:47:57 -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
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
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
Zach Schillaci
5b9be57ac3 Add isort pre-commit and run (#68) 2023-12-08 11:31:47 -08:00
Yingbo Ma
36b245b287 Fix benchmark example (#11) 2023-12-06 07:17:16 -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