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7a34e46677
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10 Commits

Author SHA1 Message Date
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

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Co-authored-by: Angelos Katharopoulos <a_katharopoulos@apple.com>
 2024-01-21 06:19:05 -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
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
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
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
Awni Hannun
46a39e5b1f copyright + ack 2023-11-30 11:12:53 -08:00
Awni Hannun
8ca7f9e8e9 awni's commit files 2023-11-29 10:30:41 -08:00