Commit Graph

15 Commits

Author SHA1 Message Date
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
Angelos Katharopoulos
71de73a668
Fix convs by reverting #1803 (#1882) 2025-02-18 14:36:34 -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
610af352d4
Dispatch bf16 at run time when using the JIT (#1584)
* Dispatch bf16 at run time when using the JIT

* fix extension

* fix extension build

* fix extension build

* Update utils.h
2024-11-15 16:54:36 -08:00
Awni Hannun
e4534dac17
Conv grad with groups + bugfix (#1449)
* fix bug in flipped conv with groups, start of grad for groups

* fix

* fix

* fix + test
2024-10-06 07:08:53 -07:00
Awni Hannun
58d0e199e1
add bfloat conv for windograd (#1306)
* add bfloat conv for windograd

* accumulate in fp32

* accumulate in fp32

* accumulate in bf16
2024-08-05 15:51:13 -07:00
Awni Hannun
7e26fd8032
Option to JIT steel gemm / conv (#1139) 2024-05-23 18:07:34 -07:00
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
Nripesh Niketan
a30e7ed2da
feat: metal formatting and pre-commit bump (#1038)
* feat: metal formatting and pre-commit bump

* add guards

* update

* more guards

* more guards

* smakk fix

* Refactor instantiation of ternary types in ternary.metal

* fix scan.metal
2024-04-30 07:18:09 -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
Jagrit Digani
776c3d226d
Convolution update (#651)
* Init steel conv and update Conv primitive

* Update slow CPU implementation to support flipping and input dilation winograd conv routing

Co-authored-by: Awni Hannun <awni@apple.com>
2024-02-28 20:11:16 -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
Awni Hannun
46a39e5b1f copyright + ack 2023-11-30 11:12:53 -08:00
Angelos Katharopoulos
d1f86272a2 angelos's commit files 2023-11-29 10:42:59 -08:00