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49 Commits

Author SHA1 Message Date
Michael Goin
907bbca7b7 Remove redundant mutates_args and dispatch_key for direct_register_custom_op (#25512) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-03 13:35:54 -07:00
Hashem Hashemi
9689be1e8e [ROCm] Add skinny gemm bias support for dtypes fp16,bf16,fp8 (#24988) 
Signed-off-by: Hashem Hashemi <hashem.hashemi@amd.com>
Signed-off-by: Hashem Hashemi <159079214+amd-hhashemi@users.noreply.github.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-03 13:35:54 -07:00
Gregory Shtrasberg
2891603efd
[ROCm][Bugfix] Fix the case where there's bias (#24895) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2025-09-15 20:05:12 -06:00
Gregory Shtrasberg
9a161307f5
[torch.compile][ROCm][V1] Enable attention output FP8 fusion for V1 attention backends (#19767) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-09-10 13:59:55 -07:00
nvjullin
37241077d5
[Misc] Removed force_fp8_e4m3fnuz from FP8LinearOp (#23725) 
Signed-off-by: Julien Lin <jullin@nvidia.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-09-04 09:25:40 -04:00
Didier Durand
02d411fdb2
[Doc]: fix typos in Python comments (#24115) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
 2025-09-02 21:14:07 -07:00
nvjullin
f66673a39d
[Kernel] Added flashinfer fp8 per-tensor gemms (#22895) 
Signed-off-by: Julien Lin <jullin@nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-26 06:54:04 -07:00
rasmith
cc7ae5e7ca
[BugFix][AMD][Quantization] Fix torch.compile issue where wvSplitKQ not being called when it should when using quantized FP8 model (#22281) 
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
 2025-08-22 21:47:57 +00:00
sstamenk
6b04039a72
[BugFix] Skip the Q component for QKVParallelLinear in the case of QKVCrossParallelLinear since its width is 0 (#22369) 
Signed-off-by: sstamenk <sstamenk@amd.com>
 2025-08-15 17:17:31 +00:00
Syed Muhammad Bin Asif
609b533cb6
[Bugfix] Add proper comparison for package versions (#22314) 
Signed-off-by: Syed Muhammad Bin Asif <syedmba7@connect.hku.hk>
 2025-08-06 20:31:03 -07:00
Luka Govedič
31d5c1797f
[Perf][fp8] Use CustomOp abstraction for fp8 quant for better perf (#19830) 
Signed-off-by: Luka Govedic <lgovedic@redhat.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-11 04:56:28 +00:00
Simon Mo
02f0c7b220
[Misc] Add SPDX-FileCopyrightText (#19100) 
Signed-off-by: simon-mo <simon.mo@hey.com>
 2025-06-03 11:20:17 -07:00
Charlie Fu
306d60401d
[ROCm][Kernel] Add gfx950 support for skinny gemms (#18010) 
Signed-off-by: charlifu <charlifu@amd.com>
 2025-05-31 07:40:05 -07:00
Harry Mellor
6223dd8114
Update deprecated type hinting in model_executor/layers (#18056) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-13 04:17:23 -07:00
Charlie Fu
ed2462030f
[Bugfix] Fix moe weight losing all extra attrs after process_weights_after_loading. (#16854) 
Signed-off-by: charlifu <charlifu@amd.com>
 2025-04-28 21:05:07 +00:00
Charlie Fu
54271bb766
[ROCm][Misc] Follow-ups for Skinny Gemms on ROCm. (#17011) 
Signed-off-by: charlifu <charlifu@amd.com>
 2025-04-25 22:05:10 -07:00
Charlie Fu
188b7f9b8c
[Performance][ROCm] Add skinny gemms for unquantized linear on ROCm (#15830) 
Signed-off-by: charlifu <charlifu@amd.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
 2025-04-21 20:46:22 -07:00
Gregory Shtrasberg
4d0ec37267
[Quantization][FP8] Adding support for fp8 gemm layer input in fp8 (#14578) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-03-28 02:58:16 +00:00
ElizaWszola
9239bf718e
[Kernel] CUTLASS grouped gemm fp8 MoE kernel (#13972) 
Signed-off-by: ElizaWszola <eliza@neuralmagic.com>
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Co-authored-by: Lucas Wilkinson <wilkinson.lucas@gmail.com>
 2025-03-27 00:54:44 +00:00
Luka Govedič
e1744502c2
[FP8] Refactor apply_fp8_linear and apply_fp8_linear_generic into an object (#14390) 
Signed-off-by: luka <luka@neuralmagic.com>
 2025-03-07 05:20:16 +00:00
Luka Govedič
bd56c983d6
[torch.compile] Fix RMSNorm + quant fusion in the non-cutlass-fp8 case, rename RedundantReshapesPass to NoopEliminationPass (#10902) 
Signed-off-by: luka <luka@neuralmagic.com>
 2025-02-28 16:20:11 -07:00
Tyler Michael Smith
b3942e157e
[Bugfix][CI][V1] Work around V1 + CUDA Graph + torch._scaled_mm fallback issue (#13425) 
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-02-18 00:32:48 +00:00
TJian
eaa92d4437
[ROCm] [Feature] [Doc] [Dockerfile] [BugFix] Support Per-Token-Activation Per-Channel-Weight FP8 Quantization Inferencing (#12501) 2025-02-07 08:13:43 -08:00
Lucas Wilkinson
76abd0c881
[Bugfix] Better FP8 supported defaults 2025-02-05 19:22:19 -08:00
Russell Bryant
e489ad7a21
[Misc] Add SPDX-License-Identifier headers to python source files (#12628) 
- **Add SPDX license headers to python source files**
- **Check for SPDX headers using pre-commit**

commit 9d7ef44c3cfb72ca4c32e1c677d99259d10d4745
Author: Russell Bryant <rbryant@redhat.com>
Date:   Fri Jan 31 14:18:24 2025 -0500

    Add SPDX license headers to python source files
    
This commit adds SPDX license headers to python source files as
recommended to
the project by the Linux Foundation. These headers provide a concise way
that is
both human and machine readable for communicating license information
for each
source file. It helps avoid any ambiguity about the license of the code
and can
    also be easily used by tools to help manage license compliance.
    
The Linux Foundation runs license scans against the codebase to help
ensure
    we are in compliance with the licenses of the code we use, including
dependencies. Having these headers in place helps that tool do its job.
    
    More information can be found on the SPDX site:
    
    - https://spdx.dev/learn/handling-license-info/
    
    Signed-off-by: Russell Bryant <rbryant@redhat.com>

commit 5a1cf1cb3b80759131c73f6a9dddebccac039dea
Author: Russell Bryant <rbryant@redhat.com>
Date:   Fri Jan 31 14:36:32 2025 -0500

    Check for SPDX headers using pre-commit
    
    Signed-off-by: Russell Bryant <rbryant@redhat.com>

---------

Signed-off-by: Russell Bryant <rbryant@redhat.com>
 2025-02-02 11:58:18 -08:00
Tyler Michael Smith
eb5741ad42
[Kernel][Quantization] Integrate block-quantized CUTLASS kernels for DeepSeekV3 (#12587) 
Integrates the block-quantized kernels introduced in
https://github.com/vllm-project/vllm/pull/11868 for use in linear
layers.

Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-01-31 15:29:11 -08:00
Harry Mellor
823ab79633
Update pre-commit hooks (#12475) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-01-27 17:23:08 -07:00
Robert Shaw
56fe4c297c
[TPU][Quantization] TPU W8A8 (#11785) 
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-01-08 19:33:29 +00:00
Isotr0py
276738ce0f
[Bugfix] Fix broken CPU compressed-tensors test (#11338) 
Signed-off-by: Isotr0py <2037008807@qq.com>
 2024-12-19 17:37:31 +00:00
Tyler Michael Smith
5a9da2e6e9
[Bugfix][Build/CI] Fix sparse CUTLASS compilation on CUDA [12.0, 12.2) (#11311) 
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2024-12-19 02:43:30 +00:00
Luka Govedič
bf2ddc6610
[bugfix] Fix static asymmetric quantization case (#10334) 
Signed-off-by: Daniël de Kok <me@danieldk.eu>
Signed-off-by: luka <luka@neuralmagic.com>
Co-authored-by: Daniël de Kok <me@danieldk.eu>
 2024-11-15 09:35:11 +08:00
Michael Goin
4ab3256644
[Bugfix] Fix FP8 torch._scaled_mm fallback for torch>2.5 with CUDA<12.4 (#10095) 
Signed-off-by: mgoin <michael@neuralmagic.com>
 2024-11-07 00:54:13 +00:00
Michael Goin
226688bd61
[Bugfix][VLM] Make apply_fp8_linear work with >2D input (#9812) 2024-10-29 19:49:44 -07:00
wangshuai09
4e2d95e372
[Hardware][ROCM] using current_platform.is_rocm (#9642) 
Signed-off-by: wangshuai09 <391746016@qq.com>
 2024-10-28 04:07:00 +00:00
Cyrus Leung
e1a3f5e831
[CI/Build] Update models tests & examples (#8874) 
Co-authored-by: Roger Wang <ywang@roblox.com>
 2024-09-28 09:54:35 -07:00
Luka Govedič
172d1cd276
[Kernel] AQ AZP 4/4: Integrate asymmetric quantization to linear method (#7271) 2024-09-27 14:25:10 -04:00
Gregory Shtrasberg
b3195bc9e4
[AMD][ROCm]Quantization methods on ROCm; Fix _scaled_mm call (#8380) 
Co-authored-by: Alexei-V-Ivanov-AMD <156011006+Alexei-V-Ivanov-AMD@users.noreply.github.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
 2024-09-18 10:41:08 -07:00
Cyrus Leung
6ffa3f314c
[CI/Build] Avoid CUDA initialization (#8534) 2024-09-18 10:38:11 +00:00
Luka Govedič
5d73ae49d6
[Kernel] AQ AZP 3/4: Asymmetric quantization kernels (#7270) 2024-09-16 11:52:40 -07:00
Dipika Sikka
e16fa99a6a
[Misc] Update fbgemmfp8 to use vLLMParameters (#7972) 
Co-authored-by: Michael Goin <michael@neuralmagic.com>
 2024-09-03 20:12:41 -06:00
Charlie Fu
e837b624f2
[Feature][Hardware][Amd] Add fp8 Linear Layer for Rocm (#7210) 2024-08-16 10:06:30 -07:00
Tyler Michael Smith
d7a299edaa
[Kernel] Remove scaled_fp8_quant kernel padding footgun (#6842) 2024-07-30 16:37:01 -04:00
Michael Goin
f952bbc8ff
[Misc] Fix input_scale typing in w8a8_utils.py (#6579) 2024-07-20 23:11:13 +00:00
Robert Shaw
683e3cb9c4
[ Misc ] fbgemm checkpoints (#6559) 2024-07-20 09:36:57 -07:00
Robert Shaw
4cc24f01b1
[ Kernel ] Enable Dynamic Per Token fp8 (#6547) 2024-07-19 23:08:15 +00:00
Tyler Michael Smith
4ffffccb7e
[Kernel] Implement fallback for FP8 channelwise using torch._scaled_mm (#6552) 2024-07-18 23:52:22 +00:00
Tyler Michael Smith
c8fd97f26d
[Kernel] Use CUTLASS kernels for the FP8 layers with Bias (#6270) 2024-07-15 13:05:52 -04:00
Robert Shaw
aea19f0989
[ Misc ] Support Models With Bias in compressed-tensors integration (#6356) 2024-07-12 11:11:29 -04:00
Robert Shaw
abfe705a02
[ Misc ] Support Fp8 via llm-compressor (#6110) 
Co-authored-by: Robert Shaw <rshaw@neuralmagic>
 2024-07-07 20:42:11 +00:00