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66 Commits
Author SHA1 Message Date
Matthias Gehre 4e2c7caf2d [Bugfix] Add regression test for MoE quant_config under torch.compile (#34335) 
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
 2026-02-20 13:27:26 +08:00
Michael Goin 67ebaff528 Refactor NVFP4 Linear utils for ModelOpt and CT (#33201) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-30 16:37:42 -08:00
Robert ShawRobert ShawHarry Mellor
 		af9b69f977 [Quantization][Deprecation] Remove Marlin 24 (#32688) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-28 15:54:59 +00:00
Eldar Kurtić 44f08af3a7 Add llmcompressor fp8 kv-cache quant (per-tensor and per-attn_head) (#30141) 
Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
Signed-off-by: eldarkurtic <8884008+eldarkurtic@users.noreply.github.com>
 2026-01-22 13:29:57 -07:00
vllmellm 148117ea2e [Refactor] Make FP8 Linear Ops use kernel abstraction (#27814) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
 2026-01-20 14:48:20 +08:00
Matt bde57ab2ed [Hardware][AMD][CI][Bugfix] Fix AMD Quantization test group (#31713) 
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
 2026-01-10 23:19:46 -08:00
Kevin McKay 42b42824ae [Misc] Fix grammar errors in comments and messages (#31115) 
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
 2025-12-21 21:14:02 -08:00
HDCharles df01eda4dc [Bugfix] Make compressed-tensors MoEs respect ignored layers (#28878) 
Signed-off-by: HDCharles <charlesdavidhernandez@gmail.com>
 2025-11-26 21:35:13 -05:00
Alex f6aa122698 [CI Sprint] Quantization CI Cleanup (#24130) 
Signed-off-by: Alex Yun <alexyun04@gmail.com>
 2025-11-18 09:21:48 -05:00
wangxiyuan f6027b2855 [1/N][Platform] Cleanup useless function (#26982) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
 2025-10-22 09:04:57 +00:00
Michael Goin 01c977e96d [CI] Prune Quantization Tests and skip compilation (#27038) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-10-16 17:26:35 -04:00
Michael Goin 7e0ef4084a [CI Failure] Fix torchao dep failure for Quantization Test (#26824) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-10-14 16:41:43 -07:00
Harry Mellor 8fcaaf6a16 Update Optional[x] -> x | None and Union[x, y] to x | y (#26633) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-12 09:51:31 -07:00
Harry Mellor d6953beb91 Convert formatting to use ruff instead of yapf + isort (#26247) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 07:06:22 -07:00
ElizaWszolaLuka GovedičMichael GoinLuka Govedič
 		502640c3f9 [Perf] Fix and reapply move apply w8a8 block fp8 linear to class (#25696) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: ElizaWszola <elizaw.9289@gmail.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
 2025-10-02 19:35:13 +00:00
Tyler Michael Smith 1260180c67 Revert "[Performance] Move apply_w8a8_block_fp8_linear to an op class… (#25607) 
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
 2025-09-25 08:05:21 +00:00
ElizaWszolaLuka GovedičMichael GoinLuka Govedič
 		63400259d0 [Performance] Move apply_w8a8_block_fp8_linear to an op class (#24666) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: ElizaWszola <elizaw.9289@gmail.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
 2025-09-23 12:03:10 -07:00
Woosuk Kwon 72dd1595b4 [CI] Skip tests failing on main (#25326) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-09-20 19:57:46 -07:00
Cyrus Leung 3d9a1d2de5 [V1] Support LLM.apply_model (#18465) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-09-20 07:14:35 +00:00
Kyle Sayers 22feac8e95 [Transform] [Quantization] Add transforms to compressed tensors (#22486) 2025-08-28 02:43:48 -04:00
czhu-cohere 2c2b140ae8 [quantization] use channel scales for w4a8 + misc fixes (#23570) 
Signed-off-by: czhu-cohere <conway.zhu@cohere.com>
 2025-08-26 18:23:23 -07:00
Wentao Ye bda9d0535f [Refactor] Refactor MOE NVFP4 Code Base: ModelOpt + Compressed Tensor (#21631) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-27 05:25:21 -07:00
Li, Jiang 7721ef1786 [CI/Build][CPU] Fix CPU CI and remove all CPU V0 files (#20560) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-07-07 22:13:44 -07:00
Dipika Sikka 6f2f53a82d [Quantization] Add compressed-tensors NVFP4 MoE Support (#19990) 
Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>
Signed-off-by: Dipika <dipikasikka1@gmail.com>
 2025-06-29 22:05:40 +00:00
Dipika Sikka 6bc7b57315 [Quantization] Remove FP4 emulation; Fall-back to marlin for device < 100 (#19563) 2025-06-16 17:33:51 -04:00
Dipika Sikka c123bc33f9 [Quantization] Add compressed-tensors NVFP4 support (#18312) 2025-06-08 09:05:55 -04:00
Dipika Sikka 94870359cd [Quantization] Bump compressed-tensors version; update NVFP4A16 test model (#19224) 
Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>
 2025-06-06 01:21:54 -07:00
Dipika Sikka aa49f14832 [Quantization] Skip Fp4 Test for compressed-tensors (#19217) 2025-06-05 18:21:53 +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
Dipika Sikka cd3edfc908 [Misc] Add compressed-tensors NVFP4A16 emulation support (#17914) 
Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>
Signed-off-by: Dipika <dipikasikka1@gmail.com>
 2025-05-11 15:58:38 +08:00
Dipika Sikka 54a66e5fee [Misc] Update compressed-tensors WNA16 to support zero-points (#14211) 2025-04-15 07:33:51 -06:00
TJian 4965ec42d2 [FEAT] [ROCm] Add AITER int8 scaled gemm kernel (#15433) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-03-29 03:33:56 -07:00
Robert Shawrshaw@neuralmagic.com <rshaw@neuralmagic.com>Nicolò LucchesiTyler Michael SmithMichael Goin
 		d4d93db2c5 [V1] V1 Enablement Oracle (#13726) 
Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
 2025-03-14 22:02:20 -07:00
YajieWang 6a92ff93e1 [Misc][Kernel]: Add GPTQAllSpark Quantization (#12931) 2025-02-28 22:30:59 -08:00
Tyler Michael Smith 09545c0a94 [Bugfix/CI] Turn test_compressed_tensors_2of4_sparse back on (#13250) 2025-02-13 20:19:25 -08:00
Rahul Tuli 3b2005e1db Add: Support for Sparse24Bitmask Compressed Models 2025-02-05 13:30:43 -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
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
Tyler Michael Smithandmgoin aa2cd2c43d [Bugfix] Disable w16a16 2of4 sparse CompressedTensors24 (#12417) 
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: mgoin <michael@neuralmagic.com>
 2025-01-26 19:59:58 +08:00
Cyrus Leung 59a0192fb9 [Core] Interface for accessing model from VllmRunner (#10353) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-01-20 15:00:59 +08:00
Dipika Sikka 8cef6e02dc [Misc] add w8a8 asym models (#11075) 2024-12-23 13:33:20 -05:00
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
Dipika SikkaFaraz ShahsavanilmarkovRahul Tulirshaw@neuralmagic.com <rshaw@neuralmagic.com>
 		60508ffda9 [Kernel]: Cutlass 2:4 Sparsity + FP8/Int8 Quant Support (#10995) 
Co-authored-by: Faraz Shahsavan <faraz.shahsavan@gmail.com>
Co-authored-by: ilmarkov <markovilya197@gmail.com>
Co-authored-by: Rahul Tuli <rahul@neuralmagic.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
 2024-12-18 09:57:16 -05:00
Luka GovedičandDaniël de Kok 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 GoinandDarkLight1337 22f8a69549 [Misc] Directly use compressed-tensors for checkpoint definitions (#8909) 
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2024-10-15 15:40:25 -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
Li, Jiang 0b952af458 [Hardware][Intel] Support compressed-tensor W8A8 for CPU backend (#7257) 2024-09-11 09:46:46 -07:00
Dipika SikkaandElizaWszola fc911880cc [Kernel] Expand MoE weight loading + Add Fused Marlin MoE Kernel (#7766) 
Co-authored-by: ElizaWszola <eliza@neuralmagic.com>
 2024-08-27 15:07:09 -07:00
Kyle Sayers f55a9aea45 [Misc] Revert compressed-tensors code reuse (#7521) 2024-08-14 15:07:37 -07:00
Kyle Sayers 373538f973 [Misc] compressed-tensors code reuse (#7277) 2024-08-13 19:05:15 -04:00