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149 Commits

Author SHA1 Message Date
Roberto L. Castro
96ad65b7fe
[Transform] [Quantization] Add QuTLASS support to vLLM (#24440) 
Signed-off-by: LopezCastroRoberto <roberto.lopez.castro@udc.es>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Signed-off-by: Andrei Panferov <andrei@panferov.org>
Co-authored-by: Andrei Panferov <andrei@panferov.org>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-10-10 09:43:40 -07:00
Jerry Zhang
a83ff278d6
[torchao] Add support for ModuleFqnToConfig using regex (#26001) 
Signed-off-by: Jerry Zhang <jerryzh168@gmail.com>
 2025-10-09 08:32:32 +00:00
elvischenv
5e49c3e777
Bump Flashinfer to v0.4.0 (#26326) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
 2025-10-08 23:58:44 -07:00
liangel-02
b32260ab85
[torchao] safetensors integration (#25969) 
Signed-off-by: Angel Li <liangel@meta.com>
 2025-10-07 20:12:35 -06:00
fxmarty-amd
a38c1bfe09
[ci] Rename test_mxfp4_moe.py to test_ocp_mx_moe.py (#26364) 
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
 2025-10-07 09:52:24 -07:00
fxmarty-amd
41f1cf38f2
[Feature][OCP MX] Support mxfp6 and mixed mxfp6-mxfp4 (#21166) 2025-10-07 09:35:26 -04:00
Michael Goin
20db99cc69
[CI Bugfix] Make sure TRTLLM attention is available in test_blackwell_moe (#26188) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-10-06 13:50:11 -04:00
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
ElizaWszola
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
Michael Goin
3b279a84be
[CI] Add Blackwell DeepSeek FP8 FlashInfer MoE tests (#26040) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-10-02 09:07:19 -07:00
Jerry Zhang
c31246800c
Support RL online quantization with torchao (#23014) 
Signed-off-by: Jerry Zhang <jerryzh168@gmail.com>
 2025-10-01 16:39:29 -07:00
Michael Goin
f708bd4904
[CI] Add E2E Blackwell Quantized MoE Test (#25723) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-09-26 12:23:00 -07:00
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
ElizaWszola
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
haoyangli-amd
ca2d1925ef
[Rocm] [quantization] Fix quark ptpc moe and add test case (#24649) 
Signed-off-by: Haoyang Li <lihaoyang0109@gmail.com>
Co-authored-by: Haoyang Li <haoyang.li@amd.com>
 2025-09-16 22:15:13 -07:00
Jerry Zhang
2048c4e379
[torchao] Support quantization configs using module swap (#21982) 
Signed-off-by: Jerry Zhang <jerryzh168@gmail.com>
 2025-09-10 23:53:24 -07:00
co63oc
1bd007f234
fix some typos (#24071) 
Signed-off-by: co63oc <co63oc@users.noreply.github.com>
 2025-09-02 20:44:50 -07:00
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
Cyrus Leung
8896eb72eb
[Deprecation] Remove prompt_token_ids arg fallback in LLM.generate and LLM.embed (#18800) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-08-22 10:56:57 +08:00
Michael Goin
0cdbf5e61c
[Kernel/Quant] Remove the original marlin format and qqq (#23204) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-20 15:13:36 -04:00
Harry Mellor
796bae07c5
Update transformers to v4.55 (#21931) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Isotr0py <2037008807@qq.com>
Signed-off-by: isotr0py <2037008807@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-08-05 22:56:14 -07:00
Wentao Ye
4771df7b2b
[Feature] Non-contiguous Support for FP8 Quantization (#21961) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-08-05 02:36:43 -07:00
Shinichi Hemmi
c7ffe93d9c
[Model] Support TP/PP/mamba2 kernel for PLaMo2 (#19674) 
Signed-off-by: Shinichi Hemmi <shemmi@preferred.jp>
Signed-off-by: Shinichi Hemmi <50256998+Alnusjaponica@users.noreply.github.com>
Co-authored-by: Calvin Metzger <metzger@preferred.jp>
Co-authored-by: Sixue Wang <cecilwang@preferred.jp>
 2025-07-28 05:00:47 +00:00
Cyrus Leung
86ae693f20
[Deprecation][2/N] Replace --task with --runner and --convert (#21470) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-07-27 19:42:40 -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
Alex Kogan
7ae75fa6d0
[Feature] Add support for MoE models in the calibration-free RTN-based quantization (#20766) 
Signed-off-by: Alex Kogan <alex.kogan@oracle.com>
 2025-07-25 18:09:34 -07:00
Zhiyu
6b46c4b653
Add Nvidia ModelOpt config adaptation (#19815) 
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
 2025-07-21 10:02:58 -04:00
Ning Xie
d97841078b
[Misc] unify variable for LLM instance (#20996) 
Signed-off-by: Andy Xie <andy.xning@gmail.com>
 2025-07-21 12:18:33 +01:00
Isotr0py
77f77a951e
[Misc] Clean up mark to fork process in BNB tests (#20692) 
Signed-off-by: Isotr0py <2037008807@qq.com>
 2025-07-10 13:59:40 +00:00
fxmarty-amd
332d4cb17b
[Feature][Quantization] MXFP4 support for MOE models (#17888) 
Signed-off-by: Felix Marty <felmarty@amd.com>
Signed-off-by: Bowen Bao <bowenbao@amd.com>
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Bowen Bao <bowenbao@amd.com>
 2025-07-09 13:19:02 -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
Jee Jee Li
1caca5a589
[Misc] Add SPDX-FileCopyrightText (#20428) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-07-04 07:40:42 +00:00
Kyle Sayers
9025a9a705
[Quant] [Bugfix] Fix quantization config matching with hf_to_vllm_mapper (#20046) 2025-07-01 19:20:34 +09:00
Alex Kogan
27949354fa
[Feature] A calibration-free RTN-based quantization for accurate and accelerated INT4/INT8 inference (#18768) 
Signed-off-by: Alex Kogan <alex.kogan@oracle.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-07-01 05:44:38 +00:00
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
Isotr0py
61f4fc5dc6
[Bugfix][v1] Fix step pooler implementation and step pooling usage in v1 (#19956) 
Signed-off-by: Isotr0py <2037008807@qq.com>
 2025-06-23 18:38:06 +00:00
Jee Jee Li
a6e6604d32
[Bugfix] Fix CI bitsandbytes failure (#19969) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-06-23 21:30:55 +08:00
Dipika Sikka
6bc7b57315
[Quantization] Remove FP4 emulation; Fall-back to marlin for device < 100 (#19563) 2025-06-16 17:33:51 -04:00
mobicham
96846bb360
Fix TorchAOConfig skip layers (#19265) 
Signed-off-by: mobicham <hicham@mobiuslabs.com>
 2025-06-12 22:22:53 +08:00
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
Jerry Zhang
c8134bea15
Fix AOPerModuleConfig name changes (#18869) 
Signed-off-by: Jerry Zhang <jerryzh168@gmail.com>
 2025-06-05 18:51:32 -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
Jee Jee Li
6b35cb10a0
[Misc] Add LoRA code owner (#18387) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-05-20 03:27:30 -07:00
Wenhua Cheng
e2ee1e8e9e
[Feature]Add support for models quantized with AutoRound (#17850) 
Signed-off-by: wenhuach21 <wenhua.cheng@intel.com>
 2025-05-19 09:38:53 -07:00
Jee Jee Li
6781af5608
[Quantization] Pool model support bitsandbytes (#18087) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-05-19 09:03:43 -07:00