155 Commits

Author SHA1 Message Date
f6027b2855 [1/N][Platform] Cleanup useless function (#26982)
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
2025-10-22 09:04:57 +00:00
5ff5d94e77 [Bugfix] Fix gpt-oss w4a8 DP/EP on B200 (#26729)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2025-10-21 01:51:14 -04:00
01c977e96d [CI] Prune Quantization Tests and skip compilation (#27038)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-10-16 17:26:35 -04:00
f8a0acbdbe [CI] Enable Blackwell Llama4 MoE tests (#26731)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-10-15 21:02:57 -06:00
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
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
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
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
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
b32260ab85 [torchao] safetensors integration (#25969)
Signed-off-by: Angel Li <liangel@meta.com>
2025-10-07 20:12:35 -06:00
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
41f1cf38f2 [Feature][OCP MX] Support mxfp6 and mixed mxfp6-mxfp4 (#21166) 2025-10-07 09:35:26 -04:00
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
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
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
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
c31246800c Support RL online quantization with torchao (#23014)
Signed-off-by: Jerry Zhang <jerryzh168@gmail.com>
2025-10-01 16:39:29 -07:00
f708bd4904 [CI] Add E2E Blackwell Quantized MoE Test (#25723)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-09-26 12:23:00 -07:00
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
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
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
3d9a1d2de5 [V1] Support LLM.apply_model (#18465)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-09-20 07:14:35 +00:00
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
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
1bd007f234 fix some typos (#24071)
Signed-off-by: co63oc <co63oc@users.noreply.github.com>
2025-09-02 20:44:50 -07:00
22feac8e95 [Transform] [Quantization] Add transforms to compressed tensors (#22486) 2025-08-28 02:43:48 -04:00
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
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
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
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
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
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
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
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
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
6b46c4b653 Add Nvidia ModelOpt config adaptation (#19815)
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
2025-07-21 10:02:58 -04:00
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
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
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
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
1caca5a589 [Misc] Add SPDX-FileCopyrightText (#20428)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-07-04 07:40:42 +00:00
9025a9a705 [Quant] [Bugfix] Fix quantization config matching with hf_to_vllm_mapper (#20046) 2025-07-01 19:20:34 +09:00
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
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
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
a6e6604d32 [Bugfix] Fix CI bitsandbytes failure (#19969)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-06-23 21:30:55 +08:00
6bc7b57315 [Quantization] Remove FP4 emulation; Fall-back to marlin for device < 100 (#19563) 2025-06-16 17:33:51 -04:00
96846bb360 Fix TorchAOConfig skip layers (#19265)
Signed-off-by: mobicham <hicham@mobiuslabs.com>
2025-06-12 22:22:53 +08:00
c123bc33f9 [Quantization] Add compressed-tensors NVFP4 support (#18312) 2025-06-08 09:05:55 -04:00
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