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170 Commits

Author SHA1 Message Date
Robert Shaw
95befecc18
[MoE Refactor][2/N] Use Modular Kernels for Fp8 (#30825) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2025-12-19 23:36:38 +00:00
Robert Shaw
83a317f650
[MoE Refactor][3/N] Deprecate cutlass block quant fp8 (b200) (#30990) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2025-12-19 13:09:54 -08:00
Vasiliy Kuznetsov
f4ee2c3d90
fix fp8 online quantization streaming with tp > 1 (#30900) 
Signed-off-by: vasiliy <vasiliy@fb.com>
 2025-12-18 11:45:15 -05:00
Jinzhen Lin
ce96857fdd
[Kernel][Quantization][MoE] add marlin kernel support for turing (sm75) (#29901) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-12-16 14:35:28 -08:00
Robert Shaw
d0502b4928
[MoE][Refactor 1/N] Separate Online Quantization (#30627) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2025-12-15 06:54:53 -08:00
Roberto L. Castro
4fa7ce46f3
[Feature] Add SM103 (Blackwell Ultra) Support to vLLM (#30484) 
Signed-off-by: LopezCastroRoberto <robertol.c510@gmail.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
 2025-12-12 19:34:23 -08:00
Kyle Sayers
fccd532587
[Quantization] FP8 Weight Reloading for Quantized RL Rollout (#28480) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2025-12-09 13:54:32 -08:00
bnellnm
00e5cbb967
[MoE][Refactor] Remove most arguments to FusedMoEMethodBase.apply (#29066) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
 2025-12-09 13:48:25 -08:00
Vasiliy Kuznetsov
0d402d2600
online fp8 quant with streaming weight post-processing (#29196) 
Signed-off-by: vasiliy <vasiliy@fb.com>
 2025-12-08 20:15:10 +00:00
Jee Jee Li
652ba93da3
[Bugfix] Fix FP8 MoE LoRA (#29890) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-12-04 18:17:49 +00:00
Jinzhen Lin
1656ad3704
[Kernel][Quantization] add w4a8 support for marlin kernel (#24722) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin@redhat.com>
 2025-11-29 07:19:33 -08:00
Matthew Bonanni
fc1d8be3dc
[Attention] Update attention imports (#29540) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-11-27 11:19:09 -05:00
Michael Goin
6f1355a1b7
[Perf] Disable DeepGEMM MoE by default when TP=8 is used (#29346) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-11-24 19:01:40 -07:00
bnellnm
8f066146c3
[MoE][Refactor] Make select_experts a non-static method (#29067) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-11-24 13:38:04 -05:00
Wentao Ye
a42ab317ac
[Log] Optimize startup log (#28948) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-11-21 08:46:20 -08:00
Chen Bruce
da2f6800e0
[Feat][Perf] Enable deepep-low-latency with round-robin expert placement. (#28449) 
Signed-off-by: bruceszchen <bruceszchen@tencent.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-19 13:46:24 +01:00
Duncan Moss
3f8a874065
[Kernels] Enable FlashInfer FP8 Blockscale on SM90 (for TEP DSR1) (#27134) 
Signed-off-by: Duncan Moss <djm.moss@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-11-14 08:02:44 -08:00
Varun Sundar Rabindranath
74a9a9faad
[Performance][B200] Fix deepgemm prologue (#27897) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-11-12 13:13:03 -08:00
Michael Goin
f9a4087182
Remove weight_scale.T special case for SM90 Block FP8 CUTLASS kernel (#28431) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-11-11 11:46:04 -05:00
Wentao Ye
de540c0354
[Feature] Add env var VLLM_MOE_USE_DEEP_GEMM (#28422) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-11-11 02:29:48 +00:00
Wentao Ye
35d801f13f
[Feature] Refactor batch invariant fp8 DeepGEMM (#27606) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-11-11 00:08:40 +00:00
jiahanc
34553b9d27
[Performance] Support FP8 flashinfer TRTLLM MOE on Qwen3 and Qwen-3next (#27492) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
 2025-11-10 12:34:57 -05:00
vllmellm
f080a83511
[RFC][ROCm][AITER] Keep all AITER kernels in _aiter_ops class like _custom_ops and _ipex_ops (#24490) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-11-10 08:20:53 -08:00
Pavani Majety
72b1c2ae2c
[Bugfix] Use latency MOE backend as default for Flashinfer and other misc fixes (#27439) 
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
 2025-11-07 04:18:39 -08:00
bnellnm
938772af03
[Kernels] Isolate modular kernel code from FusedMoEMethodBase subclasses. (#27123) 2025-11-04 21:59:45 +08:00
Paul Zhang
e7acb20076
[Feature] Batch invariant torch.compile (#27660) 
Signed-off-by: PaulZhang12 <paulzhan@fb.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-10-30 13:11:29 -07:00
dongbo910220
3ae082c373
[Chore] Separate out optional dependency checks from vllm.utils (#27207) 
Signed-off-by: dongbo910220 <1275604947@qq.com>
Signed-off-by: dongbo910220 <32610838+dongbo910220@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-10-22 10:44:21 -04:00
Wentao Ye
245e4f2c01
[Feature] Batch Invariant: Support DeepGEMM and Blackwell (#27127) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-18 09:28:05 -04:00
Bram Wasti
b2f78cbad4
[small][batch invariance] Rename the env and internal flags to simplify usage (#26855) 
Signed-off-by: Bram Wasti <bwasti@meta.com>
 2025-10-16 21:40:25 +00:00
Bram Wasti
7d8975de84
Deepseek-v3 Batch Invariant on 8xH100 (#26609) 
Signed-off-by: Bram Wasti <bwasti@meta.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-10-15 22:06:02 -07:00
kliuae
1317034379
[ROCm][FEAT] Fuse DeepSeek shared experts into AITER fused_moe ops (#24097) 
Signed-off-by: chenjun <junchen2@amd.com>
Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
Co-authored-by: valarLip <103567126+valarLip@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
 2025-10-16 10:41:34 +08:00
Varun Sundar Rabindranath
8ae169286f
[torch.compile] Unwrap fused_marlin_moe custom op (#26739) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-10-14 02:22:16 +00:00
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
bnellnm
47e66c24e2 [Model] Apply shared experts overlap optimization to all models with shared experts (#26145) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-10-09 11:31:04 -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
Simon Danielsson
432e1cbc23
[Bugfix]: Assertion error when using FlashInfer backend (#25933) 
Signed-off-by: simondanielsson <simon.danielsson99@hotmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-10-05 16:46:36 +08:00
Wentao Ye
c1ffcb55da
[Refactor] Optimize FP8 MOE Backend Choice and Log (#26044) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-03 15:23:42 -06:00
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
Wentao Ye
1244948885
[Log] Optimize Log for FP8MOE (#25709) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-09-30 19:18:43 -07:00
Pavani Majety
ef283548f7
[Bugfix] Fix accuracy issue of TRTLLM FP8 MOE and improve logging (#25895) 
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
 2025-09-30 10:51:31 -04:00
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
XuruiYang
845adb3ec6
[Model] Add LongCat-Flash (#23991) 
Signed-off-by: yangxurui <yangxurui@meituan.com>
Co-authored-by: yangxurui <yangxurui@meituan.com>
 2025-09-24 21:53:40 -07:00
Wentao Ye
1f29141258
[Refactor] Use DeepGEMM Col Major TMA Aligned Tensor (#25517) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-09-24 18:52:36 -04:00
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
bnellnm
f11e3c516b
[Kernels] Support blocked fp8 quantization for compressed tensors MoE (#25219) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-09-23 16:11:34 +00:00
Michael Goin
fbd6523ac0
Refactor dense FP8 tensor/channel/block utils and add CT FP8 block (#21404) 2025-09-18 08:53:45 -04:00
bnellnm
5963b98b46
[Kernel] Delegate construction of FusedMoEQuantConfig to FusedMoEMethodBase subclasses (#22537) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-09-17 17:43:31 -06:00
Michael Goin
dbebb7f812
[Perf] Reuse workspace for FP8+FP4 Marlin MoE (#20500) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-09-16 15:45:10 -06:00
Wentao Ye
fc2dbcda8b
[Perf] Fix DeepGEMM Contiguous Layout Issue, 5.5% Throughput Improvement (#24783) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2025-09-14 11:20:17 -04:00
Wentao Ye
fcba05c435
[Bug] Fix Layer weight_block_size Assertion Issue (#24674) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-09-11 19:47:59 -04:00