Commit Graph
844 Commits
Author SHA1 Message Date
Gregory Shtrasberg 31aedfe7d6 [Bugfix][ROCm] Fixing the skinny gemm dispatch logic from #32831 (#33366)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
2026-01-30 19:05:23 -06:00
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
Pavani Majety c3a9752b0c [Hardware][SM100] Add TRTLLM Kernel for INT4 W4A16 Kernel. (#32437)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2026-01-30 10:30:46 -08:00
Michael Goin fd0e377244 Support FP8 block quant for CompressedTensorsW8A16Fp8 (#33280)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-30 11:15:20 -05:00
杨朱 · KikiandClaude Opus 4.5 1a7894dbdf [Misc] Replace Optional[X] with X | None syntax (#33332)
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-30 01:56:59 -08:00
Linda 0493d897c4 [NVIDIA] [feat] Integrate flashinfer Trtllmgen bf16 moe (#32954)
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
2026-01-29 10:00:13 -08:00
zofia a5aa4d5c0f [Quantization][Refactor] use platform dict to choose kernel (#33130)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Signed-off-by: zofia <110436990+zufangzhu@users.noreply.github.com>
2026-01-29 10:44:58 +00:00
Didier Durandandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 31b25f6516 [Doc]: fixing multiple typos in diverse files (#33256)
Signed-off-by: Didier Durand <durand.didier@gmail.com>
Signed-off-by: Didier Durand <2927957+didier-durand@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-01-29 16:52:03 +08:00
Angela Yi 07ea184f00 [ez] Delete more torch version checks <= 2.8 (#33288)
Signed-off-by: angelayi <yiangela7@gmail.com>
2026-01-29 05:28:46 +00:00
Michael Goin 141cd43967 [UX] Remove noisy CT UnquantizedLinearMethod warn (#33273)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-28 16:09:30 -08:00
Angela Yi 4197168ea5 [ez] Remove checks for torch version <= 2.8 (#33209)
Signed-off-by: angelayi <yiangela7@gmail.com>
2026-01-28 16:03:56 -05:00
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
Robert ShawandRobert Shaw 247d1a32ea [Quantization][Deprecation] Remove BitBlas (#32683)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-28 11:06:22 +00:00
Harry Mellor 2eb673a088 Add flake8-implicit-str-concat rules to Ruff (#33191)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-01-28 04:56:10 +00:00
IriKa 66e601ef79 Support compress-tensors with nvfp4 or fp8 weights and modelopt with nvfp4 weights on Turing (#33076)
Signed-off-by: IriKa Qiu <qiujie.jq@gmail.com>
2026-01-27 11:04:05 -05:00
Matthew Bonanni a608b4c6c2 [5/N][Attention] Finish eliminating vllm/attention folder (#32064)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-01-27 10:02:51 -05:00
Lifan Shen da8d0c441a [AMD][QWEN3-NEXT] FP8 Tunings (#32042)
Signed-off-by: Lifan Shen <lifans@meta.com>
2026-01-27 09:34:13 +00:00
5a93b9162b [MoE Refactor] Integrate Naive Prepare Finalize into MK (#32567)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: amirkl94 <203507526+amirkl94@users.noreply.github.com>
2026-01-27 01:28:02 +00:00
Pengchao Wang 8caffd92df [Bugfix][MXFP4] Call trtllm_fp4_block_scale_moe with kwargs (#33104)
Signed-off-by: Pengchao Wang <wpc@fb.com>
2026-01-26 15:13:18 -08:00
danielafrimiandroot 67fe677c53 [FIX] Always support TP > 4 for FP4 Gemm (#31099)
Signed-off-by: dafrimi <dafrimi@nvidia.com>
Co-authored-by: root <root@gpu-51.slurm-workers-slurm.slurm.svc.cluster.local>
2026-01-26 11:04:20 -07:00
Roberto L. Castro fcb9df99bd [Perf][Kernel] Optimize FP4 quantization kernels (SM100F) (#32520)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
2026-01-24 18:45:27 -07:00
joninco ebd0a17e0e [Bugfix] Fix missing is_layer_skipped check for FusedMoE in AWQConfig (#32935)
Signed-off-by: jon <joninco@bullpoint.org>
2026-01-23 17:19:56 -05:00
Wentao Ye 37c9859fab [Refactor] Clean up unused variables & func (#32692)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-01-23 17:04:25 -05:00
Michael Goin 4561f13985 [Refactor] Rename gptq_marlin to marlin to match MoE (#32952)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-23 16:48:12 -05:00
Xin Yang 90c2007932 [Bugfix] Disable tma_aligned_scales in test_fusions_e2e (#32916)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-01-23 14:34:30 +00:00
Luka GovedičandMichael Goin 5e4e0e51f4 [torch.compile] Compile CustomOp.forward_native for SiluAndMul and QuantFP8 to avoid raw torch ops inside opaque custom ops (#32806)
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-01-22 19:52:26 -08:00
bnellnm dc917cceb8 [MoE Refactor] Move select_experts from FusedMoEQuantMethod -> FusedMoE (#31996)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-01-22 18:21:35 -05:00
Xin Yang d08b356ee0 [Perf] Create TMA-aligned input scale tensor for DeepGemm on Hopper (#32619)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-01-22 15:47:04 -05:00
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
Matthew Bonanni 955b43a5a5 [Bugfix][Attention] Explicitly report support for kv_cache_dtype bfloat16 (#32795)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-01-22 19:05:18 +00:00
elvischenv 808d6fd7b9 Bump Flashinfer to v0.6.1 (#30993)
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
2026-01-21 08:49:50 -08:00
Robert ShawandRobert Shaw 4e31b7f228 [Quantization][Deprecation] Remove RTN (#32697)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-21 16:34:42 +00:00
Robert ShawandRobert Shaw 85f55c943c [Quantization][Deprecation] Deprecate HQQ (#32681)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-21 09:32:40 -05:00
Robert ShawandRobert Shaw cea3c754c4 [Quantization][Deprecation] Remove DeepSpeedFp8 (#32679)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-21 09:32:12 -05:00
Robert Shaw 42135d6898 [MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414) 2026-01-21 08:22:33 -05:00
Vasiliy Kuznetsov d2389c1262 fp8 online quant: split out Fp8OnlineLinearMethod (#32189) 2026-01-20 18:13:22 -05:00
TJian 9b67338b78 [Bugfix] Suppress log on non-ROCm platform (#32703)
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
2026-01-20 13:38:20 -08:00
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
jiahancandRobert Shaw 7350331718 [BugFix] Fix TRT-LLM NVFP4 DP/EP (#32349)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-19 14:32:24 -05:00
bnellnm 327a02d8db [MoE Refactor] Separate Router into OO Classes (#30623)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-01-18 11:40:49 -05:00
tjp_zjuandWentao Ye 2f03035a61 "refactor: refactor_repeated_interfaces" (#32486)
Signed-off-by: tom-zju <tanjianpingzju1990@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-18 22:07:01 +08:00
Matthew Bonanni bcf2333cd6 [CI] Fix LM Eval Large Models (H100) (#32423)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-01-16 00:52:49 +00:00
Michael Goin 83239ff19a Add thread_n=64 support to Marlin MoE (#32360)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-15 16:45:44 -08:00
c277fbdf31 [Feat] Support non-gated MoE with Marlin, NVFP4 CUTLASS, FP8, INT8, compressed-tensors (#32257)
Signed-off-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@ipp1-1429.ipp1a1.colossus.nvidia.com>
2026-01-15 16:15:05 -08:00
Aleksandr MalyshevandAleksandr Malyshev 8c11001ba2 [ROCM] DSfp4 mla projection gemms weight dynamic quantization (#32238)
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
2026-01-15 14:13:08 -06:00
Lucas Wilkinsonandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> c36ba69bda [BugFix] Fix assert x_s.shape[-1] == x_q.shape[-1] // group_shape[1] in Blackwell Quantized MoE Test (#32362)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-01-15 10:19:12 -08:00
Dipika SikkaandMichael Goin 361dfdc9d8 [Quant] Support MXFP4 W4A16 for compressed-tensors MoE models (#32285)
Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-01-15 07:25:55 -08:00
brian033andTJian b89275d018 [ROCm] Improve error handling while loading quantized model on gfx120… (#31715)
Signed-off-by: brian033 <85883730+brian033@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-01-15 04:16:00 -08:00
Lucas WilkinsonandEldar Kurtić 2c9b4cf5bf [BugFix] Fix DeepSeek-V3.1 + DeepGEMM incompatible scale shapes (#32361)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Eldar Kurtić <8884008+eldarkurtic@users.noreply.github.com>
2026-01-15 06:32:22 +00:00
rasmith 3c2685645e [CI][AMD][Quantization][BugFix] Fix fp8 max in quant_utils.py and update test_fp8_quant.::test_static_fp8_quant_group_2d to use correct fp8 dtype and adjust atol/rtol (#32201)
Signed-off-by: Randall Smith <ransmith@amd.com>
2026-01-15 05:04:34 +00:00