Commit Graph
6552 Commits
Author SHA1 Message Date
MattandClaude Opus 5.5 9dba339d07 [Bugfix][ROCm] Keep MLA derived weights in place on weight reload (#60389)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-07 20:38:06 -05:00
f38c6778ce [quantization] Add per-token NVFP4 quantization MoE support for ReLU2 (#56740)
Signed-off-by: Xuanteng Huang <xuantengh@nvidia.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-10-07 22:01:09 +00:00
b803edbc9f [Model] Streamline EmbeddingGemma 2 config resolution and harmonize Triton prefill attention (#60289)
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
2026-10-07 14:56:40 -07:00
Misha GoinandClaude Opus 5.5 a982c81e3e [Bugfix] Limit GlmMoeDsaForCausalLM fp8 KV cache default to SM100 (#60281)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-07 13:37:13 -07:00
e572e02d21 [UX] Skip checkpoint shards an MTP head does not load (#60152)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-07 15:16:19 -04:00
Jinzhen LinandKevin H. Luu 32fbfa15e8 [Bugfix][Quantization] Accept folded NVFP4 scales for Humming A16 (#60337)
Signed-off-by: jinzhen.ljz <jinzhen.ljz@antgroup.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-07 11:04:43 -07:00
fba462e008 [Bugfix]Fix FlashInfer warmup crash: autotune(tuning_buckets=...) must round M up, not down (Invalid MXFP8 split-K tactic with spec-decode) (#58165)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-07 14:01:21 -04:00
pmanczak f7f62d1916 [XPU][MoE] Tune Triton fused MoE for Intel XPU (#53065) 2026-10-08 00:02:13 +08:00
xaguilar-amdandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 9367d8b969 [Bugfix][MLA] Scope DSpark non-causal capability to builder layers (#57992)
Signed-off-by: Xavier Aguilar <xavier.aguilarfruto@amd.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-07 10:22:32 -05:00
Mikko TukiainenandCursor 548597367e [ROCm][Perf] Add AITER FlyDSL GDN prefill backend (#57560)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-10-07 09:44:22 -05:00
c83935b300 [Bugfix][Model Loader] Support reload_weights with runai_streamer load format (#58124)
Signed-off-by: Viktor Koukouliev <vkoukouliev@nvidia.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-10-07 14:04:35 +00:00
00CC 5281e49908 [ROCm][Perf] Enable medium-skinny dispatch in RDNAHybridW4A16LinearKernel (#52619)
Signed-off-by: tangzzycc <3081129260@qq.com>
2026-10-07 13:21:43 +00:00
SeongJun Lee 6b75dfb8a1 [Misc] Report a missing DeepSelect extension only when it is requested (#60242)
Signed-off-by: lesj0610 <lesj0610@gmail.com>
2026-10-07 09:53:17 +00:00
Robert ShawandClaude Code 283d76d56a [Bugfix] Widen ep_gather output offset to int64 (#58373)
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Claude Code <noreply@anthropic.com>
2026-10-07 01:45:04 +00:00
Tyler Michael SmithCodexmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
5ab4e4445b [Perf][MoE] Skip padded work in block-FP8 DeepGEMM experts (#59128)
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-06 18:49:57 -05:00
d1f3d8b870 [Quantization] Prefer Humming before Marlin backends on SM90 (#56997)
Signed-off-by: jinzhen.ljz <jinzhen.ljz@antgroup.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-06 12:31:35 -07:00
Roger WangandKimi Code bb87d227d4 [Bugfix][Model] Fix mypy safe-super error in EmbeddingGemma2Model (#60280)
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Kimi Code <noreply@moonshot.cn>
2026-10-06 15:10:00 -04:00
3403e0f176 [Bugfix] Persist FlashInfer autotune cache per rank to fix the rank-0-only cache-hit deadlock (#57635)
Signed-off-by: Madhav Jivrajani <madhav.jiv@gmail.com>
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
Co-authored-by: NickLucche <nicolo.lucchesi@mistral.ai>
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
2026-10-06 17:51:01 +00:00
Luciano MartinsandLuciano Martins 02b83919aa [Model] Support EmbeddingGemma2 multimodal pooling architecture (#60254)
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
2026-10-06 13:43:38 -04:00
Wentao Ye fba31f31a9 [GLM5.3 Perf] Switch to fp8 kv cache by default for GLM, 2.3%~5.5% E2E Throughput Improvement (#60140)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-10-06 12:54:20 -04:00
f8d92cae41 [Quantization] Layer re-quantization for linear layers through online quantization API (MXFP8 -> FP8 PTPC showcase) (#55684)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: Tan Pin Siang <tanpinsiang@gmail.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-06 11:38:18 -05:00
Chris LeonardandShengqi Chen cc73cca9c8 [Build] Migrate vendored DeepGEMM from pybind to TORCH_LIBRARY (abi3) (#48962)
Signed-off-by: Chris Leonard <chleonar@redhat.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>
2026-10-06 08:39:04 -07:00
Samuel NordmannandMisha Goin 4a99ca40d6 [Perf][MoE] Eliminate staging from NCCL symmetric reduce-scatter (#49194)
Signed-off-by: samnordmann <snordmann@nvidia.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-06 07:37:01 -07:00
Matthias Gehre b267fe4881 [ROCm][Perf] W4A16: pad gfx11 weight and activation strides (#56301)
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
2026-10-06 08:22:33 -05:00
Mia Ojeda 3313825983 [Bugfix][DiffusionGemma] Read the causal mask as int32 and compile the sample step (#59992)
Signed-off-by: ojeda-e <eojeda@league.com>
2026-10-06 19:25:51 +08:00
aoshen02andClaude Opus 5.5 31e2443c90 [Model] LongCat-Flash: scale MLA norms while loading and drop the post-load sweep (#60080)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-06 08:47:02 +00:00
roikoren755andzjy0516 e11962fc1c [Feat][Mamba2] Enable internal prefill checkpoints (#57329)
Signed-off-by: Roi Koren <roik@nvidia.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
2026-10-06 07:53:51 +00:00
edfccc9469 [ROCM][Perf] Add ROCM_SEGMENTED_ATTN attention-backend works across RDNA3/3.5/4 (#59132)
Signed-off-by: root <jeffaw99@hotmail.com>
Signed-off-by: big-yellow-duck <jeffaw99@hotmail.com>
Co-authored-by: Tan Pin Siang <1716735+tanpinsiang@users.noreply.github.com>
Co-authored-by: vllmellm <190700713+vllmellm@users.noreply.github.com>
Co-authored-by: Codex <noreply@openai.com>
2026-10-06 07:53:47 +00:00
40c86ae1ce [Kernel] Enable OAI Triton MXFP4 MoE on SM12x (#58877)
Signed-off-by: lazymio <mio@lazym.io>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>
2026-10-06 01:49:13 -04:00
21d93d0d8c [Attention][Model] FP8 KV cache for Triton DiffKV and MiMo-V2.6-Flash (#58128)
Signed-off-by: Luca Motz <luca.motz@icloud.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
2026-10-05 21:18:29 -07:00
Tianyu GuoandOpenAI Codex 8c417a2dae [Bugfix][Model] Fix Qwen3-Omni interleaved M-RoPE boundary positions (#59842)
Signed-off-by: Tianyu Guo <guoty@inferact.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-10-06 03:35:53 +00:00
b2863c0de9 [Kimi-K3] Use the fused K/V pack kernel on the decode-context-parallel prefill path (#56881)
Signed-off-by: Brandon Zhang <31413216+brandonfzhang@users.noreply.github.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
2026-10-06 00:13:55 +00:00
MasonandYongye Zhu 6dd813e0b7 [Bugfix][MoE] Allow MiniMax2 routing in TRTLLM BF16 monolithic backend (#59571)
Signed-off-by: Mason Pitt <bradley.b.pitt@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
2026-10-05 16:24:14 -07:00
akii96 182247257f [ROCm][Perf] Use a stacked hipBLASLt GEMM for the bf16x3 router (#52668)
Signed-off-by: Aakif Nawaz <aakif.nawaz@amd.com>
2026-10-05 17:28:07 +00:00
Sohaib Ahmed 64cb683842 [Model] Add Nemotron 3.5 ASR transcription support (#59827)
Signed-off-by: Sohaib-Ahmed21 <sohaibahmed1919@gmail.com>
2026-10-05 16:28:09 +00:00
Nicolò Lucchesi 30d4032363 [Model][GLM-5.3-Flash] Support DCP for the kpool sparse indexer (#59211)
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
2026-10-05 16:44:14 +02:00
Jee Jee Li f9c9e8ac24 [LoRA] Remove tensorizer (#60024)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
2026-10-05 07:01:56 -07:00
cjackal 0e468adb43 [Model] Extend device-side mm normalization to Kimi K2.5 / K3 (#59278)
Signed-off-by: cjackal <44624812+cjackal@users.noreply.github.com>
2026-10-05 21:28:13 +08:00
Vadim GimpelsonandClaude d0d6e5f3a2 [Bugfix] Fix Mamba page size AssertionError with spec decoding on GraniteMoeHybrid, FalconH1 and Zamba2 (#59975)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-05 12:49:47 +00:00
roikoren755andmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 51eeb0c58f [Bugfix] Load stacked expert weights for non-gated MoE (#59031)
Signed-off-by: Roi Koren <roik@nvidia.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-05 15:26:55 +03:00
Stefano CastagnettaandThien Tran 55b80221ed [Perf][Qwen4Exp] Keep the HC up projection on the skinny GEMM path (#60027)
Signed-off-by: Stefano Castagnetta <scastagnetta@nvidia.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-10-05 20:09:36 +08:00
Ian Eavesandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> b1f229fb75 [Model] Declare SupportsEagle3 on Qwen3ASRForConditionalGeneration (#52824)
Signed-off-by: Ian Eaves <ian.k.eaves@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-05 09:23:47 +00:00
Jee Jee Li e3af5bf3ce [LoRA] Code cleanup (#60017)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
2026-10-05 09:15:53 +00:00
34051ad714 feat: Add video support for the Transformers backend (#57441)
pre-commit / pre-run-check (push) Canceled after 0s
pre-commit / pre-commit (push) Canceled after 0s
Signed-off-by: Harshal Janjani <harshaljanjani@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-10-05 00:51:15 -07:00
Prudhvi VudaWentao Yemergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
155488d853 [Bugfix][Determinism] Preserve output dtype in batch-invariant mean (#59106)
Signed-off-by: Prudhvivuda <prudhvi12042001@gmail.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-04 17:07:46 +00:00
Harry Mellor 9e0b6fcf77 [CI] Bump Transformers version to 5.18.0 (#59621)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-10-04 00:42:35 +00:00
Markus Hartikainen b0e21b3083 [ROCm][Kimi-K3] Add opt-in gfx942 MXFP4-to-int4 conversion (#51274)
Signed-off-by: Markus Hartikainen <markus.hartikainen@amd.com>
Signed-off-by: Hartikainen <mahartik@amd.com>
2026-10-03 14:28:02 +08:00
C 44198f577f [Bugfix][Model] Fix M-RoPE offset double-count in Qwen3-Omni (#58890)
Signed-off-by: C1ves <3121985758@qq.com>
2026-10-03 09:00:51 +08:00
Julien Debache 111f71a6db [feat] FlashInfer CuteDSL MegaMoE integration (#54049)
Signed-off-by: jdebache <jdebache@nvidia.com>
2026-10-02 15:43:33 -04:00
jackLeiandMisha Goin 10f6ab01a9 [Perf] Use value-only reduction for native per-token FP8 quantization (#59800)
Signed-off-by: jackLei0901 <841747318@qq.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-02 18:37:17 +00:00