MOVZX and Hinata
43fbd6510b
[Qwen4Exp] Serve PLE rows from the loader's mapped checkpoint shards (PR #58815 )
...
Adds an opt-in backend, --engram-config '{"host_file_gather": true}', that
serves Qwen4Exp PLE rows from the checkpoint files through the page cache
instead of allocating the 47.7 GiB table on GPU or in pinned host memory.
- Qwen4ExpPLEFileGatherEmbedding allocates no table rows; load_weights keeps
the default loader's zero-copy safetensors views of each shard. At bind
(post-load hook) every view must be file-backed per /proc/self/maps (HF
cache symlinks work; heap/pinned/anonymous memory is rejected) and the
shards must cover the whole table.
- Each step, Qwen4ExpModelState.prepare_inputs computes the PLE n-gram ids,
copies them to pinned host memory, syncs the stream once, issues
POSIX_FADV_WILLNEED over the coalesced page ranges of the step's rows,
gathers the rows on the host, and copies them into a fixed device staging
buffer. The forward reads only the staging buffer, so FULL CUDA graph
capture is unaffected.
- Rows stay in the checkpoint dtype (FP8 table stays FP8, dequantized on the
GPU); dummy loads serve zeros; weight reload is rejected; takes precedence
over cpu_offload; rejected on ROCm and with elastic EP.
Co-Authored-By: Hinata <hinata@idihore.id >
Signed-off-by: MOVZX <movzx@yahoo.com >
2026-09-27 09:54:42 +07:00
Juan Pérez de Algaba and Cursor
31f2e70cd3
[Security] Gate per-request multimodal processor kwargs ( #58830 )
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Signed-off-by: Juan Pérez de Algaba <jperezde@redhat.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
2026-09-26 11:10:35 +00:00
a4eb3f25d6
[Spec Decode] Enable Gemma4 DSpark adaptive verification with FlashInfer ( #57263 )
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Signed-off-by: zixi-qi <zixi@inferact.ai >
Co-authored-by: OpenAI Codex <noreply@openai.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
Co-authored-by: Nick Hill <nickhill123@gmail.com >
2026-09-26 17:01:17 +08:00
b6d2b4fc25
[RL] Add sharding-aware NCCL M2N weight transfer ( #51520 )
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Signed-off-by: Ke Wen <kwen@nvidia.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-09-26 01:38:53 +00:00
Yousaf and sfeng33
83db8c8390
[Feature][Frontend] Add granite_thinking_parser reasoning parser for Granite 4.2 ( #55957 )
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Signed-off-by: Yousaf shah <yousaf.shah@gmail.com >
Co-authored-by: sfeng33 <4florafeng@gmail.com >
2026-09-25 20:43:08 +00:00
73a78e6f1f
[SpecDecode] Add LiLiCorr drafter ( #57934 )
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Signed-off-by: Andrii Skliar <askliar@nvidia.com >
Signed-off-by: Andrii Skliar <andreyws96@gmail.com >
Co-authored-by: Andrii Skliar <askliar@nvidia.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: Benjamin Chislett <chislett.ben@gmail.com >
2026-09-25 10:08:28 -04:00
Isotr0py
24928a4d62
[UX][Frontend] Introduce vllm preload cli for fast restart ( #56680 )
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Signed-off-by: Isotr0py <Isotr0py@outlook.com >
2026-09-25 06:56:39 +00:00
8a269919f4
[MM] Add Triton kernel for mm_input_normal. ( #56798 )
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Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io >
Signed-off-by: wang.yuqi <noooop@126.com >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Isotr0py <2037008807@qq.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
2026-09-25 04:31:20 +00:00
7a9406690e
[KV Connector] Fix DecodeBench fp8 fill values and add a startup fill mode ( #58472 )
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Signed-off-by: Zijing Liu <liuzijing2014@gmail.com >
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-24 23:55:47 +00:00
90a9515006
[Cleanup] Remove online quantization support in fp8.py in favor of online shorthands ( #53585 )
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Signed-off-by: Felix Marty <Felix.Marty@amd.com >
Signed-off-by: mgoin <mgoin64@gmail.com >
Co-authored-by: mgoin <mgoin64@gmail.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-24 12:48:14 -07:00
Misha Goin
58aa2f1ef1
[Refactor] Move auxiliary files out of the repository root ( #58572 )
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Signed-off-by: mgoin <mgoin64@gmail.com >
2026-09-24 12:38:56 -07:00
Harry Mellor and Claude Opus 5.5
d881812500
[Chore] Use Transformers v5 names and drop redundant processor use_fast ( #58550 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-09-24 14:14:10 +00:00
Andreas Karatzas and Codex
153f2ba1b9
[Compile][CI] Honor Triton cache overrides and add AMD timeout headroom ( #58474 )
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Signed-off-by: Andreas Karatzas <andreas.karatzas@protonmail.com >
Co-authored-by: Codex <noreply@openai.com >
2026-09-24 01:27:07 -05:00
Lio Einaudi
711fc55c10
[Perf] Use breakable CUDA graphs (no torch.compile) by default under VLLM_BATCH_INVARIANT so the tuned matmul configs see the runtime M ( #57586 )
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Signed-off-by: LioEinaudi <zhao3024667639@gmail.com >
2026-09-23 14:39:38 -04:00
CBP and Misha Goin
f9ad9dd6b4
Doc: add DiffusionGemma to supported models ( #46466 )
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Signed-off-by: Bruce <Bruce798858117@gmail.com >
Signed-off-by: Misha Goin <mgoin64@gmail.com >
Co-authored-by: Misha Goin <mgoin64@gmail.com >
2026-09-23 17:14:30 +00:00
Yan Ma and Kunshang Ji
e34489a543
[XPU] upgrade to PyTorch 2.14 ( #56013 )
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Signed-off-by: Yan Ma <yan.ma@intel.com >
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com >
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com >
2026-09-23 09:18:52 +00:00
Tianyu Guo and Cyrus Leung
3ee2906f47
[EPD] Support metadata-only audio inputs ( #57887 )
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Signed-off-by: Tianyu Guo <guoty@inferact.ai >
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk >
2026-09-23 09:03:50 +08:00
Kevin H. Luu and Claude Fable 5.1
64a48b19b4
[CI] Emit a kernel symbol map from the csrc build (opt-in, for test selection) ( #58097 )
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Signed-off-by: khluu <khluu000@gmail.com >
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com >
2026-09-22 01:37:34 -07:00
639461eda4
[RL][Sleep] Retain frozen weights across level-2 sleep ( #57891 )
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Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com >
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com >
Co-authored-by: Codex <noreply@openai.com >
2026-09-22 12:36:55 +08:00
13058faa49
[Frontend] Add reusable TP1 initialized-engine snapshots ( #51360 )
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Signed-off-by: Nils Matteson <nilsmatteson@icloud.com >
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com >
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com >
Co-authored-by: Taneem Ibrahim <taneem.ibrahim@gmail.com >
Co-authored-by: elehayym <52448798+Yuzu23@users.noreply.github.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-21 23:18:49 +00:00
Nicolò Lucchesi
fba33e39cb
[Docs] Add an Engram feature page explaining Engram usage in vLLM ( #57910 )
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Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai >
2026-09-21 17:15:28 +00:00
Lucain and Claude Opus 5
6b858751f6
[docs] Fix legacy hf CLI references (vllm) ( #57958 )
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Signed-off-by: Wauplin <lucainp@gmail.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-09-21 15:32:27 +00:00
Tony Lin
dc479a2d83
[Bugfix] Fix external LB DP rank handling when replicas share nodes ( #53743 )
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Signed-off-by: Tony Lin <tony.lin@intel.com >
2026-09-21 17:19:14 +02:00
Martin Hickey
8b98b7d0b4
[Frontend] Add streaming parity tests and docs for derender ( #57922 )
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Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com >
2026-09-21 14:13:52 +00:00
czhu-cohere
3918f3c5a3
[Profiler] Unify platform-aware torch profiling ( #57460 )
2026-09-20 19:17:23 -07:00
Zhou Zihang and Jee Jee Li
3e67044972
[Doc] Refresh Kthena integration guide ( #57314 )
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Signed-off-by: Zhou Zihang <z@mcac.cc >
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com >
2026-09-21 01:42:55 +00:00
jiangkuaixue123 and Codex
7ddd461a28
[Docs] Add ECMooncakeConnector usage example for EPD ( #57742 )
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Signed-off-by: jiangkuaixue123 <jiangxiaozhou111@163.com >
Co-authored-by: Codex <noreply@openai.com >
2026-09-21 09:15:02 +08:00
roikoren755 and mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
49ee12d742
[Misc] Rename --enable-mamba-fine-grained-prefix-cache ( #53945 follow-up) ( #57382 )
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Signed-off-by: Roi Koren <roik@nvidia.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-20 09:50:34 -07:00
5302d1fe40
[Model Runner V2] Support custom logits processors ( #56497 )
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Signed-off-by: David Cheung <d7cheung@gmail.com >
Signed-off-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: Claude <noreply@anthropic.com >
Co-authored-by: Nick Hill <nickhill123@gmail.com >
2026-09-19 17:46:49 +00:00
Nicolò Lucchesi
164dca8d1e
[Nixl] Separate transport-failure metrics from KV expiry ( #55854 )
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Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai >
2026-09-18 18:08:59 +02:00
Martin Hickey
70164bdadc
[Frontend] Add stream reasoning and tool calls from the derender endpoint ( #50550 )
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Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com >
2026-09-18 16:36:27 +02:00
dee37d8911
[Frontend] Add --tool-strict-level for server-side control for structural tag activation ( #56268 )
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Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
Co-authored-by: Bugen Zhao <i@bugenzhao.com >
Signed-off-by: lazymio <mio@lazym.io >
Signed-off-by: Bugen Zhao <i@bugenzhao.com >
2026-09-18 04:32:39 +00:00
092bdd6d57
[Frontend][Core] Add release_kv_cache_memory() API ( #44890 )
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Signed-off-by: Dakai An <dakaian108@gmail.com >
Signed-off-by: AlanFokCo <alanfok2868@gmail.com >
Signed-off-by: aoshen02 <aoshen@inferact.ai >
Signed-off-by: Dakai An <77474977+andakai@users.noreply.github.com >
Co-authored-by: AlanFokCo <alanfok2868@gmail.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
Co-authored-by: OpenAI Codex <noreply@openai.com >
2026-09-18 07:12:12 +08:00
Young and Young
b78fbab4be
[Docs] Fix the typos in the document ( #57190 )
...
Co-authored-by: Young <yangchh15@163.com >
2026-09-17 15:52:10 +00:00
23cd0346ce
[CPU] Align scheduler and NIXL CPU affinity per local rank ( #53636 )
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Signed-off-by: Li, Tianmu <tianmu.li@intel.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
Co-authored-by: Li, Jiang <jiang1.li@intel.com >
2026-09-17 16:43:08 +08:00
coderfornow and Li, Jiang <jiang1.li@intel.com>
88afb77700
[CPU][s390x] Pin protobuf to 7.36.1 and drop C++ extension removal workaround ( #54978 )
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Signed-off-by: coderfornow <Ritik.Dhiranan@ibm.com >
Co-authored-by: Li, Jiang <jiang1.li@intel.com >
2026-09-17 16:35:17 +08:00
2743dc4f92
[Feature][Multimodal] Add cross-encoder caching to Mooncake P2P ( #56242 )
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Signed-off-by: Zhou ziheng <jiaranran2@gmail.com >
Co-authored-by: Tianyu Guo <guoty@inferact.ai >
Co-authored-by: jiangkuaixue123 <jiangxiaozhou111@163.com >
Co-authored-by: Codex <noreply@openai.com >
2026-09-17 13:16:41 +08:00
xinnywinne and Benjamin Chislett
fbf2c5e8be
[Frontend] Add per-request metrics to Responses API ( #55084 )
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Signed-off-by: wxin <wxin@nvidia.com >
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2026-09-16 22:52:05 +00:00
Harry Mellor and Claude Opus 5
651a88c09a
[CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings ( #57212 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
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2026-09-16 10:57:24 -07:00
Cyrus Leung
0b9e018fb9
[MM] Further cleanup _apply_hf_processor_main ( #53610 )
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2026-09-16 10:21:00 -07:00
Harry Mellor and Claude Opus 5
8c1557a79c
Add pydocstyle to the ruff rules ( #52136 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
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2026-09-16 16:44:29 +00:00
linitra24
ca542ee154
[Model][LoRA] Enable LoRA support for ModernBertModel ( #57148 )
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Signed-off-by: linitra24 <renshuang.zhou@daocloud.io >
2026-09-16 14:16:09 +00:00
linitra24 and Jee Jee Li
c81eb3e69c
[LoRA] Support modules_to_save for sequence classification ( #53555 )
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2026-09-16 07:15:42 -07:00
f37c550bf6
[Feature][Frontend] Expose effective attention block size for DCP ( #56538 )
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Co-authored-by: Bugen Zhao <i@bugenzhao.com >
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2026-09-16 08:29:43 +00:00
danisereb
a31ec3a68b
[LoRA][Nemotron] Add LoRA support for Nemotron VL models (for the language model only) ( #56231 )
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2026-09-15 21:20:28 -07:00
alberto
75dc588269
[KV Offload] Add per-request max_load_tokens control ( #55885 )
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2026-09-16 06:57:38 +03:00
Francisco Javier Arceo and OpenAI Codex
7d4bba5498
[Doc] Show how to get Responses prompt token IDs ( #55912 )
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2026-09-16 02:48:18 +00:00
0fefffc934
[KVConnector][NIXL] Support attention-HMA layouts in pipeline-parallel push prefill ( #50494 )
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2026-09-15 15:43:56 -07:00
+174
79e205e8cd
[Doc] Clarify ITL vs TPOT Prometheus metrics ( #55283 )
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2026-09-14 23:35:13 -07:00
caf56ce9da
[CI] Pass the scale-out endpoint flag in EC E2E ( #56819 )
...
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2026-09-15 12:25:30 +08:00
