(security) Enforce audio upload size limit before full file materialization#45510
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…zation The speech-to-text routes (/v1/audio/transcriptions, /v1/audio/translations) called UploadFile.read() without bounds before checking VLLM_MAX_AUDIO_CLIP_FILESIZE_MB, allowing oversized uploads to fully materialize in memory before rejection. This adds a bounded chunked read that rejects over-limit files early, preventing memory exhaustion from malicious uploads. Signed-off-by: Juan Pérez de Algaba <jperezde@redhat.com> Signed-off-by: jperezde <jperezde@redhat.com>
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…zation (vllm-project#45510) Signed-off-by: jperezde <jperezde@redhat.com> Signed-off-by: divineearthly <divineearthly@gmail.com>
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…zation (vllm-project#45510) Signed-off-by: jperezde <jperezde@redhat.com>
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* [Kernel][Helion][1/N] Add Helion kernel for per_token_group_fp8_quant (#36902) Signed-off-by: Sean Chen <seachen@redhat.com> Co-authored-by: Yanan Cao <gmagogsfm@gmail.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Bugfix] Restrict FlashInfer cuDNN FP8 ViT attention gate to Blackwell (SM 100) (#45251) Signed-off-by: Wentian Byte <3400259131@qq.com> * [Rust Frontend] Support continuous_usage_stats stream option (#43965) Co-authored-by: Bugen Zhao <i@bugenzhao.com> Signed-off-by: RickyChen / 陳昭儒 <ricky.chen@infinirc.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [Bugfix] Fix Anthropic tool_use content handling dropping args (#45287) Signed-off-by: Ben Browning <bbrownin@redhat.com> * [Model] Remove InternLMForCausalLM registry alias (#45128) Signed-off-by: Xianbao QIAN <xianbao.qian@gmail.com> Co-authored-by: Claude <noreply@anthropic.com> * [Bug] Fix test flashmla for DSv4 (#45052) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [Refactor] Chat Completions Harmony Refactor, non-streaming path. (#45171) Signed-off-by: Yifan Zong <yzong@redhat.com> * [Bugfix][KVConnector][Mooncake] Close MooncakeDistributedStore on connector teardown (#45206) Signed-off-by: Dao Le <Dao007forever@gmail.com> Co-authored-by: Claude <noreply@anthropic.com> * Make mistral_common optional by deferring MistralToolCall import (#45305) Signed-off-by: Neil Schemenauer <nas@arctrix.com> * [Bugfix] Initialize missing attributes in mistral eagle (#45217) Signed-off-by: jpwang <jpwang@smail.nju.edu.cn> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Refactor] Chat Completions Streaming Harmony Refactor and Bugfixes (#45104) Signed-off-by: Yifan Zong <yzong@redhat.com> * [Bugfix] OffloadingConnector: respect skip_reading_prefix_cache flag (#44592) Signed-off-by: Hsiao-Yuan Chen <hy.c@Hsiao-YuandeMacBook-Pro.local> Signed-off-by: littlecircle0730 <littlecircle0730@gmail.com> Signed-off-by: littlecircle0730 <43994952+littlecircle0730@users.noreply.github.com> Co-authored-by: Hsiao-Yuan Chen <hy.c@Hsiao-YuandeMacBook-Pro.local> Co-authored-by: Or Ozeri <or@ozery.com> * [ROCm][DSv4][Perf] Flash-decode split-K decode attention kernel (#44899) Co-authored-by: vLLM Contributor <contributor@vllm.ai> * [Bugfix][Model] Pass revision by name in Run:ai and bitsandbytes index downloads (#45308) Signed-off-by: Ting Sun <suntcrick@gmail.com> * [CI][BugFix] Fix broken `test_mamba_prefix_cache.py` due to stale mock (#45345) Signed-off-by: Nick Hill <nickhill123@gmail.com> * [Bugfix] Fix --enable-prompt-tokens-details omitting zero cached tokens (#44383) Signed-off-by: Sasindharan Sankar <sasindharansankar@email.com> Co-authored-by: Sasindharan Sankar <sasindharansankar@email.com> Co-authored-by: Chauncey <chaunceyjiang@gmail.com> * [ASR] Optimize CPU preproc to get 2.5x RTFx via multi-threading (#44612) Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Bugfix] Mamba CPU Offloading (#44599) Signed-off-by: varun sundar rabindranath <vsundarr@redhat.com> Co-authored-by: varun sundar rabindranath <vsundarr@redhat.com> * [ASR] Add Long Audio benchmark and correctness test (#44587) Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com> * [11a/n] Migrate Marlin kernels to torch stable ABI (#45176) Signed-off-by: Chris Leonard <chleonar@redhat.com> * [NIXL] Per-region KV transfer classification for mixed full-attn + MLA groups (#44583) * [ROCm][CI] fix fp8 support for test_deepep_moe (#45302) Signed-off-by: Divakar Verma <divakar.verma@amd.com> * [Model] Add DiffusionGemma Support (#45163) Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com> Signed-off-by: Matthew Bonanni <mbonanni@redhat.com> Co-authored-by: Martin Kukla <martin.kukla@cantab.net> Co-authored-by: Matthew Bonanni <mbonanni@redhat.com> Co-authored-by: Dipika Sikka <dsikka@redhat.com> Co-authored-by: NickLucche <nlucches@redhat.com> Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com> Co-authored-by: Alec Kohlhoff <134344302+aleckohlhoff@users.noreply.github.com> Co-authored-by: Porras Huang <20535584+porrashuang@users.noreply.github.com> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: scoootscooob <167050519+scoootscooob@users.noreply.github.com> * [MM][Perf][CG] Support ViT full cudagraphs for mllama4 (#40660) Signed-off-by: allgather <all2allops@gmail.com> Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [ROCm][gpt-oss] Pass GateMode.INTERLEAVE for MXFP4 W4A16 fused MoE (#44893) Signed-off-by: Rohan Potdar <rohan.potdar@amd.com> Signed-off-by: Rohan138 <rohanpotdar138@gmail.com> Signed-off-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com> * [Bugfix] Fix Dockerfile dependency graph pre-commit error (#45374) Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [CPU] Support CPU W4A16 INT4 MoE (#43409) Signed-off-by: yuwenzho <yuwen.zhou@intel.com> * [Rust Frontend][Bugfix] Forward --shutdown-timeout and --disable-log-stats to the managed Python engine (#45300) Signed-off-by: Will Eaton <weaton@redhat.com> * [XPU][DeepSeek-V4] Fix MTP: sync with upstream fixes #44821 and #43746 (#45240) Signed-off-by: Ma Jian <jian1.ma@intel.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [CI] ci-fetch-log.sh: fetch all failed jobs from a build URL or PR number (#45274) Signed-off-by: mgoin <mgoin64@gmail.com> Co-authored-by: Claude Fable 5 <noreply@anthropic.com> * [Frontend] Support strict mode for tool calling (#45003) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> Co-authored-by: cjackal <44624812+cjackal@users.noreply.github.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Bugfix][Rust Frontend] Return 400 for prompt-validation submit errors (#45286) Signed-off-by: xiaguan <751080330@qq.com> Co-authored-by: Claude Fable 5 <noreply@anthropic.com> * Update hidden states extraction integration test triggers (#45294) Signed-off-by: Fynn Schmitt-Ulms <fschmitt@redhat.com> * Fix misleading error for audio duration limit rejection (#45113) Signed-off-by: jperezde <jperezde@redhat.com> * [Doc] AGENTS.md: add section about coding style (#45301) Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com> * [11b/n] Migrate Machete kernels to torch stable ABI (#45304) Signed-off-by: Chris Leonard <chleonar@redhat.com> Signed-off-by: Shengqi Chen <harry-chen@outlook.com> Co-authored-by: Shengqi Chen <harry-chen@outlook.com> * [KV Connector]: Support KV push from Prefill to Decode node using Nixl KV Connector (#35264) Signed-off-by: Sunita Nadampalli <nadampal@amazon.com> Signed-off-by: NickLucche <nlucches@redhat.com> Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com> * [Model] Remove Mono-InternVL (InternLM2VEForCausalLM) (#45129) Signed-off-by: Xianbao QIAN <xianbao.qian@gmail.com> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [BUGFIX][XPU] Update fa interface for compatibility (#45394) Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com> Signed-off-by: Kunshang Ji <kunshang.ji@intel.com> Co-authored-by: Kunshang Ji <kunshang.ji@intel.com> * [Metrics] Add group-aware KV cache capacity to vllm:cache_config_info (#42206) The startup log already reports the correct group-aware KV cache capacity for hybrid models, but Prometheus did not expose matching info in 'vllm:cache_config_info`. This PR adds kv_cache_size_tokens and kv_cache_max_concurrency. Signed-off-by: Ethan Feng <ethan.fengch@gmail.com> * [V1][Metrics] Add MLA attention metrics for DeepSeek MFU estimation (#39457) Signed-off-by: Thillai Chithambaram <thillaichithambaram.a@gmail.com> Co-authored-by: Mark McLoughlin <markmc@redhat.com> * [Bug] Migrate Reset cache for both v2 and v1 model runner (#42759) Signed-off-by: yewentao256 <zhyanwentao@126.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Core] Support structured outputs for beam search (#35022) Signed-off-by: Guan-Ming (Wesley) Chiu <guanmingchiu@gmail.com> Signed-off-by: Guan-Ming (Wesley) Chiu <105915352+guan404ming@users.noreply.github.com> * [Core][KV Connector] fix scheduler KV connector stats aggregation (#43877) Fixes scheduler-side KV connector stats collection so that: 1. update_connector_output() runs before scheduler-side stats are collected. 2. worker-side and scheduler-side KV connector stats are aggregated when both are present. 3. scheduler-only KV connector stats are still emitted when no worker-side stats exist. Signed-off-by: srinivas_oo7 <sklinkedin0120@gmail.com> Co-authored-by: srinivas_oo7 <sklinkedin0120@gmail.com> * [Frontend] Support strict mode for tool calling with ResponsesAPI (#45396) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Docs][KV Connector][NIXL] document KV Transfer stat logging and Prometheus metrics (#44055) Signed-off-by: Sai Sridhar <tarrasridhar1154@gmail.com> * [Rust Frontend] Add standalone `granite4` tool parser (#45216) Signed-off-by: Tahsin Tunan <tahsintunan@gmail.com> Co-authored-by: Bugen Zhao <i@bugenzhao.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Model] Add encoder CUDA graph support to Lfm2VL (#44930) Signed-off-by: vincentzed <207368749+vincentzed@users.noreply.github.com> * [Kernel][Helion][1/N] Add Helion kernel for dynamic_per_token_scaled_fp8_quant (#33790) Signed-off-by: Sean Chen <seachen@redhat.com> Co-authored-by: Yanan Cao <gmagogsfm@gmail.com> * [Model][Dflash] Enable Dflash support for Qwen3NextForCausalLM targets (#45319) Signed-off-by: Jonas I. Liechti <j-i-l@t4d.ch> * [Migration] Migrate GGUF quantization support to plugin (#39612) Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [Perf] Use native DSA indexer decode path for next_n > 2 on SM100 (#45322) Signed-off-by: zixi-qi <zixi@inferact.ai> Co-authored-by: Claude Fable 5 <noreply@anthropic.com> Co-authored-by: Yongye Zhu <zyy1102000@gmail.com> * [Core][AMD] Propagate shutdown timeout to MultiprocExecutor (#43154) Signed-off-by: Ryan Rock <ryan.rock@amd.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> * [Refactor] Deprecate ResponsesParser wrapper, inline parsing into ParsableContext (#45431) Signed-off-by: sfeng33 <4florafeng@gmail.com> * [ROCm] Bump Torch to 2.11 (#45362) Signed-off-by: Micah Williamson <micah.williamson@amd.com> * [Attention] Improve attention benchmarks: configs and profiling (#39336) Signed-off-by: Matthew Bonanni <mbonanni@redhat.com> * [Model Runner v2] Migration from v1 to v2, with Qwen and DSv2 MOE models [3/N] (#42667) Signed-off-by: yewentao256 <zhyanwentao@126.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Kernel] Consolidate Marlin thread-tile padding across all dense Marlin paths (#45295) Signed-off-by: mgoin <mgoin64@gmail.com> * Add the QuantizedActivation linear-kernel contract (#44260) Signed-off-by: mgoin <mgoin64@gmail.com> Co-authored-by: Claude <noreply@anthropic.com> * [ROCm][DSV4][Perf] Fuse inverse-RoPE and cache bf16 wo_a in o-projection (#45103) Signed-off-by: Fangzhou Ai <fangzhouai@gmail.com> Co-authored-by: Claude Fable 5 <noreply@anthropic.com> * [Bugfix][CPU] Don't build triton-cpu on arm64 release image (#45401) Signed-off-by: khluu <khluu000@gmail.com> * [BugFix] Avoid prematurely freeing cached mm encoder outputs (#45347) Signed-off-by: Roger Wang <hey@rogerw.io> Signed-off-by: Nick Hill <nickhill123@gmail.com> * [Bugfix] Set type/role explicitly in streaming message_start event (#45376) Signed-off-by: Wayne Chiu <waynehacking8@gmail.com> * [Bugfix] Replace deprecated Qwen2VLImageProcessorFast with Qwen2VLImageProcessor (#42700) Signed-off-by: abinggo <107740309+abinggo@users.noreply.github.com> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: Roger Wang <hey@rogerw.io> * [CI] Wait for SSL cert refresher events in the test (#45489) Signed-off-by: Andreas Karatzas <akaratza@amd.com> * [Render] Add `/derender` endpoints for disaggregated postprocessing (#43606) Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [Bugfix] Return the tokenizer from maybe_make_thread_pool so it survives pickling (#45460) Signed-off-by: Wayne Chiu <waynehacking8@gmail.com> * [Doc] Fix uv dependency resolution failure for setuptools during CPU source builds (x86 & ARM) (#45412) Signed-off-by: midas <the.anon.github@gmail.com> * [Model Runner V2] Fix `openai.InternalServerError: Error code: 500 - 'list index out of range'` (#45467) Signed-off-by: yewentao256 <zhyanwentao@126.com> * Treat null completion max_tokens like the default (#45491) Signed-off-by: Andreas Karatzas <akaratza@amd.com> * [CI Bug] Fix `ValueError: There is no module or parameter named 'model.vision_tower.vision_model'` (#45478) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [Security] Add timeout guard for regex compilation in structured outp… (#45118) Signed-off-by: jperezde <jperezde@redhat.com> Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * [Security] Fix DoS via prompt_embeds on M-RoPE models (#45252) Signed-off-by: jperezde <jperezde@redhat.com> * Fix docs build on `main` (#45536) Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * [Bugfix] Reject structured outputs for diffusion decoders with a clear error (#45468) Signed-off-by: Wayne Chiu <waynehacking8@gmail.com> Co-authored-by: Claude <noreply@anthropic.com> * [Perf] SM90 cutlass fp8 mm supports odd M by swap_ab, 180~290% kernel performance improvement (#44572) Signed-off-by: yewentao256 <zhyanwentao@126.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Core] Simplify MRV2 async output handling (#45442) * [Bugfix] nightly Docker images crash with ImportError: AnthropicOutputConfig since May 28 (#44795) Signed-off-by: achyuthan.s <113010327+Achyuthan-S@users.noreply.github.com> Signed-off-by: Achyuthan S <achyuthan.sivasankar@gmail.com> Signed-off-by: Achyuthan Sivasankar <achyuthan.sivasankar@gmail.com> Co-authored-by: Shengqi Chen <harry-chen@outlook.com> * [Build] Fix CUDA arch build coverage gaps (#45277) Signed-off-by: Shengqi Chen <harry-chen@outlook.com> Co-authored-by: Xin Li <xinli-sw@users.noreply.github.com> Co-authored-by: ShawRong <ShawRong@users.noreply.github.com> Co-authored-by: Change72 <Change72@users.noreply.github.com> * [V1][Spec Decode] Add Dynamic SD (#32374) Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com> Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Benjamin Chislett <chislett.ben@gmail.com> * [Bugfix][DCP] Fix illegal memory access in DCP a2a decode under full CUDA graphs (#45487) * [XPU] Support int4 group_size=32 W4A16 MoE (#45136) Signed-off-by: Marceli Fylcek <marceli.fylcek@intel.com> Co-authored-by: Kunshang Ji <kunshang.ji@intel.com> * [ROCm][Perf] Enable W4A16 FlyDSL MoE (#44400) Signed-off-by: amd-asalykov <asalykov@amd.com> Signed-off-by: Amanzhol Salykov <asalykov@amd.com> * [Perf] Use bisect for mm feature lookup in model runner v2 (#45566) Signed-off-by: Roger Wang <hey@rogerw.io> * [BugFix] Fix prompt_embeds for multimodal models (#45383) Signed-off-by: ruinan ma <r7ma3088@gmail.com> * Added real /v1/embeddings support for messages + chat_template_kw (#45173) Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com> * [Bugfix][Model] Validate runai_streamer model_loader_extra_config (#45291) Signed-off-by: Ting Sun <suntcrick@gmail.com> * [Bugfix] Stream Llama4 weight loading to avoid host-OOM with copy-returning loaders (#44645) Signed-off-by: Noa Neria <nneria@nvidia.com> * [XPU] Enable sequence parallel support for XPU (#38608) Signed-off-by: chaojun-zhang <chaojun.zhang@intel.com> Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com> Signed-off-by: Chaojun,Zhang <chaojun.zhang@intel.com> * [Bugfix][CPU] Honor cgroup memory limit when computing KV cache size (#45086) Signed-off-by: baoloongmao <baoloongmao@tencent.com> Co-authored-by: Li, Jiang <jiang1.li@intel.com> * [CPU] Refine CPU attention frontend (#45391) Signed-off-by: jiang1.li <jiang1.li@intel.com> * [Bugfix][CI] Update Dockerfile dependency graph PNG (#45602) Signed-off-by: sfeng33 <4florafeng@gmail.com> * [Frontend] Add Streaming Parser Engine and new Qwen3 Parser (#45413) Signed-off-by: Ben Browning <bbrownin@redhat.com> Co-authored-by: Flora Feng <4florafeng@gmail.com> * Fix included router missing path for `FastAPI >=0.137` (#45629) Signed-off-by: Roger Wang <hey@rogerw.io> Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com> * [Bugfix][V1] Split V2 model-runner attention groups on num_heads_q (#45564) Signed-off-by: Roger Wang <hey@rogerw.io> Signed-off-by: Nick Hill <nickhill123@gmail.com> Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com> Co-authored-by: Nick Hill <nickhill123@gmail.com> * [Model] Remove XverseForCausalLM (#45638) Signed-off-by: Xianbao QIAN <xianbao.qian@gmail.com> Co-authored-by: Claude <noreply@anthropic.com> * [Feature][Frontend] Report multimodal token counts in usage.prompt_tokens_details (#45458) Signed-off-by: Ting Sun <suntcrick@gmail.com> * [Bugfix] Reject out-of-range temperature values in SamplingParams (#44965) Signed-off-by: Peter Pan <Peter.Pan@daocloud.io> * [Bugfix][Rust] Sync EngineCoreReadyResponse with the Python dataclass (#45557) Co-authored-by: Bugen Zhao <i@bugenzhao.com> Signed-off-by: Will Eaton <weaton@redhat.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [Rust Frontend] Add external→internal request-id map for abort() (#45137) Signed-off-by: Sahil Singh <sahiilsiingh37@gmail.com> * [Models] Fix MiMo v2.x QKV TP sharding + FP4 support (#45200) Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Rust Frontend] Support `parallel_tool_calls = false` (#44760) Signed-off-by: zhoujinyu <2319109590@qq.com> * [Bugfix][Rust Frontend] Make metrics respect --served-model-name (#45465) Signed-off-by: reidliu41 <reid201711@gmail.com> * [XPU] skip UT test_with_ngram_gpu_spec_decoding (#44423) Signed-off-by: Lai, Yejing <yejing.lai@intel.com> * [ROCm][Doc] Add installation notes about python version requirement (#45671) Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com> * [Docs] Update the online serving docs. (#45676) Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io> * [Bugfix] Unset HF's default max_new_tokens for DiffusionGemma (#45417) Signed-off-by: Martin Kukla <martin.kukla@cantab.net> * (security) Enforce audio upload size limit before full file materialization (#45510) Signed-off-by: jperezde <jperezde@redhat.com> * Fix the E8M0 scale computation in the MXFP4 (W4A4) MOE CUTLASS kernel (#43557) Signed-off-by: Xin He <xin3.he@intel.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> Co-authored-by: Kunshang Ji <kunshang.ji@intel.com> * Remove redundant Triton KV cache dtype asserts and enforce architectural support (fp8 >= sm89) (#43914) Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com> Co-authored-by: Michael Gschwind <mgschwind@nvidia.com> * [Bugfix] Two-phase KV allocation for cross-group prefix cache hits (supersedes #33775) (#44409) Signed-off-by: Saddss <2872669061@qq.com> * [Chore] Consolidate reasoning/tool parser attributes into unified Parser in chat serving (#45548) Signed-off-by: sfeng33 <4florafeng@gmail.com> * [AMD][Bugfix][Quantization] Honor fused-name match in is_layer_skipped (#43981) * [Model] Add MiniMax M3 support (#45381) Signed-off-by: youkaichao <youkaichao@gmail.com> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> Signed-off-by: Bugen Zhao <i@bugenzhao.com> Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Signed-off-by: functionstackx <47992694+functionstackx@users.noreply.github.com> Signed-off-by: Yongye Zhu <zyy1102000@gmail.com> Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai> Co-authored-by: OpenAI Codex <codex@openai.com> Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn> Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg> Co-authored-by: Bugen Zhao <i@bugenzhao.com> Co-authored-by: Jee Jee Li <pandaleefree@gmail.com> Co-authored-by: Roger Wang <hey@rogerw.io> Co-authored-by: functionstackx <47992694+functionstackx@users.noreply.github.com> Co-authored-by: Yongye Zhu <zyy1102000@gmail.com> Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai> * [KV Offloading] Implement `reset_cache` for `TieringOffloadingManager` (#44541) Signed-off-by: Ronen Schaffer <ronen.schaffer@ibm.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Bugfix] Chat Completions Harmony Refactor Clean up (#45464) Signed-off-by: Yifan Zong <yzong@redhat.com> Co-authored-by: Ben Browning <bbrownin@redhat.com> * [Perf] Optimize DSv4 prefill chunk planning, 4.0% E2E Throughput Improvement (#45061) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [Frontend] Skip structural tags for auto tool_choice without strict mode (#45600) Signed-off-by: sfeng33 <4florafeng@gmail.com> * [Model Runner V2][Bugfix] Fix MRV2 LoRA warmup (#35536) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai> Signed-off-by: Woosuk Kwon <woosuk@inferact.ai> Co-authored-by: Nick Hill <nickhill123@gmail.com> Co-authored-by: Woosuk Kwon <woosuk@inferact.ai> * Fix parallel_tool_calls: null treated as false instead of default true (#44955) Signed-off-by: factnn <166481866+factnn@users.noreply.github.com> * [Frontend] Replace legacy Gemma4 parsers with engine-based implementation (#45588) Signed-off-by: Ben Browning <bbrownin@redhat.com> Co-authored-by: Flora Feng <4florafeng@gmail.com> * [Bugfix] Defer block freeing until in-flight steps finish under async scheduling + PD KV consumer (#45357) Signed-off-by: llx-08 <2596671364@qq.com> Signed-off-by: Nick Hill <nickhill123@gmail.com> Co-authored-by: Nick Hill <nickhill123@gmail.com> Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com> * nixl_ep: Skip post-receive quantization for NVFP4 (#45606) Signed-off-by: Itay Alroy <ialroy@nvidia.com> * [EP] Query NIXL EP top-k index dtype (#45298) Signed-off-by: Itay Alroy <ialroy@nvidia.com> * [EP] Enable DBO with NIXL EP (#45275) Signed-off-by: Itay Alroy <ialroy@nvidia.com> * [DSV4][Minor] Fix supported KV cache dtypes (#44892) Signed-off-by: Woosuk Kwon <woosuk@inferact.ai> * [Misc][Model] add io processor for query/document embeddings from ColBERT (jinaai/jina-colbert-v2) (#45210) Signed-off-by: thomas <thomas.varghese@columbia.edu> * [Rust Frontend] Support `max_logprobs` validation (#45674) Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [Rust Frontend] Lower out-of-vocab validation to `text` layer (#45685) Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [Multimodal] Add Qwen3-VL video loader (#44412) Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [BugFix] Support async scheduling with prompt embeds for multimodal models (#45673) Signed-off-by: Ruinan Ma <r7ma3088@gmail.com> * [XPU] Fix Triton attn fp8/bf16 check failing (#45758) Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com> * [Bugfix][Gemma4] Fix offline parser truncation, adjust_request token leak, and chat template sync (#45553) Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com> Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com> * [Rust Frontend] Require `ModelConfig.vocab_size` to be present (#45696) Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [Frontend] [Parser] Migrate Nemotron V3 to streaming parser engine (#45755) Signed-off-by: Ben Browning <bbrownin@redhat.com> * [Core] Use fastsafetensors ParallelLoader for weight loading (#40183) Signed-off-by: Git Bisector <gitbisector@gmail.com> Signed-off-by: gitbisector <gitbisector@gmail.com> Signed-off-by: git bisector <gitbisector@gmail.com> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk> * Register parsed config classes before tokenizer init (#40299) Signed-off-by: Bortlesboat <bortstheboat@gmail.com> Co-authored-by: OpenAI Codex <codex@openai.com> * [Misc] Added validation for Cohere /v2/embed input field exclusivity (#45640) Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com> * [Cleanup] Remove dead env (#45777) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Bug Fix] Allow pinned memory for WSL2 (#41496) Signed-off-by: Jimmy Lee <hirejimmylee@gmail.com> * [CPU] Support Gemma Diffusion (#45690) Signed-off-by: jiang1.li <jiang1.li@intel.com> * [Bugfix] Prevent cuMemcpyBatchAsync segfault with MTP and KV offloading (#44784) Signed-off-by: joshua <joshua.abraham@multicorewareinc.com> Co-authored-by: joshua <joshua.abraham@multicorewareinc.com> Co-authored-by: Or Ozeri <oro@il.ibm.com> * [Frontend] Remove AsyncMicrobatchTokenizer. (#45759) Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io> * [Bugfix] Fix trtllm fused allreduce+rms_norm for transformers backend (#45307) Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com> * [XPU][CI] add intel xpu cases for nightly CI (#44372) Signed-off-by: wenjun.liu <wenjun.liu@intel.com> Signed-off-by: zengxian <xiangdong.zeng@intel.com> Co-authored-by: zengxian <xiangdong.zeng@intel.com> Co-authored-by: Kunshang Ji <kunshang.ji@intel.com> * [Misc]Clean up useless test (#45792) Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com> * Add Triton recompile detection (#45631) Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg> * [MM][Perf][CG] Support dual-path ViT full CUDA graph for DeepSeek-OCR (#43586) Signed-off-by: shen-shanshan <467638484@qq.com> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> Co-authored-by: Roger Wang <hey@rogerw.io> Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [KV Connector][Mooncake] Pipeline-parallel support for PD-disaggregated serving with Mooncake connector (#44528) Signed-off-by: hanhan.hank <hanhan.hank@bytedance.com> Signed-off-by: Hank Han <hanhan7630@outlook.com> * [Refactor] Remove `Fp8OnlineLinearMethod` as scheduled (#45463) Signed-off-by: yewentao256 <zhyanwentao@126.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [ZenCPU] Add zencpu Platform Runtime Logging and Docs (#42726) Signed-off-by: Lalithnarayan C <Lalithnarayan.C@amd.com> Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com> Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com> * [ROCm][CI] Gate incompatible HF references on Transformers v5 (#41532) Signed-off-by: Andreas Karatzas <akaratza@amd.com> * [Quant] Support modelopt_mixed on Ampere (SM80/SM86) (#45306) Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com> * [Bugfix][MoE] Restore routed output unpadding before shared expert add (#45707) Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Perf] Add VLLM_TRITON_FORCE_FIRST_CONFIG to skip Triton autotuning (#42425) Signed-off-by: Francesco Fusco <ffu@zurich.ibm.com> Co-authored-by: Claude <noreply@anthropic.com> * [CI] Fix attention benchmark smoke test (#45728) Signed-off-by: Matthew Bonanni <mbonanni@redhat.com> Co-authored-by: Claude <noreply@anthropic.com> * [Rust Frontend] Add CORS support (#45753) Signed-off-by: Tahsin Tunan <tahsintunan@gmail.com> * [Bugfix] Fix FlashMLA sparse accuracy with topk_length and zero-init padding (#36616) Signed-off-by: AjAnubolu <anuboluajay@gmail.com> Signed-off-by: Matthew Bonanni <mbonanni@redhat.com> Co-authored-by: Matthew Bonanni <mbonanni@redhat.com> * [Kernel][Helion][1/N] Add Helion kernel for rms_norm_per_block_quant (#36895) Signed-off-by: Sean Chen <seachen@redhat.com> Co-authored-by: Yanan Cao <gmagogsfm@gmail.com> * feat: MLA prefill enable FA4 fp8 output (#43050) Signed-off-by: Carl You <4531192+carlyou@users.noreply.github.com> * [ROCm][Cleanup] Remove stale AITER FA hybrid KV-cache TODO (#44178) Signed-off-by: Tuukka Sarvi <tuukka.sarvi@amd.com> Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk> * [Model] Add HrmTextForCausalLM (Hierarchical Reasoning Model — Text) (#43098) Signed-off-by: Wuyifei <wuyifei@me.com> Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * Upgrade tpu-inference to v0.22.1 (#45793) * [ROCm][CI] Patch conftest to resolve occasional OOMs (#45722) Signed-off-by: Micah Williamson <micah.williamson@amd.com> * [Model Runner V2] Enable GraniteMOE for MRv2 by default (#45461) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [Model] Remove Dots1ForCausalLM (#45637) Signed-off-by: Xianbao QIAN <xianbao.qian@gmail.com> Co-authored-by: Claude <noreply@anthropic.com> * [Bugfix][Core] Fall back when numactl --membind is blocked in constrained containers (#45438) Signed-off-by: Ting Sun <suntcrick@gmail.com> Co-authored-by: Shengqi Chen <harry-chen@outlook.com> * [KVConnector][MoRIIO] Allow overriding the advertised host IP (#45488) Signed-off-by: Kourosh Hakhamaneshi <kourosh@anyscale.com> Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com> * [KV Connector][Mooncake] Add cache_prefix to namespace store keys (#45767) Signed-off-by: Dao Le <Dao007forever@gmail.com> Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com> * [Frontend] Add Streaming Parser Engine and new MinimaxM2 Parser (#45701) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Bugfix] Fix Qwen3 prompt tool-call reasoning false positive (#45763) Signed-off-by: Alex Bilichenko <alexbi29@users.noreply.github.com> Co-authored-by: Alex Bilichenko <alexbi29@users.noreply.github.com> * [PERF] Fuse multi-group block table staged writes (#44944) Signed-off-by: jesse <szxfml@gmail.com> Signed-off-by: Nick Hill <nickhill123@gmail.com> Co-authored-by: Nick Hill <nickhill123@gmail.com> * [ROCm][Quant] mxfp8 moe/linear gfx950 tuning for MiniMax-M3 (#45725) Signed-off-by: Hongxia Yang <hongxia.yang@amd.com> * [Misc] Update Mergify tool-calling label (#45853) Signed-off-by: sfeng33 <4florafeng@gmail.com> * [Core] Add prefill step cadence for better non-PD DP balancing (#44558) Signed-off-by: Nick Hill <nickhill123@gmail.com> * [ROCm][CI] fix multimodel run cmds (#45858) Signed-off-by: Divakar Verma <divakar.verma@amd.com> * [Bugfix] Gemma4: skip forced JSON for required/named tool choice (#45795) Signed-off-by: Federico Iezzi <fiezzi@google.com> * [Kernel] Support GLM-5 dimensions for TRT-LLM ragged MLA prefill (#43525) Signed-off-by: Mohammad Miadh Angkad <176301910+mmangkad@users.noreply.github.com> Signed-off-by: Matthew Bonanni <mbonanni@redhat.com> Co-authored-by: Matthew Bonanni <mbonanni@redhat.com> * Apply LRU policy only to proper cache entries (#42656) Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com> * [Kernel] Support DS Mamba tail copy for MTP align mode (#45473) Signed-off-by: Sungsoo Ha <sungsooh@nvidia.com> Co-authored-by: Thomas Parnell <tom.parnell@gmail.com> * [XPU][CI] fix server test file path (#45870) Signed-off-by: Kunshang Ji <kunshang.ji@intel.com> * [Bugfix] Fix MoE model load OOM in FlashInfer_TRTLLM backend with sleep mode (#45589) Signed-off-by: Dakai An <dakaian108@gmail.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Bugfix][Gemma4] Fix parsing when thinking is disabled (#45832) Signed-off-by: Federico Iezzi <fiezzi@google.com> * [CI] Run pre-commit on self-hosted vllm-runners (#45865) Signed-off-by: khluu <khluu000@gmail.com> Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com> * [XPU] Fix test_spec_decode_logprobs: use FLASH_ATTN for XPU in GPU_DETERMINISM_KWARGS (#44468) Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com> Co-authored-by: Kunshang Ji <kunshang.ji@intel.com> * [Bugfix][ROCm] Fix MiniMax-M3 FP8 KV cache dtype (#45720) Signed-off-by: Cam Quilici <cjquilici@gmail.com> Signed-off-by: Cameron Quilici <cjquilici@gmail.com> Co-authored-by: Hongxia Yang <62075498+hongxiayang@users.noreply.github.com> Co-authored-by: TJian <tunjian.tan@embeddedllm.com> * [Bugfix][ROCm] Fix FP8 per-tensor scale rank mismatch causing Inductor assertion failure (#44912) Signed-off-by: nehmathe2 <nehmathe2@gmail.com> Signed-off-by: Divakar Verma <divakar.verma@amd.com> Signed-off-by: nehmathe <nehmathe@amd.com> Co-authored-by: TJian <tunjian.tan@embeddedllm.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> Co-authored-by: Divakar Verma <divakar.verma@amd.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [ModelRunnerV2] Various model/config compatibility fixes (#45868) Signed-off-by: Nick Hill <nickhill123@gmail.com> * [Bugfix][V1] Clean up compiled-model bytecode hooks on VllmRunner exit (#45195) Signed-off-by: Ting Sun <suntcrick@gmail.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [FlexAttention] make custom mask mods fully cudagraphable (#45232) Signed-off-by: Angel Li <liangel@meta.com> * [M3] Tune Triton indexer score decode for spec-decode (#45743) Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [CI][NIXL] Pin NIXL to 1.2.0 (#45843) Signed-off-by: Itay Alroy <ialroy@nvidia.com> Signed-off-by: Itay Alroy <75032521+itayalroy@users.noreply.github.com> Co-authored-by: ovidiusm <ovidium@nvidia.com> * [M3] Enable FP8 sparse GQA (#45744) Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg> Co-authored-by: Yongye Zhu <zyy1102000@gmail.com> * [Bugfix][Quantization] Reject unsupported compressed tensors KV cache schemes (#45312) Signed-off-by: Ting Sun <suntcrick@gmail.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [BugFix][CI] Fix scheduler plugin test (#45897) Signed-off-by: Nick Hill <nickhill123@gmail.com> * [Rust Frontend] Support prompt-only completions (#44938) Signed-off-by: reidliu41 <reid201711@gmail.com> * [Rust Frontend] Add /abort_requests endpoint (#44382) Signed-off-by: Sahil Singh <sahiilsiingh37@gmail.com> * [Rust Frontend] Add serde defaults for omit_defaults fields in `EngineCoreSamplingParams` (#45848) Signed-off-by: Will Eaton <weaton@redhat.com> * [Kernel] Add weightless RMSNorm CUDA kernels for has_weight=False (#41430) (#44109) Signed-off-by: hello-args <args.sarkar@gmail.com> * [Misc] Validate Cohere Embed Mixed Content Payloads (#45873) Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com> * [Rust Frontend] Support hybrid/external DP LB in Python supervised bootstrap (#45805) Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [KV Connector][Offloading] Avoid blocking the engine to flush offloads on idle (#45595) Signed-off-by: Itay Etelis <itay.etelis@ibm.com> Signed-off-by: Or Ozeri <oro@il.ibm.com> Signed-off-by: Itay Etelis <Itay.etelis@gmail.com> Co-authored-by: Itay Etelis <itay.etelis@ibm.com> Co-authored-by: Or Ozeri <oro@il.ibm.com> Co-authored-by: Itay Etelis <Itay.etelis@gmail.com> * [Bugfix] Fixes MiniCPM-O resampler device placement to avoid tensor device mismatch (#42332) Signed-off-by: j9smith <j.smith9103@outlook.com> * [Bugfix][Gemma4] Pre-initialise streaming reasoning state when prompt ends inside an open `<|channel>` (fixes #45834) (#45852) Signed-off-by: nikhilesh-csa <nchhetri@csa1.com> * [Bugfix][test] Use Salesforce/wikitext for ppl tests (#45913) Co-authored-by: wentian-byte <192079369+wentian-byte@users.noreply.github.com> * fix(security): enforce audio decode duration limit in chat completions path (#45908) Signed-off-by: jperezde <jperezde@redhat.com> * [ROCm][Bugfix]: Fallback GFX942 sparse MLA ops to Triton (#45782) Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com> * docs, kv_offloading: add docs for selective offload (#45279) Signed-off-by: Angelo Ruocco <ang@zurich.ibm.com> * [ROCm][Quant] Minimax-M3: Enable fp8_per_channel for bf16 weights on mi300x (#45854) Signed-off-by: Hongxia Yang <hongxia.yang@amd.com> Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com> Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com> * [MM][Perf][CG] Support ViT full CUDA graph for Kimi-VL (#41992) Signed-off-by: oguz <oguzhankir17@gmail.com> * [CI/Build] Avoid duplicate ViT CG test introduced by accident (#45654) Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [XPU] Fix test_logprobs_e2e import error: pin lm-eval[api]>=0.4.12 (#44469) Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com> * [quant][autoround]Refactor INC quantization into package with INCScheme orchestrator (#40601) Signed-off-by: yiliu30 <yi4.liu@intel.com> Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com> Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com> Co-authored-by: n1ck-guo <heng.guo@intel.com> Co-authored-by: Zhenzhong1 <zhenzhong.xu@intel.com> * [ROCm][AITER][Quark] Tag per-channel FP8 weights as PER_CHANNEL so AITER pre-shuffled GEMM is selected (#44626) Signed-off-by: Xavier Aguilar <xavier.aguilarfruto@amd.com> * Feature: Enable Flashinfer non-gated MoE bf16 (#43853) Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com> * [DSv4 Perf] DSv4 flashinfer sparse index cache for metadata, 2%~4% TTFT improvement (#45863) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [Kernel][Helion][1/N] Add Helion kernel for rms_norm_dynamic_per_token_quant (#34432) Signed-off-by: Sean Chen <seachen@redhat.com> Co-authored-by: Yanan Cao <gmagogsfm@gmail.com> * [Bugfix][PD] Fix DSV4 disaggregated serving (#45831) Signed-off-by: ZhanqiuHu <zhu@redhat.com> * [Bugfix] Pass TP group to FlashInfer all-reduce fusion (#45917) Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com> * [Log] Update deepgemm log (#45857) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [DSV4 Perf] Optimize dsv4 cudagraph by reducing `eager_break_during_capture`, 26.8% ~ 27.9% E2E TTFT improvement (#45309) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [feature] MiniMax-M3-MXFP4 support added (#45896) Signed-off-by: Qiang Li <qiang.li2@amd.com> * [Bugfix] MiniMax-M3 (AMD): add packed_modules_mapping and pass swiglu… (#45794) Signed-off-by: wangjiaxin99 <jiaxwang@amd.com> Co-authored-by: TJian <tunjian.tan@embeddedllm.com> Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com> * [Refactor] Remove dead quantization code and tests (#45454) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [Bugfix][Gemma4] Render reasoning on assistant turns without tool_calls (#45867) Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com> Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com> * [Bugfix][Model] Validate DefaultModelLoader / LoadConfig and fail with clear errors (#45196) Signed-off-by: Ting Sun <suntcrick@gmail.com> * [BUG] fix hidden states nan for hybrid attention models (#45849) Signed-off-by: shanjiaz <hezhao@redhat.com> Co-authored-by: shanjiaz <hezhao@redhat.com> * [Bugfix] Fix NixlConnector handshake block_len validation for GQA-replicated KV heads (#45879) Signed-off-by: Oseltamivir <58582368+Oseltamivir@users.noreply.github.com> Co-authored-by: waynehacking8 <waynehacking8@gmail.com> * Revert "[DSV4 Perf] Optimize dsv4 cudagraph by reducing `eager_break_during_capture`" (#45309) (#45972) Signed-off-by: Woosuk Kwon <woosuk@inferact.ai> Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com> * [XPU][CI] add model runner v2 into CI (#44650) Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com> * [CI/Build][Bugfix] Fix SD LoRA (#45941) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Bugfix] Complete one-shot fused all-reduce PDL at end to avoid NaN (#45448) * [Rust Frontend][Perf] O(n) argument scan in tool parser (#45826) Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [XPU] Fix FP8 block-scaled scheme selection on non-CUDA platforms (#43958) Signed-off-by: Lai, Yejing <yejing.lai@intel.com> Co-authored-by: Kunshang Ji <kunshang.ji@intel.com> * [Rust Frontend] Validate tokenized bad_words vocabulary range (#45876) Signed-off-by: reidliu41 <reid201711@gmail.com> * [CPUOffloading] Guard CPU eviction check (#45757) Signed-off-by: Varun Sundar Rabindranath <varun-sundar-rabindranath@h100-01.nemg-001.lab.rdu2.dc.redhat.com> Co-authored-by: Varun Sundar Rabindranath <varun-sundar-rabindranath@h100-01.nemg-001.lab.rdu2.dc.redhat.com> * [SimpleCPUOffloadConnector]: Add support for reset_cache() (#39726) Signed-off-by: Jonathan Chen <chenleejonathan@gmail.com> Signed-off-by: Jonathan <chenleejonathan@gmail.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Kernel] Add PDL support for DeepGEMM kernel (#42996) Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai> * [Fix][KV offload] Defer `on_request_finished` until in-flight transfers drain (#45823) Signed-off-by: Ronen Schaffer <ronen.schaffer@ibm.com> * [Refactor] Remove dead cutlass mxfp8 code (#44681) Signed-off-by: yewentao256 <zhyanwentao@126.com> Co-authored-by: Shengqi Chen <harry-chen@outlook.com> * [KV Offloading] Remove dummy worker-side stats from OffloadingConnector (#45905) Signed-off-by: Alex <alex.tech.lab@outlook.com> Signed-off-by: AlexHuang <jihuihuang@alexai.com> Co-authored-by: Or Ozeri <oro@il.ibm.com> * [Test][KV Connector] Add request_finished fence population tests for offloading scheduler (#45679) Signed-off-by: Alex <alex.tech.lab@outlook.com> Signed-off-by: AlexHuang <jihuihuang@future.com> Co-authored-by: Or Ozeri <oro@il.ibm.com> * Revert "[Kernel] Add PDL support for DeepGEMM kernel" (#45999) * [XPU] Update nixl to v0.10.1 in Dockerfile (#40287) Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * fix(layernorm): route weightless RMSNorm to native impl The vllm_c rms_norm/fused_add_rms_norm guards claimed support for weight=None, but torch.ops._C.rms_norm cannot take a None/undefined weight (fails with 'Not yet supported ScalarType'). Weightless norms (e.g. Gemma4 v_norm, has_weight=False) now correctly fall back to the native impl. * test(steering): retarget key-coercion test at coerce_steering_spec The SetSteeringRequest.vectors field is intentionally dict[str, Any] (to admit the packed wire form), so the model does not coerce inner layer keys; coerce_steering_spec does. Test the actual coercion seam (which had no direct coverage) instead of obsolete model-level behavior. * fix(capture): skip broken consumer entry points instead of crashing A single third-party capture-consumer plugin that fails to import (e.g. one referencing a module not present in this build) previously crashed _load_entry_points and took down all capture admission. Skip it with a warning so other consumers keep working. --------- Signed-off-by: Sean Chen <seachen@redhat.com> Signed-off-by: Wentian Byte <3400259131@qq.com> Signed-off-by: RickyChen / 陳昭儒 <ricky.chen@infinirc.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> Signed-off-by: Ben Browning <bbrownin@redhat.com> Signed-off-by: Xianbao QIAN <xianbao.qian@gmail.com> Signed-off-by: yewentao256 <zhyanwentao@126.com> Signed-off-by: Yifan Zong <yzong@redhat.com> Signed-off-by: Dao Le <Dao007forever@gmail.com> Signed-off-by: Neil Schemenauer <nas@arctrix.com> Signed-off-by: jpwang <jpwang@smail.nju.edu.cn> Signed-off-by: Hsiao-Yuan Chen <hy.c@Hsiao-YuandeMacBook-Pro.local> Signed-off-by: littlecircle0730 <littlecircle0730@gmail.com> Signed-off-by: littlecircle0730 <43994952+littlecircle0730@users.noreply.github.com> Signed-off-by: Ting Sun <suntcrick@gmail.com> Signed-off-by: Nick Hill <nickhill123@gmail.com> Signed-off-by: Sasindharan Sankar <sasindharansankar@email.com> Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com> Signed-off-by: varun sundar rabindranath <vsundarr@redhat.com> Signed-off-by: Chris Leonard <chleonar@redhat.com> Signed-off-by: Divakar Verma <divakar.verma@amd.com> Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com> Signed-off-by: Matthew Bonanni <mbonanni@redhat.com> Signed-off-by: allgather <all2allops@gmail.com> Signed-off-by: Rohan Potdar <rohan.potdar@amd.com> Signed-off-by: Rohan138 <rohanpotdar138@gmail.com> Signed-off-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> Signed-off-by: yuwenzho <yuwen.zhou@intel.com> Signed-off-by: Will Eaton <weaton@redhat.com> Signed-off-by: Ma Jian <jian1.ma@intel.com> Signed-off-by: mgoin <mgoin64@gmail.com> Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> Signed-off-by: xiaguan <751080330@qq.com> Signed-off-by: Fynn Schmitt-Ulms <fschmitt@redhat.com> Signed-off-by: jperezde <jperezde@redhat.com> Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com> Signed-off-by: Shengqi Chen <harry-chen@outlook.com> Signed-off-by: Sunita Nadampalli <nadampal@amazon.com> Signed-off-by: NickLucche <nlucches@redhat.com> Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com> Signed-off-by: Kunshang Ji <kunshang.ji@intel.com> Signed-off-by: Ethan Feng <ethan.fengch@gmail.com> Signed-off-by: Thillai Chithambaram <thillaichithambaram.a@gmail.com> Signed-off-by: Guan-Ming (Wesley) Chiu <guanmingchiu@gmail.com> Signed-off-by: Guan-Ming (Wesley) Chiu <105915352+guan404ming@users.noreply.github.com> Signed-off-by: srinivas_oo7 <sklinkedin0120@gmail.com> Signed-off-by: Sai Sridhar <tarrasridhar1154@gmail.com> Signed-off-by: Tahsin Tunan <tahsintunan@gmail.com> Signed-off-by: vincentzed <207368749+vincentzed@users.noreply.github.com> Signed-off-by: Jonas I. 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<dao007forever@gmail.com> Co-authored-by: Neil Schemenauer <nas-github@arctrix.com> Co-authored-by: jpwang <jpwang@smail.nju.edu.cn> Co-authored-by: littlecircle0730 <43994952+littlecircle0730@users.noreply.github.com> Co-authored-by: Hsiao-Yuan Chen <hy.c@Hsiao-YuandeMacBook-Pro.local> Co-authored-by: Or Ozeri <or@ozery.com> Co-authored-by: Fangzhou Ai <31551580+Fangzhou-Ai@users.noreply.github.com> Co-authored-by: vLLM Contributor <contributor@vllm.ai> Co-authored-by: Ting SUN <suntcrick@gmail.com> Co-authored-by: Nick Hill <nickhill123@gmail.com> Co-authored-by: sasindharan <117493393+sasindharan@users.noreply.github.com> Co-authored-by: Sasindharan Sankar <sasindharansankar@email.com> Co-authored-by: Chauncey <chaunceyjiang@gmail.com> Co-authored-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com> Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com> Co-authored-by: varun sundar rabindranath <vsundarr@redhat.com> Co-authored-by: Chris Leonard 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Liechti <j-i-l@t4d.ch> Co-authored-by: qizixi <22851944+zixi-qi@users.noreply.github.com> Co-authored-by: Yongye Zhu <zyy1102000@gmail.com> Co-authored-by: Ryan Rock <ryan.rock@amd.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Flora Feng <4florafeng@gmail.com> Co-authored-by: Micah Williamson <micah.williamson@amd.com> Co-authored-by: Kevin H. 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…zation (vllm-project#45510) Signed-off-by: jperezde <jperezde@redhat.com>
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The speech-to-text routes (/v1/audio/transcriptions, /v1/audio/translations) called UploadFile.read() without bounds before checking VLLM_MAX_AUDIO_CLIP_FILESIZE_MB, allowing oversized uploads to fully materialize in memory before rejection. This adds a bounded chunked read that rejects over-limit files early, preventing memory exhaustion from malicious uploads.