[CUDA] Enable full cudagraph for FlashMLA #18581

ProExpertProg · 2025-05-23T02:26:13Z

Enable fullgraph CUDAGraph capture for the FlashMLA decode case.

Hacks:

building the capture metadata
prefill batch bypasses compiled code and manually calls eager code

Tested with:

python examples/offline_inference/basic/generate.py --model deepseek-ai/DeepSeek-V2-Lite --trust-remote-code -O {"full_cuda_graph":true}

github-actions · 2025-05-23T02:31:28Z

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hypnopump · 2025-05-23T09:20:54Z

Could you give some details on speedup associated with this modification?

mergify · 2025-05-23T16:48:07Z

This pull request has merge conflicts that must be resolved before it can be
merged. Please rebase the PR, @ProExpertProg.

https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/syncing-a-fork

vllm/v1/worker/gpu_model_runner.py

ProExpertProg · 2025-05-28T17:34:53Z

Could you give some details on speedup associated with this modification?

I haven't necessarily profiled this but it's meant to enable the double-batch-overlap optimization (prototype in #18415)

vllm/v1/attention/backends/mla/flashmla.py

mergify · 2025-06-04T01:44:12Z

This pull request has merge conflicts that must be resolved before it can be
merged. Please rebase the PR, @ProExpertProg.

https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/syncing-a-fork

izhuhaoran · 2025-06-04T09:29:06Z

Hi, any further progress on this pr?

ProExpertProg · 2025-06-04T20:59:35Z

Hi, any further progress on this pr?

Almost ready for review!

Signed-off-by: luka <luka@neuralmagic.com>

Signed-off-by: luka <luka@neuralmagic.com> Signed-off-by: luka <luka@neuralmagic.com>

Signed-off-by: luka <luka@neuralmagic.com>

… hardcoded error Signed-off-by: luka <luka@neuralmagic.com>

vllm/v1/attention/backends/utils.py

vllm/v1/worker/gpu_model_runner.py

LucasWilkinson · 2025-06-12T19:19:34Z

vllm/v1/attention/backends/mla/common.py

+        self._num_prefill_tokens = 0
+        return self.build(0, m)
+
+    def build(self, common_prefix_len: int,
              common_attn_metadata: CommonAttentionMetadata) -> M:


I think we can put common_prefix_len in CommonAttentionMetadata too and just default it to 0

It's currently calculated per-backend though. I guess it should always be the same value?

hmm maybe not for this PR but I think common_prefix_len should always be the same regardless of use_cascade_attention and then the backend can just choose to ignore it if use_cascade_attention is false; then it would belong in common_prefix_len

vllm/v1/attention/backends/utils.py

vllm/v1/worker/gpu_model_runner.py

LucasWilkinson · 2025-06-12T19:28:18Z

vllm/v1/worker/gpu_model_runner.py

-                    ))
+
+                attn_metadata_i = self.attn_metadata_builders[
+                    kv_cache_group_id].build_for_cudagraph_capture(


The _dummy_run is used for more then just cudagraph capture, what if the backend doesnt support build_for_cudagraph_capture? we should still be able to run dummy_runs

oh wait I see build_for_cudagraph_capture is in the base class; I think this still a bit confusing for backends that done support full cuda-graphs

If a backend doesn't support it this path is not triggered (shouldn't be running with full cuda graphs)

This method just calls build by default anyway

should we add a cudagraph_capturing flag to _dummy_run maybe?

I think skip_attn is enough, what would change if we added that flag?

basically do (attn_metadata_builder.build if not cudagraph_capturing else attn_metadata_builder.build_for_cudagraph_capture)(common_metadata)

just so we only use build_for_cudagraph_capture for cudagraph capture

this was we can do raise NotImplemented in build_for_cudagraph_capture if the backend doesnt support it (so we dont accidentally give the impression a backend supports cuda-graphs when it doesnt actually)

Per offline discussion, agreed this interface is not ideal. But we only use _dummy_run with attention when capturing cudagraph capture. So I'll rename the flag, if in the future regular attention in _dummy_run is needed, a new flag can be added.

LucasWilkinson

Overall this is looking much better! thanks for doing the refactor, left a couple comments

Signed-off-by: luka <luka@neuralmagic.com>

LucasWilkinson

LGTM thanks for the refactor!

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Shafi Hussain <Md.Shafi.Hussain@ibm.com> Signed-off-by: npanpaliya <nishidha.panpaliya@partner.ibm.com> Co-authored-by: Md. Shafi Hussain <Md.Shafi.Hussain@ibm.com> * [BugFix] Fix MultiConnector test after HMA changes (vllm-project#19291) Signed-off-by: Nick Hill <nhill@redhat.com> * [Bugfix][Core] Update cancellation logic in `generate()` to handle Generator exits (vllm-project#19225) Co-authored-by: Adolfo Victoria <adovi@meta.com> * [Core] Fix abrupt request abort (vllm-project#18485) Signed-off-by: nicklucche <nlucches@redhat.com> Signed-off-by: Nick Hill <nhill@redhat.com> Co-authored-by: Nick Hill <nhill@redhat.com> * [BugFix] Fix tpu_model_runner block_id concatenation (vllm-project#19228) Signed-off-by: Nick Hill <nhill@redhat.com> * [Misc][Tools][Benchmark] Fix and improve auto tune script (vllm-project#19163) Signed-off-by: Chenyaaang <chenyangli@google.com> * [Build][ROCm] Update Dockerfile.rocm (vllm-project#19296) Signed-off-by: Alexei V. Ivanov <alexei.ivanov@amd.com> * [Easy][Test] Simplify test_function_tool_use with multiple parametrizes (vllm-project#19269) Signed-off-by: Lu Fang <lufang@fb.com> * [Kernel] Integrate CUTLASS MoE kernel with PPLX (vllm-project#18762) Signed-off-by: ElizaWszola <ewszola@redhat.com> Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com> * [TPU][Test] Add script to run benchmark on TPU for buildkite (vllm-project#19039) Signed-off-by: Qiliang Cui <derrhein@gmail.com> * [CI][PowerPC] Use a more appropriate way to select testcase in tests/models/language/pooling/test_embedding.py (vllm-project#19253) Signed-off-by: Aaruni Aggarwal <aaruniagg@gmail.com> * Add FlexAttention to V1 (vllm-project#16078) Signed-off-by: drisspg <drisspguessous@gmail.com> * [Misc] refactor context extension (vllm-project#19246) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [CI/Build] Improve Llama GGUF test robustness (vllm-project#19287) Signed-off-by: Isotr0py <2037008807@qq.com> * [Nit][Benchmark]Fix example in benchmark_serving_structured_output.py (vllm-project#19311) Signed-off-by: Lifan Shen <lifans@meta.com> * [AMD] Update compatible packaging version (vllm-project#19309) Signed-off-by: pramkuma <Pramendra.Kumar@amd.com> * [BugFix][V1] Fix memory profiling bug (vllm-project#18974) Signed-off-by: luka <luka@neuralmagic.com> * [Bugfix]: Fix TypeError: 'float' object cannot be interpreted as an integer (vllm-project#19283) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Bugfix] Re-enable use_cudagraph in vLLM v1 (vllm-project#19299) Signed-off-by: Richard Zou <zou3519@gmail.com> * [Misc] Change tests/compile to use VLLM_V1 by default (vllm-project#19302) Signed-off-by: rzou <zou3519@gmail.com> * Add H20-3e fused MoE kernel tuning configs for Qwen3-235B-A22B (vllm-project#19315) Signed-off-by: Xu Wenqing <xuwq1993@qq.com> * [Hardware][POWER] Add IBM POWER11 Support to CPU Extension Detection (vllm-project#19082) Signed-off-by: Akash Kaothalkar <akash.kaothalkar@ibm.com> Co-authored-by: Akash Kaothalkar <akash.kaothalkar@ibm.com> * [Quantization] Add compressed-tensors NVFP4 support (vllm-project#18312) * [Multi Modal] Add an env var for message queue max chunk bytes (vllm-project#19242) Signed-off-by: yZhen <yZhen@fb.com> Co-authored-by: yZhen <yZhen@fb.com> * [Bugfix] model_max_length should consider max_model_len in tokenizer_config (vllm-project#19201) * [Deprecation] Remove `inputs` arg fallback in Engine classes (vllm-project#18799) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Misc] Add documentation update reminder to PR template (vllm-project#19289) Signed-off-by: Isotr0py <2037008807@qq.com> * [Frontend] Remove unreachable code from llm.py (vllm-project#19288) Signed-off-by: KsuParkhamchuk <k.parkhamchuk@gmail.com> * [Misc] Cleanup compilation tests (vllm-project#19343) Signed-off-by: rzou <zou3519@gmail.com> * [doc] improve ci doc (vllm-project#19307) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Doc] Fix description in the Automatic Prefix Caching design doc (vllm-project#19333) Signed-off-by: cr7258 <chengzw258@163.com> * [CI/Build] Fix LoRA test (vllm-project#19350) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Fix] Allow kernel compilation for CUDA capability 8.7 (vllm-project#19328) Signed-off-by: Conroy Cheers <conroy@corncheese.org> * [CI] Introduce rules for llama auto-label (vllm-project#19323) Signed-off-by: Lu Fang <lufang@fb.com> * [Docs] Fix a bullet list in usage/security.md (vllm-project#19358) Signed-off-by: windsonsea <haifeng.yao@daocloud.io> * [full_graph] Fix query_start_loc padding (vllm-project#19321) Signed-off-by: Yinghai Lu <yinghai@thinkingmachines.ai> * [v1] Add fp32 support to v1 engine through flex attn (vllm-project#19319) Signed-off-by: Isotr0py <2037008807@qq.com> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [Misc] Fixes and Optimizations for DeepEP + DeepGEMM combination. (vllm-project#19298) Signed-off-by: Varun <vsundarr@redhat.com> Co-authored-by: Varun <vsundarr@redhat.com> * [Bugfix][Core] Prevent token lengths exceeding `max_model_len` in V0 (vllm-project#19348) Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> * [Quantization] Bump compressed-tensors version (vllm-project#19295) Signed-off-by: Kyle Sayers <kylesayrs@gmail.com> * [Frontend] Make TIMEOUT_KEEP_ALIVE configurable through env var (vllm-project#18472) Signed-off-by: liusiqian <liusiqian@tal.com> * [TPU]Fix KV cache sharing tests (vllm-project#19371) * [HOT-FIX] Add `kv_sharing_target_layer_name` argument to cutlass_mla backend (vllm-project#19374) Signed-off-by: Pavani Majety <pmajety@nvidia.com> * [Misc] Fix a config typo in disable_hybrid_kv_cache_manager configuration (vllm-project#19383) Signed-off-by: Siyuan Liu <lsiyuan@google.com> * [V1] Reuse V0's memory_profiling util for gpu worker memory profiling (vllm-project#19312) Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com> * [Bugfix] Fix benchmark_moe.py (vllm-project#19016) Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn> * Use xla flag to improve the quantized model performance (vllm-project#19303) Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com> * Fix docs/mkdocs/hooks/remove_announcement.py (vllm-project#19382) * [Frontend] Add tqdm_leave_pbar to control progress bar visibility (vllm-project#19357) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Core] Use tuple for kv cache group block ids (vllm-project#19175) Signed-off-by: Nick Hill <nhill@redhat.com> * [Bugfix] Fix modelscope token passed in (vllm-project#19389) Signed-off-by: wangli <wangli858794774@gmail.com> Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Co-authored-by: Jee Jee Li <pandaleefree@gmail.com> * [Core] Batch multi modal input using pinned memory (vllm-project#19169) Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com> * Add security warning to bug report template (vllm-project#19365) Signed-off-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * [Misc] refactor neuron_multimodal and profiling (vllm-project#19397) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * Add clear documentation around the impact of debugging flag (vllm-project#19369) Signed-off-by: Anna Pendleton <pendleton@google.com> * Automatically bind CPU OMP Threads of a rank to CPU ids of a NUMA node. (vllm-project#17930) Signed-off-by: Tsai, Louie <louie.tsai@intel.com> Co-authored-by: Li, Jiang <bigpyj64@gmail.com> * Revert "[v1] Add fp32 support to v1 engine through flex attn" (vllm-project#19404) * [BugFix][FlashInfer] Fix attention backend interface mismatch with unexpected keyword `use_irope` (vllm-project#19134) Signed-off-by: Yunqiu Guo <guorachel@meta.com> * [BugFix][CPU] Fix CPU CI by ignore collecting test_pixtral (vllm-project#19411) Signed-off-by: jiang.li <jiang1.li@intel.com> * Simplify ep kernels installation (vllm-project#19412) Signed-off-by: youkaichao <youkaichao@gmail.com> * [Misc] Slight improvement of the BNB (vllm-project#19418) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Co-authored-by: Isotr0py <2037008807@qq.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> * [Docs] Note that alternative structured output backends are supported (vllm-project#19426) Signed-off-by: Russell Bryant <rbryant@redhat.com> * [ROCm][V1] Adding ROCm to the list of plaforms using V1 by default (vllm-project#19440) Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com> * [Model] use AutoWeightsLoader for commandr (vllm-project#19399) Signed-off-by: py-andy-c <pychen1017@gmail.com> * Add H20-3e fused MoE kernel tuning configs for Qwen3-235B-A22B-FP8 (vllm-project#19401) Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com> * [BugFix] Allow use_cudagraph to work with dynamic VLLM_USE_V1 (vllm-project#19390) Signed-off-by: rzou <zou3519@gmail.com> * [New Model]: Support Qwen3 Embedding & Reranker (vllm-project#19260) * [BugFix] Fix docker build cpu-dev image error (vllm-project#19394) Signed-off-by: niu_he <carlton2tang@gmail.com> * Fix test_max_model_len in tests/entrypoints/llm/test_generate.py (vllm-project#19451) Signed-off-by: Lu Fang <lufang@fb.com> * [CI] Disable failing GGUF model test (vllm-project#19454) Signed-off-by: mgoin <mgoin64@gmail.com> * [Misc] Remove unused `MultiModalHasher.hash_prompt_mm_data` (vllm-project#19422) Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com> * Add fused MOE config for Qwen3 30B A3B on B200 (vllm-project#19455) Signed-off-by: Junhao Li <junhao@ubicloud.com> * Fix Typo in Documentation and Function Name (vllm-project#19442) * [ROCm] Add rules to automatically label ROCm related PRs (vllm-project#19405) Signed-off-by: Lu Fang <lufang@fb.com> * [Kernel] Support deep_gemm for linear methods (vllm-project#19085) Signed-off-by: artetaout <lulala341@gmail.com> * [Doc] Update V1 User Guide for Hardware and Models (vllm-project#19474) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Doc] Fix quantization link titles (vllm-project#19478) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Doc] Support "important" and "announcement" admonitions (vllm-project#19479) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Misc] Reduce warning message introduced in env_override (vllm-project#19476) Signed-off-by: Lu Fang <lufang@fb.com> * Support non-string values in JSON keys from CLI (vllm-project#19471) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * Add cache to cuda get_device_capability (vllm-project#19436) Signed-off-by: mgoin <mgoin64@gmail.com> * Fix some typo (vllm-project#19475) Signed-off-by: ximing.wxm <ximing.wxm@antgroup.com> Co-authored-by: ximing.wxm <ximing.wxm@antgroup.com> * Support no privileged mode on CPU for docker and kubernetes deployments (vllm-project#19241) Signed-off-by: Tsai, Louie <louie.tsai@intel.com> * [Bugfix] Update the example code, make it work with the latest lmcache (vllm-project#19453) Signed-off-by: Runzhen Wang <wangrunzhen@gmail.com> * [CI] Update FlashInfer to 0.2.6.post1 (vllm-project#19297) Signed-off-by: mgoin <mgoin64@gmail.com> * [doc] fix "Other AI accelerators" getting started page (vllm-project#19457) Signed-off-by: David Xia <david@davidxia.com> * [Misc] Fix misleading ROCm warning (vllm-project#19486) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Docs] Remove WIP features in V1 guide (vllm-project#19498) Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> * [Kernels] Add activation chunking logic to FusedMoEModularKernel (vllm-project#19168) Signed-off-by: Bill Nell <bnell@redhat.com> * [AMD] [Quantization] Add override flag for attention dtype instead of using kv_cache_dtype trigger (vllm-project#17331) Signed-off-by: Randall Smith <Randall.Smith@amd.com> * [UX] Add Feedback During CUDAGraph Capture (vllm-project#19501) Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * [CI/Build] Fix torch nightly CI dependencies (vllm-project#19505) Signed-off-by: Richard Zou <zou3519@gmail.com> * [CI] change spell checker from codespell to typos (vllm-project#18711) Signed-off-by: Andy Xie <andy.xning@gmail.com> * [BugFix] Force registration of w8a8_block_fp8_matmul_deepgemm via lazy import (vllm-project#19514) Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com> Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com> * Add Triton Fused MoE kernel config for E=16 on B200 (vllm-project#19518) Signed-off-by: Brayden Zhong <b8zhong@uwaterloo.ca> * [Frontend] Improve error message in tool_choice validation (vllm-project#19239) Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> * [BugFix] Work-around incremental detokenization edge case error (vllm-project#19449) Signed-off-by: Nick Hill <nhill@redhat.com> * [BugFix] Handle missing sep_token for Qwen3-Reranker in Score API (vllm-project#19522) Signed-off-by: strutive07 <strutive07@gmail.com> * [AMD][Kernel][BugFix] fix test_rocm_compressed_tensors_w8a8 for rocm (vllm-project#19509) Signed-off-by: Randall Smith <Randall.Smith@amd.com> * Fix typo (vllm-project#19525) Signed-off-by: 2niuhe <carlton2tang@gmail.com> * [Security] Prevent new imports of (cloud)pickle (vllm-project#18018) Signed-off-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Aaron Pham <Aaronpham0103@gmail.com> * [Bugfix][V1] Allow manual FlashAttention for Blackwell (vllm-project#19492) Signed-off-by: mgoin <mgoin64@gmail.com> * [Bugfix] Respect num-gpu-blocks-override in v1 (vllm-project#19503) Signed-off-by: Jon Swenson <jmswen@gmail.com> * [Quantization] Improve AWQ logic (vllm-project#19431) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Doc] Add V1 column to supported models list (vllm-project#19523) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [V1][NixlConnector] Drop `num_blocks` check (vllm-project#19532) Signed-off-by: NickLucche <nlucches@redhat.com> * [Perf] Vectorize static / dynamic INT8 quant kernels (vllm-project#19233) Signed-off-by: yewentao256 <zhyanwentao@126.com> * Fix TorchAOConfig skip layers (vllm-project#19265) Signed-off-by: mobicham <hicham@mobiuslabs.com> * [torch.compile][ROCm] Fuse quantization onto attention using a torch.compile pass (vllm-project#16756) Signed-off-by: Luka Govedič <lgovedic@redhat.com> Co-authored-by: Sage Moore <sage@neuralmagic.com> * [doc] Make top navigation sticky (vllm-project#19540) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Spec Decode][Benchmark] Generalize spec decode offline benchmark to more methods and datasets (vllm-project#18847) * [Misc] Turn MOE_DP_CHUNK_SIZE into an env var (vllm-project#19506) * [Bugfix] Enforce contiguous input for dynamic_per_token FP8/INT8 quant (vllm-project#19452) Signed-off-by: mgoin <mgoin64@gmail.com> * [Doc] Unify structured outputs examples (vllm-project#18196) Signed-off-by: Aaron Pham <contact@aarnphm.xyz> * [V1] Resolve failed concurrent structured output requests (vllm-project#19565) Signed-off-by: Russell Bryant <rbryant@redhat.com> * Revert "[Build/CI] Add tracing deps to vllm container image (vllm-project#15224)" (vllm-project#19378) * [BugFix] : Fix Batched DeepGemm Experts (vllm-project#19515) Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com> Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com> * [Bugfix] Fix EAGLE vocab embedding for multimodal target model (vllm-project#19570) Signed-off-by: qizixi <qizixi@meta.com> * [Doc] uses absolute links for structured outputs (vllm-project#19582) Signed-off-by: Aaron Pham <contact@aarnphm.xyz> * [doc] fix incorrect link (vllm-project#19586) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Misc] Correct broken docs link (vllm-project#19553) Signed-off-by: Zerohertz <ohg3417@gmail.com> * [CPU] Refine default config for the CPU backend (vllm-project#19539) Signed-off-by: jiang1.li <jiang1.li@intel.com> * [Fix] bump mistral common to support magistral (vllm-project#19533) Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com> * [Fix] The zip function in Python 3.9 does not have the strict argument (vllm-project#19549) Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com> * use base version for version comparison (vllm-project#19587) Signed-off-by: Boyuan Feng <boyuan@meta.com> * [torch.compile] reorganize the cache directory to support compiling multiple models (vllm-project#19064) Signed-off-by: youkaichao <youkaichao@gmail.com> * [BugFix] Honor `enable_caching` in connector-delayed kvcache load case (vllm-project#19435) Signed-off-by: Nick Hill <nhill@redhat.com> * [Model] Fix minimax model cache & lm_head precision (vllm-project#19592) Signed-off-by: qingjun <qingjun@minimaxi.com> * [Refactor] Remove unused variables in `moe_permute_unpermute_kernel.inl` (vllm-project#19573) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [doc][mkdocs] fix the duplicate Supported features sections in GPU docs (vllm-project#19606) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [CUDA] Enable full cudagraph for FlashMLA (vllm-project#18581) Signed-off-by: luka <luka@neuralmagic.com> * [Doc] Add troubleshooting section to k8s deployment (vllm-project#19377) Signed-off-by: Anna Pendleton <pendleton@google.com> * [torch.compile] Use custom ops when use_inductor=False (vllm-project#19618) * Adding "AMD: Multi-step Tests" to amdproduction. (vllm-project#19508) Signed-off-by: Yida Wu <yidawu@alumni.cmu.edu> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> * [BugFix] Fix DP Coordinator incorrect debug log message (vllm-project#19624) Signed-off-by: Nick Hill <nhill@redhat.com> * [V1][Metrics] Deprecate metrics with gpu_ prefix for non GPU specific metrics. (vllm-project#18354) Signed-off-by: Saheli Bhattacharjee <saheli@krai.ai> * [Bugfix] Fix the speculative decoding test by setting the target dtype (vllm-project#19633) * [Misc] Modularize CLI Argument Parsing in Benchmark Scripts (vllm-project#19593) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Bugfix] Fix auto dtype casting for BatchFeature (vllm-project#19316) Signed-off-by: Isotr0py <2037008807@qq.com> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [Hardware][NVIDIA][kernel] Fp4 MOE quant kernel optimization (vllm-project#19500) * Only build CUTLASS MoE kernels on Hopper (vllm-project#19648) * [Bugfix] Don't attempt to use triton if no driver is active (vllm-project#19561) * [Fix] Convert kv_transfer_config from dict to KVTransferConfig (vllm-project#19262) * [Perf] Further tunings for SM100 FP8 CUTLASS kernel (vllm-project#19566) * [Bugfix][2/n] Fix speculative decoding CI - Fix test_ngram_e2e_greedy_correctness (vllm-project#19644) * [Kernel] Raise verbose error and consolidate `num_heads/num_kv_heads` divisibility check (vllm-project#19339) Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> * [Benchmark] Refactor benchmark script for fp8 & int8 (vllm-project#19627) Signed-off-by: yewentao256 <zhyanwentao@126.com> * Enable prefix caching with full cuda graphs (vllm-project#19617) Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> * [CI/Build] Fix torch nightly CI dependencies part 2 (vllm-project#19589) * [Misc] Remove duplicate multiproc method setting for CPU platform (vllm-project#19649) Signed-off-by: Isotr0py <2037008807@qq.com> * [MISC] Remove unused variableds in C++ (vllm-project#19609) Signed-off-by: Lu Fang <lufang@fb.com> * [Bugfix][Core] Prefix caching causes incorrect outputs due to outdated ComputedBlocksTracker (vllm-project#18957) Signed-off-by: 刘全 <quan.liu2@dbappsecurity.com.cn> Co-authored-by: 刘全 <quan.liu2@dbappsecurity.com.cn> * [Misc][Frontend] passthrough `bad_words` (vllm-project#19564) Signed-off-by: Francesco Bertolotti <francesco.bertolotti@igenius.ai> Co-authored-by: Francesco Bertolotti <francesco.bertolotti@igenius.ai> Co-authored-by: Aaron Pham <Aaronpham0103@gmail.com> * [Misc] Fix skipped max-model-len validation when deriving max model length from tokenizer config (vllm-project#19660) Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com> * [TPU] support attention head dim smaller than 128 (vllm-project#19620) Signed-off-by: Chengji Yao <chengjiyao@google.com> Co-authored-by: mgoin <mgoin64@gmail.com> * [MISC] typo fix (vllm-project#19672) Signed-off-by: Andy Xie <andy.xning@gmail.com> * [CI] Add mteb testing for rerank models (vllm-project#19344) * [Docs] Move multiproc doc to v1 dir (vllm-project#19651) Signed-off-by: Russell Bryant <rbryant@redhat.com> * [Kernel] GGUF MMVQ kernel for multiple input vectors (vllm-project#18754) Signed-off-by: SzymonOzog <szymon.ozog@gmail.com> * [BugFix] Don't catch BaseException when dumping execute_model errors (vllm-project#19626) Signed-off-by: Nick Hill <nhill@redhat.com> * [DOC] Add reasoning capability to vLLM streamlit code (vllm-project#19557) * [Feature]:Allow for Granite MoE Hybrid models with _only_ shared experts. (vllm-project#19652) Signed-off-by: Shawn Tan <shawntan@ibm.com> * [Bugfix] Fix TP inference for Flex attention backend (vllm-project#19657) Signed-off-by: Isotr0py <2037008807@qq.com> * [MISC] bump huggingface_hub pkg to 0.33.0 (vllm-project#19547) Signed-off-by: Andy Xie <andy.xning@gmail.com> * [Bugfix] fix missing 'finish_reason': null in streaming chat (vllm-project#19662) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Kernels] Use empty for modular MoE workspaces (vllm-project#19667) Signed-off-by: Bill Nell <bnell@redhat.com> * [Model] Add support for MiniMaxM1ForCausalLM (shares architecture with MiniMaxText01ForCausalLM) (vllm-project#19677) Signed-off-by: QscQ <qscqesze@gmail.com> * [V1] Change return type on get_multimodal_embeddings() (vllm-project#19446) Signed-off-by: Russell Bryant <rbryant@redhat.com> --------- Signed-off-by: youkaichao <youkaichao@gmail.com> Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Signed-off-by: raushan <raushan@huggingface.co> Signed-off-by: Lu Fang <lufang@fb.com> Signed-off-by: nicklucche <nlucches@redhat.com> Signed-off-by: googs1025 <googs1025@gmail.com> Signed-off-by: simon-mo <simon.mo@hey.com> Signed-off-by: reidliu41 <reid201711@gmail.com> Signed-off-by: Varun <vsundarr@redhat.com> Signed-off-by: Yong Hoon Shin <yhshin@meta.com> Signed-off-by: mgoin <mgoin64@gmail.com> Signed-off-by: Chen Zhang <zhangch99@outlook.com> Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> Signed-off-by: Russell Bryant <rbryant@redhat.com> Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com> Signed-off-by: calvin chen <120380290@qq.com> Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com> Signed-off-by: Siyuan Liu <lsiyuan@google.com> Signed-off-by: Seiji Eicher <seiji@anyscale.com> Signed-off-by: Isotr0py <2037008807@qq.com> Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com> Signed-off-by: Jon Swenson <jmswen@gmail.com> Signed-off-by: Tyler Michael Smith <tysmith@redhat.com> Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> Signed-off-by: Nick Hill <nhill@redhat.com> Signed-off-by: Yang Wang <elainewy@meta.com> Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com> Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> Signed-off-by: Guillaume Calmettes <gcalmettes@scaleway.com> Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com> Signed-off-by: Chiyue Wei <chiyuew@nvidia.com> Signed-off-by: Povilas Kanapickas <povilas@radix.lt> Signed-off-by: Luis Vega <2478335+vegaluisjose@users.noreply.github.com> Signed-off-by: Jerry Zhang <jerryzh168@gmail.com> Signed-off-by: Benjamin Chislett <benjamin.chislett@centml.ai> Signed-off-by: Chengji Yao <chengjiyao@google.com> Signed-off-by: Xu Song <xusong.vip@gmail.com> Signed-off-by: Aaron Pham <contact@aarnphm.xyz> Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com> Signed-off-by: rzou <zou3519@gmail.com> Signed-off-by: Siqi Yan <siqi@meta.com> Signed-off-by: Nishidha Panpaliya <nishidha.panpaliya@partner.ibm.com> Signed-off-by: Md. Shafi Hussain <Md.Shafi.Hussain@ibm.com> Signed-off-by: npanpaliya <nishidha.panpaliya@partner.ibm.com> Signed-off-by: Chenyaaang <chenyangli@google.com> Signed-off-by: Alexei V. Ivanov <alexei.ivanov@amd.com> Signed-off-by: ElizaWszola <ewszola@redhat.com> Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> Signed-off-by: Qiliang Cui <derrhein@gmail.com> Signed-off-by: Aaruni Aggarwal <aaruniagg@gmail.com> Signed-off-by: drisspg <drisspguessous@gmail.com> Signed-off-by: Lifan Shen <lifans@meta.com> Signed-off-by: pramkuma <Pramendra.Kumar@amd.com> Signed-off-by: luka <luka@neuralmagic.com> Signed-off-by: Richard Zou <zou3519@gmail.com> Signed-off-by: Xu Wenqing <xuwq1993@qq.com> Signed-off-by: Akash Kaothalkar <akash.kaothalkar@ibm.com> Signed-off-by: yZhen <yZhen@fb.com> Signed-off-by: KsuParkhamchuk <k.parkhamchuk@gmail.com> Signed-off-by: cr7258 <chengzw258@163.com> Signed-off-by: Conroy Cheers <conroy@corncheese.org> Signed-off-by: windsonsea <haifeng.yao@daocloud.io> Signed-off-by: Yinghai Lu <yinghai@thinkingmachines.ai> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> Signed-off-by: Kyle Sayers <kylesayrs@gmail.com> Signed-off-by: liusiqian <liusiqian@tal.com> Signed-off-by: Pavani Majety <pmajety@nvidia.com> Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com> Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn> Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com> Signed-off-by: wangli <wangli858794774@gmail.com> Signed-off-by: Anna Pendleton <pendleton@google.com> Signed-off-by: Tsai, Louie <louie.tsai@intel.com> Signed-off-by: Yunqiu Guo <guorachel@meta.com> Signed-off-by: jiang.li <jiang1.li@intel.com> Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com> Signed-off-by: py-andy-c <pychen1017@gmail.com> Signed-off-by: niu_he <carlton2tang@gmail.com> Signed-off-by: Junhao Li <junhao@ubicloud.com> Signed-off-by: artetaout <lulala341@gmail.com> Signed-off-by: ximing.wxm <ximing.wxm@antgroup.com> Signed-off-by: Runzhen Wang <wangrunzhen@gmail.com> Signed-off-by: David Xia <david@davidxia.com> Signed-off-by: Bill Nell <bnell@redhat.com> Signed-off-by: Randall Smith <Randall.Smith@amd.com> Signed-off-by: Andy Xie <andy.xning@gmail.com> Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com> Signed-off-by: Brayden Zhong <b8zhong@uwaterloo.ca> Signed-off-by: strutive07 <strutive07@gmail.com> Signed-off-by: 2niuhe <carlton2tang@gmail.com> Signed-off-by: NickLucche <nlucches@redhat.com> Signed-off-by: yewentao256 <zhyanwentao@126.com> Signed-off-by: mobicham <hicham@mobiuslabs.com> Signed-off-by: Luka Govedič <lgovedic@redhat.com> Signed-off-by: qizixi <qizixi@meta.com> Signed-off-by: Zerohertz <ohg3417@gmail.com> Signed-off-by: jiang1.li <jiang1.li@intel.com> Signed-off-by: Boyuan Feng <boyuan@meta.com> Signed-off-by: qingjun <qingjun@minimaxi.com> Signed-off-by: Yida Wu <yidawu@alumni.cmu.edu> Signed-off-by: Saheli Bhattacharjee <saheli@krai.ai> Signed-off-by: 刘全 <quan.liu2@dbappsecurity.com.cn> Signed-off-by: Francesco Bertolotti <francesco.bertolotti@igenius.ai> Signed-off-by: SzymonOzog <szymon.ozog@gmail.com> Signed-off-by: Shawn Tan <shawntan@ibm.com> Signed-off-by: QscQ <qscqesze@gmail.com> Co-authored-by: youkaichao <youkaichao@gmail.com> Co-authored-by: Jee Jee Li <pandaleefree@gmail.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Raushan Turganbay <raushan.turganbay@alumni.nu.edu.kz> Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com> Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com> Co-authored-by: CYJiang <86391540+googs1025@users.noreply.github.com> Co-authored-by: Simon Mo <simon.mo@hey.com> Co-authored-by: SorenDreano <71752785+SorenDreano@users.noreply.github.com> Co-authored-by: Soren Dreano <soren@numind.ai> Co-authored-by: Reid <61492567+reidliu41@users.noreply.github.com> Co-authored-by: reidliu41 <reid201711@gmail.com> Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com> Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com> Co-authored-by: Yong Hoon Shin <48474650+sarckk@users.noreply.github.com> Co-authored-by: Michael Goin <mgoin64@gmail.com> Co-authored-by: Yikun Jiang <yikun@apache.org> Co-authored-by: Chen Zhang <zhangch99@outlook.com> Co-authored-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com> Co-authored-by: Chauncey <chaunceyjiang@gmail.com> Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com> Co-authored-by: Yan Ru Pei <yanrpei@gmail.com> Co-authored-by: Jiaxin Shan <seedjeffwan@gmail.com> Co-authored-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Mark McLoughlin <markmc@redhat.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> Co-authored-by: Li, Jiang <jiang1.li@intel.com> Co-authored-by: Lukas Geiger <lukas.geiger94@gmail.com> Co-authored-by: Vadim Gimpelson <156319763+vadiklyutiy@users.noreply.github.com> Co-authored-by: Calvin Chen <45745657+calvin0327@users.noreply.github.com> Co-authored-by: Kaixi Hou <kaixih@nvidia.com> Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com> Co-authored-by: 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<patrick.v.platen@gmail.com> Co-authored-by: Chiyue Wei <92623189+dubcyfor3@users.noreply.github.com> Co-authored-by: Chiyue Wei <chiyuew@nvidia.com> Co-authored-by: Povilas Kanapickas <povilas@radix.lt> Co-authored-by: Dipika Sikka <dipikasikka1@gmail.com> Co-authored-by: Luis Vega <vegaluisjose@users.noreply.github.com> Co-authored-by: Luis Vega <2478335+vegaluisjose@users.noreply.github.com> Co-authored-by: Jerry Zhang <jerryzh168@gmail.com> Co-authored-by: Benjamin Chislett <benjamin.chislett@centml.ai> Co-authored-by: Chengji Yao <chengjiyao@google.com> Co-authored-by: Xu Song <xusong.vip@gmail.com> Co-authored-by: Aaron Pham <contact@aarnphm.xyz> Co-authored-by: Jinghui Zhang <jinghuizhang0804@gmail.com> Co-authored-by: jinghui <jinghui@fb.com> Co-authored-by: Richard Zou <zou3519@users.noreply.github.com> Co-authored-by: Siqi Yan <ysq0807@hotmail.com> Co-authored-by: Siqi Yan <siqi@meta.com> Co-authored-by: Yu Guo <82124926+yuguo68@users.noreply.github.com> Co-authored-by: Nishidha <nishidha.panpaliya@partner.ibm.com> Co-authored-by: Md. Shafi Hussain <Md.Shafi.Hussain@ibm.com> Co-authored-by: Adolfo Victoria <adolfokarim@gmail.com> Co-authored-by: Adolfo Victoria <adovi@meta.com> Co-authored-by: Chenyaaang <42742451+Chenyaaang@users.noreply.github.com> Co-authored-by: Alexei-V-Ivanov-AMD <156011006+Alexei-V-Ivanov-AMD@users.noreply.github.com> Co-authored-by: ElizaWszola <ewszola@redhat.com> Co-authored-by: QiliangCui <derrhein@gmail.com> Co-authored-by: Aaruni Aggarwal <47731267+AaruniAggarwal@users.noreply.github.com> Co-authored-by: Driss Guessous <32754868+drisspg@users.noreply.github.com> Co-authored-by: Lifans <draftbks@gmail.com> Co-authored-by: pramenku <7664080+pramenku@users.noreply.github.com> Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com> Co-authored-by: Akash kaothalkar <61960177+Akashcodes732@users.noreply.github.com> Co-authored-by: Akash Kaothalkar <akash.kaothalkar@ibm.com> Co-authored-by: jennyyyyzhen <47012288+jennyyyyzhen@users.noreply.github.com> Co-authored-by: yZhen <yZhen@fb.com> Co-authored-by: Kseniya Parkhamchuk <43078183+KsuParkhamchuk@users.noreply.github.com> Co-authored-by: Se7en <chengzw258@163.com> Co-authored-by: Conroy Cheers <conroy@corncheese.org> Co-authored-by: Michael Yao <haifeng.yao@daocloud.io> Co-authored-by: Yinghai Lu <yinghai@thinkingmachines.ai> Co-authored-by: Kyle Sayers <kylesayrs@gmail.com> Co-authored-by: liusiqian-tal <141730978+liusiqian-tal@users.noreply.github.com> Co-authored-by: Pavani Majety <pmajety@nvidia.com> Co-authored-by: Ye (Charlotte) Qi <yeq@meta.com> Co-authored-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn> Co-authored-by: XiongfeiWei <isaacwxf23@gmail.com> Co-authored-by: Li Wang <wangli858794774@gmail.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Co-authored-by: Anna Pendleton <pendleton@google.com> Co-authored-by: Louie Tsai <louie.tsai@intel.com> Co-authored-by: Li, Jiang <bigpyj64@gmail.com> Co-authored-by: Rachel Guo <35738743+YUNQIUGUO@users.noreply.github.com> Co-authored-by: Isotr0py <2037008807@qq.com> Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com> Co-authored-by: py-andy-c <37168711+py-andy-c@users.noreply.github.com> Co-authored-by: niu_he <carlton2tang@gmail.com> Co-authored-by: Junhao Li <junhao@ubicloud.com> Co-authored-by: leopardracer <136604165+leopardracer@users.noreply.github.com> Co-authored-by: artetaout <128046886+artetaout@users.noreply.github.com> Co-authored-by: Ximingwang-09 <72070413+Ximingwang-09@users.noreply.github.com> Co-authored-by: ximing.wxm <ximing.wxm@antgroup.com> Co-authored-by: runzhen <wangrunzhen@gmail.com> Co-authored-by: David Xia <david@davidxia.com> Co-authored-by: bnellnm <49004751+bnellnm@users.noreply.github.com> Co-authored-by: rasmith <Randall.Smith@amd.com> Co-authored-by: Ning Xie <andy.xning@gmail.com> Co-authored-by: Brayden Zhong <b8zhong@uwaterloo.ca> Co-authored-by: wonjun Jang <strutive07@gmail.com> Co-authored-by: Aaron Pham <Aaronpham0103@gmail.com> Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com> Co-authored-by: mobicham <37179323+mobicham@users.noreply.github.com> Co-authored-by: Sage Moore <sage@neuralmagic.com> Co-authored-by: kourosh hakhamaneshi <31483498+kouroshHakha@users.noreply.github.com> Co-authored-by: qizixi <22851944+zixi-qi@users.noreply.github.com> Co-authored-by: Hyogeun Oh (오효근) <ohg3417@gmail.com> Co-authored-by: Boyuan Feng <fby.1994@gmail.com> Co-authored-by: qscqesze <qingjun@minimaxi.com> Co-authored-by: Concurrensee <yida.wu@amd.com> Co-authored-by: Saheli Bhattacharjee <47847054+sahelib25@users.noreply.github.com> Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com> Co-authored-by: Konrad Zawora <kzawora@habana.ai> Co-authored-by: maobaolong <baoloongmao@tencent.com> Co-authored-by: Ilya Markov <markovilya197@gmail.com> Co-authored-by: quanliu <33453350+quanliu1991@users.noreply.github.com> Co-authored-by: 刘全 <quan.liu2@dbappsecurity.com.cn> Co-authored-by: Francesco Bertolotti <f14.bertolotti@gmail.com> Co-authored-by: Francesco Bertolotti <francesco.bertolotti@igenius.ai> Co-authored-by: Szymon Ożóg <58388001+SzymonOzog@users.noreply.github.com> Co-authored-by: Navanit Dubey <98005188+Navanit-git@users.noreply.github.com> Co-authored-by: Shawn Tan <shawntan@ibm.com> Co-authored-by: qscqesze <qscqesze@gmail.com>

* [Bugfix] disable processor cache (vllm-project#19068) Signed-off-by: raushan <raushan@huggingface.co> * [Doc] Improve the Pull Request template with key components (vllm-project#19086) Signed-off-by: Lu Fang <lufang@fb.com> * [Misc] Add missing `_Backend` enums (vllm-project#19081) Signed-off-by: nicklucche <nlucches@redhat.com> * [Misc] fix: add miss best_of param validation (vllm-project#18555) Signed-off-by: googs1025 <googs1025@gmail.com> * [Misc] Add SPDX-FileCopyrightText (vllm-project#19100) Signed-off-by: simon-mo <simon.mo@hey.com> * [Doc] Readme standardization (vllm-project#18695) Co-authored-by: Soren Dreano <soren@numind.ai> * [doc] update docker version (vllm-project#19074) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Kernel] DeepEP dispatch-combine kernel integration (vllm-project#18434) Signed-off-by: Varun <vsundarr@redhat.com> Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com> * [V1] Support cross-layer KV sharing (vllm-project#18212) Signed-off-by: Yong Hoon Shin <yhshin@meta.com> * [Perf] Tune `scaled_fp8_quant` by increasing vectorization (vllm-project#18844) Signed-off-by: mgoin <mgoin64@gmail.com> * Fix interaction between `Optional` and `Annotated` in CLI typing (vllm-project#19093) Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Yikun Jiang <yikun@apache.org> * [v1] Re-init input batch for multiple kv cache groups (vllm-project#18654) Signed-off-by: Chen Zhang <zhangch99@outlook.com> * [V1][Spec Decode][Ngram] 1.35x gain -> 1.95x gain on InstructCoder with prompt fix (vllm-project#18971) * [Bugfix] get_num_blocks_to_allocate with null_block (vllm-project#19031) Signed-off-by: Chen Zhang <zhangch99@outlook.com> * [Bugfix]: Fix the incompatibility issue with tool_choice 'required' when Thinking is enabled (vllm-project#19075) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Bugfix][P/D] Fix Prefix Cache Bug (vllm-project#18411) Signed-off-by: nicklucche <nlucches@redhat.com> Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com> * [Bugfix] Max concurrency estimation and check_enough_kv_cache_memory for models with sliding window layers (vllm-project#19029) Signed-off-by: Chen Zhang <zhangch99@outlook.com> * feat: add data parallel rank to KVEventBatch (vllm-project#18925) * [Misc] Fix path and python alias errors in disagg_prefill exmaples (vllm-project#18919) * [Docs] Add developer doc about CI failures (vllm-project#18782) Signed-off-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Mark McLoughlin <markmc@redhat.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> * [CPU] V1 support for the CPU backend (vllm-project#16441) * [Core] Cast multimodal input in hf processor (vllm-project#18862) Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com> * [KERNEL] Sampler. CUDA kernel for applying repetition penalty (vllm-project#18437) * [Cleanup][v1]:remote guided-decoding-backend for example (vllm-project#19059) Signed-off-by: calvin chen <120380290@qq.com> * [NVIDIA] Add Cutlass MLA backend (vllm-project#17625) * [Bugfix] Fix FA3 full cuda graph correctness (vllm-project#19106) Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> * Fix vllm-project#19130 (vllm-project#19132) Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com> * [TPU] Skip hanging tests (vllm-project#19115) Signed-off-by: Siyuan Liu <lsiyuan@google.com> * Fix ValueError: Missing value for tag key(s): model_name,engine. (vllm-project#19113) Signed-off-by: Seiji Eicher <seiji@anyscale.com> * [Misc] Add packages for benchmark as extra dependency (vllm-project#19089) Signed-off-by: Isotr0py <2037008807@qq.com> * Improve the output precision of embedding models (vllm-project#19092) * [CI/Build][Bugfix] Ensure compatibility with transformers 4.52 (vllm-project#18678) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * Add DeepSeek-R1-0528 function call chat template (vllm-project#18874) Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com> * Sm100 blockwise fp8 swap ab (vllm-project#18564) * [Doc] Update V1 Guide for embedding models (vllm-project#19141) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * Allow AsyncLLMEngine.generate to target a specific DP rank (vllm-project#19102) Signed-off-by: Jon Swenson <jmswen@gmail.com> * [Bugfix][EP+DP] Fix internode check (vllm-project#19112) Signed-off-by: Tyler Michael Smith <tysmith@redhat.com> * [Perf] Tunings for SM100 FP8 CUTLASS kernel (vllm-project#18778) Signed-off-by: mgoin <mgoin64@gmail.com> * [TPU] Update dynamo dump file name in compilation test (vllm-project#19108) Signed-off-by: Siyuan Liu <lsiyuan@google.com> * [Bugfix] fix v1 cpu worker fails on macOS (vllm-project#19121) * [Kernel] Integrate batched/masked deepgemm kernel (vllm-project#19111) Signed-off-by: Varun <vsundarr@redhat.com> Co-authored-by: Varun <vsundarr@redhat.com> * [Misc] refactor: simplify EngineCoreClient.make_async_mp_client in AsyncLLM (vllm-project#18817) Signed-off-by: googs1025 <googs1025@gmail.com> * [P/D] Heterogeneous TP (vllm-project#18833) Signed-off-by: nicklucche <nlucches@redhat.com> * [doc] small fix (vllm-project#19167) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Bugfix][Nixl] Fix full prefix cache hit bug (vllm-project#18632) Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> Signed-off-by: Nick Hill <nhill@redhat.com> Co-authored-by: Nick Hill <nhill@redhat.com> * [Bugfix] Fix port handling in make_zmq_path (vllm-project#19117) * [Torch Nightly]add missing dependency (vllm-project#18770) Signed-off-by: Yang Wang <elainewy@meta.com> * Handle non-serializable objects when dumping benchmark results (vllm-project#19114) * [BugFix][Minor] Fix full cuda graph bug when max_num_seqs < 512 (vllm-project#19171) Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> * [Bugfix]: Fix the incompatibility issue with stream when Thinking is disabled (vllm-project#19135) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Build] Annotate wheel and container path for release workflow (vllm-project#19162) Signed-off-by: simon-mo <simon.mo@hey.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> * [Misc] Remove unnecessary fallback to prefill-decode attention (vllm-project#19138) Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com> * [Misc] Do not override NCCL_CUMEM_ENABLE if set explicitly (vllm-project#19105) Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> * [Frontend] improve vllm run-batch --help display (vllm-project#19187) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Bugfix] properly catch PIL-related errors for vision models when incorrect data urls are provided (vllm-project#19202) Signed-off-by: Guillaume Calmettes <gcalmettes@scaleway.com> * [mistral_common] Add v11 tokenizer (vllm-project#19193) Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com> * Add H20-3e fused MoE kernel tuning configs for DeepSeek-R1/V3 (vllm-project#19205) * [Hardware][NVIDIA] FP4 MoE kernel optimization (vllm-project#19110) Signed-off-by: Chiyue Wei <chiyuew@nvidia.com> Co-authored-by: Chiyue Wei <chiyuew@nvidia.com> * [MISC][Bugfix] Use less CPU when message queue has been empty for some time (vllm-project#16226) Signed-off-by: Povilas Kanapickas <povilas@radix.lt> * [P/D][NixlConnector] Enable FlashInfer backend (vllm-project#19090) * [Quantization] Skip Fp4 Test for `compressed-tensors` (vllm-project#19217) * [V1] Use FlashInfer by default on Blackwell GPUs (vllm-project#19118) * [Model] NemotronH support (vllm-project#18863) Signed-off-by: Luis Vega <2478335+vegaluisjose@users.noreply.github.com> Co-authored-by: Luis Vega <2478335+vegaluisjose@users.noreply.github.com> * Fix AOPerModuleConfig name changes (vllm-project#18869) Signed-off-by: Jerry Zhang <jerryzh168@gmail.com> * [Bugfix] Fix EAGLE vocab embedding construction for Llama 70B (vllm-project#19033) Signed-off-by: Benjamin Chislett <benjamin.chislett@centml.ai> * [v1] Hybrid Memory Allocator (vllm-project#17996) Signed-off-by: Chen Zhang <zhangch99@outlook.com> * [TPU] update torch_xla pin (vllm-project#19231) Signed-off-by: Chengji Yao <chengjiyao@google.com> * Support allowed_token_ids in ChatCompletionRequest (vllm-project#19143) Signed-off-by: Xu Song <xusong.vip@gmail.com> * [Chore] update CODEOWNERS (vllm-project#19247) Signed-off-by: Aaron Pham <contact@aarnphm.xyz> * [v1][P/D] Fix a edge case in kv cache schedule (vllm-project#19182) Co-authored-by: jinghui <jinghui@fb.com> * [TPU] fix kv cache dtype in model runner (vllm-project#19244) Signed-off-by: Chengji Yao <chengjiyao@google.com> * [Quantization] Bump compressed-tensors version; update NVFP4A16 test model (vllm-project#19224) Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com> * [Docs] Improve V1 KVConnector interface documentation (vllm-project#19172) Signed-off-by: Nick Hill <nhill@redhat.com> * Fix CompilationConfig repr (vllm-project#19091) Signed-off-by: rzou <zou3519@gmail.com> * Unit Test for run_dp_sharded_vision_model (vllm-project#19103) Signed-off-by: Siqi Yan <siqi@meta.com> Co-authored-by: Siqi Yan <siqi@meta.com> * [Model] Optimize nemotron_h implementation (vllm-project#19249) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Core] Raise when non-multi-instance DP clients target a DP rank (vllm-project#19227) Signed-off-by: Jon Swenson <jmswen@gmail.com> * improve logits bias (vllm-project#19041) * Fixed ppc build when it runs on non-RHEL based linux distros (vllm-project#18422) Signed-off-by: Nishidha Panpaliya <nishidha.panpaliya@partner.ibm.com> Signed-off-by: Md. Shafi Hussain <Md.Shafi.Hussain@ibm.com> Signed-off-by: npanpaliya <nishidha.panpaliya@partner.ibm.com> Co-authored-by: Md. Shafi Hussain <Md.Shafi.Hussain@ibm.com> * [BugFix] Fix MultiConnector test after HMA changes (vllm-project#19291) Signed-off-by: Nick Hill <nhill@redhat.com> * [Bugfix][Core] Update cancellation logic in `generate()` to handle Generator exits (vllm-project#19225) Co-authored-by: Adolfo Victoria <adovi@meta.com> * [Core] Fix abrupt request abort (vllm-project#18485) Signed-off-by: nicklucche <nlucches@redhat.com> Signed-off-by: Nick Hill <nhill@redhat.com> Co-authored-by: Nick Hill <nhill@redhat.com> * [BugFix] Fix tpu_model_runner block_id concatenation (vllm-project#19228) Signed-off-by: Nick Hill <nhill@redhat.com> * [Misc][Tools][Benchmark] Fix and improve auto tune script (vllm-project#19163) Signed-off-by: Chenyaaang <chenyangli@google.com> * [Build][ROCm] Update Dockerfile.rocm (vllm-project#19296) Signed-off-by: Alexei V. Ivanov <alexei.ivanov@amd.com> * [Easy][Test] Simplify test_function_tool_use with multiple parametrizes (vllm-project#19269) Signed-off-by: Lu Fang <lufang@fb.com> * [Kernel] Integrate CUTLASS MoE kernel with PPLX (vllm-project#18762) Signed-off-by: ElizaWszola <ewszola@redhat.com> Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com> * [TPU][Test] Add script to run benchmark on TPU for buildkite (vllm-project#19039) Signed-off-by: Qiliang Cui <derrhein@gmail.com> * [CI][PowerPC] Use a more appropriate way to select testcase in tests/models/language/pooling/test_embedding.py (vllm-project#19253) Signed-off-by: Aaruni Aggarwal <aaruniagg@gmail.com> * Add FlexAttention to V1 (vllm-project#16078) Signed-off-by: drisspg <drisspguessous@gmail.com> * [Misc] refactor context extension (vllm-project#19246) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [CI/Build] Improve Llama GGUF test robustness (vllm-project#19287) Signed-off-by: Isotr0py <2037008807@qq.com> * [Nit][Benchmark]Fix example in benchmark_serving_structured_output.py (vllm-project#19311) Signed-off-by: Lifan Shen <lifans@meta.com> * [AMD] Update compatible packaging version (vllm-project#19309) Signed-off-by: pramkuma <Pramendra.Kumar@amd.com> * [BugFix][V1] Fix memory profiling bug (vllm-project#18974) Signed-off-by: luka <luka@neuralmagic.com> * [Bugfix]: Fix TypeError: 'float' object cannot be interpreted as an integer (vllm-project#19283) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Bugfix] Re-enable use_cudagraph in vLLM v1 (vllm-project#19299) Signed-off-by: Richard Zou <zou3519@gmail.com> * [Misc] Change tests/compile to use VLLM_V1 by default (vllm-project#19302) Signed-off-by: rzou <zou3519@gmail.com> * Add H20-3e fused MoE kernel tuning configs for Qwen3-235B-A22B (vllm-project#19315) Signed-off-by: Xu Wenqing <xuwq1993@qq.com> * [Hardware][POWER] Add IBM POWER11 Support to CPU Extension Detection (vllm-project#19082) Signed-off-by: Akash Kaothalkar <akash.kaothalkar@ibm.com> Co-authored-by: Akash Kaothalkar <akash.kaothalkar@ibm.com> * [Quantization] Add compressed-tensors NVFP4 support (vllm-project#18312) * [Multi Modal] Add an env var for message queue max chunk bytes (vllm-project#19242) Signed-off-by: yZhen <yZhen@fb.com> Co-authored-by: yZhen <yZhen@fb.com> * [Bugfix] model_max_length should consider max_model_len in tokenizer_config (vllm-project#19201) * [Deprecation] Remove `inputs` arg fallback in Engine classes (vllm-project#18799) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Misc] Add documentation update reminder to PR template (vllm-project#19289) Signed-off-by: Isotr0py <2037008807@qq.com> * [Frontend] Remove unreachable code from llm.py (vllm-project#19288) Signed-off-by: KsuParkhamchuk <k.parkhamchuk@gmail.com> * [Misc] Cleanup compilation tests (vllm-project#19343) Signed-off-by: rzou <zou3519@gmail.com> * [doc] improve ci doc (vllm-project#19307) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Doc] Fix description in the Automatic Prefix Caching design doc (vllm-project#19333) Signed-off-by: cr7258 <chengzw258@163.com> * [CI/Build] Fix LoRA test (vllm-project#19350) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Fix] Allow kernel compilation for CUDA capability 8.7 (vllm-project#19328) Signed-off-by: Conroy Cheers <conroy@corncheese.org> * [CI] Introduce rules for llama auto-label (vllm-project#19323) Signed-off-by: Lu Fang <lufang@fb.com> * [Docs] Fix a bullet list in usage/security.md (vllm-project#19358) Signed-off-by: windsonsea <haifeng.yao@daocloud.io> * [full_graph] Fix query_start_loc padding (vllm-project#19321) Signed-off-by: Yinghai Lu <yinghai@thinkingmachines.ai> * [v1] Add fp32 support to v1 engine through flex attn (vllm-project#19319) Signed-off-by: Isotr0py <2037008807@qq.com> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [Misc] Fixes and Optimizations for DeepEP + DeepGEMM combination. (vllm-project#19298) Signed-off-by: Varun <vsundarr@redhat.com> Co-authored-by: Varun <vsundarr@redhat.com> * [Bugfix][Core] Prevent token lengths exceeding `max_model_len` in V0 (vllm-project#19348) Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> * [Quantization] Bump compressed-tensors version (vllm-project#19295) Signed-off-by: Kyle Sayers <kylesayrs@gmail.com> * [Frontend] Make TIMEOUT_KEEP_ALIVE configurable through env var (vllm-project#18472) Signed-off-by: liusiqian <liusiqian@tal.com> * [TPU]Fix KV cache sharing tests (vllm-project#19371) * [HOT-FIX] Add `kv_sharing_target_layer_name` argument to cutlass_mla backend (vllm-project#19374) Signed-off-by: Pavani Majety <pmajety@nvidia.com> * [Misc] Fix a config typo in disable_hybrid_kv_cache_manager configuration (vllm-project#19383) Signed-off-by: Siyuan Liu <lsiyuan@google.com> * [V1] Reuse V0's memory_profiling util for gpu worker memory profiling (vllm-project#19312) Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com> * [Bugfix] Fix benchmark_moe.py (vllm-project#19016) Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn> * Use xla flag to improve the quantized model performance (vllm-project#19303) Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com> * Fix docs/mkdocs/hooks/remove_announcement.py (vllm-project#19382) * [Frontend] Add tqdm_leave_pbar to control progress bar visibility (vllm-project#19357) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Core] Use tuple for kv cache group block ids (vllm-project#19175) Signed-off-by: Nick Hill <nhill@redhat.com> * [Bugfix] Fix modelscope token passed in (vllm-project#19389) Signed-off-by: wangli <wangli858794774@gmail.com> Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Co-authored-by: Jee Jee Li <pandaleefree@gmail.com> * [Core] Batch multi modal input using pinned memory (vllm-project#19169) Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com> * Add security warning to bug report template (vllm-project#19365) Signed-off-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * [Misc] refactor neuron_multimodal and profiling (vllm-project#19397) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * Add clear documentation around the impact of debugging flag (vllm-project#19369) Signed-off-by: Anna Pendleton <pendleton@google.com> * Automatically bind CPU OMP Threads of a rank to CPU ids of a NUMA node. (vllm-project#17930) Signed-off-by: Tsai, Louie <louie.tsai@intel.com> Co-authored-by: Li, Jiang <bigpyj64@gmail.com> * Revert "[v1] Add fp32 support to v1 engine through flex attn" (vllm-project#19404) * [BugFix][FlashInfer] Fix attention backend interface mismatch with unexpected keyword `use_irope` (vllm-project#19134) Signed-off-by: Yunqiu Guo <guorachel@meta.com> * [BugFix][CPU] Fix CPU CI by ignore collecting test_pixtral (vllm-project#19411) Signed-off-by: jiang.li <jiang1.li@intel.com> * Simplify ep kernels installation (vllm-project#19412) Signed-off-by: youkaichao <youkaichao@gmail.com> * [Misc] Slight improvement of the BNB (vllm-project#19418) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Co-authored-by: Isotr0py <2037008807@qq.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> * [Docs] Note that alternative structured output backends are supported (vllm-project#19426) Signed-off-by: Russell Bryant <rbryant@redhat.com> * [ROCm][V1] Adding ROCm to the list of plaforms using V1 by default (vllm-project#19440) Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com> * [Model] use AutoWeightsLoader for commandr (vllm-project#19399) Signed-off-by: py-andy-c <pychen1017@gmail.com> * Add H20-3e fused MoE kernel tuning configs for Qwen3-235B-A22B-FP8 (vllm-project#19401) Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com> * [BugFix] Allow use_cudagraph to work with dynamic VLLM_USE_V1 (vllm-project#19390) Signed-off-by: rzou <zou3519@gmail.com> * [New Model]: Support Qwen3 Embedding & Reranker (vllm-project#19260) * [BugFix] Fix docker build cpu-dev image error (vllm-project#19394) Signed-off-by: niu_he <carlton2tang@gmail.com> * Fix test_max_model_len in tests/entrypoints/llm/test_generate.py (vllm-project#19451) Signed-off-by: Lu Fang <lufang@fb.com> * [CI] Disable failing GGUF model test (vllm-project#19454) Signed-off-by: mgoin <mgoin64@gmail.com> * [Misc] Remove unused `MultiModalHasher.hash_prompt_mm_data` (vllm-project#19422) Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com> * Add fused MOE config for Qwen3 30B A3B on B200 (vllm-project#19455) Signed-off-by: Junhao Li <junhao@ubicloud.com> * Fix Typo in Documentation and Function Name (vllm-project#19442) * [ROCm] Add rules to automatically label ROCm related PRs (vllm-project#19405) Signed-off-by: Lu Fang <lufang@fb.com> * [Kernel] Support deep_gemm for linear methods (vllm-project#19085) Signed-off-by: artetaout <lulala341@gmail.com> * [Doc] Update V1 User Guide for Hardware and Models (vllm-project#19474) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Doc] Fix quantization link titles (vllm-project#19478) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Doc] Support "important" and "announcement" admonitions (vllm-project#19479) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Misc] Reduce warning message introduced in env_override (vllm-project#19476) Signed-off-by: Lu Fang <lufang@fb.com> * Support non-string values in JSON keys from CLI (vllm-project#19471) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * Add cache to cuda get_device_capability (vllm-project#19436) Signed-off-by: mgoin <mgoin64@gmail.com> * Fix some typo (vllm-project#19475) Signed-off-by: ximing.wxm <ximing.wxm@antgroup.com> Co-authored-by: ximing.wxm <ximing.wxm@antgroup.com> * Support no privileged mode on CPU for docker and kubernetes deployments (vllm-project#19241) Signed-off-by: Tsai, Louie <louie.tsai@intel.com> * [Bugfix] Update the example code, make it work with the latest lmcache (vllm-project#19453) Signed-off-by: Runzhen Wang <wangrunzhen@gmail.com> * [CI] Update FlashInfer to 0.2.6.post1 (vllm-project#19297) Signed-off-by: mgoin <mgoin64@gmail.com> * [doc] fix "Other AI accelerators" getting started page (vllm-project#19457) Signed-off-by: David Xia <david@davidxia.com> * [Misc] Fix misleading ROCm warning (vllm-project#19486) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Docs] Remove WIP features in V1 guide (vllm-project#19498) Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> * [Kernels] Add activation chunking logic to FusedMoEModularKernel (vllm-project#19168) Signed-off-by: Bill Nell <bnell@redhat.com> * [AMD] [Quantization] Add override flag for attention dtype instead of using kv_cache_dtype trigger (vllm-project#17331) Signed-off-by: Randall Smith <Randall.Smith@amd.com> * [UX] Add Feedback During CUDAGraph Capture (vllm-project#19501) Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * [CI/Build] Fix torch nightly CI dependencies (vllm-project#19505) Signed-off-by: Richard Zou <zou3519@gmail.com> * [CI] change spell checker from codespell to typos (vllm-project#18711) Signed-off-by: Andy Xie <andy.xning@gmail.com> * [BugFix] Force registration of w8a8_block_fp8_matmul_deepgemm via lazy import (vllm-project#19514) Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com> Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com> * Add Triton Fused MoE kernel config for E=16 on B200 (vllm-project#19518) Signed-off-by: Brayden Zhong <b8zhong@uwaterloo.ca> * [Frontend] Improve error message in tool_choice validation (vllm-project#19239) Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> * [BugFix] Work-around incremental detokenization edge case error (vllm-project#19449) Signed-off-by: Nick Hill <nhill@redhat.com> * [BugFix] Handle missing sep_token for Qwen3-Reranker in Score API (vllm-project#19522) Signed-off-by: strutive07 <strutive07@gmail.com> * [AMD][Kernel][BugFix] fix test_rocm_compressed_tensors_w8a8 for rocm (vllm-project#19509) Signed-off-by: Randall Smith <Randall.Smith@amd.com> * Fix typo (vllm-project#19525) Signed-off-by: 2niuhe <carlton2tang@gmail.com> * [Security] Prevent new imports of (cloud)pickle (vllm-project#18018) Signed-off-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Aaron Pham <Aaronpham0103@gmail.com> * [Bugfix][V1] Allow manual FlashAttention for Blackwell (vllm-project#19492) Signed-off-by: mgoin <mgoin64@gmail.com> * [Bugfix] Respect num-gpu-blocks-override in v1 (vllm-project#19503) Signed-off-by: Jon Swenson <jmswen@gmail.com> * [Quantization] Improve AWQ logic (vllm-project#19431) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Doc] Add V1 column to supported models list (vllm-project#19523) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [V1][NixlConnector] Drop `num_blocks` check (vllm-project#19532) Signed-off-by: NickLucche <nlucches@redhat.com> * [Perf] Vectorize static / dynamic INT8 quant kernels (vllm-project#19233) Signed-off-by: yewentao256 <zhyanwentao@126.com> * Fix TorchAOConfig skip layers (vllm-project#19265) Signed-off-by: mobicham <hicham@mobiuslabs.com> * [torch.compile][ROCm] Fuse quantization onto attention using a torch.compile pass (vllm-project#16756) Signed-off-by: Luka Govedič <lgovedic@redhat.com> Co-authored-by: Sage Moore <sage@neuralmagic.com> * [doc] Make top navigation sticky (vllm-project#19540) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Spec Decode][Benchmark] Generalize spec decode offline benchmark to more methods and datasets (vllm-project#18847) * [Misc] Turn MOE_DP_CHUNK_SIZE into an env var (vllm-project#19506) * [Bugfix] Enforce contiguous input for dynamic_per_token FP8/INT8 quant (vllm-project#19452) Signed-off-by: mgoin <mgoin64@gmail.com> * [Doc] Unify structured outputs examples (vllm-project#18196) Signed-off-by: Aaron Pham <contact@aarnphm.xyz> * [V1] Resolve failed concurrent structured output requests (vllm-project#19565) Signed-off-by: Russell Bryant <rbryant@redhat.com> * Revert "[Build/CI] Add tracing deps to vllm container image (vllm-project#15224)" (vllm-project#19378) * [BugFix] : Fix Batched DeepGemm Experts (vllm-project#19515) Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com> Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com> * [Bugfix] Fix EAGLE vocab embedding for multimodal target model (vllm-project#19570) Signed-off-by: qizixi <qizixi@meta.com> * [Doc] uses absolute links for structured outputs (vllm-project#19582) Signed-off-by: Aaron Pham <contact@aarnphm.xyz> * [doc] fix incorrect link (vllm-project#19586) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Misc] Correct broken docs link (vllm-project#19553) Signed-off-by: Zerohertz <ohg3417@gmail.com> * [CPU] Refine default config for the CPU backend (vllm-project#19539) Signed-off-by: jiang1.li <jiang1.li@intel.com> * [Fix] bump mistral common to support magistral (vllm-project#19533) Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com> * [Fix] The zip function in Python 3.9 does not have the strict argument (vllm-project#19549) Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com> * use base version for version comparison (vllm-project#19587) Signed-off-by: Boyuan Feng <boyuan@meta.com> * [torch.compile] reorganize the cache directory to support compiling multiple models (vllm-project#19064) Signed-off-by: youkaichao <youkaichao@gmail.com> * [BugFix] Honor `enable_caching` in connector-delayed kvcache load case (vllm-project#19435) Signed-off-by: Nick Hill <nhill@redhat.com> * [Model] Fix minimax model cache & lm_head precision (vllm-project#19592) Signed-off-by: qingjun <qingjun@minimaxi.com> * [Refactor] Remove unused variables in `moe_permute_unpermute_kernel.inl` (vllm-project#19573) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [doc][mkdocs] fix the duplicate Supported features sections in GPU docs (vllm-project#19606) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [CUDA] Enable full cudagraph for FlashMLA (vllm-project#18581) Signed-off-by: luka <luka@neuralmagic.com> * [Doc] Add troubleshooting section to k8s deployment (vllm-project#19377) Signed-off-by: Anna Pendleton <pendleton@google.com> * [torch.compile] Use custom ops when use_inductor=False (vllm-project#19618) * Adding "AMD: Multi-step Tests" to amdproduction. (vllm-project#19508) Signed-off-by: Yida Wu <yidawu@alumni.cmu.edu> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> * [BugFix] Fix DP Coordinator incorrect debug log message (vllm-project#19624) Signed-off-by: Nick Hill <nhill@redhat.com> * [V1][Metrics] Deprecate metrics with gpu_ prefix for non GPU specific metrics. (vllm-project#18354) Signed-off-by: Saheli Bhattacharjee <saheli@krai.ai> * [Bugfix] Fix the speculative decoding test by setting the target dtype (vllm-project#19633) * [Misc] Modularize CLI Argument Parsing in Benchmark Scripts (vllm-project#19593) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Bugfix] Fix auto dtype casting for BatchFeature (vllm-project#19316) Signed-off-by: Isotr0py <2037008807@qq.com> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [Hardware][NVIDIA][kernel] Fp4 MOE quant kernel optimization (vllm-project#19500) * Only build CUTLASS MoE kernels on Hopper (vllm-project#19648) * [Bugfix] Don't attempt to use triton if no driver is active (vllm-project#19561) * [Fix] Convert kv_transfer_config from dict to KVTransferConfig (vllm-project#19262) * [Perf] Further tunings for SM100 FP8 CUTLASS kernel (vllm-project#19566) * [Bugfix][2/n] Fix speculative decoding CI - Fix test_ngram_e2e_greedy_correctness (vllm-project#19644) * [Kernel] Raise verbose error and consolidate `num_heads/num_kv_heads` divisibility check (vllm-project#19339) Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> * [Benchmark] Refactor benchmark script for fp8 & int8 (vllm-project#19627) Signed-off-by: yewentao256 <zhyanwentao@126.com> * Enable prefix caching with full cuda graphs (vllm-project#19617) Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> * [CI/Build] Fix torch nightly CI dependencies part 2 (vllm-project#19589) * [Misc] Remove duplicate multiproc method setting for CPU platform (vllm-project#19649) Signed-off-by: Isotr0py <2037008807@qq.com> * [MISC] Remove unused variableds in C++ (vllm-project#19609) Signed-off-by: Lu Fang <lufang@fb.com> * [Bugfix][Core] Prefix caching causes incorrect outputs due to outdated ComputedBlocksTracker (vllm-project#18957) Signed-off-by: 刘全 <quan.liu2@dbappsecurity.com.cn> Co-authored-by: 刘全 <quan.liu2@dbappsecurity.com.cn> * [Misc][Frontend] passthrough `bad_words` (vllm-project#19564) Signed-off-by: Francesco Bertolotti <francesco.bertolotti@igenius.ai> Co-authored-by: Francesco Bertolotti <francesco.bertolotti@igenius.ai> Co-authored-by: Aaron Pham <Aaronpham0103@gmail.com> * [Misc] Fix skipped max-model-len validation when deriving max model length from tokenizer config (vllm-project#19660) Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com> * [TPU] support attention head dim smaller than 128 (vllm-project#19620) Signed-off-by: Chengji Yao <chengjiyao@google.com> Co-authored-by: mgoin <mgoin64@gmail.com> * [MISC] typo fix (vllm-project#19672) Signed-off-by: Andy Xie <andy.xning@gmail.com> * [CI] Add mteb testing for rerank models (vllm-project#19344) * [Docs] Move multiproc doc to v1 dir (vllm-project#19651) Signed-off-by: Russell Bryant <rbryant@redhat.com> * [Kernel] GGUF MMVQ kernel for multiple input vectors (vllm-project#18754) Signed-off-by: SzymonOzog <szymon.ozog@gmail.com> * [BugFix] Don't catch BaseException when dumping execute_model errors (vllm-project#19626) Signed-off-by: Nick Hill <nhill@redhat.com> * [DOC] Add reasoning capability to vLLM streamlit code (vllm-project#19557) * [Feature]:Allow for Granite MoE Hybrid models with _only_ shared experts. (vllm-project#19652) Signed-off-by: Shawn Tan <shawntan@ibm.com> * [Bugfix] Fix TP inference for Flex attention backend (vllm-project#19657) Signed-off-by: Isotr0py <2037008807@qq.com> * [MISC] bump huggingface_hub pkg to 0.33.0 (vllm-project#19547) Signed-off-by: Andy Xie <andy.xning@gmail.com> * [Bugfix] fix missing 'finish_reason': null in streaming chat (vllm-project#19662) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Kernels] Use empty for modular MoE workspaces (vllm-project#19667) Signed-off-by: Bill Nell <bnell@redhat.com> * [Model] Add support for MiniMaxM1ForCausalLM (shares architecture with MiniMaxText01ForCausalLM) (vllm-project#19677) Signed-off-by: QscQ <qscqesze@gmail.com> * [V1] Change return type on get_multimodal_embeddings() (vllm-project#19446) Signed-off-by: Russell Bryant <rbryant@redhat.com> * fix Signed-off-by: Amog Kamsetty <amogkamsetty@gmail.com> * remove logging Signed-off-by: Amog Kamsetty <amogkamsetty@gmail.com> --------- Signed-off-by: raushan <raushan@huggingface.co> Signed-off-by: Lu Fang <lufang@fb.com> Signed-off-by: nicklucche <nlucches@redhat.com> Signed-off-by: googs1025 <googs1025@gmail.com> Signed-off-by: simon-mo <simon.mo@hey.com> Signed-off-by: reidliu41 <reid201711@gmail.com> Signed-off-by: Varun <vsundarr@redhat.com> Signed-off-by: Yong Hoon Shin <yhshin@meta.com> Signed-off-by: mgoin <mgoin64@gmail.com> Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Signed-off-by: Chen Zhang <zhangch99@outlook.com> Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> Signed-off-by: Russell Bryant <rbryant@redhat.com> Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com> Signed-off-by: calvin chen <120380290@qq.com> Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com> Signed-off-by: Siyuan Liu <lsiyuan@google.com> Signed-off-by: Seiji Eicher <seiji@anyscale.com> Signed-off-by: Isotr0py <2037008807@qq.com> Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com> Signed-off-by: Jon Swenson <jmswen@gmail.com> Signed-off-by: Tyler Michael Smith <tysmith@redhat.com> Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> Signed-off-by: Nick Hill <nhill@redhat.com> Signed-off-by: Yang Wang <elainewy@meta.com> Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com> Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> Signed-off-by: Guillaume Calmettes <gcalmettes@scaleway.com> Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com> Signed-off-by: Chiyue Wei <chiyuew@nvidia.com> Signed-off-by: Povilas Kanapickas <povilas@radix.lt> Signed-off-by: Luis Vega <2478335+vegaluisjose@users.noreply.github.com> Signed-off-by: Jerry Zhang <jerryzh168@gmail.com> Signed-off-by: Benjamin Chislett <benjamin.chislett@centml.ai> Signed-off-by: Chengji Yao <chengjiyao@google.com> Signed-off-by: Xu Song <xusong.vip@gmail.com> Signed-off-by: Aaron Pham <contact@aarnphm.xyz> Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com> Signed-off-by: rzou <zou3519@gmail.com> Signed-off-by: Siqi Yan <siqi@meta.com> Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Signed-off-by: Nishidha Panpaliya <nishidha.panpaliya@partner.ibm.com> Signed-off-by: Md. Shafi Hussain <Md.Shafi.Hussain@ibm.com> Signed-off-by: npanpaliya <nishidha.panpaliya@partner.ibm.com> Signed-off-by: Chenyaaang <chenyangli@google.com> Signed-off-by: Alexei V. Ivanov <alexei.ivanov@amd.com> Signed-off-by: ElizaWszola <ewszola@redhat.com> Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> Signed-off-by: Qiliang Cui <derrhein@gmail.com> Signed-off-by: Aaruni Aggarwal <aaruniagg@gmail.com> Signed-off-by: drisspg <drisspguessous@gmail.com> Signed-off-by: Lifan Shen <lifans@meta.com> Signed-off-by: pramkuma <Pramendra.Kumar@amd.com> Signed-off-by: luka <luka@neuralmagic.com> Signed-off-by: Richard Zou <zou3519@gmail.com> Signed-off-by: Xu Wenqing <xuwq1993@qq.com> Signed-off-by: Akash Kaothalkar <akash.kaothalkar@ibm.com> Signed-off-by: yZhen <yZhen@fb.com> Signed-off-by: KsuParkhamchuk <k.parkhamchuk@gmail.com> Signed-off-by: cr7258 <chengzw258@163.com> Signed-off-by: Conroy Cheers <conroy@corncheese.org> Signed-off-by: windsonsea <haifeng.yao@daocloud.io> Signed-off-by: Yinghai Lu <yinghai@thinkingmachines.ai> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> Signed-off-by: Kyle Sayers <kylesayrs@gmail.com> Signed-off-by: liusiqian <liusiqian@tal.com> Signed-off-by: Pavani Majety <pmajety@nvidia.com> Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com> Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn> Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com> Signed-off-by: wangli <wangli858794774@gmail.com> Signed-off-by: Anna Pendleton <pendleton@google.com> Signed-off-by: Tsai, Louie <louie.tsai@intel.com> Signed-off-by: Yunqiu Guo <guorachel@meta.com> Signed-off-by: jiang.li <jiang1.li@intel.com> Signed-off-by: youkaichao <youkaichao@gmail.com> Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com> Signed-off-by: py-andy-c <pychen1017@gmail.com> Signed-off-by: niu_he <carlton2tang@gmail.com> Signed-off-by: Junhao Li <junhao@ubicloud.com> Signed-off-by: artetaout <lulala341@gmail.com> Signed-off-by: ximing.wxm <ximing.wxm@antgroup.com> Signed-off-by: Runzhen Wang <wangrunzhen@gmail.com> Signed-off-by: David Xia <david@davidxia.com> Signed-off-by: Bill Nell <bnell@redhat.com> Signed-off-by: Randall Smith 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<shawntan@ibm.com> Signed-off-by: QscQ <qscqesze@gmail.com> Signed-off-by: Amog Kamsetty <amogkamsetty@gmail.com> Co-authored-by: Raushan Turganbay <raushan.turganbay@alumni.nu.edu.kz> Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com> Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com> Co-authored-by: CYJiang <86391540+googs1025@users.noreply.github.com> Co-authored-by: Simon Mo <simon.mo@hey.com> Co-authored-by: SorenDreano <71752785+SorenDreano@users.noreply.github.com> Co-authored-by: Soren Dreano <soren@numind.ai> Co-authored-by: Reid <61492567+reidliu41@users.noreply.github.com> Co-authored-by: reidliu41 <reid201711@gmail.com> Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com> Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com> Co-authored-by: Yong Hoon Shin <48474650+sarckk@users.noreply.github.com> Co-authored-by: Michael Goin <mgoin64@gmail.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Yikun Jiang <yikun@apache.org> Co-authored-by: Chen Zhang <zhangch99@outlook.com> Co-authored-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com> Co-authored-by: Chauncey <chaunceyjiang@gmail.com> Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com> Co-authored-by: Yan Ru Pei <yanrpei@gmail.com> Co-authored-by: Jiaxin Shan <seedjeffwan@gmail.com> Co-authored-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Mark McLoughlin <markmc@redhat.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> Co-authored-by: Li, Jiang <jiang1.li@intel.com> Co-authored-by: Lukas Geiger <lukas.geiger94@gmail.com> Co-authored-by: Vadim Gimpelson <156319763+vadiklyutiy@users.noreply.github.com> Co-authored-by: Calvin Chen <45745657+calvin0327@users.noreply.github.com> Co-authored-by: Kaixi Hou <kaixih@nvidia.com> Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com> Co-authored-by: Siyuan Liu <lsiyuan@google.com> Co-authored-by: Seiji Eicher <58963096+eicherseiji@users.noreply.github.com> Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn> Co-authored-by: wang.yuqi <noooop@126.com> Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk> Co-authored-by: Xu Wenqing <121550081+Xu-Wenqing@users.noreply.github.com> Co-authored-by: Lain <fusiyuan2000@hotmail.com> Co-authored-by: jmswen <jmswen@users.noreply.github.com> Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com> Co-authored-by: Kebe <mail@kebe7jun.com> Co-authored-by: Nick Hill <nhill@redhat.com> Co-authored-by: Yang Wang <elainewy@meta.com> Co-authored-by: Huy Do <huydhn@gmail.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com> Co-authored-by: 22quinn <33176974+22quinn@users.noreply.github.com> Co-authored-by: Guillaume Calmettes <gcalmettes@scaleway.com> Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> Co-authored-by: Chiyue Wei <92623189+dubcyfor3@users.noreply.github.com> Co-authored-by: Chiyue Wei <chiyuew@nvidia.com> Co-authored-by: Povilas Kanapickas <povilas@radix.lt> Co-authored-by: Dipika Sikka <dipikasikka1@gmail.com> Co-authored-by: Luis Vega <vegaluisjose@users.noreply.github.com> Co-authored-by: Luis Vega <2478335+vegaluisjose@users.noreply.github.com> Co-authored-by: Jerry Zhang <jerryzh168@gmail.com> Co-authored-by: Benjamin Chislett <benjamin.chislett@centml.ai> Co-authored-by: Chengji Yao <chengjiyao@google.com> Co-authored-by: Xu Song <xusong.vip@gmail.com> Co-authored-by: Aaron Pham <contact@aarnphm.xyz> Co-authored-by: Jinghui Zhang <jinghuizhang0804@gmail.com> Co-authored-by: jinghui <jinghui@fb.com> Co-authored-by: Richard Zou <zou3519@users.noreply.github.com> Co-authored-by: Siqi Yan <ysq0807@hotmail.com> Co-authored-by: Siqi Yan <siqi@meta.com> Co-authored-by: Jee Jee Li <pandaleefree@gmail.com> Co-authored-by: Yu Guo <82124926+yuguo68@users.noreply.github.com> Co-authored-by: Nishidha <nishidha.panpaliya@partner.ibm.com> Co-authored-by: Md. Shafi Hussain <Md.Shafi.Hussain@ibm.com> Co-authored-by: Adolfo Victoria <adolfokarim@gmail.com> Co-authored-by: Adolfo Victoria <adovi@meta.com> Co-authored-by: Chenyaaang <42742451+Chenyaaang@users.noreply.github.com> Co-authored-by: Alexei-V-Ivanov-AMD <156011006+Alexei-V-Ivanov-AMD@users.noreply.github.com> Co-authored-by: ElizaWszola <ewszola@redhat.com> Co-authored-by: QiliangCui <derrhein@gmail.com> Co-authored-by: Aaruni Aggarwal <47731267+AaruniAggarwal@users.noreply.github.com> Co-authored-by: Driss Guessous <32754868+drisspg@users.noreply.github.com> Co-authored-by: Lifans <draftbks@gmail.com> Co-authored-by: pramenku <7664080+pramenku@users.noreply.github.com> Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com> Co-authored-by: Akash kaothalkar <61960177+Akashcodes732@users.noreply.github.com> Co-authored-by: Akash Kaothalkar <akash.kaothalkar@ibm.com> Co-authored-by: jennyyyyzhen <47012288+jennyyyyzhen@users.noreply.github.com> Co-authored-by: yZhen <yZhen@fb.com> Co-authored-by: Kseniya Parkhamchuk <43078183+KsuParkhamchuk@users.noreply.github.com> Co-authored-by: Se7en <chengzw258@163.com> Co-authored-by: Conroy Cheers <conroy@corncheese.org> Co-authored-by: Michael Yao <haifeng.yao@daocloud.io> Co-authored-by: Yinghai Lu <yinghai@thinkingmachines.ai> Co-authored-by: Kyle Sayers <kylesayrs@gmail.com> Co-authored-by: liusiqian-tal <141730978+liusiqian-tal@users.noreply.github.com> Co-authored-by: Pavani Majety <pmajety@nvidia.com> Co-authored-by: Ye (Charlotte) Qi <yeq@meta.com> Co-authored-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn> Co-authored-by: XiongfeiWei <isaacwxf23@gmail.com> Co-authored-by: Li Wang <wangli858794774@gmail.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Co-authored-by: Anna Pendleton <pendleton@google.com> Co-authored-by: Louie Tsai <louie.tsai@intel.com> Co-authored-by: Li, Jiang <bigpyj64@gmail.com> Co-authored-by: Rachel Guo <35738743+YUNQIUGUO@users.noreply.github.com> Co-authored-by: youkaichao <youkaichao@gmail.com> Co-authored-by: Isotr0py <2037008807@qq.com> Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com> Co-authored-by: py-andy-c <37168711+py-andy-c@users.noreply.github.com> Co-authored-by: niu_he <carlton2tang@gmail.com> Co-authored-by: Junhao Li <junhao@ubicloud.com> Co-authored-by: leopardracer <136604165+leopardracer@users.noreply.github.com> Co-authored-by: artetaout <128046886+artetaout@users.noreply.github.com> Co-authored-by: Ximingwang-09 <72070413+Ximingwang-09@users.noreply.github.com> Co-authored-by: ximing.wxm <ximing.wxm@antgroup.com> Co-authored-by: runzhen <wangrunzhen@gmail.com> Co-authored-by: David Xia <david@davidxia.com> Co-authored-by: bnellnm <49004751+bnellnm@users.noreply.github.com> Co-authored-by: rasmith <Randall.Smith@amd.com> Co-authored-by: Ning Xie <andy.xning@gmail.com> Co-authored-by: Brayden Zhong <b8zhong@uwaterloo.ca> Co-authored-by: wonjun Jang <strutive07@gmail.com> Co-authored-by: Aaron Pham <Aaronpham0103@gmail.com> Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com> Co-authored-by: mobicham <37179323+mobicham@users.noreply.github.com> Co-authored-by: Sage Moore <sage@neuralmagic.com> Co-authored-by: kourosh hakhamaneshi <31483498+kouroshHakha@users.noreply.github.com> Co-authored-by: qizixi <22851944+zixi-qi@users.noreply.github.com> Co-authored-by: Hyogeun Oh (오효근) <ohg3417@gmail.com> Co-authored-by: Boyuan Feng <fby.1994@gmail.com> Co-authored-by: qscqesze <qingjun@minimaxi.com> Co-authored-by: Concurrensee <yida.wu@amd.com> Co-authored-by: Saheli Bhattacharjee <47847054+sahelib25@users.noreply.github.com> Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com> Co-authored-by: Konrad Zawora <kzawora@habana.ai> Co-authored-by: maobaolong <baoloongmao@tencent.com> Co-authored-by: Ilya Markov <markovilya197@gmail.com> Co-authored-by: quanliu <33453350+quanliu1991@users.noreply.github.com> Co-authored-by: 刘全 <quan.liu2@dbappsecurity.com.cn> Co-authored-by: Francesco Bertolotti <f14.bertolotti@gmail.com> Co-authored-by: Francesco Bertolotti <francesco.bertolotti@igenius.ai> Co-authored-by: Szymon Ożóg <58388001+SzymonOzog@users.noreply.github.com> Co-authored-by: Navanit Dubey <98005188+Navanit-git@users.noreply.github.com> Co-authored-by: Shawn Tan <shawntan@ibm.com> Co-authored-by: qscqesze <qscqesze@gmail.com>

* [Bugfix] disable processor cache (vllm-project#19068) Signed-off-by: raushan <raushan@huggingface.co> * [Doc] Improve the Pull Request template with key components (vllm-project#19086) Signed-off-by: Lu Fang <lufang@fb.com> * [Misc] Add missing `_Backend` enums (vllm-project#19081) Signed-off-by: nicklucche <nlucches@redhat.com> * [Misc] fix: add miss best_of param validation (vllm-project#18555) Signed-off-by: googs1025 <googs1025@gmail.com> * [Misc] Add SPDX-FileCopyrightText (vllm-project#19100) Signed-off-by: simon-mo <simon.mo@hey.com> * [Doc] Readme standardization (vllm-project#18695) Co-authored-by: Soren Dreano <soren@numind.ai> * [doc] update docker version (vllm-project#19074) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Kernel] DeepEP dispatch-combine kernel integration (vllm-project#18434) Signed-off-by: Varun <vsundarr@redhat.com> Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com> * [V1] Support cross-layer KV sharing (vllm-project#18212) Signed-off-by: Yong Hoon Shin <yhshin@meta.com> * [Perf] Tune `scaled_fp8_quant` by increasing vectorization (vllm-project#18844) Signed-off-by: mgoin <mgoin64@gmail.com> * Fix interaction between `Optional` and `Annotated` in CLI typing (vllm-project#19093) Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Yikun Jiang <yikun@apache.org> * [v1] Re-init input batch for multiple kv cache groups (vllm-project#18654) Signed-off-by: Chen Zhang <zhangch99@outlook.com> * [V1][Spec Decode][Ngram] 1.35x gain -> 1.95x gain on InstructCoder with prompt fix (vllm-project#18971) * [Bugfix] get_num_blocks_to_allocate with null_block (vllm-project#19031) Signed-off-by: Chen Zhang <zhangch99@outlook.com> * [Bugfix]: Fix the incompatibility issue with tool_choice 'required' when Thinking is enabled (vllm-project#19075) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Bugfix][P/D] Fix Prefix Cache Bug (vllm-project#18411) Signed-off-by: nicklucche <nlucches@redhat.com> Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com> * [Bugfix] Max concurrency estimation and check_enough_kv_cache_memory for models with sliding window layers (vllm-project#19029) Signed-off-by: Chen Zhang <zhangch99@outlook.com> * feat: add data parallel rank to KVEventBatch (vllm-project#18925) * [Misc] Fix path and python alias errors in disagg_prefill exmaples (vllm-project#18919) * [Docs] Add developer doc about CI failures (vllm-project#18782) Signed-off-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Mark McLoughlin <markmc@redhat.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> * [CPU] V1 support for the CPU backend (vllm-project#16441) * [Core] Cast multimodal input in hf processor (vllm-project#18862) Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com> * [KERNEL] Sampler. CUDA kernel for applying repetition penalty (vllm-project#18437) * [Cleanup][v1]:remote guided-decoding-backend for example (vllm-project#19059) Signed-off-by: calvin chen <120380290@qq.com> * [NVIDIA] Add Cutlass MLA backend (vllm-project#17625) * [Bugfix] Fix FA3 full cuda graph correctness (vllm-project#19106) Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> * Fix vllm-project#19130 (vllm-project#19132) Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com> * [TPU] Skip hanging tests (vllm-project#19115) Signed-off-by: Siyuan Liu <lsiyuan@google.com> * Fix ValueError: Missing value for tag key(s): model_name,engine. (vllm-project#19113) Signed-off-by: Seiji Eicher <seiji@anyscale.com> * [Misc] Add packages for benchmark as extra dependency (vllm-project#19089) Signed-off-by: Isotr0py <2037008807@qq.com> * Improve the output precision of embedding models (vllm-project#19092) * [CI/Build][Bugfix] Ensure compatibility with transformers 4.52 (vllm-project#18678) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * Add DeepSeek-R1-0528 function call chat template (vllm-project#18874) Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com> * Sm100 blockwise fp8 swap ab (vllm-project#18564) * [Doc] Update V1 Guide for embedding models (vllm-project#19141) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * Allow AsyncLLMEngine.generate to target a specific DP rank (vllm-project#19102) Signed-off-by: Jon Swenson <jmswen@gmail.com> * [Bugfix][EP+DP] Fix internode check (vllm-project#19112) Signed-off-by: Tyler Michael Smith <tysmith@redhat.com> * [Perf] Tunings for SM100 FP8 CUTLASS kernel (vllm-project#18778) Signed-off-by: mgoin <mgoin64@gmail.com> * [TPU] Update dynamo dump file name in compilation test (vllm-project#19108) Signed-off-by: Siyuan Liu <lsiyuan@google.com> * [Bugfix] fix v1 cpu worker fails on macOS (vllm-project#19121) * [Kernel] Integrate batched/masked deepgemm kernel (vllm-project#19111) Signed-off-by: Varun <vsundarr@redhat.com> Co-authored-by: Varun <vsundarr@redhat.com> * [Misc] refactor: simplify EngineCoreClient.make_async_mp_client in AsyncLLM (vllm-project#18817) Signed-off-by: googs1025 <googs1025@gmail.com> * [P/D] Heterogeneous TP (vllm-project#18833) Signed-off-by: nicklucche <nlucches@redhat.com> * [doc] small fix (vllm-project#19167) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Bugfix][Nixl] Fix full prefix cache hit bug (vllm-project#18632) Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> Signed-off-by: Nick Hill <nhill@redhat.com> Co-authored-by: Nick Hill <nhill@redhat.com> * [Bugfix] Fix port handling in make_zmq_path (vllm-project#19117) * [Torch Nightly]add missing dependency (vllm-project#18770) Signed-off-by: Yang Wang <elainewy@meta.com> * Handle non-serializable objects when dumping benchmark results (vllm-project#19114) * [BugFix][Minor] Fix full cuda graph bug when max_num_seqs < 512 (vllm-project#19171) Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> * [Bugfix]: Fix the incompatibility issue with stream when Thinking is disabled (vllm-project#19135) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Build] Annotate wheel and container path for release workflow (vllm-project#19162) Signed-off-by: simon-mo <simon.mo@hey.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> * [Misc] Remove unnecessary fallback to prefill-decode attention (vllm-project#19138) Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com> * [Misc] Do not override NCCL_CUMEM_ENABLE if set explicitly (vllm-project#19105) Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> * [Frontend] improve vllm run-batch --help display (vllm-project#19187) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Bugfix] properly catch PIL-related errors for vision models when incorrect data urls are provided (vllm-project#19202) Signed-off-by: Guillaume Calmettes <gcalmettes@scaleway.com> * [mistral_common] Add v11 tokenizer (vllm-project#19193) Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com> * Add H20-3e fused MoE kernel tuning configs for DeepSeek-R1/V3 (vllm-project#19205) * [Hardware][NVIDIA] FP4 MoE kernel optimization (vllm-project#19110) Signed-off-by: Chiyue Wei <chiyuew@nvidia.com> Co-authored-by: Chiyue Wei <chiyuew@nvidia.com> * [MISC][Bugfix] Use less CPU when message queue has been empty for some time (vllm-project#16226) Signed-off-by: Povilas Kanapickas <povilas@radix.lt> * [P/D][NixlConnector] Enable FlashInfer backend (vllm-project#19090) * [Quantization] Skip Fp4 Test for `compressed-tensors` (vllm-project#19217) * [V1] Use FlashInfer by default on Blackwell GPUs (vllm-project#19118) * [Model] NemotronH support (vllm-project#18863) Signed-off-by: Luis Vega <2478335+vegaluisjose@users.noreply.github.com> Co-authored-by: Luis Vega <2478335+vegaluisjose@users.noreply.github.com> * Fix AOPerModuleConfig name changes (vllm-project#18869) Signed-off-by: Jerry Zhang <jerryzh168@gmail.com> * [Bugfix] Fix EAGLE vocab embedding construction for Llama 70B (vllm-project#19033) Signed-off-by: Benjamin Chislett <benjamin.chislett@centml.ai> * [v1] Hybrid Memory Allocator (vllm-project#17996) Signed-off-by: Chen Zhang <zhangch99@outlook.com> * [TPU] update torch_xla pin (vllm-project#19231) Signed-off-by: Chengji Yao <chengjiyao@google.com> * Support allowed_token_ids in ChatCompletionRequest (vllm-project#19143) Signed-off-by: Xu Song <xusong.vip@gmail.com> * [Chore] update CODEOWNERS (vllm-project#19247) Signed-off-by: Aaron Pham <contact@aarnphm.xyz> * [v1][P/D] Fix a edge case in kv cache schedule (vllm-project#19182) Co-authored-by: jinghui <jinghui@fb.com> * [TPU] fix kv cache dtype in model runner (vllm-project#19244) Signed-off-by: Chengji Yao <chengjiyao@google.com> * [Quantization] Bump compressed-tensors version; update NVFP4A16 test model (vllm-project#19224) Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com> * [Docs] Improve V1 KVConnector interface documentation (vllm-project#19172) Signed-off-by: Nick Hill <nhill@redhat.com> * Fix CompilationConfig repr (vllm-project#19091) Signed-off-by: rzou <zou3519@gmail.com> * Unit Test for run_dp_sharded_vision_model (vllm-project#19103) Signed-off-by: Siqi Yan <siqi@meta.com> Co-authored-by: Siqi Yan <siqi@meta.com> * [Model] Optimize nemotron_h implementation (vllm-project#19249) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Core] Raise when non-multi-instance DP clients target a DP rank (vllm-project#19227) Signed-off-by: Jon Swenson <jmswen@gmail.com> * improve logits bias (vllm-project#19041) * Fixed ppc build when it runs on non-RHEL based linux distros (vllm-project#18422) Signed-off-by: Nishidha Panpaliya <nishidha.panpaliya@partner.ibm.com> Signed-off-by: Md. Shafi Hussain <Md.Shafi.Hussain@ibm.com> Signed-off-by: npanpaliya <nishidha.panpaliya@partner.ibm.com> Co-authored-by: Md. Shafi Hussain <Md.Shafi.Hussain@ibm.com> * [BugFix] Fix MultiConnector test after HMA changes (vllm-project#19291) Signed-off-by: Nick Hill <nhill@redhat.com> * [Bugfix][Core] Update cancellation logic in `generate()` to handle Generator exits (vllm-project#19225) Co-authored-by: Adolfo Victoria <adovi@meta.com> * [Core] Fix abrupt request abort (vllm-project#18485) Signed-off-by: nicklucche <nlucches@redhat.com> Signed-off-by: Nick Hill <nhill@redhat.com> Co-authored-by: Nick Hill <nhill@redhat.com> * [BugFix] Fix tpu_model_runner block_id concatenation (vllm-project#19228) Signed-off-by: Nick Hill <nhill@redhat.com> * [Misc][Tools][Benchmark] Fix and improve auto tune script (vllm-project#19163) Signed-off-by: Chenyaaang <chenyangli@google.com> * [Build][ROCm] Update Dockerfile.rocm (vllm-project#19296) Signed-off-by: Alexei V. Ivanov <alexei.ivanov@amd.com> * [Easy][Test] Simplify test_function_tool_use with multiple parametrizes (vllm-project#19269) Signed-off-by: Lu Fang <lufang@fb.com> * [Kernel] Integrate CUTLASS MoE kernel with PPLX (vllm-project#18762) Signed-off-by: ElizaWszola <ewszola@redhat.com> Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com> * [TPU][Test] Add script to run benchmark on TPU for buildkite (vllm-project#19039) Signed-off-by: Qiliang Cui <derrhein@gmail.com> * [CI][PowerPC] Use a more appropriate way to select testcase in tests/models/language/pooling/test_embedding.py (vllm-project#19253) Signed-off-by: Aaruni Aggarwal <aaruniagg@gmail.com> * Add FlexAttention to V1 (vllm-project#16078) Signed-off-by: drisspg <drisspguessous@gmail.com> * [Misc] refactor context extension (vllm-project#19246) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [CI/Build] Improve Llama GGUF test robustness (vllm-project#19287) Signed-off-by: Isotr0py <2037008807@qq.com> * [Nit][Benchmark]Fix example in benchmark_serving_structured_output.py (vllm-project#19311) Signed-off-by: Lifan Shen <lifans@meta.com> * [AMD] Update compatible packaging version (vllm-project#19309) Signed-off-by: pramkuma <Pramendra.Kumar@amd.com> * [BugFix][V1] Fix memory profiling bug (vllm-project#18974) Signed-off-by: luka <luka@neuralmagic.com> * [Bugfix]: Fix TypeError: 'float' object cannot be interpreted as an integer (vllm-project#19283) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Bugfix] Re-enable use_cudagraph in vLLM v1 (vllm-project#19299) Signed-off-by: Richard Zou <zou3519@gmail.com> * [Misc] Change tests/compile to use VLLM_V1 by default (vllm-project#19302) Signed-off-by: rzou <zou3519@gmail.com> * Add H20-3e fused MoE kernel tuning configs for Qwen3-235B-A22B (vllm-project#19315) Signed-off-by: Xu Wenqing <xuwq1993@qq.com> * [Hardware][POWER] Add IBM POWER11 Support to CPU Extension Detection (vllm-project#19082) Signed-off-by: Akash Kaothalkar <akash.kaothalkar@ibm.com> Co-authored-by: Akash Kaothalkar <akash.kaothalkar@ibm.com> * [Quantization] Add compressed-tensors NVFP4 support (vllm-project#18312) * [Multi Modal] Add an env var for message queue max chunk bytes (vllm-project#19242) Signed-off-by: yZhen <yZhen@fb.com> Co-authored-by: yZhen <yZhen@fb.com> * [Bugfix] model_max_length should consider max_model_len in tokenizer_config (vllm-project#19201) * [Deprecation] Remove `inputs` arg fallback in Engine classes (vllm-project#18799) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Misc] Add documentation update reminder to PR template (vllm-project#19289) Signed-off-by: Isotr0py <2037008807@qq.com> * [Frontend] Remove unreachable code from llm.py (vllm-project#19288) Signed-off-by: KsuParkhamchuk <k.parkhamchuk@gmail.com> * [Misc] Cleanup compilation tests (vllm-project#19343) Signed-off-by: rzou <zou3519@gmail.com> * [doc] improve ci doc (vllm-project#19307) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Doc] Fix description in the Automatic Prefix Caching design doc (vllm-project#19333) Signed-off-by: cr7258 <chengzw258@163.com> * [CI/Build] Fix LoRA test (vllm-project#19350) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Fix] Allow kernel compilation for CUDA capability 8.7 (vllm-project#19328) Signed-off-by: Conroy Cheers <conroy@corncheese.org> * [CI] Introduce rules for llama auto-label (vllm-project#19323) Signed-off-by: Lu Fang <lufang@fb.com> * [Docs] Fix a bullet list in usage/security.md (vllm-project#19358) Signed-off-by: windsonsea <haifeng.yao@daocloud.io> * [full_graph] Fix query_start_loc padding (vllm-project#19321) Signed-off-by: Yinghai Lu <yinghai@thinkingmachines.ai> * [v1] Add fp32 support to v1 engine through flex attn (vllm-project#19319) Signed-off-by: Isotr0py <2037008807@qq.com> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [Misc] Fixes and Optimizations for DeepEP + DeepGEMM combination. (vllm-project#19298) Signed-off-by: Varun <vsundarr@redhat.com> Co-authored-by: Varun <vsundarr@redhat.com> * [Bugfix][Core] Prevent token lengths exceeding `max_model_len` in V0 (vllm-project#19348) Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> * [Quantization] Bump compressed-tensors version (vllm-project#19295) Signed-off-by: Kyle Sayers <kylesayrs@gmail.com> * [Frontend] Make TIMEOUT_KEEP_ALIVE configurable through env var (vllm-project#18472) Signed-off-by: liusiqian <liusiqian@tal.com> * [TPU]Fix KV cache sharing tests (vllm-project#19371) * [HOT-FIX] Add `kv_sharing_target_layer_name` argument to cutlass_mla backend (vllm-project#19374) Signed-off-by: Pavani Majety <pmajety@nvidia.com> * [Misc] Fix a config typo in disable_hybrid_kv_cache_manager configuration (vllm-project#19383) Signed-off-by: Siyuan Liu <lsiyuan@google.com> * [V1] Reuse V0's memory_profiling util for gpu worker memory profiling (vllm-project#19312) Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com> * [Bugfix] Fix benchmark_moe.py (vllm-project#19016) Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn> * Use xla flag to improve the quantized model performance (vllm-project#19303) Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com> * Fix docs/mkdocs/hooks/remove_announcement.py (vllm-project#19382) * [Frontend] Add tqdm_leave_pbar to control progress bar visibility (vllm-project#19357) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Core] Use tuple for kv cache group block ids (vllm-project#19175) Signed-off-by: Nick Hill <nhill@redhat.com> * [Bugfix] Fix modelscope token passed in (vllm-project#19389) Signed-off-by: wangli <wangli858794774@gmail.com> Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Co-authored-by: Jee Jee Li <pandaleefree@gmail.com> * [Core] Batch multi modal input using pinned memory (vllm-project#19169) Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com> * Add security warning to bug report template (vllm-project#19365) Signed-off-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> * [Misc] refactor neuron_multimodal and profiling (vllm-project#19397) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * Add clear documentation around the impact of debugging flag (vllm-project#19369) Signed-off-by: Anna Pendleton <pendleton@google.com> * Automatically bind CPU OMP Threads of a rank to CPU ids of a NUMA node. (vllm-project#17930) Signed-off-by: Tsai, Louie <louie.tsai@intel.com> Co-authored-by: Li, Jiang <bigpyj64@gmail.com> * Revert "[v1] Add fp32 support to v1 engine through flex attn" (vllm-project#19404) * [BugFix][FlashInfer] Fix attention backend interface mismatch with unexpected keyword `use_irope` (vllm-project#19134) Signed-off-by: Yunqiu Guo <guorachel@meta.com> * [BugFix][CPU] Fix CPU CI by ignore collecting test_pixtral (vllm-project#19411) Signed-off-by: jiang.li <jiang1.li@intel.com> * Simplify ep kernels installation (vllm-project#19412) Signed-off-by: youkaichao <youkaichao@gmail.com> * [Misc] Slight improvement of the BNB (vllm-project#19418) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Co-authored-by: Isotr0py <2037008807@qq.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> * [Docs] Note that alternative structured output backends are supported (vllm-project#19426) Signed-off-by: Russell Bryant <rbryant@redhat.com> * [ROCm][V1] Adding ROCm to the list of plaforms using V1 by default (vllm-project#19440) Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com> * [Model] use AutoWeightsLoader for commandr (vllm-project#19399) Signed-off-by: py-andy-c <pychen1017@gmail.com> * Add H20-3e fused MoE kernel tuning configs for Qwen3-235B-A22B-FP8 (vllm-project#19401) Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com> * [BugFix] Allow use_cudagraph to work with dynamic VLLM_USE_V1 (vllm-project#19390) Signed-off-by: rzou <zou3519@gmail.com> * [New Model]: Support Qwen3 Embedding & Reranker (vllm-project#19260) * [BugFix] Fix docker build cpu-dev image error (vllm-project#19394) Signed-off-by: niu_he <carlton2tang@gmail.com> * Fix test_max_model_len in tests/entrypoints/llm/test_generate.py (vllm-project#19451) Signed-off-by: Lu Fang <lufang@fb.com> * [CI] Disable failing GGUF model test (vllm-project#19454) Signed-off-by: mgoin <mgoin64@gmail.com> * [Misc] Remove unused `MultiModalHasher.hash_prompt_mm_data` (vllm-project#19422) Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com> * Add fused MOE config for Qwen3 30B A3B on B200 (vllm-project#19455) Signed-off-by: Junhao Li <junhao@ubicloud.com> * Fix Typo in Documentation and Function Name (vllm-project#19442) * [ROCm] Add rules to automatically label ROCm related PRs (vllm-project#19405) Signed-off-by: Lu Fang <lufang@fb.com> * [Kernel] Support deep_gemm for linear methods (vllm-project#19085) Signed-off-by: artetaout <lulala341@gmail.com> * [Doc] Update V1 User Guide for Hardware and Models (vllm-project#19474) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Doc] Fix quantization link titles (vllm-project#19478) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Doc] Support "important" and "announcement" admonitions (vllm-project#19479) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Misc] Reduce warning message introduced in env_override (vllm-project#19476) Signed-off-by: Lu Fang <lufang@fb.com> * Support non-string values in JSON keys from CLI (vllm-project#19471) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * Add cache to cuda get_device_capability (vllm-project#19436) Signed-off-by: mgoin <mgoin64@gmail.com> * Fix some typo (vllm-project#19475) Signed-off-by: ximing.wxm <ximing.wxm@antgroup.com> Co-authored-by: ximing.wxm <ximing.wxm@antgroup.com> * Support no privileged mode on CPU for docker and kubernetes deployments (vllm-project#19241) Signed-off-by: Tsai, Louie <louie.tsai@intel.com> * [Bugfix] Update the example code, make it work with the latest lmcache (vllm-project#19453) Signed-off-by: Runzhen Wang <wangrunzhen@gmail.com> * [CI] Update FlashInfer to 0.2.6.post1 (vllm-project#19297) Signed-off-by: mgoin <mgoin64@gmail.com> * [doc] fix "Other AI accelerators" getting started page (vllm-project#19457) Signed-off-by: David Xia <david@davidxia.com> * [Misc] Fix misleading ROCm warning (vllm-project#19486) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Docs] Remove WIP features in V1 guide (vllm-project#19498) Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> * [Kernels] Add activation chunking logic to FusedMoEModularKernel (vllm-project#19168) Signed-off-by: Bill Nell <bnell@redhat.com> * [AMD] [Quantization] Add override flag for attention dtype instead of using kv_cache_dtype trigger (vllm-project#17331) Signed-off-by: Randall Smith <Randall.Smith@amd.com> * [UX] Add Feedback During CUDAGraph Capture (vllm-project#19501) Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * [CI/Build] Fix torch nightly CI dependencies (vllm-project#19505) Signed-off-by: Richard Zou <zou3519@gmail.com> * [CI] change spell checker from codespell to typos (vllm-project#18711) Signed-off-by: Andy Xie <andy.xning@gmail.com> * [BugFix] Force registration of w8a8_block_fp8_matmul_deepgemm via lazy import (vllm-project#19514) Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com> Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com> * Add Triton Fused MoE kernel config for E=16 on B200 (vllm-project#19518) Signed-off-by: Brayden Zhong <b8zhong@uwaterloo.ca> * [Frontend] Improve error message in tool_choice validation (vllm-project#19239) Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> * [BugFix] Work-around incremental detokenization edge case error (vllm-project#19449) Signed-off-by: Nick Hill <nhill@redhat.com> * [BugFix] Handle missing sep_token for Qwen3-Reranker in Score API (vllm-project#19522) Signed-off-by: strutive07 <strutive07@gmail.com> * [AMD][Kernel][BugFix] fix test_rocm_compressed_tensors_w8a8 for rocm (vllm-project#19509) Signed-off-by: Randall Smith <Randall.Smith@amd.com> * Fix typo (vllm-project#19525) Signed-off-by: 2niuhe <carlton2tang@gmail.com> * [Security] Prevent new imports of (cloud)pickle (vllm-project#18018) Signed-off-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Aaron Pham <Aaronpham0103@gmail.com> * [Bugfix][V1] Allow manual FlashAttention for Blackwell (vllm-project#19492) Signed-off-by: mgoin <mgoin64@gmail.com> * [Bugfix] Respect num-gpu-blocks-override in v1 (vllm-project#19503) Signed-off-by: Jon Swenson <jmswen@gmail.com> * [Quantization] Improve AWQ logic (vllm-project#19431) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Doc] Add V1 column to supported models list (vllm-project#19523) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [V1][NixlConnector] Drop `num_blocks` check (vllm-project#19532) Signed-off-by: NickLucche <nlucches@redhat.com> * [Perf] Vectorize static / dynamic INT8 quant kernels (vllm-project#19233) Signed-off-by: yewentao256 <zhyanwentao@126.com> * Fix TorchAOConfig skip layers (vllm-project#19265) Signed-off-by: mobicham <hicham@mobiuslabs.com> * [torch.compile][ROCm] Fuse quantization onto attention using a torch.compile pass (vllm-project#16756) Signed-off-by: Luka Govedič <lgovedic@redhat.com> Co-authored-by: Sage Moore <sage@neuralmagic.com> * [doc] Make top navigation sticky (vllm-project#19540) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Spec Decode][Benchmark] Generalize spec decode offline benchmark to more methods and datasets (vllm-project#18847) * [Misc] Turn MOE_DP_CHUNK_SIZE into an env var (vllm-project#19506) * [Bugfix] Enforce contiguous input for dynamic_per_token FP8/INT8 quant (vllm-project#19452) Signed-off-by: mgoin <mgoin64@gmail.com> * [Doc] Unify structured outputs examples (vllm-project#18196) Signed-off-by: Aaron Pham <contact@aarnphm.xyz> * [V1] Resolve failed concurrent structured output requests (vllm-project#19565) Signed-off-by: Russell Bryant <rbryant@redhat.com> * Revert "[Build/CI] Add tracing deps to vllm container image (vllm-project#15224)" (vllm-project#19378) * [BugFix] : Fix Batched DeepGemm Experts (vllm-project#19515) Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com> Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com> * [Bugfix] Fix EAGLE vocab embedding for multimodal target model (vllm-project#19570) Signed-off-by: qizixi <qizixi@meta.com> * [Doc] uses absolute links for structured outputs (vllm-project#19582) Signed-off-by: Aaron Pham <contact@aarnphm.xyz> * [doc] fix incorrect link (vllm-project#19586) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Misc] Correct broken docs link (vllm-project#19553) Signed-off-by: Zerohertz <ohg3417@gmail.com> * [CPU] Refine default config for the CPU backend (vllm-project#19539) Signed-off-by: jiang1.li <jiang1.li@intel.com> * [Fix] bump mistral common to support magistral (vllm-project#19533) Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com> * [Fix] The zip function in Python 3.9 does not have the strict argument (vllm-project#19549) Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com> * use base version for version comparison (vllm-project#19587) Signed-off-by: Boyuan Feng <boyuan@meta.com> * [torch.compile] reorganize the cache directory to support compiling multiple models (vllm-project#19064) Signed-off-by: youkaichao <youkaichao@gmail.com> * [BugFix] Honor `enable_caching` in connector-delayed kvcache load case (vllm-project#19435) Signed-off-by: Nick Hill <nhill@redhat.com> * [Model] Fix minimax model cache & lm_head precision (vllm-project#19592) Signed-off-by: qingjun <qingjun@minimaxi.com> * [Refactor] Remove unused variables in `moe_permute_unpermute_kernel.inl` (vllm-project#19573) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [doc][mkdocs] fix the duplicate Supported features sections in GPU docs (vllm-project#19606) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [CUDA] Enable full cudagraph for FlashMLA (vllm-project#18581) Signed-off-by: luka <luka@neuralmagic.com> * [Doc] Add troubleshooting section to k8s deployment (vllm-project#19377) Signed-off-by: Anna Pendleton <pendleton@google.com> * [torch.compile] Use custom ops when use_inductor=False (vllm-project#19618) * Adding "AMD: Multi-step Tests" to amdproduction. (vllm-project#19508) Signed-off-by: Yida Wu <yidawu@alumni.cmu.edu> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> * [BugFix] Fix DP Coordinator incorrect debug log message (vllm-project#19624) Signed-off-by: Nick Hill <nhill@redhat.com> * [V1][Metrics] Deprecate metrics with gpu_ prefix for non GPU specific metrics. (vllm-project#18354) Signed-off-by: Saheli Bhattacharjee <saheli@krai.ai> * [Bugfix] Fix the speculative decoding test by setting the target dtype (vllm-project#19633) * [Misc] Modularize CLI Argument Parsing in Benchmark Scripts (vllm-project#19593) Signed-off-by: reidliu41 <reid201711@gmail.com> Co-authored-by: reidliu41 <reid201711@gmail.com> * [Bugfix] Fix auto dtype casting for BatchFeature (vllm-project#19316) Signed-off-by: Isotr0py <2037008807@qq.com> Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn> * [Hardware][NVIDIA][kernel] Fp4 MOE quant kernel optimization (vllm-project#19500) * Only build CUTLASS MoE kernels on Hopper (vllm-project#19648) * [Bugfix] Don't attempt to use triton if no driver is active (vllm-project#19561) * [Fix] Convert kv_transfer_config from dict to KVTransferConfig (vllm-project#19262) * [Perf] Further tunings for SM100 FP8 CUTLASS kernel (vllm-project#19566) * [Bugfix][2/n] Fix speculative decoding CI - Fix test_ngram_e2e_greedy_correctness (vllm-project#19644) * [Kernel] Raise verbose error and consolidate `num_heads/num_kv_heads` divisibility check (vllm-project#19339) Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> * [Benchmark] Refactor benchmark script for fp8 & int8 (vllm-project#19627) Signed-off-by: yewentao256 <zhyanwentao@126.com> * Enable prefix caching with full cuda graphs (vllm-project#19617) Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> * [CI/Build] Fix torch nightly CI dependencies part 2 (vllm-project#19589) * [Misc] Remove duplicate multiproc method setting for CPU platform (vllm-project#19649) Signed-off-by: Isotr0py <2037008807@qq.com> * [MISC] Remove unused variableds in C++ (vllm-project#19609) Signed-off-by: Lu Fang <lufang@fb.com> * [Bugfix][Core] Prefix caching causes incorrect outputs due to outdated ComputedBlocksTracker (vllm-project#18957) Signed-off-by: 刘全 <quan.liu2@dbappsecurity.com.cn> Co-authored-by: 刘全 <quan.liu2@dbappsecurity.com.cn> * [Misc][Frontend] passthrough `bad_words` (vllm-project#19564) Signed-off-by: Francesco Bertolotti <francesco.bertolotti@igenius.ai> Co-authored-by: Francesco Bertolotti <francesco.bertolotti@igenius.ai> Co-authored-by: Aaron Pham <Aaronpham0103@gmail.com> * [Misc] Fix skipped max-model-len validation when deriving max model length from tokenizer config (vllm-project#19660) Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com> * [TPU] support attention head dim smaller than 128 (vllm-project#19620) Signed-off-by: Chengji Yao <chengjiyao@google.com> Co-authored-by: mgoin <mgoin64@gmail.com> * [MISC] typo fix (vllm-project#19672) Signed-off-by: Andy Xie <andy.xning@gmail.com> * [CI] Add mteb testing for rerank models (vllm-project#19344) * [Docs] Move multiproc doc to v1 dir (vllm-project#19651) Signed-off-by: Russell Bryant <rbryant@redhat.com> * [Kernel] GGUF MMVQ kernel for multiple input vectors (vllm-project#18754) Signed-off-by: SzymonOzog <szymon.ozog@gmail.com> * [BugFix] Don't catch BaseException when dumping execute_model errors (vllm-project#19626) Signed-off-by: Nick Hill <nhill@redhat.com> * [DOC] Add reasoning capability to vLLM streamlit code (vllm-project#19557) * [Feature]:Allow for Granite MoE Hybrid models with _only_ shared experts. (vllm-project#19652) Signed-off-by: Shawn Tan <shawntan@ibm.com> * [Bugfix] Fix TP inference for Flex attention backend (vllm-project#19657) Signed-off-by: Isotr0py <2037008807@qq.com> * [MISC] bump huggingface_hub pkg to 0.33.0 (vllm-project#19547) Signed-off-by: Andy Xie <andy.xning@gmail.com> * [Bugfix] fix missing 'finish_reason': null in streaming chat (vllm-project#19662) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Kernels] Use empty for modular MoE workspaces (vllm-project#19667) Signed-off-by: Bill Nell <bnell@redhat.com> * [Model] Add support for MiniMaxM1ForCausalLM (shares architecture with MiniMaxText01ForCausalLM) (vllm-project#19677) Signed-off-by: QscQ <qscqesze@gmail.com> * [V1] Change return type on get_multimodal_embeddings() (vllm-project#19446) Signed-off-by: Russell Bryant <rbryant@redhat.com> * fix Signed-off-by: Amog Kamsetty <amogkamsetty@gmail.com> --------- Signed-off-by: raushan <raushan@huggingface.co> Signed-off-by: Lu Fang <lufang@fb.com> Signed-off-by: nicklucche <nlucches@redhat.com> Signed-off-by: googs1025 <googs1025@gmail.com> Signed-off-by: simon-mo <simon.mo@hey.com> Signed-off-by: reidliu41 <reid201711@gmail.com> Signed-off-by: Varun <vsundarr@redhat.com> Signed-off-by: Yong Hoon Shin <yhshin@meta.com> Signed-off-by: mgoin <mgoin64@gmail.com> Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Signed-off-by: Chen Zhang <zhangch99@outlook.com> Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> Signed-off-by: Russell Bryant <rbryant@redhat.com> Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com> Signed-off-by: calvin chen <120380290@qq.com> Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu> Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com> Signed-off-by: Siyuan Liu <lsiyuan@google.com> Signed-off-by: Seiji Eicher <seiji@anyscale.com> Signed-off-by: Isotr0py <2037008807@qq.com> Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> Signed-off-by: 许文卿 <xwq391974@alibaba-inc.com> Signed-off-by: Jon Swenson <jmswen@gmail.com> Signed-off-by: Tyler Michael Smith <tysmith@redhat.com> Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> Signed-off-by: Nick Hill <nhill@redhat.com> Signed-off-by: Yang Wang <elainewy@meta.com> Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com> Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> Signed-off-by: Guillaume Calmettes <gcalmettes@scaleway.com> Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com> Signed-off-by: Chiyue Wei <chiyuew@nvidia.com> Signed-off-by: Povilas Kanapickas <povilas@radix.lt> Signed-off-by: Luis Vega <2478335+vegaluisjose@users.noreply.github.com> Signed-off-by: Jerry Zhang <jerryzh168@gmail.com> Signed-off-by: Benjamin Chislett <benjamin.chislett@centml.ai> Signed-off-by: Chengji Yao <chengjiyao@google.com> Signed-off-by: Xu Song <xusong.vip@gmail.com> Signed-off-by: Aaron Pham <contact@aarnphm.xyz> Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com> Signed-off-by: rzou <zou3519@gmail.com> Signed-off-by: Siqi Yan <siqi@meta.com> Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Signed-off-by: Nishidha Panpaliya <nishidha.panpaliya@partner.ibm.com> Signed-off-by: Md. 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ProExpertProg force-pushed the luka/mla-full-cudagraph branch from 5e3f7ab to 30562a2 Compare June 4, 2025 21:27

ProExpertProg added 6 commits June 12, 2025 18:55

Add test for lower max_num_seqs

93949f8

Signed-off-by: luka <luka@neuralmagic.com>

Fix tests: add forward context

4e92ff8

Signed-off-by: luka <luka@neuralmagic.com>

Update GPU memory utilization

682c6b6

Signed-off-by: luka <luka@neuralmagic.com> Signed-off-by: luka <luka@neuralmagic.com>

Superclass for attention metadata builder.

a63e6d6

Signed-off-by: luka <luka@neuralmagic.com>

Refactor common attention metadata

2fd221d

Signed-off-by: luka <luka@neuralmagic.com>

Query builder for cudagraph support instead of per-layer metadata and…

ab519de

… hardcoded error Signed-off-by: luka <luka@neuralmagic.com>

ProExpertProg force-pushed the luka/mla-full-cudagraph branch from f478ecd to ab519de Compare June 12, 2025 18:55

ProExpertProg marked this pull request as ready for review June 12, 2025 18:56

mergify bot removed the needs-rebase label Jun 12, 2025

ProExpertProg commented Jun 12, 2025

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ProExpertProg added 2 commits June 12, 2025 19:41

PR comments

661bfbe

Signed-off-by: luka <luka@neuralmagic.com>

PR comments: change skip_attn flag

78a88db

Signed-off-by: luka <luka@neuralmagic.com>

LucasWilkinson approved these changes Jun 13, 2025

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LucasWilkinson enabled auto-merge (squash) June 13, 2025 17:32

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LucasWilkinson merged commit 3597b06 into vllm-project:main Jun 13, 2025
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github-project-automation bot moved this to Done in Structured Output Jun 13, 2025

minpeter pushed a commit to minpeter/vllm that referenced this pull request Jun 24, 2025

[CUDA] Enable full cudagraph for FlashMLA (vllm-project#18581)

24311b1

Signed-off-by: luka <luka@neuralmagic.com> Signed-off-by: minpeter <kali2005611@gmail.com>

This was referenced Jun 25, 2025

[Core][Bugfix] new way for full cudagraph, add support for FA2 and FlashInfer; Two minor bugs fixed #20050

Closed

[Core][Bugfix] New way for full cudagraph, add support for FA2 and FlashInfer; A minor bug fixed #20059

Open

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[CUDA] Enable full cudagraph for FlashMLA #18581

[CUDA] Enable full cudagraph for FlashMLA #18581

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ProExpertProg commented May 23, 2025 •

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