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According to #22825 (comment) , this code path for |
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You are correct about the EXIF The core of this PR is separate and is remotely reachable: untyped prefix-cache extra keys let a LoRA name and a |
State the invariant from RFC vllm-project#53194 as a parametrized suite: requests that differ in a partitioning dimension (cache_salt, LoRA identity, prompt_embeds content) must never reuse each other's KV blocks, and requests that agree must, so every negative arm has a positive control. Assertions are on what KVCacheManager hands back and on block-hash equality, never on the extra-key encoding, so the suite is independent of vllm-project#44706, vllm-project#51899 and vllm-project#52655 landing in any order. The cross-dimension case (cache_salt and lora_name with equal strings) reproduces vllm-project#44701 on current main and ships as a strict xfail pointing at vllm-project#51899, so it fails loudly the moment the fix lands. The coverage gate walks KVConnectorFactory's registry and fails on any connector that is neither exercised by the suite nor exempted with a written reason, so a new connector cannot skip declaring how it partitions the keyspace. Co-authored-by: Claude <noreply@anthropic.com> Signed-off-by: Shifat Islam Santo <shifatislamsanto764@gmail.com>
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Gentle ping — ready for review. cc @heheda12345 @WoosukKwon |
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❌ This PR is 1 commit behind upstream |
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✅ Triggered Buildkite CI #91959 for commit |
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✅ @KernelClint, CI is now available for this PR.
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njhill
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Thanks @KernelClint, I made some updates to the tests.
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Actually I think some additional changes are needed to avoid breaking kv-events backwards compatibility.
Signed-off-by: Clinton Thomas <1033162+KernelClint@users.noreply.github.com> Co-authored-by: Lucas Bourtoule <35483370+dhalf@users.noreply.github.com> Co-authored-by: Tai An <antai12232931@outlook.com>
Move the collision test into test_kv_cache_utils and check the first block hash directly, and update tests added on main since the PR base that asserted the untagged key shapes. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Signed-off-by: Nick Hill <nickhill123@gmail.com>
Block hashes now use source-tagged extra keys, but external KV event consumers (e.g. KV-aware routers) parse the previous untagged shapes and can fail to decode, or misread, the tagged tuples. Convert extra keys back to the untagged form when building BlockStored events so the event wire format is unchanged. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Signed-off-by: Nick Hill <nickhill123@gmail.com>
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✅ Triggered Buildkite CI #91982 for commit |
Adapt vllm-project/vllm#51899; v2 identity cold-invalidates legacy keys. Impl-Context: sha256:7841138b65c655e01a40be04b03daec32980ea3c01943e9403d39857627fb5e8 (agent:worker/01a0f0cd-10eb-7cb2-9da5-c8482a07130a) Test-Context: sha256:5a96f6031f32e70c6527ac2793b49f6a8bbe9d4643b4c0c2ef30bfe9c97a18f4 (agent:tester/01a0f0d4-c3c4-7061-9cf0-f099f42f360b) Separation-Verdict: SEPARATED Model-Provenance: openai/gpt-5.6-sol (agent:worker/01a0f0cd-10eb-7cb2-9da5-c8482a07130a) Judge-Context: sha256:e80516949d588be9138532a1183557bafc40ecf940d21659bffd3389e93a1477 (agent:judge/01a0f0c7-e719-7411-9e51-1fd4a7d3d90f) Signed-off-by: Claude <18080164+anthony-chaudhary@users.noreply.github.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com> Co-authored-by: Lucas Bourtoule <35483370+dhalf@users.noreply.github.com> Co-authored-by: Tai An <antai12232931@outlook.com> Co-authored-by: Nick Hill <nickhill123@gmail.com> Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> (cherry picked from commit 765872e)
* [Bugfix][XPU] store the pointer raw bit pattern instead of its numeric value (#54514)
Signed-off-by: Lai, Yejing <yejing.lai@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
* [Attention][CPU] Run Zen CPU encoder attention on zentorch SDPA (#54508)
Signed-off-by: priyansh jain <priyansh.jain2@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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* [MRV2] Validate MRV2 entrypoint logits processors (#57728)
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
* [Bugfix][Rust Frontend] Prevent MM timing from enabling debug tracing (#58378)
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
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Signed-off-by: reidliu41 <reid201711@gmail.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
* [XPU][UT] Align HF and vLLM inputs for Qwen2 embedding test by preventing Sentence Transformers from applying chat template (#58117)
Signed-off-by: RyanMa29 <ziyang.ma@intel.com>
* [CPU] Gate the AVX10.2 paths on compiler support (#58133)
Signed-off-by: R <Ganesh.R@amd.com>
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* [Perf][Frontend] Offload streaming derender detokenization (#57528)
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* [Multimodal] Reuse the supplied tokenizer in the MiniMax-M3 VL processor (#58460)
Signed-off-by: Zijing Liu <liuzijing2014@gmail.com>
* [XPU] enable XPU GRAPH by default (#51600)
Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>
* [ROCm][DSv4.1][Perf] Emit MXFP8 from the sparse decode reduce and run wo_a as a grouped FP8 GEMM (#58456)
Signed-off-by: fai <fangzhouai@gmail.com>
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* Remove `.gemini/` and `CLAUDE.md` (#58541)
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* [Bugfix][Pooling] Fix JinaVL label configuration and restore multimodal tests (#57347)
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* [Chore] Use Transformers v5 names and drop redundant processor `use_fast` (#58550)
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* [Refactor] Remove dead or duplicate tests (#58446)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
* [Perf][Attention] Bound FlashInfer prefill dequantization scratch (#57918)
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* fix(config): apply presence_penalty/frequency_penalty from override-generation-config (#50769)
Signed-off-by: Chenglun Hu <chenglunhu@gmail.com>
Signed-off-by: hclsys <chenglunhu@gmail.com>
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* [Bugfix] Resolve the Hub revision once per repo (#56092)
Signed-off-by: Wauplin <lucainp@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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* [Frontend] Remove the slow tokenizer mode (#58545)
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* Revert "[DSpark] Support pipeline-parallel targets in aggregated serving (#56956)" (#58484)
* [transformer] RMSNorm matching for alternative rsqrt (#54461)
Signed-off-by: Thomas Ortner <boh@zurich.ibm.com>
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* [Bugfix] Count unsplit Idefics3 image patches (#48760)
Signed-off-by: nightcityblade <nightcityblade@gmail.com>
Co-authored-by: nightcityblade <nightcityblade@gmail.com>
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* [Bugfix] Keep JIT warmup under enforce-eager when fault tolerance is on (#58593)
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* [Core] Skip JIT monitor when JIT warmup is disabled (#58590)
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* [Fast Start] Wait for weight cache daemon readiness (#58370)
* [Bugfix][Quantization] Add Humming to the W4A8 (INT4xFP8) MoE oracle (#58427)
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* [Refactor] Move auxiliary files out of the repository root (#58572)
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* [Cleanup] Remove online quantization support in `fp8.py` in favor of online shorthands (#53585)
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Co-authored-by: mgoin <mgoin64@gmail.com>
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* [ROCm] Fix misrouting race-condition in multi-decode P/D disagg with mori-io (#51681)
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* [Perf] DiffusionGemma: constrained reads over the request's logprob_token_ids (#58216)
Signed-off-by: Matt Mastracci <matthew@mastracci.com>
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Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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* [Bugfix] Pass quant_config to DiffusionGemma's ParallelLMHead (#48521)
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* [ROCm][CI] skip the ROCm MRV1 default where MRV1 cannot serve the config (#58535)
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
* [DFlash] Capture the context K/V precompute in the draft CUDA graph (#57632)
Signed-off-by: Juntian Liu <Juntianl777@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
* [Bugfix][Outlines] Fix EOS termination and unconstrained masks after rejected drafts (#58612)
* [Bugfix][KV Cache] Fix incremental multimodal block hashing (#51694)
Signed-off-by: Jellow <49915976+CZT0@users.noreply.github.com>
Signed-off-by: Jellow <dvdx@foxmail.com>
* [XPU][CI] enable prompt embeds tests on XPU (#58283)
Signed-off-by: Lin, Fanli <fanli.lin@intel.com>
Signed-off-by: Fanli Lin <fanli.lin@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
* [CI] Report to CRCR after all jobs finish, gated on the build's long pole (#58628)
* [PD][PushConnector] Record last activity of remotes on the D side (#52245)
Signed-off-by: Sunita Nadampalli <nadampal@amazon.com>
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai>
* [BUGFIX] fix ovis2_5 multimodal tokens (#52623)
Signed-off-by: Milosz Grunwald <milosz.grunwald@intel.com>
* [Bugfix][Core] Keep every multimodal feature in the partial-block KV event (#58288)
Signed-off-by: haosenwang1018 <haosenwang1018@users.noreply.github.com>
Co-authored-by: haosenwang1018 <haosenwang1018@users.noreply.github.com>
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* [ROCm][CI] Mirror the DSv4-Flash disaggregated DP EP group on MI355 (#58558)
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
* [Bugfix][Quantization] Give LM heads standard linear metadata (#58444)
Signed-off-by: mgoin <mgoin64@gmail.com>
* [Bugfix][Mamba] Restore prompt-tail prefix-cache hits with MTP (#58368)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Benjamin Chislett <bchislett@nvidia.com>
* [Perf] Parallelize registered CUDA Triton kernel warmup at startup (#58582)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
* [KV Connector] Fix DecodeBench fp8 fill values and add a startup fill mode (#58472)
Signed-off-by: Zijing Liu <liuzijing2014@gmail.com>
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
* Release prompt_embeds tensor when its InputBatch slot is freed (#57988)
Signed-off-by: khushali9 <khushali.desai9@gmail.com>
* [Bugfix][KVConnector] Finalize saves on steps without a forward (#57775)
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
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* [Bugfix][Frontend] Count reasoning tokens for Harmony, DeepSeek-V3 and Step3 parsers (#58626)
Signed-off-by: Samyabrata Maji <116789799+sammaji@users.noreply.github.com>
Co-authored-by: Flora Feng <4florafeng@gmail.com>
* [Bugfix] GLM-5.3-Flash: launch the kpool paged MQA logits in the varlen mode its schedule was built with (#55270)
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
* [Bugfix] Accept EOS after grammar finish in outlines backend; reject json_object at validation (#57743)
Signed-off-by: SIDDARTHA REDDY <75976672+SIDDARTHAREDDY8@users.noreply.github.com>
* [Perf] Batch Mamba2 prefill SSM state saves, removing GPU<->CPU syncs (#49371)
Signed-off-by: samuelkim7 <samuelmwkim@gmail.com>
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* [CI] Run DFlash2 NVFP4 acceptance test on B200; skip it on H200 35GB MIG (#58496)
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* [Bugfix][MRV2] Treat padded prompt tails as spec-decode rows for hybrid models (#58434)
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* [Kimi-K3][Perf] Dispatch GEMM for vision patch embedder (#58527)
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* [Minimax-M3][Perf] Use triton_mrope for vision tower + int64 offset fix for triton_mrope (#58526)
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* [Bugfix][Quantization] Refresh online NVFP4 scales before reload post-processing (#57954)
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* [Perf][DSv4.1] Restore the fused query RMSNorm + MXFP8 quantization path (#57679)
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* [Bugfix][LogitsProcessor] Validate ':' separator in custom logits processor FQCN (#56020)
Signed-off-by: 100milliongold <gadian88@gmail.com>
* [ROCm][CI][AITER Coverage] Harden MoE sorting-backend/dispatch env-var test matrix (#58393)
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
* [gRPC] Fix ping tolerance so long non-streaming RPCs are not dropped (#55102)
Signed-off-by: Wei Gong <wei@together.ai>
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* [Perf][Rust Frontend] Make histogram observations lock-free (#58574)
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* [ROCm][Perf] MXFP8 GEMM on native 32x32 block scales for gfx950 (#58510)
Signed-off-by: fai <fangzhouai@gmail.com>
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* [Bugfix][Qwen4Exp] Keep pinned PLE prefetch ids out of the CUDA graph pool (#58489)
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* [Perf][Engram] Serialize offloaded lookups and pack host tables into huge pages (#56926)
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* [Bugfix][Quantization] Fix MXFP8 startup crash on layers below mm_mxfp8 shape limits (#54223)
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Signed-off-by: mgoin <mgoin64@gmail.com>
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* [ROCm] Cut 69 wasted contiguous copies per decode step from the skinny GEMM path (#58566)
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* [ROCm][Build] Filter crate tags from vLLM version detection (#57744)
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* [Perf][Distributed] Add low-SM multimem reduce-scatter for SM100/SM103 (#55072)
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* [PP][XPU]Add the flag to control microbatch feature on MRV2+PP (#55145)
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Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
* [Feature] Triton kernel dispatcher (#43048)
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* [ROCm] Fix CI runtime and tests for MI355 DPX (#58244)
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Co-authored-by: Mahesh Kunreddi <mahesh.kunreddi@amd.com>
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* [CI][ROCm] Prevent Model Executor apt stalls (#58607)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
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* [Qwen4Exp][ROCm] PLE n-gram table CPU offload (#57497)
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Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: opencode+deepseek-v4-flash+vllm <opencode+deepseek-v4-flash+vllm@example.com>
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* [MM] Add Triton kernel for mm_input_normal. (#56798)
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Signed-off-by: wang.yuqi <noooop@126.com>
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Co-authored-by: Isotr0py <2037008807@qq.com>
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* [Structured Outputs] Parse Lark grammars natively in the xgrammar backend (#58321)
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* [ROCm] Credit ROCm/aiter for the block32 GEMM's packed kernel and in-launch split-K (#58659)
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* [Frontend] Handle Disable Thinking in /v1/messages (#58613)
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Co-authored-by: Robert Shaw <robshaw@redhat.com>
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* [Bugfix] Stop leaking the internal field name in the max_tokens validation error (#58336)
Signed-off-by: shallow10 <495593563@qq.com>
* [Bugfix][KV Cache][MLA] Align packed block strides for V3.2 sparse MLA (#55528)
Signed-off-by: lz <145014769+200lz@users.noreply.github.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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* [Perf][DSv4] Fuse inverse RoPE + FP8 quant into FlashInfer sparse MLA (#58621)
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* [Bugfix][EPD] Skip sampling for encoder-only async steps (#58490)
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* [CPU] Build CPU wheels on Ubuntu 22.04 with AMX-FP8 support (#58515)
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* [Test][ROCm] Stabilize the mixed OLMoE LoRA test (#58945)
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* [Model] Enable LoRA support for RobertaForSequenceClassification (#58884)
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* [Bugfix][Frontend] Apply Harmony adjust_request in batched chat completions (#58958)
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* [Minimax-M3] Add Encoder CUDA graph support (#58673)
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* [Perf][MRV2] Reuse Mamba/GDN metadata across KV cache groups (#58762)
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* [Bugfix] Fix the two multimodal root tests that fail on main (OpenPangu-VL embed merge, MiMo sink test fixture) (#58900)
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* [CI] Allowlist-shrink batch 1: wire 17 root-level tests + drop 5 stale watermarking entries into misc.yaml (#58055)
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* [Misc] Name each backend and its kernel block sizes in block-size errors (#58557)
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* [CI] Shard (H200 MIG 35GB / MI355 DPX) Entrypoints Integration (Pooling) into named jobs (#58652)
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* [CI] Split Dynamic Shapes out of (H200 MIG 35GB) PyTorch Compilation + (MI300) mirror (#58451)
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* [Bugfix][Qwen4Exp] Release the profiling KV cache held by QSA key views (#58961)
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* [CPU] Include vLLM Recipes tooling in release image to deploy models using vLLM Recipes (#58796)
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* Revert "[CI] Shard (H200 MIG 35GB / MI355 DPX) Entrypoints Integration (Pooling) into named jobs (#58652)" (#59011)
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* [Perf][Qwen4Exp] Fuse HC down projection and SiLU on NVIDIA (#58957)
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* [Bugfix][Spec Decode] Implement get_top_tokens() on the ROCm DeepSeek V4 MTP drafter (#57568)
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* [Perf][Qwen3.8] Reduce PLE metadata construction overhead (#58114)
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* [ROCm][Refactor] Move DeepSeek-V4/V4.1 multi-stream overlap gate to ROCm platform (#58983)
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* [Multimodal] Avoid extra d2d for encoder cudagraph with fused input norm (#56711)
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* [Bugfix] Use the correct repository revision for secondary artifact loaders (#57461)
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* [ROCm][Perf] Kimi-K3 Enable sharded latent MoE up-projection under EP (#54956)
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* [Feature] Add fixed-token prefill scoring (#54335)
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* [LoRA] Support variable num_labels for sequence classification (#57766)
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* [ROCm][Perf] Replace torch.topk in DSA candidate block selection (#58208)
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* [ROCm]Keep LMCache OpenTelemetry on the image's 1.40 stack (#59056)
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* [KVConnector][NIXL] Support packed MLA KV layouts in pipeline-parallel push prefill (#50499)
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* [Quant] Use canonical N-first weight format for CT WNA16 MoE (#52798)
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* [CI][Bugfix] Relax packed_qk_rope_ correctness test to one ULP (#59008)
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* [ROCm][CI] Increase timeout for Entrypoints Unit (#59076)
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* [ROCm][MLA] Add an AITER ASM round-robin decode route for DCP multi-token verify (#56861)
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* [Bugfix] Don't sync-police or retry FlashInfer all-reduce workspace creation in eager mode (#58498)
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* [Bugfix] Fix resumable request + async scheduling handoff race (#58259)
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* [Model Runner V2][Spec Decode] Support spec decode with draft model (#43091)
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* [Perf][MRV2] Allow FULL decode graphs for one-token prompt tails (#58400)
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* [Bugfix][Scheduler] Preserve logprobs across streaming continuations (#57447)
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* [Mypy] Fix mypy typing for Voxtral and vision models (#58251)
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* [Core] Rework scheduler `skipped_waiting` queue (#58947)
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* [Bugfix][MRV2][Spec Decode] Reject draft slots that were never proposed (#58784)
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* [ROCm][CI] Add missing test coverage for upstream parity (#50519)
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* [Bugfix][Scheduler] Refresh max tokens for streaming continuations (#57676)
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* [Perf][Spec Decode] Avoid triton recompiles in the acceptance estimator (#57107)
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* [CI/Build] Skip the snapshot runtime on CUDA 12.x images (#59118)
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(cherry picked from commit aedaba8664f67d8ae1538e5e5cec2b1ce3f258dd)
* [XPU][CI]Skip test_abort_timeout_on_prefiller in nightly (#58307)
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(cherry picked from commit 09c47db1ca080793dc2351144cb39513fd7984ca)
* [Bugfix][Engram] Keep THP tables private when resolving shared memory (#59068)
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(cherry picked from commit ec5e0c352f079c2cb8f46752fd0317a2745050bf)
* [ROCm][CI] Expand MI355 mirrors and route MIG-sized jobs to DPX (#59137)
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(cherry picked from commit 6ebb5bd64f5ef75dbe1471ee88c009003b3d03ec)
* [Bugfix][Mamba] Keep the prompt-end prefill checkpoint under sparse retention (#59146)
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(cherry picked from commit d882bddbeab6b4a0d5861dfcb171bf61ce2109d6)
* [Core][BugFix] Tag prefix-cache extra keys by source (#51899)
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(cherry picked from commit 765872e7ed5b6f372f0898a67e48d3365fa28139)
* [Bugfix][Frontend] Reject LoRA adapters named after a served model (#59286)
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(cherry picked from commit 105a4e097b905127b1d5f09a7e93bd1095e87a6c)
* [Dependency] Upgrade FlashInfer to 0.7.0.post1 (#59323)
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(cherry picked from commit 678baf53724e06cef7f07628ae8fd4cc6c96f11a)
* [Bugfix][HiSparse] Resolve MTP verification rows with a union residency kernel (#59235)
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(cherry picked from commit 2798f668608155bc8a8c74cb97e3ddd0d3053085)
* [Bugfix][HiSparse] Never allocate GPU pages without host backing (#59036)
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(cherry picked from commit 90e13fc757cffc11b55689d9cc33d844d9606516)
* [CPU][Whisper] Support W4A16 quantized Whisper on the CPU WNA16 kernel (#58268)
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(cherry picked from commit 5faf81a4297921c699f9aa58f9c6395e95ede718)
* [Core] Bound UniProc EngineCore startup threads to available CPUs (#58946)
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(cherry picked from commit 866fa130fac1e1252330a680fbed45ad05eba64f)
* [KV-Offloading][TP] : Expand replicated_layout detection to multi-group MLA (#57652)
(cherry picked from commit 5463fe4962785cdc3383477bf3af6533e7647dfd)
* [Bugfix][HiSparse] Preserve host prefix publication after request completion (#59007)
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(cherry picked from commit ff1b87cca25690fef6bd12667fd0d26690d949af)
* [Bugfix][HiSparse] Adopt GPU prefix copies after the hit's allocation (#59282)
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(cherry picked from commit 3eb6cec22ad9bb098393021b956feaa97081fc85)
* [Bugfix][HiSparse] Stop the host pool feeding device KV cache residency metrics (#58725)
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(cherry picked from commit 73c7cae4d746f64c22677348d1cc120eea6f7439)
* [Bugfix][Core] Fix mamba prefill checkpoint block reservation and prompt-end eviction in align mode (#59175)
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(cherry picked from commit 7e583e615c20ee4ff0cd82aac592c7d6310aa7c3)
* [Core] Include the LoRA path in prefix-cache block hashes (#59335)
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(cherry picked from commit c055c1e075ed461cff922aa710d387281f651940)
* [Perf][PP] Skip sampled-token broadcasts whose requests leave the engine (#58542)
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(cherry picked from commit 7314360c9eebb3b4b460ec49f6606ef0a08fcae2)
* [CPU][Zen] Add DA8W4 (W4A8) int4 support for dense and MoE layers (#54024)
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(cherry picked from commit e12291d7332db897885fdc0e6ed61b28c969d743)
* [Model Runner V2] Support randomized dummy inputs (#58411)
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(cherry picked from commit e5e38ba9b7d18f9746d989e389a51a94b0f96f6f)
* [Bugfix][HiSparse] Fix a chunked-prefill preemption livelock (#59494)
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(cherry picked from commit 3a6963664537ed21172e2ec12e96e3a2dcd3718c)
* [Bugfix][HiSparse] Size the KV cache from the groups HiSparse allocates (#59450)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
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(cherry picked from commit f7999d2e4489126f1c21868699f3890021f01b73)
* [Bugfix][HiSparse] Fix MTP acceptance collapse under FULL graphs with a saturated GPU pool (#59309)
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(cherry picked from commit 4056c8ac1f8a7e8fb50cf1c56ff96649fcadccc6)
* [CI] Drop a test that depends on #57930 from the #59309 backport
Resolving the #59309 cherry-pick conflict in
tests/v1/kv_connector/unit/test_hisparse_connector.py pulled in
test_scheduled_prefix_hit_publishes_adopted_copies from #57930, which is
not on this branch; it imports _allocate_scheduled from
tests.v1.core.test_prefix_caching and fails on every platform. After this
change the file matches the upstream #59309 diff.
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* [Bugfix] Fix minimax-m3 multimodal processor compatability with Transformers v5.18 (#59613)
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(cherry picked from commit b558f160a2c0abcb5902acc3c91a14c38a4af173)
* [Misc] Add Transformers version upper bound in requirements (#59614)
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(cherry picked from commit 58b3298457dde7b4554b3b4e20b238c0ac2c3a65)
* Forward-port the tkv/turbo-attn vLLM seam onto upstream v0.31.0
Squashes arbicity/vllm-turbo main @969c125e9 (upstream v0.28.0 + the seam:
b0a14f2eb #28, 76a3e6d72, 6d4c75611 #29) into one commit and replays it onto
upstream v0.31.0 (db9527a46, the commit vllm/vllm-openai:v0.31.0 is built
from) as a 3-way merge against the real base.
Upstream's v0.29-v0.31 KV-cache layout refactor (vllm#51718 and follow-ups)
replaced the allocator the seam patched: one backing allocation, per-layer
[B, H, N, C] views placed by the engine, page geometry read off the spec, and
AttentionBackend.customize_spec applied to every layer's spec by both model
runners. The seam is re-expressed on that and shrinks from 49 files to 18.
Kept (re-applied on upstream's structure):
- plugin KV-cache dtype registry; --kv-cache-dtype choices/type
- TURBO_ATTN backend slot (now a distinct enum value: two None members
made CUSTOM an alias of TURBO_ATTN), turbo-attn spelling, auto-default
for plugin dtypes (#29), CUDA candidate once registered
- lifecycle hooks on_model_loaded / on_draft_model_loaded /
on_kv_cache_initialized / adjust_kv_budget, fail-loud dispatch to every
backend in use
- MLA wrapping in the selector; MLA chunked-context _get_gather_op
- _tq_layer_idx injection for tkv layers
- aggregated_layer_count: fused (composite) pages, now one shared page
per fused set in upstream's single-allocation planner
Moved to upstream's extension points (turbo-attn plugin side):
- get_kv_cache_spec_class (Attention, MLAAttention, hybrid alignment)
-> AttentionBackend.customize_spec
- KVCacheSpec.get_manager_class -> KVCacheSpecRegistry MRO lookup
- get_supported_kv_cache_dtypes -> supported_kv_cache_dtypes ClassVar
- get_kv_cache_shape(kv_cache_spec=...) passthrough and the
backend-managed-dtype shape coercion -> spec-driven views
Dropped:
- spec_decode_warmup.py: upstream registers the same kernels with its JIT
warmup registry (aed894c19, vllm#56323)
- turbo_attn_warmup.py, utils/cutedsl_cache.py: superseded by turbo-attn's
own prefill prewarm (on_kv_cache_initialized) and CuTeDSL cache
- per-group BlockPools, sampler reserve, padded-page block fill, drain
hook / on_kv_manager_created, KVBlockZeroer clamp: conflict with
upstream's single-pool allocator; no turbo-attn consumer for the hooks
- rotary fast-path registry: upstream guards the import (1f60771c7,
vllm#42679)
- --kv-cache-dtype-skip-layers-dtype, VLLM_KV_CACHE_SKIP_LAYERS_DTYPE,
Triton fused fp8 GEMM hook, gsm8k startup waits, notify-turbo-attn
workflow, draft-backend inheritance: unused or superseded
- FA2 varlen paged split-K patch: never reached the overlay image (the
image installs no compiled _vllm_fa2_C) and the FA pin moved
PROTOCOL.md rewritten for the v0.31.0 seam.
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
---------
Signed-off-by: Lai, Yejing <yejing.lai@intel.com>
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Signed-off-by: RyanMa29 <ziyang.ma@intel.com>
Signed-off-by: R <Ganesh.R@amd.com>
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Signed-off-by: Zijing Liu <liuzijing2014@gmail.com>
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Signed-off-by: mgoin <mgoin64@gmail.com>
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Signed-off-by: Vincent Cave <vincent.cave@amd.com>
Signed-off-by: Shiksha Patel <shikpate@amd.com>
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Signed-off-by: Aaron Kang <aaron.h.kang@icloud.com>
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
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Signed-off-by: Jellow <dvdx@foxmail.com>
Signed-off-by: Lin, Fanli <fanli.lin@intel.com>
Signed-off-by: Fanli Lin <fanli.lin@intel.com>
Signed-off-by: Sunita Nadampalli <nadampal@amazon.com>
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Signed-off-by: haosenwang1018 <haosenwang1018@users.noreply.github.com>
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Signed-off-by: SIDDARTHA REDDY <75976672+SIDDARTHAREDDY8@users.noreply.github.com>
Signed-off-by: samuelkim7 <samuelmwkim@gmail.com>
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Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
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Signed-off-by: 100milliongold <gadian88@gmail.com>
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Signed-off-by: Wei Gong <wei@together.ai>
Signed-off-by: lifulu <fululi12@amd.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Summer Yang <girasoleyang@gmail.com>
Signed-off-by: yisheng <yi.sheng@intel.com>
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
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Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Mathew Odden <modden@redhat.com>
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: wang.yuqi <noooop@126.com>
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Signed-off-by: Djordje Ramic <djoramic@amd.com>
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Signed-off-by: Andrii Skliar <andreyws96@gmail.com>
Signed-off-by: chao.huan <chao.huan@nio.com>
Signed-off-by: Monishver Chandrasekaran <monishverchandrasekaran@gmail.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Robert Shaw <robertgshaw2-redhat@h100-01.nemg-001.lab.rdu2.dc.redhat.com>
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Signed-off-by: Rohan Potdar <rohan.potdar@amd.com>
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
Signed-off-by: jpvillam <juan.villamizar@amd.com>
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Signed-off-by: Yifan Zong <yzong@redhat.com>
Signed-off-by: Raphael Rialland <raphael.rialland@mistral.ai>
Signed-off-by: Simon Veitner <sveitner@redhat.com>
Signed-off-by: Oxana Korzh <okorzh@amd.com>
Signed-off-by: Linkun Chen <github@lkchen.net>
Signed-off-by: Ricardo-M-L <ricardoporsche001@icloud.com>
Signed-off-by: Rui Zhu <rui.zhu.rz399@yale.edu>
Signed-off-by: Elvir Crncevic <elvircrn@gmail.com>
Signed-off-by: Flora Feng <4florafeng@gmail.com>
Signed-off-by: Baljinder Hothi <baljinder.hothi@cohere.com>
Signed-off-by: VS Chandra Mourya <219748331+vschandramourya@users.noreply.github.com>
Signed-off-by: Shuolei Wang <shuoleiwang123@gmail.com>
Signed-off-by: Ke Wen <kwen@nvidia.com>
Signed-off-by: Xiao Yu <xiao.yu.dc@outlook.com>
Signed-off-by: zhec <chengyunfei@ruc.edu.cn>
Signed-off-by: aarushjain29 <Aarushi.Jain2@amd.com>
Signed-off-by: zixi-qi <zixi@inferact.ai>
Signed-off-by: Juan Pérez de Algaba <jperezde@redhat.com>
Signed-off-by: Itay Alroy <ialroy@nvidia.com>
Signed-off-by: Willian <willian@willian.email>
Signed-off-by: Ashraf Bhuiyan <mbhuiyan@redhat.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Vincent <vincexxchan@gmail.com>
Signed-off-by: bruce.xu <bruce.xb@alibaba-inc.com>
Signed-off-by: LioEinaudi <zhao3024667639@gmail.com>
Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
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Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Anton Peganov <apeganov@nvidia.com>
Signed-off-by: sfeng33 <4florafeng@gmail.com>
Signed-off-by: Tianyu Guo <guoty@inferact.ai>
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Signed-off-by: linitra24 <renshuang.zhou@daocloud.io>
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
Signed-off-by: Stefan Kon…
* [Bugfix][XPU] store the pointer raw bit pattern instead of its numeric value (#54514)
Signed-off-by: Lai, Yejing <yejing.lai@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
* [Attention][CPU] Run Zen CPU encoder attention on zentorch SDPA (#54508)
Signed-off-by: priyansh jain <priyansh.jain2@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
* [MRV2] Validate MRV2 entrypoint logits processors (#57728)
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
* [Bugfix][Rust Frontend] Prevent MM timing from enabling debug tracing (#58378)
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Signed-off-by: reidliu41 <reid201711@gmail.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
* [XPU][UT] Align HF and vLLM inputs for Qwen2 embedding test by preventing Sentence Transformers from applying chat template (#58117)
Signed-off-by: RyanMa29 <ziyang.ma@intel.com>
* [CPU] Gate the AVX10.2 paths on compiler support (#58133)
Signed-off-by: R <Ganesh.R@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
* [Perf][Frontend] Offload streaming derender detokenization (#57528)
Signed-off-by: Shrey Gajjar <shreygajjar007@gmail.com>
* [Multimodal] Reuse the supplied tokenizer in the MiniMax-M3 VL processor (#58460)
Signed-off-by: Zijing Liu <liuzijing2014@gmail.com>
* [XPU] enable XPU GRAPH by default (#51600)
Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>
* [ROCm][DSv4.1][Perf] Emit MXFP8 from the sparse decode reduce and run wo_a as a grouped FP8 GEMM (#58456)
Signed-off-by: fai <fangzhouai@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
* Remove `.gemini/` and `CLAUDE.md` (#58541)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
* [Bugfix][Pooling] Fix JinaVL label configuration and restore multimodal tests (#57347)
Signed-off-by: Linze-Shi <linzeshi0@gmail.com>
* [Chore] Use Transformers v5 names and drop redundant processor `use_fast` (#58550)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
* [Refactor] Remove dead or duplicate tests (#58446)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
* [Perf][Attention] Bound FlashInfer prefill dequantization scratch (#57918)
Signed-off-by: Yueh-Ting Chen <yueh.ting.chen@gmail.com>
* fix(config): apply presence_penalty/frequency_penalty from override-generation-config (#50769)
Signed-off-by: Chenglun Hu <chenglunhu@gmail.com>
Signed-off-by: hclsys <chenglunhu@gmail.com>
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* [Bugfix] Resolve the Hub revision once per repo (#56092)
Signed-off-by: Wauplin <lucainp@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
* [Frontend] Remove the slow tokenizer mode (#58545)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
* Revert "[DSpark] Support pipeline-parallel targets in aggregated serving (#56956)" (#58484)
* [transformer] RMSNorm matching for alternative rsqrt (#54461)
Signed-off-by: Thomas Ortner <boh@zurich.ibm.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
* [Bugfix] Count unsplit Idefics3 image patches (#48760)
Signed-off-by: nightcityblade <nightcityblade@gmail.com>
Co-authored-by: nightcityblade <nightcityblade@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
* [Bugfix] Keep JIT warmup under enforce-eager when fault tolerance is on (#58593)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Kimi <noreply@moonshot.cn>
* [Core] Skip JIT monitor when JIT warmup is disabled (#58590)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Kimi Code <noreply@moonshot.cn>
* [Fast Start] Wait for weight cache daemon readiness (#58370)
* [Bugfix][Quantization] Add Humming to the W4A8 (INT4xFP8) MoE oracle (#58427)
Signed-off-by: mgoin <mgoin64@gmail.com>
* [Refactor] Move auxiliary files out of the repository root (#58572)
Signed-off-by: mgoin <mgoin64@gmail.com>
* [Cleanup] Remove online quantization support in `fp8.py` in favor of online shorthands (#53585)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
* [ROCm] Fix misrouting race-condition in multi-decode P/D disagg with mori-io (#51681)
Signed-off-by: Vincent Cave <vincent.cave@amd.com>
Signed-off-by: Shiksha Patel <shikpate@amd.com>
Co-authored-by: Shiksha Patel <shikpate@amd.com>
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Co-authored-by: Andreas Karatzas <akaratza@amd.com>
* [Perf] DiffusionGemma: constrained reads over the request's logprob_token_ids (#58216)
Signed-off-by: Matt Mastracci <matthew@mastracci.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
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Co-authored-by: Misha Goin <mgoin64@gmail.com>
* [Bugfix] Pass quant_config to DiffusionGemma's ParallelLMHead (#48521)
Signed-off-by: Aaron Kang <aaron.h.kang@icloud.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
* [ROCm][CI] skip the ROCm MRV1 default where MRV1 cannot serve the config (#58535)
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
* [DFlash] Capture the context K/V precompute in the draft CUDA graph (#57632)
Signed-off-by: Juntian Liu <Juntianl777@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
* [Bugfix][Outlines] Fix EOS termination and unconstrained masks after rejected drafts (#58612)
* [Bugfix][KV Cache] Fix incremental multimodal block hashing (#51694)
Signed-off-by: Jellow <49915976+CZT0@users.noreply.github.com>
Signed-off-by: Jellow <dvdx@foxmail.com>
* [XPU][CI] enable prompt embeds tests on XPU (#58283)
Signed-off-by: Lin, Fanli <fanli.lin@intel.com>
Signed-off-by: Fanli Lin <fanli.lin@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
* [CI] Report to CRCR after all jobs finish, gated on the build's long pole (#58628)
* [PD][PushConnector] Record last activity of remotes on the D side (#52245)
Signed-off-by: Sunita Nadampalli <nadampal@amazon.com>
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai>
* [BUGFIX] fix ovis2_5 multimodal tokens (#52623)
Signed-off-by: Milosz Grunwald <milosz.grunwald@intel.com>
* [Bugfix][Core] Keep every multimodal feature in the partial-block KV event (#58288)
Signed-off-by: haosenwang1018 <haosenwang1018@users.noreply.github.com>
Co-authored-by: haosenwang1018 <haosenwang1018@users.noreply.github.com>
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* [ROCm][CI] Mirror the DSv4-Flash disaggregated DP EP group on MI355 (#58558)
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
* [Bugfix][Quantization] Give LM heads standard linear metadata (#58444)
Signed-off-by: mgoin <mgoin64@gmail.com>
* [Bugfix][Mamba] Restore prompt-tail prefix-cache hits with MTP (#58368)
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* [Perf] Parallelize registered CUDA Triton kernel warmup at startup (#58582)
Signed-off-by: mgoin <mgoin64@gmail.com>
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* [KV Connector] Fix DecodeBench fp8 fill values and add a startup fill mode (#58472)
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Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
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* Release prompt_embeds tensor when its InputBatch slot is freed (#57988)
Signed-off-by: khushali9 <khushali.desai9@gmail.com>
* [Bugfix][KVConnector] Finalize saves on steps without a forward (#57775)
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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* [Bugfix][Frontend] Count reasoning tokens for Harmony, DeepSeek-V3 and Step3 parsers (#58626)
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(cherry picked from commit aedaba8664f67d8ae1538e5e5cec2b1ce3f258dd)
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(cherry picked from commit 765872e7ed5b6f372f0898a67e48d3365fa28139)
* [Bugfix][Frontend] Reject LoRA adapters named after a served model (#59286)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
(cherry picked from commit 105a4e097b905127b1d5f09a7e93bd1095e87a6c)
* [Dependency] Upgrade FlashInfer to 0.7.0.post1 (#59323)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
(cherry picked from commit 678baf53724e06cef7f07628ae8fd4cc6c96f11a)
* [Bugfix][HiSparse] Resolve MTP verification rows with a union residency kernel (#59235)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
(cherry picked from commit 2798f668608155bc8a8c74cb97e3ddd0d3053085)
* [Bugfix][HiSparse] Never allocate GPU pages without host backing (#59036)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
(cherry picked from commit 90e13fc757cffc11b55689d9cc33d844d9606516)
* [CPU][Whisper] Support W4A16 quantized Whisper on the CPU WNA16 kernel (#58268)
Signed-off-by: Harshal Adhav <harshal.adhav@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
(cherry picked from commit 5faf81a4297921c699f9aa58f9c6395e95ede718)
* [Core] Bound UniProc EngineCore startup threads to available CPUs (#58946)
Signed-off-by: Andreas Karatzas <andreas.karatzas@protonmail.com>
(cherry picked from commit 866fa130fac1e1252330a680fbed45ad05eba64f)
* [KV-Offloading][TP] : Expand replicated_layout detection to multi-group MLA (#57652)
(cherry picked from commit 5463fe4962785cdc3383477bf3af6533e7647dfd)
* [Bugfix][HiSparse] Preserve host prefix publication after request completion (#59007)
Signed-off-by: Yueh-Ting Chen <yueh.ting.chen@gmail.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
(cherry picked from commit ff1b87cca25690fef6bd12667fd0d26690d949af)
* [Bugfix][HiSparse] Adopt GPU prefix copies after the hit's allocation (#59282)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
(cherry picked from commit 3eb6cec22ad9bb098393021b956feaa97081fc85)
* [Bugfix][HiSparse] Stop the host pool feeding device KV cache residency metrics (#58725)
Signed-off-by: Yueh-Ting Chen <yueh.ting.chen@gmail.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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(cherry picked from commit 73c7cae4d746f64c22677348d1cc120eea6f7439)
* [Bugfix][Core] Fix mamba prefill checkpoint block reservation and prompt-end eviction in align mode (#59175)
Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
(cherry picked from commit 7e583e615c20ee4ff0cd82aac592c7d6310aa7c3)
* [Core] Include the LoRA path in prefix-cache block hashes (#59335)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
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(cherry picked from commit c055c1e075ed461cff922aa710d387281f651940)
* [Perf][PP] Skip sampled-token broadcasts whose requests leave the engine (#58542)
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(cherry picked from commit 7314360c9eebb3b4b460ec49f6606ef0a08fcae2)
* [CPU][Zen] Add DA8W4 (W4A8) int4 support for dense and MoE layers (#54024)
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(cherry picked from commit e12291d7332db897885fdc0e6ed61b28c969d743)
* [Model Runner V2] Support randomized dummy inputs (#58411)
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(cherry picked from commit e5e38ba9b7d18f9746d989e389a51a94b0f96f6f)
* [Bugfix][HiSparse] Fix a chunked-prefill preemption livelock (#59494)
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(cherry picked from commit 3a6963664537ed21172e2ec12e96e3a2dcd3718c)
* [Bugfix][HiSparse] Size the KV cache from the groups HiSparse allocates (#59450)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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(cherry picked from commit f7999d2e4489126f1c21868699f3890021f01b73)
* [Bugfix][HiSparse] Fix MTP acceptance collapse under FULL graphs with a saturated GPU pool (#59309)
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Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
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(cherry picked from commit 4056c8ac1f8a7e8fb50cf1c56ff96649fcadccc6)
* [CI] Drop a test that depends on #57930 from the #59309 backport
Resolving the #59309 cherry-pick conflict in
tests/v1/kv_connector/unit/test_hisparse_connector.py pulled in
test_scheduled_prefix_hit_publishes_adopted_copies from #57930, which is
not on this branch; it imports _allocate_scheduled from
tests.v1.core.test_prefix_caching and fails on every platform. After this
change the file matches the upstream #59309 diff.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Signed-off-by: khluu <khluu000@gmail.com>
* [Bugfix] Fix minimax-m3 multimodal processor compatability with Transformers v5.18 (#59613)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
(cherry picked from commit b558f160a2c0abcb5902acc3c91a14c38a4af173)
* [Misc] Add Transformers version upper bound in requirements (#59614)
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(cherry picked from commit 58b3298457dde7b4554b3b4e20b238c0ac2c3a65)
* Forward-port the tkv/turbo-attn vLLM seam onto upstream v0.31.0
Squashes arbicity/vllm-turbo main @969c125e9 (upstream v0.28.0 + the seam:
b0a14f2eb #28, 76a3e6d72, 6d4c75611 #29) into one commit and replays it onto
upstream v0.31.0 (db9527a46, the commit vllm/vllm-openai:v0.31.0 is built
from) as a 3-way merge against the real base.
Upstream's v0.29-v0.31 KV-cache layout refactor (vllm#51718 and follow-ups)
replaced the allocator the seam patched: one backing allocation, per-layer
[B, H, N, C] views placed by the engine, page geometry read off the spec, and
AttentionBackend.customize_spec applied to every layer's spec by both model
runners. The seam is re-expressed on that and shrinks from 49 files to 27.
Kept (re-applied on upstream's structure):
- plugin KV-cache dtype registry; --kv-cache-dtype choices/type
- TURBO_ATTN backend slot (now a distinct enum value: two None members
made CUSTOM an alias of TURBO_ATTN), turbo-attn spelling, auto-default
for plugin dtypes (#29), CUDA candidate once registered
- lifecycle hooks on_model_loaded / on_draft_model_loaded /
on_kv_cache_initialized / adjust_kv_budget, fail-loud dispatch to every
backend in use
- MLA wrapping in the selector; MLA chunked-context _get_gather_op
- _tq_layer_idx injection for tkv layers
- aggregated_layer_count: fused (composite) pages, now one shared page
per fused set in upstream's single-allocation planner
- per-group KV pool for hybrid models, re-expressed on v0.31's single
backing allocation: the O(1) Mamba/GDN state groups get their own
BlockPool sized for max_num_seqs, a region of the allocation after the
attention pool; their pages are not unified with attention pages;
per-pool admission, events and usage; CoW copies and warmup/profiling
block ids per pool; VLLM_SAMPLER_RESERVE_MIB headroom
Moved to upstream's extension points (turbo-attn plugin side):
- get_kv_cache_spec_class (Attention, MLAAttention, hybrid alignment)
-> AttentionBackend.customize_spec
- KVCacheSpec.get_manager_class -> KVCacheSpecRegistry MRO lookup
- get_supported_kv_cache_dtypes -> supported_kv_cache_dtypes ClassVar
- get_kv_cache_shape(kv_cache_spec=...) passthrough and the
backend-managed-dtype shape coercion -> spec-driven views
Dropped:
- spec_decode_warmup.py: upstream registers the same kernels with its JIT
warmup registry (aed894c19, vllm#56323)
- turbo_attn_warmup.py, utils/cutedsl_cache.py: superseded by turbo-attn's
own prefill prewarm (on_kv_cache_initialized) and CuTeDSL cache
- padded-page block fill (the split pool removes the page unification
it worked around), drain hook / on_kv_manager_created, KVBlockZeroer
clamp: no turbo-attn consumer
- rotary fast-path registry: upstream guards the import (1f60771c7,
vllm#42679)
- --kv-cache-dtype-skip-layers-dtype, VLLM_KV_CACHE_SKIP_LAYERS_DTYPE,
Triton fused fp8 GEMM hook, gsm8k startup waits, notify-turbo-attn
workflow, draft-backend inheritance: unused or superseded
- FA2 varlen paged split-K patch: never reached the overlay image (the
image installs no compiled _vllm_fa2_C) and the FA pin moved
PROTOCOL.md rewritten for the v0.31.0 seam.
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
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What this fixes
Prefix-cache block hashes mix LoRA names,
cache_salt, multimodal identifiers andprompt-embeds digests into a single untagged
extra_keystuple. For example, a LoRArequest for adapter
fooand a base-model request withcache_salt="foo"produce thesame first-block hash for the same prompt tokens. Either request can then be served KV
computed with the other's weights, and a caller can choose a salt that lands in an
adapter's cache namespace. Fixes #44701.
Each extra-key component is now tagged with its source:
name("lora", name)cache_saltsalt("cache_salt", salt)(identifier, offset)("mm", identifier, offset)digest("prompt_embeds", digest)Equal values from different fields can no longer produce the same key.
KV cache events keep publishing the previous untagged shapes (see Compatibility), via
to_event_extra_keys()whereBlockStoredevents are built.An earlier revision of this PR also changed how an image's EXIF
ImageIDis used by themultimodal hasher. That part was dropped, so this PR does not change
vllm/multimodal/hasher.py.Compatibility
cache_salt, multimodal orprompt-embeds extra keys. KV offloaded or persisted by an earlier version under those
hashes will no longer match; it misses rather than being reused.
BlockStored.extra_keysstill carries the untaggedvalues (bare LoRA name and
cache_salt,(identifier, offset)pairs, bareprompt-embeds digests), because external consumers such as KV-aware routers parse
those shapes and can fail to decode the tagged tuples. Consumers that rebuild block
keys from events can tell the values apart using
lora_nameand the fixed order(LoRA, multimodal,
cache_salt, prompt embeds).BlockStored.block_hashescarriesthe new hashes.
Related PRs
cache_saltkeys.("lora", ...)tagging style as [V1][LoRA] Version prefix-cache keys for local runtime LoRA reloads #48352 (LoRA identity keys forsame-name reloads), so the two combine cleanly.
Advisory: GHSA-rh6f-3x46-j33q
Track B: this is a public PR against
vllm-project/vllm@main.Test plan
test_lora_name_and_cache_salt_block_hashes_do_not_collidechecks that the firstblock hashes differ. It fails without the fix and passes with it.
added on main since this PR was opened.
(
test_cache_partial_block_event_keeps_every_mm_feature,test_eager_store_lora_metadata) are unchanged from main and still pass, so theevent format is unchanged. Without the event conversion both fail.
test_hybrid_prefix_cache_hit_ratethat also occur on main.tests/v1/core,tests/v1/kv_connector/unit,tests/v1/kv_offload,tests/v1/simple_kv_offload,tests/distributed/test_kv_cache_events.py) failedexactly the same set of tests with and without this PR (gated models and
environment-dependent engine startup), apart from one test whose fix is included here.
Maintainer update
@njhill rebased this onto current main, moved the new test into
tests/v1/core/test_kv_cache_utils.py, and updated the tests that asserted untagged keyshapes. The authors' source change is unchanged. A follow-up commit keeps the KV event
format unchanged. AI assistance (Claude) was used for the rebase, the test updates,
the event-format commit and the test runs.
Credit
All commits include DCO
Signed-off-bytrailers.