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[Bugfix][HiSparse] Adopt GPU prefix copies after the hit's allocation - #59282

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fix/hisparse-copy-adoption
Sep 30, 2026
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MatthewBonanni merged 4 commits into
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fix/hisparse-copy-adoption

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@MatthewBonanni MatthewBonanni commented Sep 29, 2026 •

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Purpose

Fix an engine crash (Cannot get N free blocks from the pool) on a HiSparse host-prefix hit under GPU memory pressure. This is an alternative to #57457.

Closes #59440.

"Adopting" a GPU copy means a host-prefix hit points its page at a still-valid GPU copy of that host page (a GPU-side prefix-cache hit) instead of reading the page back from host.

A host-prefix hit re-pins free GPU copies of its pages so the prefix comes back GPU-resident. Admission counts those copies as free blocks, but adoption pinned them before the hit's own allocation (hot region and new pages), which could then run the pool dry.

#57457 fixes this by charging the pins at admission. That mixes host and GPU accounting in HiSparseSourceManager.get_num_blocks_to_allocate, and under pressure it defers a request that could run by reading its prefix from host, just to keep an optimization.

Changes

HiSparse-only (vllm/v1/hisparse/coordinator.py):

  • Adopt after allocation. commit_computed_blocks records the pages to adopt, and update_residency (in cache_blocks, after allocate_new_blocks) adopts the copies that survived. The allocation always gets what admission counted, so no admission accounting is needed. A copy the allocation reuses is dropped by its reuse watcher and never adopted.
  • Tail first. HiSparse releases a prefix's pages tail first, matching free_blocks' convention, so pressure trims a prefix from its end.

Replaying #57457's scenario (a resumed 3-page host prefix hit, free_blocks left in the pool):

free_blocks main #57457 this PR
5–6 rejected rejected rejected
7–8 crash rejected admitted, 0/3 copies
9 crash rejected admitted, 1/3
10 3/3 3/3 2/3
11+ 3/3 3/3 3/3

Near the boundary this keeps fewer copies than #57457, because blocks freed after the copies are queued behind them. #59283, stacked on this PR, is an optional core change that restores 3/3 at 10.

Test Plan

  • test_hisparse_prefix_hit_under_pressure_adopts_surviving_copies[7, 10]: exact adopted pages, and no block shared between adopted copies and fresh allocations. 7 fails without the adoption timing, and 10 without tail-first release.
  • tests/v1/core/test_prefix_caching.py and tests/v1/core/test_kv_cache_utils.py, with CpuPlatform selected:
python cpu_pytest.py --confcutdir=tests/v1/core tests/v1/core/test_prefix_caching.py tests/v1/core/test_kv_cache_utils.py

Test Result

  • Both new cases fail on main and pass with this PR.
  • CPU (CpuPlatform): 295 passed. 8 errors are fixture 'caplog_vllm' not found, from running outside the top-level conftest, and are identical on main.
  • H100, HiSparse unit tests across tests/v1 (-k hisparse): 156 passed.
  • H100, test_prefix_caching.py + test_kv_cache_utils.py: 301 passed. The 2 failures (test_get_kv_cache_config_mamba_hybrid_sharing_pp_*) need 4 visible GPUs and fail identically on main with 1.
  • H100, tests/v1/e2e/general/test_hisparse.py: fails with this PR alone (see the dependency note); with [Bugfix][HiSparse] Resolve MTP verification rows with a union residency kernel #59235 merged in, 2 passed in each of 2 runs.

AI assistance (Claude Code) was used for the investigation, implementation, tests, and this description.

🤖 Generated with Claude Code

MatthewBonanni and others added 2 commits September 29, 2026 14:41
A HiSparse host-prefix hit re-pins free GPU copies of its pages. Admission
counts those copies as free blocks, but adoption pinned them before the
hit's own allocation, which could then run the pool dry and crash the engine
with "Cannot get N free blocks from the pool".

Adopt the copies after the allocation instead, from update_residency, so
the allocation always gets the blocks admission counted. To keep the copies
the allocation does not need, unpinned blocks now form a true last-resort
segment at the tail of the free queue, behind every later-freed block, and
HiSparse releases a prefix's pages tail first.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
The crash fix only needs adoption to follow the allocation. Keeping more
copies under pressure by making unpinned blocks last-resort in the core
free queue is an optional improvement, proposed separately.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
@MatthewBonanni
MatthewBonanni added this pull request to stack #59284 September 29, 2026 19:13
@MatthewBonanni MatthewBonanni changed the title fix/hisparse copy adoption [Bugfix][HiSparse] Adopt GPU prefix copies after the hit's allocation Sep 29, 2026
@mergify mergify Bot added the bug Something isn't working label Sep 29, 2026
@MatthewBonanni
MatthewBonanni marked this pull request as ready for review September 29, 2026 20:30

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Claude Code Review

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@LucasWilkinson LucasWilkinson left a comment

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LGTM thanks!

@LucasWilkinson LucasWilkinson added the ready ONLY add when PR is ready to merge/full CI is needed label Sep 30, 2026
@MatthewBonanni

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/ci run

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✅ Triggered Buildkite CI #92209 for commit b9e969fceb50.

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/ci retry

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✅ Triggered Buildkite CI #92226 for commit 13e154219089, running 1 failed step(s) from Buildkite CI #92209.

@vllm-agent

vllm-agent commented Sep 30, 2026 •

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CI selector (shadow): 6 test steps (9 jobs) instead of 57 (73 jobs)

Shadow mode: this changes nothing about what CI runs. It shows what the evidence-based selector would pick for this PR, next to today's rules. How it works.

Feedback welcome: reply here if it would skip a step this change needs, or runs something unrelated.

steps (jobs) Today's rules Selector Would skip Would add
NVIDIA, CPU and others 57 (73) 6 (9) 52 (65) 1 (1)
AMD mirrors 50 (64) 5 (8) 46 (57) 1 (1)
Selector would run (6)
  • e2e-core-1-gpu
  • engine
  • v1-core
  • v1-executor-worker
  • v1-kv-connectors ×4
  • v1-others-cpu
Would skip (today's rules run them) (52)
  • ascend-npu-test
  • async-engine-inputs-utils-worker
  • basic-correctness ×2
  • basic-correctness-cpu-offload
  • basic-correctness-cumem
  • basic-correctness-prefetch-offload
  • basic-correctness-sleep-mode
  • basic-models-test-other-cpu
  • basic-models-tests-initialization
  • basic-models-tests-other
  • benchmarks-cli-test
  • cpu-language-generation-and-pooling-model-tests ×3
  • cpu-multimodal-config
  • cpu-params-env-tokenizers-parser
  • cpu-reasoning-renderers
  • cpu-tool-parsers
  • e2e-core-large-memory
  • e2e-scheduling-1-gpu
  • entrypoints-integration-api-server ×4
  • entrypoints-integration-api-server-generate
  • entrypoints-integration-api-server-openai-chat_completion
  • entrypoints-integration-api-server-openai-completion
  • entrypoints-integration-llm
  • entrypoints-integration-multimodal
  • entrypoints-integration-pooling
  • entrypoints-integration-responses-api
  • entrypoints-integration-speech_to_text
  • kernels-fla-ops-test-b200
  • kernels-mhc-test-b200
  • kernels-root-misc-test-b200
  • language-models-tests-granite-l4-compatibility
  • language-models-tests-hybrid ×2
  • language-models-tests-standard
  • metrics-tracing-2-gpus
  • multi-modal-models-standard-1-qwen2
  • multi-modal-models-standard-2-qwen3-gemma
  • multi-modal-models-standard-3-llava-qwen2-vl
  • multi-modal-models-standard-4-other-whisper
  • multi-modal-processor ×4
  • multi-modal-processor-cpu ×4
  • pytorch-compilation-dynamic-shapes
  • pytorch-compilation-passes-unit-tests
  • pytorch-compilation-unit-tests
  • pytorch-compilation-unit-tests-h100
  • pytorch-fullgraph-cudagraph-l4-compatibility
  • pytorch-fullgraph-test
  • regression
  • v1-kv-offload
  • v1-logits-oracle
  • v1-metrics-lmeval
  • v1-sample
  • v1-spec-decode
Would add (today's rules do not run them) (1)
  • engine (code map)
AMD mirrors: would skip (46)
  • async-engine-inputs-utils-worker
  • basic-correctness ×2
  • basic-correctness-cpu-offload
  • basic-correctness-cumem
  • basic-correctness-prefetch-offload
  • basic-correctness-sleep-mode
  • basic-models-test-other-cpu
  • basic-models-tests-initialization
  • basic-models-tests-other
  • benchmarks-cli-test
  • e2e-core-large-memory
  • e2e-scheduling-1-gpu
  • entrypoints-integration-api-server ×4
  • entrypoints-integration-api-server-generate
  • entrypoints-integration-api-server-openai-chat_completion
  • entrypoints-integration-api-server-openai-completion
  • entrypoints-integration-llm
  • entrypoints-integration-multimodal
  • entrypoints-integration-pooling
  • entrypoints-integration-responses-api
  • entrypoints-integration-speech_to_text
  • kernels-fla-ops-test-b200
  • kernels-mhc-test-b200
  • kernels-root-misc-test-b200
  • language-models-tests-granite-l4-compatibility
  • language-models-tests-hybrid ×2
  • language-models-tests-standard
  • metrics-tracing-2-gpus
  • multi-modal-models-standard-1-qwen2
  • multi-modal-models-standard-2-qwen3-gemma
  • multi-modal-models-standard-3-llava-qwen2-vl
  • multi-modal-models-standard-4-other-whisper
  • multi-modal-processor ×4
  • multi-modal-processor-cpu ×4
  • platform-tests
  • pytorch-compilation-dynamic-shapes
  • pytorch-compilation-passes-unit-tests
  • pytorch-compilation-unit-tests
  • pytorch-compilation-unit-tests-h100
  • pytorch-fullgraph-test
  • regression
  • v1-kv-offload
  • v1-logits-oracle
  • v1-metrics-lmeval
  • v1-sample
  • v1-spec-decode
AMD mirrors: would add (1)
  • engine (code map)

CI results (2026-09-30 19:56 UTC)

3 passed, 0 failed, 0 pending.

No failures to judge.

2 changed files · base 84f738f187 · head 3eb6cec22a · Python record: not used (/tmp/ci-infra-selector/buildkite/ci_selector/coverage-data/table.json.gz is table version 5, expected 7; re-merge it from the raw recordings) · kernel record: table 866fa13 (build 92059), map 866fa13 · not counted: 10 build steps, 5 A100 steps the generator no longer emits, 8 optional steps the selector would also run

@MatthewBonanni
MatthewBonanni merged commit 3eb6cec into main Sep 30, 2026
17 checks passed
@MatthewBonanni
MatthewBonanni deleted the fix/hisparse-copy-adoption branch September 30, 2026 19:43
khluu pushed a commit that referenced this pull request Oct 1, 2026
…#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 3eb6cec)
arbi-dev added a commit to arbicity/vllm-turbo that referenced this pull request Oct 7, 2026
* [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)

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Co-authored-by: Cursor <cursoragent@cursor.com>
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* [MRV2] Validate MRV2 entrypoint logits processors (#57728)

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* [Bugfix][Rust Frontend] Prevent MM timing from enabling debug tracing (#58378)

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* [CPU] Gate the AVX10.2 paths on compiler support (#58133)

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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)

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* [XPU] enable XPU GRAPH by default (#51600)

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* [ROCm][DSv4.1][Perf] Emit MXFP8 from the sparse decode reduce and run wo_a as a grouped FP8 GEMM (#58456)

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* [Bugfix] Resolve the Hub revision once per repo (#56092)

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* Revert "[DSpark] Support pipeline-parallel targets in aggregated serving (#56956)" (#58484)

* [transformer] RMSNorm matching for alternative rsqrt (#54461)

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* [Bugfix] Count unsplit Idefics3 image patches (#48760)

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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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* [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)

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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)

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* [DFlash] Capture the context K/V precompute in the draft CUDA graph (#57632)

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* [Bugfix][Outlines] Fix EOS termination and unconstrained masks after rejected drafts (#58612)

* [Bugfix][KV Cache] Fix incremental multimodal block hashing (#51694)

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* [XPU][CI] enable prompt embeds tests on XPU (#58283)

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* [CI] Report to CRCR after all jobs finish, gated on the build's long pole (#58628)

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* [BUGFIX] fix ovis2_5 multimodal tokens (#52623)

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* [ROCm][CI] Mirror the DSv4-Flash disaggregated DP EP group on MI355 (#58558)

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* [Bugfix][Quantization] Give LM heads standard linear metadata (#58444)

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* [Bugfix][Mamba] Restore prompt-tail prefix-cache hits with MTP (#58368)

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* Release prompt_embeds tensor when its InputBatch slot is freed (#57988)

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* [Bugfix][KVConnector] Finalize saves on steps without a forward (#57775)

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* [Bugfix][Frontend] Count reasoning tokens for Harmony, DeepSeek-V3 and Step3 parsers (#58626)

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* [Bugfix] GLM-5.3-Flash: launch the kpool paged MQA logits in the varlen mode its schedule was built with (#55270)

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* [Bugfix] Accept EOS after grammar finish in outlines backend; reject json_object at validation (#57743)

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* [Perf] Batch Mamba2 prefill SSM state saves, removing GPU<->CPU syncs (#49371)

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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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Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* [Kimi-K3][Perf] Dispatch GEMM for vision patch embedder (#58527)

Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>

* [Minimax-M3][Perf] Use triton_mrope for vision tower + int64 offset fix for triton_mrope (#58526)

Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
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* [Metrics][KV Offload] Add Prometheus metrics for SimpleCPUOffloadConnector (#57251)

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* [Qwen3.8-Flash-Next] Avoid memory fragmentation in QSA indexer logits workspace (#57105)

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* [ROCm][Kimi-K3] Make VLLM_ROCM_USE_AITER_MOE_SITUV2 select a4w4/a8w4/a16w4 (#58201)

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* [Bugfix] V1: clear stale allowed_token_ids mask in InputBatch.condense (#43931)

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* [Perf][Attention] Remove D2H sync from FlashInfer SM90 sparse MLA plan under async scheduling (#58684)

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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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* [Benchmark] Add Responses API backend to vllm bench serve (#54628)

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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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* [CPU] Use accelerator memory API in DiffusionGemma (#58964)

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* [CPU] Add video inferencing via torchcodec on s390x (#58693)

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* [Skills] Update kernel-microbenchmark to include ROCm (#58646)

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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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* [Perf][Qwen4Exp] Fuse HC down projection and SiLU on NVIDIA (#58957)

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* [Bugfix][Model] Gemma4: register aliased embedding scalars as buffers (#54213)

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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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* [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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* [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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* [XPU][CI]Skip test_abort_timeout_on_prefiller in nightly (#58307)

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* [Bugfix][Engram] Keep THP tables private when resolving shared memory (#59068)

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* [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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* [Core][BugFix] Tag prefix-cache extra keys by source (#51899)

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* [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)

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>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
(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>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
(cherry picked from commit c055c1e075ed461cff922aa710d387281f651940)

* [Perf][PP] Skip sampled-token broadcasts whose requests leave the engine (#58542)

Signed-off-by: LostFox11 <wangziyue17@huawei.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: LostFox11 <wangziyue17@huawei.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
(cherry picked from commit 7314360c9eebb3b4b460ec49f6606ef0a08fcae2)

* [CPU][Zen] Add DA8W4 (W4A8) int4 support for dense and MoE layers (#54024)

Signed-off-by: R <Ganesh.R@amd.com>
Signed-off-by: Ganesh R <Ganesh.R@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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(cherry picked from commit e12291d7332db897885fdc0e6ed61b28c969d743)

* [Model Runner V2] Support randomized dummy inputs (#58411)

Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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(cherry picked from commit e5e38ba9b7d18f9746d989e389a51a94b0f96f6f)

* [Bugfix][HiSparse] Fix a chunked-prefill preemption livelock (#59494)

Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
(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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Co-authored-by: Claude Opus 5.5 <noreply@anthropic.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)

Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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)

Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
(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>

---------

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arbi-dev added a commit to arbicity/vllm-turbo that referenced this pull request Oct 7, 2026
* [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)

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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)

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Signed-off-by: hclsys <chenglunhu@gmail.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
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* [Bugfix] Resolve the Hub revision once per repo (#56092)

Signed-off-by: Wauplin <lucainp@gmail.com>
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* fix: perf: use startswith(x, i) instead of string slicing to avoid O(N^2) (#52580)

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* [Perf][DSv4.1] Shard the Engram wkv projection across TP ranks (#58678)

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* [Bugfix][ROCm] AMD-Quark mixed-precision DeepSeek-V4.1 support (#57071)

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* [Bugfix][Frontend][Rust Frontend] Update DeepSeek V4.1 Flash reasoning effort mappings (#58316)

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* [CI] Only isolate the registry tests that need a fresh process (#58764)

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* [CI] Split (B200) Miscellaneous Kernels into mHC, FLA Ops and Misc named jobs (#58609)

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* [Elastic EP] Fix EPLB load statistics during scaling (#58473)

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* [Bugfix] Fix Anthropic Thinking Disabled with P/D (#58786)

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* [Bugfix][Frontend] Detect Anthropic inline-system merge against the resolved chat template (#58754)

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* [Mypy] Fix mypy typing for Qwen and Qianfan models (#58046)

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* [Metrics][KV Offload] Add Prometheus metrics for SimpleCPUOffloadConnector (#57251)

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* [Qwen3.8-Flash-Next] Avoid memory fragmentation in QSA indexer logits workspace (#57105)

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* [ROCm][Kimi-K3] Make VLLM_ROCM_USE_AITER_MOE_SITUV2 select a4w4/a8w4/a16w4 (#58201)

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* [Bugfix][NIXL] Release a dead peer's NIXL state without waiting for TTL (#50047)

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* [Bugfix] V1: clear stale allowed_token_ids mask in InputBatch.condense (#43931)

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* [Bugfix] Support repsonse_format + tool_choice=auto (#56086)

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* [Fast Start] Add `/health` endpoint for the weight cache daemon (#58552)

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* [ROCm] Bump AITER to v0.1.23 (#58867)

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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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* [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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* [Benchmark] Add Responses API backend to vllm bench serve (#54628)

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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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* [CPU] Use accelerator memory API in DiffusionGemma (#58964)

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* [CPU] Add video inferencing via torchcodec on s390x (#58693)

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* [Skills] Update kernel-microbenchmark to include ROCm (#58646)

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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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* [Bugfix][Model] Gemma4: register aliased embedding scalars as buffers (#54213)

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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][Logging] Preserve application log record factories (#58747)

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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)

Signed-off-by: fai <fangzhouai@gmail.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: Cursor Agent <cursoragent@cursor.com>

* [ROCm]Keep LMCache OpenTelemetry on the image's 1.40 stack (#59056)

Signed-off-by: Micah Williamson <micah.williamson@amd.com>

* [Bugfix][Kimi-K3] Refresh DSpark context KV cache pointers after the KV cache is re-bound (#58814)

Signed-off-by: Oxana Korzh <okorzh@amd.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

* [KVConnector][NIXL] Support packed MLA KV layouts in pipeline-parallel push prefill (#50499)

Signed-off-by: zixi-qi <zixi@inferact.ai>

* [Quant] Use canonical N-first weight format for CT WNA16 MoE (#52798)

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
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Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>

* [CI][Bugfix] Relax packed_qk_rope_ correctness test to one ULP (#59008)

Signed-off-by: Stefan Koncarevic <stefan.koncarevic@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>

* [ROCm][CI] Pin OpenTelemetry to LMCache's cap in the ROCm images (#59051)

Signed-off-by: Rohan Potdar <rohan.potdar@amd.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>

* [ROCm][CI] Increase timeout for Entrypoints Unit (#59076)

Signed-off-by: Djordje Ramic <djoramic@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>

* [ROCm][MLA] Add an AITER ASM round-robin decode route for DCP multi-token verify (#56861)

Signed-off-by: Xiaohu Guo <Xiaohu.Guo@amd.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: seungrokj <144636725+seungrokj@users.noreply.github.com>
Co-authored-by: Cursor <cursoragent@cursor.com>

* [Bugfix] Don't sync-police or retry FlashInfer all-reduce workspace creation in eager mode (#58498)

Signed-off-by: khluu <khluu000@gmail.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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Co-authored-by: Nick Hill <nickhill123@gmail.com>

* [Bugfix] Fix resumable request + async scheduling handoff race (#58259)

Signed-off-by: Yifan Zong <yzong@redhat.com>

* [Model Runner V2][Spec Decode] Support spec decode with draft model (#43091)

Signed-off-by: Icey <1790571317@qq.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [Perf][MRV2] Allow FULL decode graphs for one-token prompt tails (#58400)

Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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* [Bugfix][Scheduler] Preserve logprobs across streaming continuations (#57447)

Signed-off-by: 0xsensei <prblmslvr.aditya@gmail.com>

* [Mypy] Fix mypy typing for Voxtral and vision models (#58251)

Signed-off-by: Ashraf Bhuiyan <mbhuiyan@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>

* [Core] Rework scheduler `skipped_waiting` queue (#58947)

Signed-off-by: Nick Hill <nickhill123@gmail.com>
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* [Bugfix][MRV2][Spec Decode] Reject draft slots that were never proposed (#58784)

Signed-off-by: zixi-qi <zixi@inferact.ai>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>

* [ROCm][CI] Add missing test coverage for upstream parity (#50519)

Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
Co-authored-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>

* [Bugfix][Scheduler] Refresh max tokens for streaming continuations (#57676)

Signed-off-by: 0xsensei <prblmslvr.aditya@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>

* [Perf][Spec Decode] Avoid triton recompiles in the acceptance estimator (#57107)

Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>

* [CI/Build] Skip the snapshot runtime on CUDA 12.x images (#59118)

Signed-off-by: khluu <khluu000@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
(cherry picked from commit aedaba8664f67d8ae1538e5e5cec2b1ce3f258dd)

* [XPU][CI]Skip test_abort_timeout_on_prefiller in nightly (#58307)

Signed-off-by: zengxian <xiangdong.zeng@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
(cherry picked from commit 09c47db1ca080793dc2351144cb39513fd7984ca)

* [Bugfix][Engram] Keep THP tables private when resolving shared memory (#59068)

Signed-off-by: Ren Yuzhou <54501155+yuzhouo7@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
(cherry picked from commit ec5e0c352f079c2cb8f46752fd0317a2745050bf)

* [ROCm][CI] Expand MI355 mirrors and route MIG-sized jobs to DPX (#59137)

Signed-off-by: Andreas Karatzas <andreas.karatzas@protonmail.com>
(cherry picked from commit 6ebb5bd64f5ef75dbe1471ee88c009003b3d03ec)

* [Bugfix][Mamba] Keep the prompt-end prefill checkpoint under sparse retention (#59146)

Signed-off-by: Jared Wen <jaredwen@inferact.ai>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
(cherry picked from commit d882bddbeab6b4a0d5861dfcb171bf61ce2109d6)

* [Core][BugFix] Tag prefix-cache extra keys by source (#51899)

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 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>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
(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>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
(cherry picked from commit c055c1e075ed461cff922aa710d387281f651940)

* [Perf][PP] Skip sampled-token broadcasts whose requests leave the engine (#58542)

Signed-off-by: LostFox11 <wangziyue17@huawei.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: LostFox11 <wangziyue17@huawei.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
(cherry picked from commit 7314360c9eebb3b4b460ec49f6606ef0a08fcae2)

* [CPU][Zen] Add DA8W4 (W4A8) int4 support for dense and MoE layers (#54024)

Signed-off-by: R <Ganesh.R@amd.com>
Signed-off-by: Ganesh R <Ganesh.R@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
(cherry picked from commit e12291d7332db897885fdc0e6ed61b28c969d743)

* [Model Runner V2] Support randomized dummy inputs (#58411)

Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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(cherry picked from commit e5e38ba9b7d18f9746d989e389a51a94b0f96f6f)

* [Bugfix][HiSparse] Fix a chunked-prefill preemption livelock (#59494)

Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
(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>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.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)

Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
(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)

Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
(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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bug Something isn't working kv-cache-manager ready ONLY add when PR is ready to merge/full CI is needed

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[Bug][HiSparse] Engine crash: "Cannot get N free blocks" allocating the hot region at admission under GPU-pool pressure

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