Revert "[DSpark] Support pipeline-parallel targets in aggregated serving (#56956)" by njhill · Pull Request #58484 · vllm-project/vllm

njhill · 2026-09-24T00:43:19Z

This reverts #56956 which needs some more cleanup.

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njhill · 2026-09-24T00:43:30Z

/ci run

github-actions · 2026-09-24T00:43:49Z

❌ This PR is 2 commits behind upstream main. Your branch must contain every commit currently on upstream main. No new CI build was started. Merge or rebase onto the latest main, then rerun /ci run. To test this branch at your own risk, use /ci run --allow-stale.

…ing (vllm-project#56956)" This reverts commit 157bcb7.

njhill · 2026-09-24T00:44:20Z

/ci run

github-actions · 2026-09-24T00:44:38Z

✅ Triggered Buildkite CI #90820 for commit 99c9ad2e4f0f.

…ving (vllm-project#56956)" (vllm-project#58484) This reverts commit 09fe178.

… KV transfer Rebuild of vllm-project#56957 as a self-contained PR: vllm-project#56956 was reverted by vllm-project#58484 for further streamlining, so this branch now carries the full stack on current main: - Reapply vllm-project#56956 (DSpark IFB PP): PPHandler sampled-token/draft broadcast, deferred post-update warmup coverage, DSv4 router padding. - DSpark prefill-only producer for PD: SpeculativeConfig.is_dspark_prefill_only + target_kv_transfer_config, NIXL guard, materialize_context_kv() called in place of propose() on the producer, drafter runs context_kv_only there. - Merge with vllm-project#57632 (context K/V precompute captured in the draft CUDA graph): the shared prepare half of propose()/materialize_context_kv() is factored into _prepare_draft_inputs(); propose() keeps the graph-aware store, the producer stores eagerly via _precompute_context_kv(). - Fix _post_update_kernel warmup to use the int32 idx_mapping serving builds. Co-authored-by: Summer Yang <girasoleyang@gmail.com> Co-authored-by: Kimi Code <noreply@moonshot.cn> Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com>

* [Bugfix] Fix external LB DP rank handling when replicas share nodes (#53743) Signed-off-by: Tony Lin <tony.lin@intel.com> * [docs] Fix legacy hf CLI references (vllm) (#57958) Signed-off-by: Wauplin <lucainp@gmail.com> Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com> * [Bugfix][NIXL] Fix DCP pulls across MLA cache regions (#57389) Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com> Co-authored-by: OpenAI Codex <noreply@openai.com> * [ROCm] Refactor tuned gemms (#55001) Signed-off-by: Andy Friedrich <afriedri@amd.com> Signed-off-by: afriedri <afriedri@amd.com> Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com> Co-authored-by: Shanshan Shen <467638484@qq.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Bugfix] unskip InternViT test for transformers v5 compatibility (#55767) Signed-off-by: sahil <sahil@example.com> Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk> * [MM] Move get_dummy_processor_inputs into MM processor (#57967) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [ROCm][CI] Use ROCm backend for DeepSeek V4.1 ViT test (#57931) Signed-off-by: Djordje Ramic <djoramic@amd.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [Feature] Add first-class KV hints request envelope for programmatic KV management (#53423) Signed-off-by: Karen Chung <karenc@nvidia.com> * [Docs] Add an Engram feature page explaining Engram usage in vLLM (#57910) Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai> * [ROCm][Perf] Route the fused shared-expert gate GEMM through the platform dispatcher (#54185) Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Engram] Drop redundant VLLM_PLE_CPU_OFFLOAD env var (#57937) Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai> * [Bugfix][MoE] Reject hash routing for unsupported monolithic backends (#57867) Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com> Co-authored-by: OpenAI Codex <noreply@openai.com> * [Bugfix][ROCm] Reject unsupported EP for monolithic AITER MXFP4 MoE (#57866) Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com> Co-authored-by: OpenAI Codex <noreply@openai.com> * [Docker] Use zstd for CI images and offer a Docker Hub variant (#55608) Signed-off-by: Nils Matteson <nilsmatteson@icloud.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Kimi-K3][AMD] Return KDA and MLA projection outputs directly (#50592) Signed-off-by: Liuyinfeng01 <yinfeliu@amd.com> Co-authored-by: Liuyinfeng01 <199041580+LiuYinfeng01@users.noreply.github.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [CI][Build] Harden triton-cpu sleef submodule fetch in CPU image build (#57871) Signed-off-by: kimi-no-na-wa <kimi-no-na-wa@users.noreply.github.com> Co-authored-by: kimi-no-na-wa <kimi-no-na-wa@users.noreply.github.com> * [Bugfix][Kernel] Skip the fused silu-mul block-quant fast path when a swiglu clamp is set (#57984) Signed-off-by: Garrett Goon <garrett@primeintellect.ai> Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com> * [Frontend] Add reusable TP1 initialized-engine snapshots (#51360) Signed-off-by: Nils Matteson <nilsmatteson@icloud.com> Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com> Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com> Co-authored-by: Taneem Ibrahim <taneem.ibrahim@gmail.com> Co-authored-by: elehayym <52448798+Yuzu23@users.noreply.github.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Pooling] MRV2 pooling shutdown model ref (#57737) Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com> * [CI] Split (H200) LM Eval Large Models into per-model jobs (#57965) Signed-off-by: Thang Nguyen <thangnguyenvn647@gmail.com> Co-authored-by: Kimi Code <noreply@moonshot.cn> Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com> * [Scheduler] Soften Long Prefill Tokens Threshhold (#57951) Signed-off-by: Robert Shaw <robertgshaw2@gmail.com> Signed-off-by: Robert Shaw <robshaw@redhat.com> Co-authored-by: Robert Shaw <robshaw@redhat.com> * [Perf][Attention] Reduce GLM sparse MLA preparation overhead (#57458) Signed-off-by: Summer Yang <girasoleyang@gmail.com> Co-authored-by: Codex <noreply@openai.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com> * [Bugfix] Annotate MTP draft KV cache groups positionally on the hybrid grouping path (#55390) Signed-off-by: Navjot Singh <navjot.singh@shopify.com> Co-authored-by: Codex <noreply@openai.com> * [Bugfix][GDN] Fix stateless first-chunk classification (#51565) Signed-off-by: taking-lying-flat <1615405@qq.com> Signed-off-by: zjy0516 <riverclouds.zhu@qq.com> Co-authored-by: zjy0516 <riverclouds.zhu@qq.com> * [CI] Add pre-commit check that new tests are tethered to Buildkite jobs (#54867) Signed-off-by: Turner Jabbour <doubleujabbour@gmail.com> Signed-off-by: Turner <doubleujabbour@gmail.com> Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com> Co-authored-by: Kevin H. Luu <khluu000@gmail.com> Co-authored-by: Nick Hill <nickhill123@gmail.com> * [XPU] Fix Nemotron FP8 LM-eval config: drop CUDA-only moe_backend and wire to new Buildkite job (#49685) Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com> Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * [Docker] Expose bundled vllm-rs on PATH (#57606) Signed-off-by: Alec Flowers <aflowers@nvidia.com> Signed-off-by: Alec <35311602+alec-flowers@users.noreply.github.com> Co-authored-by: Codex <noreply@openai.com> Co-authored-by: Bugen Zhao <i@bugenzhao.com> * [Fast Start] Cache the MTP draft model in a separate daemon group (#57312) Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn> Signed-off-by: Isotr0py <Isotr0py@outlook.com> Co-authored-by: Isotr0py <Isotr0py@outlook.com> * [Rust Frontend] Add MiMo V2.5 parser support (#57933) Co-authored-by: Codex <noreply@openai.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [Bugfix][Spec Decode] Cap DFlash/DSpark profiling query batch (#56448) Signed-off-by: wangyicong <wangyicong@bytedance.com> * [RL][Sleep] Retain frozen weights across level-2 sleep (#57891) Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com> Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com> Co-authored-by: Codex <noreply@openai.com> * [ROCm][Bugfix] Explicitly reject FSE=1 with DPA+ETP deployment for DeepSeek-V4 (#57919) Signed-off-by: Shanshan Shen <87969357+shen-shanshan@users.noreply.github.com> * [Spec Decode] Enable async scheduling for DFlash (#58065) * [Frontend][Rust] Add mm-processor benchmark for Rust frontend (#51922) Signed-off-by: Karthik Gangula <gangula-karthik@users.noreply.github.com> Signed-off-by: gangula-karthik <gkarthik923@gmail.com> Signed-off-by: Isotr0py <Isotr0py@outlook.com> Co-authored-by: Karthik Gangula <gangula-karthik@users.noreply.github.com> Co-authored-by: factory-droid[bot] <138933559+factory-droid[bot]@users.noreply.github.com> Co-authored-by: Isotr0py <Isotr0py@outlook.com> * [Rust Frontend] Introduce parser-owned output grammar interfaces (#55269) Signed-off-by: Bugen Zhao <i@bugenzhao.com> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com> * [Security] Reject min_tokens that exceeds the filled max_tokens default (#57731) Signed-off-by: Juan Pérez de Algaba <jperezde@redhat.com> * [Bugfix][Frontend] Validate mixed prompt embedding mask lengths (#57006) Signed-off-by: 子华 <huaxi.shx@alibaba-inc.com> Co-authored-by: Codex <noreply@openai.com> * [Bugfix][Qwen2.5-VL] Honor video fps for temporal M-RoPE (#47736) Signed-off-by: Ting Sun <suntcrick@gmail.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Rust Frontend] Build full-output grammars from initialized reasoning parsers (#57340) Signed-off-by: Bugen Zhao <i@bugenzhao.com> Co-authored-by: Codex <noreply@openai.com> * [ROCm][Perf] Avoid extra reshape kernel in Qwen GDN output norm (#47842) Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com> Co-authored-by: Cursor <cursoragent@cursor.com> * [Kernel] Add opt-in load-time MXFP4 dequantization (#50814) Signed-off-by: Liuyinfeng01 <yinfeliu@amd.com> Co-authored-by: Shanshan Shen <467638484@qq.com> * [Rust Frontend] Separate multimodal instrumentation from request timing (#58084) Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [Kernel][DSV4.1] Fuse MXFP8 wo_b GEMM with sequence-parallel reduce-scatter (#57428) Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg> Signed-off-by: Canlin <canlinguosdu@gmail.com> Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg> Co-authored-by: OpenAI Codex <codex@openai.com> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com> Co-authored-by: Jee Jee Li <pandaleefree@gmail.com> * [CI] Emit a kernel symbol map from the csrc build (opt-in, for test selection) (#58097) Signed-off-by: khluu <khluu000@gmail.com> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com> * [perf] wire FA and FlashMLA for sm90 GLM5Next NoPE SparseMLA (#55385) Signed-off-by: JaredforReal <w13431838023@gmail.com> Co-authored-by: Kimi Code <noreply@moonshot.cn> Co-authored-by: Leoyzen <leoyzen@gmail.com> Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com> * [CPU] Add device-memory-utilization CLI alias (#56547) Signed-off-by: louie-tsai <louie.tsai@intel.com> Signed-off-by: Louie Tsai <louie.tsai@intel.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * [Rust Frontend] Construct model-owned vision processors through specs (#58109) Co-authored-by: Codex <noreply@openai.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [BugFix][Core] Make the structured-output grammar poll non-blocking (#55931) Signed-off-by: ubwzwd <ubwzwd@gmail.com> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com> Co-authored-by: Artem Perevedentsev <aperevedents@nvidia.com> * [XPU][CI]Remove model_runner_v2 test from Intel GPU CI (#58050) Signed-off-by: zengxian <xiangdong.zeng@intel.com> Co-authored-by: Kunshang Ji <kunshang.ji@intel.com> * [Bugfix][Structured Outputs] Reject empty `structural_tag` at request validation (#47450) Signed-off-by: linnea-lin-00638949 <15521435947@163.com> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: Artem Perevedentsev <aperevedents@nvidia.com> * [Build] Fix CUDA 12 KV connector dependency selection (#57945) Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai> * [Bugfix][GLM-5.3-Flash] Run the dense MLP layers on the sequence-parallel shard (#58061) Signed-off-by: Jared Wen <w13431838023@gmail.com> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Bugfix][Structured Output] Disallow MRV1 + PP>1 + async sched + structured output (#56250) Signed-off-by: Artem Perevedentsev <aperevedents@nvidia.com> Co-authored-by: CNE Pierre FICHEPOIL <pierre-1.fichepoil@gendarmerie.interieur.gouv.fr> * [Feat][XPU] VLLM_BATCH_INVARIANT support for Dense/MoE models (#55881) Signed-off-by: Tony Lin <tony.lin@intel.com> Co-authored-by: Flora Feng <4florafeng@gmail.com> * [SpecDecode] Restore residual-logits comments in _resample_kernel (#58166) Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com> * [Bugfix] Narrow AuxOutput KV restrictions to known PD connectors (#58150) Signed-off-by: aoshen02 <aoshen@inferact.ai> * [Bugfix] prioritize architecture capability before DeepGEMM availability check (#58073) Signed-off-by: Tony Lin <tony.lin@intel.com> * [Bugfix][Attention] Avoid NaN in the Triton softcap for large attention logits (#56579) Signed-off-by: Kushal Dabbe <72650064+kushaldabbe@users.noreply.github.com> Co-authored-by: opencode <noreply@opencode.ai> Co-authored-by: Misha Goin <mgoin64@gmail.com> * [Bugfix][Engram] Fall back when /dev/shm is absent before sharing tables (#57914) Signed-off-by: Juntian Liu <juntianl@inferact.ai> Signed-off-by: Juntian Liu <Juntianl777@gmail.com> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Bugfix] hadacore_transform: respect inplace parameter to fix garbage outputs with QuIP transforms (#43462) Signed-off-by: Gilles Turpin <turpingilles15@gmail.com> Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com> * [Bugfix][ROCm] Dispatch the QuantFP8 CUDA fallback on the class (#58136) Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [ROCm][DSv4.1][Perf] Fuse the inverse RoPE into the sparse decode reduce (#57435) Signed-off-by: Fangzhou Ai <fangzhou.ai@amd.com> Co-authored-by: Cursor <cursoragent@cursor.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Fast Start] Support data parallelism in the weight cache daemon (#57386) Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn> Signed-off-by: Isotr0py <Isotr0py@outlook.com> Co-authored-by: Isotr0py <Isotr0py@outlook.com> * [Bugfix] batch_invariant: keep non-AllReduce collectives enabled on NCCL >= 2.31 (#58179) Signed-off-by: Guanxin Li <38149783+guanxingithub@users.noreply.github.com> Co-authored-by: Flora Feng <4florafeng@gmail.com> * [MRV2] Release weight offloader on shutdown (#57834) Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com> * [Bugfix][V1] Honor enable_jit_warmup for V2 kernel warmup (#55146) Co-authored-by: mgoin <mgoin64@gmail.com> * [ROCm][CI] Add GELU activation for AiterExperts in the modular-kernel coverage (#58030) Signed-off-by: Divakar Verma <divakar.verma@amd.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [Bugfix][V1] Read ModelState max_model_len from model config (#58149) Signed-off-by: Chenglun Hu <chenglunhu@gmail.com> Signed-off-by: mgoin <mgoin64@gmail.com> Co-authored-by: mgoin <mgoin64@gmail.com> * [Bugfix][Model][Spec Decode] Defer disposable GLM MTP head (#55442) Signed-off-by: Luca Motz <luca.motz@icloud.com> * [Refactor] Remove dead code multiple places (#58002) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [Core] structured generation mode for DiffusionGemma model (Jev-like) (#57250) Signed-off-by: Matt Mastracci <matthew@mastracci.com> Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com> Signed-off-by: Razorback16 <razorback16@protonmail.com> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com> Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com> Co-authored-by: Codex <noreply@openai.com> Co-authored-by: Razorback16 <razorback16@protonmail.com> * [Kernel] Remove AllSpark INT8 W8A16 GEMM backend (#58001) Signed-off-by: mgoin <mgoin64@gmail.com> * [CI] Build the torch-nightly image on Ubuntu 24.04 (#58204) * [Bugfix] Backport Inductor custom-op pattern matching fix (#58189) Signed-off-by: mgoin <mgoin64@gmail.com> * [Core] Disable JIT warmup in eager mode (#58197) Signed-off-by: mgoin <mgoin64@gmail.com> * [CI] Split LM Eval TurboQuant KV Cache into per-config jobs (#57113) Signed-off-by: Thang Nguyen <thangnguyenvn647@gmail.com> Co-authored-by: Kimi <noreply@moonshot.ai> * [CI] Shard (H200 MIG 18GB) Spec Decode Draft Model across whole-directory replicas (#58193) Signed-off-by: Thang Nguyen <thangnguyenvn647@gmail.com> Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com> * [Perf] Remove CPU-GPU sync in heterogeneous vocabulary speculative decoding (#57396) * [ROCm][Build][The Rock] Bump Triton version to 3.8.x tip-of-tree with source build in The Rock image (#58006) Signed-off-by: Randall Smith <Randall.Smith@amd.com> * [Bugfix][ROCm] Use the platform FP8 range in the concat MLA q test (#58153) Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [ROCm][Model][Bugfix] Enable GLM-5.2-MXFP4 on the deepseek_v32 path and fix sparse attention correctness (#51915) Signed-off-by: Jack Hu <Jack.Hu@amd.com> Signed-off-by: Jack Hu <jack.hu@amd.com> Signed-off-by: Douglas Lehr <Doug.Lehr@amd.com> Co-authored-by: James E T Smith <jamesETsmith@users.noreply.github.com> Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com> Co-authored-by: Douglas Lehr <Doug.Lehr@amd.com> * [ROCm] Use silu_and_mul_with_clamp's torch._C op (#52052) Signed-off-by: Tres Popp <tres.popp@amd.com> Co-authored-by: Cursor <cursoragent@cursor.com> Co-authored-by: Shanshan Shen <467638484@qq.com> Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [Bugfix] Skip VllmConfig re-validation for with_hf_config submodel views (#58212) Signed-off-by: Nick Hill <nickhill123@gmail.com> Co-authored-by: Kimi Code <noreply@moonshot.ai> Co-authored-by: Roger Wang <rogerw@inferact.ai> * [EPD] Support metadata-only audio inputs (#57887) Signed-off-by: Tianyu Guo <guoty@inferact.ai> Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk> * [ROCm][DSv4][Perf] Fuse the inverse RoPE into the sparse decode reduce (#57451) Signed-off-by: Fangzhou Ai <fangzhou.ai@amd.com> * [ROCm][Compile] Support BF16 AsyncTP fusion (#58098) Signed-off-by: Andreas Karatzas <akaratza@amd.com> * [CI][Bugfix] Update IPC test caller for #57312's _apply_entries signature (#58107) Signed-off-by: kimi-no-na-wa <kimi-no-na-wa@users.noreply.github.com> Co-authored-by: kimi-no-na-wa <kimi-no-na-wa@users.noreply.github.com> Co-authored-by: Kevin H. Luu <khluu000@gmail.com> * [ROCm][CI] Stage G gating (#50922) Signed-off-by: Andreas Karatzas <akaratza@amd.com> Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com> Co-authored-by: OpenAI Codex <codex@openai.com> * [Bugfix] Set worker runtime threads before profiling and compilation (#55891) Signed-off-by: Andreas Karatzas <andreas.karatzas@protonmail.com> Co-authored-by: Codex <noreply@openai.com> Co-authored-by: Nick Hill <nickhill123@gmail.com> * [XPU] Wire up SYCL apply_rotary_emb kernel in ApplyRotaryEmb (#55721) Signed-off-by: Michal Ganczarenko <michal.ganczarenko@intel.com> Signed-off-by: Michał Ganczarenko <michal.ganczarenko@intel.com> Co-authored-by: Claude <noreply@anthropic.com> * [Compilation] Fix QuTLASS compilation with PyTorch 2.13 (#58173) Signed-off-by: yewentao256 <zhyanwentao@126.com> * [Spec decode] Support variable-length decode for Kimi-K3 adaptive ver (#52988) Signed-off-by: Albert Cheng <albecheng@nvidia.com> Signed-off-by: Albert Cheng (Engrg-Hardware 1) <albecheng@login-bia01.bia.clusters.nvidia.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> Co-authored-by: Benjamin Chislett <bchislett@nvidia.com> * [XPU][CI] Deselect tests/v1/spec_decode/test_mtp.py::test_glm_mtp_defers_lm_head (#58237) Signed-off-by: zengxian <xiangdong.zeng@intel.com> * [MoE] Use GateLinear for all MoE models (#58234) Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai> * [Bugfix][Frontend] Keep length finish_reason for max_tokens-truncated streaming tool calls (#46303) Signed-off-by: Ting Sun <suntcrick@gmail.com> * [ROCm][Perf] Use wvSplitK for single-output GEMMs (#53283) Signed-off-by: tangzzycc <3081129260@qq.com> * [Tests] Select V2 for diffusion scheduler unit tests (#58272) Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com> Co-authored-by: OpenAI Codex <codex@openai.com> * [Quantization] Select per-token NVFP4 MoE backends explicitly (#57176) Signed-off-by: aoshen02 <aoshen@inferact.ai> Signed-off-by: S1ro1 <matej.sirovatka@gmail.com> Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com> Co-authored-by: aoshen02 <aoshen@inferact.ai> Co-authored-by: OpenAI Codex <noreply@openai.com> Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com> Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> * [ROCm][CI] Mirror the three TurboQuant evaluation groups on MI355 (#58282) Signed-off-by: Andreas Karatzas <akaratza@amd.com> Co-authored-by: OpenAI Codex <noreply@openai.com> * [ROCm][CI] Add MI355 dense NVFP4 and MoRI kernel mirrors (#58281) Signed-off-by: Andreas Karatzas <akaratza@amd.com> Co-authored-by: OpenAI Codex <noreply@openai.com> * [Mooncake] Address review nits from #56855 (#57174) Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai> Co-authored-by: Yifan Qiao <17067717+ivanium@users.noreply.github.com> * [Refactor][Quantization] Make FP8 and MLA weight transforms reusable pure functions (#57732) Signed-off-by: aoshen02 <aoshen@inferact.ai> Co-authored-by: Yongye Zhu <zyy1102000@gmail.com> * [ROCm][Compile] Fuse AITER static FP8 attention output (#58099) Signed-off-by: Andreas Karatzas <akaratza@amd.com> Co-authored-by: OpenAI Codex <noreply@openai.com> * [ROCm][Bugfix] Register MRV2 sampler JIT warmups (#58092) Signed-off-by: Andreas Karatzas <akaratza@amd.com> Co-authored-by: OpenAI Codex <codex@openai.com> * [Perf][Attention] Avoid CPU-GPU sync in DCP sequence lengths (#58169) Signed-off-by: zjy0516 <riverclouds.zhu@qq.com> Co-authored-by: OpenAI Codex <noreply@openai.com> * [CI][Bugfix] Extend groupwise rms_norm scale tolerance to CUDA (#58252) Signed-off-by: kimi-no-na-wa <kimi-no-na-wa@users.noreply.github.com> Co-authored-by: kimi-no-na-wa <kimi-no-na-wa@users.noreply.github.com> * [Perf][ROCm][Attention] Narrow the Triton prefill-attention KV tile on RDNA3/RDNA4 (#58225) Signed-off-by: Jipeng Li <jipengli@amd.com> Co-authored-by: GitHub Copilot CLI <noreply@github.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [ROCm][Bugfix] Keep zero MiniMax MXFP8 activation blocks finite (#58089) Signed-off-by: Andreas Karatzas <akaratza@amd.com> * [ROCm][CI] Include Python tooling in ROCm CI artifacts (#58271) Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com> Co-authored-by: OpenAI Codex <codex@openai.com> * [MRV2] Miscellaneous code cleanup (#57980) * [Bugfix][SM120][MLA] Support NoPE sparse MLA (GLM-5.3-Flash) on the FlashInfer SM120 backend (#55277) Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com> Co-authored-by: Kimi Code <noreply@moonshot.cn> * [XPU] upgrade to PyTorch 2.14 (#56013) Signed-off-by: Yan Ma <yan.ma@intel.com> Signed-off-by: Kunshang Ji <kunshang.ji@intel.com> Co-authored-by: Kunshang Ji <kunshang.ji@intel.com> * [ROCm][Test] Check GDN prefill numerics and output ownership (#58091) Signed-off-by: Andreas Karatzas <akaratza@amd.com> * [Bugfix] Disable prefix caching for encoder-only before model config hooks (#58287) Signed-off-by: Tianyu Guo <guoty@inferact.ai> * [Bugfix][Tool Parser] Migrate Granite to the streaming Parser Engine (#49648) Signed-off-by: Nikhil Kulkarni <nikhilkulkarni1755@gmail.com> Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com> Co-authored-by: Chauncey <chaunceyjiang@gmail.com> * [DSpark] Support pipeline-parallel targets in aggregated serving (#56956) Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com> Co-authored-by: Kimi Code <noreply@moonshot.cn> Co-authored-by: Yongye Zhu <zyy1102000@gmail.com> * [Feature][Frontend] Add DeepSeek-V4 FIM completion rendering (#44229) Signed-off-by: QwertyJack <7554089+QwertyJack@users.noreply.github.com> Co-authored-by: QwertyJack <7554089+QwertyJack@users.noreply.github.com> Co-authored-by: Chauncey <chaunceyjiang@gmail.com> * [Perf][MoE] Skip top-k slots routed to non-local experts in TritonExp… (#58051) Signed-off-by: Shuolei Wang <shuoleiwang123@gmail.com> Signed-off-by: Shuolei Wang <948904026@qq.com> * [CPU] Adds support for fp32 attention sinks (#56252) Signed-off-by: Ankit Jaiswal <ankit.jaiswal@amd.com> Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com> * [Quantization] Enable humming wNaM asymmetric quant (zero_point) with compressed-tensors (#46528) * [Quantization][Bugfix] Bump humming-kernels to 0.1.16 (#58054) Signed-off-by: jinzhen.ljz <jinzhen.ljz@antgroup.com> Co-authored-by: Codex <noreply@openai.com> Co-authored-by: Misha Goin <mgoin64@gmail.com> * [Quark] Remove quark-specific silent online quantization (#51800) Signed-off-by: Felix Marty <Felix.Marty@amd.com> Signed-off-by: mgoin <mgoin64@gmail.com> Co-authored-by: mgoin <mgoin64@gmail.com> * [ROCm][Perf] Extend QK-norm/RoPE/KV-cache fusion to MRoPE (#50212) Signed-off-by: Vorapol Assavasangthong <Vorapol.Assavasangthong@amd.com> Co-authored-by: Santosh Hiremath <Santosh.Hiremath@amd.com> Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com> * [ROCm][CI] Validate Mooncake and NIXL prefill/decode accuracy (#58095) Signed-off-by: Andreas Karatzas <akaratza@amd.com> Co-authored-by: OpenAI Codex <codex@openai.com> * [CI][ROCm] Add an MI355 Kimi-K3 unit test group (#58012) Signed-off-by: Oxana Korzh <okorzh@amd.com> Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [Bugfix][NIXL] Restore successful push completion reporting (#58188) Signed-off-by: Dao Le <Dao007forever@gmail.com> Co-authored-by: Codex <noreply@openai.com> * [Bugfix][ROCm] Fix startup OOM in AITER MLA FP8 prefill workspace sizing (#57923) Signed-off-by: simondanielsson <simon.danielsson99@hotmail.com> * Doc: add DiffusionGemma to supported models (#46466) Signed-off-by: Bruce <Bruce798858117@gmail.com> Signed-off-by: Misha Goin <mgoin64@gmail.com> Co-authored-by: Misha Goin <mgoin64@gmail.com> * [Perf] Use breakable CUDA graphs (no torch.compile) by default under VLLM_BATCH_INVARIANT so the tuned matmul configs see the runtime M (#57586) Signed-off-by: LioEinaudi <zhao3024667639@gmail.com> * [CI] Select one GPU for the H200 initialized snapshot E2E step (#58351) Signed-off-by: Thang Nguyen <thangnguyenvn647@gmail.com> Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com> * [Bugfix] Pick a KV block size supported by every attention backend (#49845) Signed-off-by: Divy <divy@coralbricks.ai> Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com> * [Docs] Fix docstring typos (output_dytpe, kwrags, Abbrivations) (#55936) Signed-off-by: simpleqt <89645338+simpleqt@users.noreply.github.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [ROCm][Test] Cover MoRI graph replay and output lifetime (#58093) Signed-off-by: Andreas Karatzas <akaratza@amd.com> * [ROCm][Bugfix] Fix TileLang mHC fused RMSNorm on 64-wide wavefronts (#58419) Signed-off-by: Djordje Ramic <djoramic@amd.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [CI][Bugfix] Limit MRV2 sampler JIT warmup registration to ROCm (#58465) Signed-off-by: khluu <khluu000@gmail.com> Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> * [CI] Disable JIT warmup by default in VllmRunner (#58452) Signed-off-by: mgoin <mgoin64@gmail.com> * [Bugfix][MRV2] Align dummy idx_mapping dtype to avoid runtime jit (#58462) Signed-off-by: Nick Hill <nickhill123@gmail.com> * [5/12][ci-selector][CI] Skip the Proton GPU test when another CUPTI tool is injected (#58455) Signed-off-by: khluu <khluu000@gmail.com> Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> * [CI] Share BF16 baselines across quantization comparison tests (#58469) Signed-off-by: Aarushi Jain <Aarushi.Jain2@amd.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [Bugfix][DSA] Bound DeepSelect sentinel columns in the sparse top-k remap (#58215) Signed-off-by: Juntian Liu <Juntianl777@gmail.com> Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com> * [Test][Determinism] Cover chunked prefill in the batch-invariance suite (#55612) Signed-off-by: Bob Ok <49168652+blipbyte@users.noreply.github.com> Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com> * [CI][ROCM] Add the Fusion E2E TP2 Quick group on MI355, and the AITER MLA fix it needs (#58369) Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com> Signed-off-by: Andreas Karatzas <andreas.karatzas@protonmail.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> Co-authored-by: Andreas Karatzas <andreas.karatzas@protonmail.com> Co-authored-by: Codex <noreply@openai.com> * [Scheduler] Tune --long-prefill-token-threshold adaptiveness (#58459) Signed-off-by: Robert Shaw <robertgshaw2@gmail.com> * [PCP] Support prefill context parallelism with data parallelism (#57075) Signed-off-by: QiuChunshuo <qiuchunshuo@huawei.com> Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com> Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com> Co-authored-by: QiuChunshuo <qiuchunshuo@huawei.com> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com> Co-authored-by: Codex <noreply@openai.com> Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com> Co-authored-by: Nick Hill <nickhill123@gmail.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [ROCm] Give turboquant boundary layers a layout-compatible backend (#54988) Signed-off-by: Stefan Koncarevic <stefan.koncarevic@amd.com> Signed-off-by: Andreas Karatzas <akaratza@amd.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> Co-authored-by: Codex <noreply@openai.com> * [Kernel] Resubmit PR 48666 - Gemma4 FP8 KV FA4 head dim 512 backend selection (#53175) Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com> * [Bugfix][KV Offload] Retain offload event metadata through batch translation (#57453) Signed-off-by: Kapil Arya <kapila@nvidia.com> Signed-off-by: Kapil Arya <kapil.arya.17@gmail.com> Co-authored-by: Or Ozeri <or@ozery.com> * Fix full logprobs in token-in/token-out responses (#58488) Signed-off-by: aoshen02 <aoshen@inferact.ai> * [Bugfix][CPU][MoE] Fix out-of-bounds write and segfault when router weights are fp32 (#56168) Signed-off-by: Farzad Abdolhosseini <farzad@elastix.ai> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: Li, Jiang <jiang1.li@intel.com> * [Rust Frontend] Recognize new frontend-owned serve args as unsupported or no-op (#58330) Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [Rust Frontend] Accept custom chat roles for HF templates (#58311) Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [Dependency] Upgrade FlashInfer version to 0.7.0 (#58069) Signed-off-by: wzhao18 <wzhao18.sz@gmail.com> Co-authored-by: Codex <noreply@openai.com> Co-authored-by: Yongye Zhu <zyy1102000@gmail.com> Co-authored-by: Kevin H. Luu <khluu000@gmail.com> * [Bugfix][Spec Decode] Separate DSpark width from MTP stage validation (#54631) Signed-off-by: Luca Motz <luca.motz@icloud.com> Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> * [Rust Frontend] Pass vision preprocessing context for Nemotron-H (#57634) Pass the remaining engine context-length budget to model-owned vision processors through VisionPreprocessingContext. Preserve Nemotron batched engine fields and recognize llm_config as a text_config alias. Use the merged upstream llm-multimodal revision f0985ef65967615db2c79279aa07818499301bfd. Co-authored-by: Codex <noreply@openai.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [Rust Frontend] Support `--sse-keep-alive-interval` (#58306) Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [Compile][CI] Honor Triton cache overrides and add AMD timeout headroom (#58474) Signed-off-by: Andreas Karatzas <andreas.karatzas@protonmail.com> Co-authored-by: Codex <noreply@openai.com> * [CPU][GDN] Support NIXL DS convolution-state layout (#53300) Signed-off-by: Li, Tianmu <tianmu.li@intel.com> Co-authored-by: OpenAI Codex <codex@openai.com> Co-authored-by: Li, Jiang <jiang1.li@intel.com> * [ROCm][CI] Add the MI355 TurboQuant t3nc mirror (#58432) Signed-off-by: Andreas Karatzas <andreas.karatzas@protonmail.com> Co-authored-by: OpenAI Codex <noreply@openai.com> * [EPD][Model Loader] Skip language-model checkpoint shards for `--mm-encoder-only` (#58086) Signed-off-by: grYe99 <guorongye99@gmail.com> Co-authored-by: grYe99 <guorongye99@gmail.com> Co-authored-by: Cursor Agent <cursoragent@cursor.com> * [Perf] Use Conv3dLayer for MiniMax M3 patch embedding (#58512) Signed-off-by: OpenAI Codex <codex@openai.com> Co-authored-by: OpenAI Codex <codex@openai.com> * [Feature][Frontend] Request JSON body debug logging on `--enable-log-requests` flag (#58163) Signed-off-by: talora <talora@nvidia.com> * [CPU] Use pre-built triton (#58140) Signed-off-by: jiang1.li <jiang1.li@intel.com> * [Bugfix][V1] Reject encoder-cache hits with mismatched embedding counts (#57696) Signed-off-by: jackLei0901 <42642542+jackLei0901@users.noreply.github.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Bugfix] Capture prefill kernels for mixed FULL graphs (#58275) Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com> Co-authored-by: OpenAI Codex <codex@openai.com> * [Bugfix][CI] Fix the flaky sharded-sampling tests, and the engine teardown need (#58342) Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com> Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com> Co-authored-by: Andreas Karatzas <Andreas.Karatzas@amd.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [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> Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * [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> Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> 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> Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com> 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> Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 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> Co-authored-by: Claude Opus 5 <noreply@anthropic.com> * [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> Co-authored-by: OpenAI Codex <noreply@openai.com> Co-authored-by: Kimi Code <noreply@moonshot.ai> * [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> Co-authored-by: Claude <noreply@anthropic.com> * [CI] Run DFlash2 NVFP4 acceptance test on B200; skip it on H200 35GB MIG (#58496) Signed-off-by: khluu <khluu000@gmail.com> Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> Co-authored-by: Misha Goin <mgoin64@gmail.com> * [Bugfix][MRV2] Treat padded prompt tails as spec-decode rows for hybrid models (#58434) Signed-off-by: Nick Hill <nickhill123@gmail.com> 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> Co-authored-by: Kimi <noreply@moonshot.cn> Co-authored-by: Isotr0py <Isotr0py@outlook.com> * [Bugfix][Quantization] Refresh online NVFP4 scales before reload post-processing (#57954) Signed-off-by: S1ro1 <matej.sirovatka@gmail.com> Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com> Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com> Co-authored-by: Claude Opus 5 <noreply@anthropic.com> Co-authored-by: aoshen02 <aoshen@inferact.ai> * [Perf][DSv4.1] Restore the fused query RMSNorm + MXFP8 quantization path (#57679) Signed-off-by: Juntian Liu <Juntianl777@gmail.com> * [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> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com> * [Perf][Rust Frontend] Make histogram observations lock-free (#58574) Co-authored-by: jthomson04 <jwillthomson19@gmail.com> Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [ROCm][Perf] MXFP8 GEMM on native 32x32 block scales for gfx950 (#58510) Signed-off-by: fai <fangzhouai@gmail.com> Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> * [Bugfix][Qwen4Exp] Keep pinned PLE prefetch ids out of the CUDA graph pool (#58489) Signed-off-by: Juntian Liu <Juntianl777@gmail.com> Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Perf][Engram] Serialize offloaded lookups and pack host tables into huge pages (#56926) Signed-off-by: Juntian Liu <Juntianl777@gmail.com> Co-authored-by: Kimi Code <noreply@moonshot.cn> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Bugfix][Quantization] Fix MXFP8 startup crash on layers below mm_mxfp8 shape limits (#54223) Signed-off-by: samuelkim7 <samuelmwkim@gmail.com> Signed-off-by: mgoin <mgoin64@gmail.com> Co-authored-by: mgoin <mgoin64@gmail.com> * [ROCm] Cut 69 wasted contiguous copies per decode step from the skinny GEMM path (#58566) Signed-off-by: lifulu <fululi12@amd.com> Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com> Co-authored-by: Nick Hill <nickhill123@gmail.com> * [ROCm][Build] Filter crate tags from vLLM version detection (#57744) Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> Signed-off-by: reidliu41 <reid201711@gmail.com> * [Perf][Distributed] Add low-SM multimem reduce-scatter for SM100/SM103 (#55072) Signed-off-by: Yongye Zhu <zyy1102000@gmail.com> Signed-off-by: Summer Yang <girasoleyang@gmail.com> Co-authored-by: Summer Yang <girasoleyang@gmail.com> * [PP][XPU]Add the flag to control microbatch feature on MRV2+PP (#55145) Signed-off-by: yisheng <yi.sheng@intel.com> Co-authored-by: Kunshang Ji <kunshang.ji@intel.com> * [Feature] Triton kernel dispatcher (#43048) Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com> * [ROCm] Fix CI runtime and tests for MI355 DPX (#58244) Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com> Co-authored-by: Mahesh Kunreddi <mahesh.kunreddi@amd.com> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: Andreas Karatzas <Andreas.Karatzas@amd.com> Co-authored-by: Codex <noreply@openai.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [CI][ROCm] Prevent Model Executor apt stalls (#58607) Signed-off-by: Andreas Karatzas <akaratza@amd.com> Co-authored-by: Codex <noreply@openai.com> * [Qwen4Exp][ROCm] PLE n-gram table CPU offload (#57497) Signed-off-by: Mathew Odden <modden@redhat.com> Signed-off-by: Andreas Karatzas <akaratza@amd.com> Co-authored-by: opencode+deepseek-v4-flash+vllm <opencode+deepseek-v4-flash+vllm@example.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> Co-authored-by: OpenAI Codex <noreply@openai.com> * [MM] Add Triton kernel for mm_input_normal. (#56798) Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io> Signed-off-by: wang.yuqi <noooop@126.com> Signed-off-by: Isotr0py <Isotr0py@outlook.com> Co-authored-by: Isotr0py <2037008807@qq.com> Co-authored-by: Isotr0py <Isotr0py@outlook.com> * [Structured Outputs] Parse Lark grammars natively in the xgrammar backend (#58321) Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> * [ROCm] Credit ROCm/aiter for the block32 GEMM's packed kernel and in-launch split-K (#58659) Signed-off-by: Lingpeng Jin <103567126+valarLip@users.noreply.github.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> * [Frontend] Handle Disable Thinking in /v1/messages (#58613) Signed-off-by: jryberg <johan.ryberg@security.ntt> Signed-off-by: Robert Shaw <robshaw@redhat.com> Co-authored-by: jryberg <johan.ryberg@security.ntt> Co-authored-by: Robert Shaw <robshaw@redhat.com> Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com> * [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> Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com> Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com> * [Perf][DSv4] Fuse inverse RoPE + FP8 quant into FlashInfer sparse MLA (#58621) Signed-off-by: Yongye Zhu <zyy1102000@gmail.com> Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> * [UX][Frontend] Introduce `vllm preload` cli for fast restart (#56680) Signed-off-by: Isotr0py <Isotr0py@outlook.com> * [MoE] Defer the TRTLLM-Gen top-k finalize on the modular path (#58635) Signed-off-by: Yongye Zhu <zyy1102000@gmail.com> Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> * [Docs] Add return annotation to `fused_mm_input_norm_triton` (#58687) Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> * [CI] Shard (H100) Helion Kernels five ways (#58645) Signed-off-by: Thang Nguyen <thangnguyenvn647@gmail.com> Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com> * [Core] Model console logging as CLI configuration (#57205) Add `--logging-config` CLI argument which can be supplied as JSON or using dotted arguments. The `--log-level` argument is provided for convenience, and `--log-config-file` is deprecated in favor of `--logging-config.pylogging_config_file`. Signed-off-by: Mark McLoughlin <markmc@redhat.com> Co-authored-by: AI Assistant <noreply@openai.com> * [ROCm][CI] Pass weight_shape in MXFP8 block32 linear tests (#58698) Signed-off-by: Djordje Ramic <djoramic@amd.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com> --------- Signed-off-by: Tony Lin <tony.lin@intel.com> Signed-off-by: Wauplin <lucainp@gmail.com> Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com> Signed-off-by: Andy Friedrich <afriedri@amd.com> Signed-off-by: afriedri <afriedri@amd.com> Signed-off-by: sahil <sahil@example.com> Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> Signed-off-by: Djordje Ramic <djoramic@amd.com> Signed-off-by: Karen Chung <karenc@nvidia.com> Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai> Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com> Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com> Signed-off-by: Nils Matteson <nilsmatteson@icloud.com> Signed-off-by: Liuyinfeng01 <yinfeliu@amd.com> Signed-off-by: kimi-no-na-wa <kimi-no-na-wa@users.noreply.github.com> Signed-off-by: Garrett Goon <garrett@primeintellect.ai> Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com> Signed-off-by: Thang Nguyen <thangnguyenvn647@gmail.com> Signed-off-by: Robert Shaw <robertgshaw2@gmail.com> Signed-off-by: Robert Shaw <robshaw@redhat.com> Signed-off-by: Summer Yang <girasoleyang@gmail.com> Signed-off-by: Navjot Singh <navjot.singh@shopify.com> Signed-off-by: taking-lying-flat <1615405@qq.com> Signed-off-by: zjy0516 <riverclouds.zhu@qq.com> Signed-off-by: Turner Jabbour <doubleujabbour@gmail.com> Signed-off-by: Turner <doubleujabbour@gmail.com> Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com> Signed-off-by: Alec Flowers <aflowers@nvidia.com> Signed-off-by: Alec <35311602+alec-flowers@users.noreply.github.com> Signed-off-by: liusy58 <mg21330037@smail.nju.edu.cn> Signed-off-by: Isotr0py <Isotr0py@outlook.com> Signed-off-by: Bugen Zhao <i@bugenzhao.com> Signed-off-by: wangyicong <wangyicong@bytedance.com> Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com> Signed-off-by: Shanshan Shen <87969357+shen-shanshan@users.noreply.github.com> Signed-off-by: Karthik Gangula <gangula-karthik@users.noreply.github.com> Signed-off-by: gangula-karthik <gkarthik923@gmail.com> Signed-off-by: Juan Pérez de Algaba <jperezde@redhat.com> Signed-off-by: 子华 <huaxi.shx@alibaba-inc.com> Signed-off-by: Ting Sun <suntcrick@gmail.com> Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg> Signed-off-by: Canlin <canlinguosdu@gmail.com> Signed-off-by: khluu <khluu000@gmail.com> Signed-off-by: JaredforReal <w13431838023@gmail.com> Signed-off-by: louie-tsai <louie.tsai@intel.com> Signed-off-by: Louie Tsai <louie.tsai@intel.com> Signed-off-by: ubwzwd <ubwzwd@gmail.com> Signed-off-by: zengxian <xiangdong.zeng@intel.com> Signed-off-by: linnea-lin-00638949 <15521435947@163.com> Signed-off-by: Jee Jee 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…ving (vllm-project#56956)" (vllm-project#58484) This reverts commit 09fe178. Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com>