[XPU][DeepSeek-V4] Fix MTP: sync with upstream fixes #44821 and #43746 by majian4work · Pull Request #1 · majian4work/vllm

majian4work · 2026-06-11T06:11:48Z

Summary

Sync the XPU DeepSeek V4 MTP implementation with two upstream fixes:

fix: prefix DeepSeek V4 MTP projections vllm-project/vllm#44821 — fix: prefix DeepSeek V4 MTP projections
- Pass explicit prefix= to e_proj and h_proj ReplicatedLinear layers so compressed-tensors can match artifact-side ignore/target rules.
[Model Refactoring] Remove torch compile dependency in DSv4 vllm-project/vllm#43746 — [Model Refactoring] Remove torch compile dependency in DSv4
- Remove @support_torch_compile decorator, align with breakable cudagraph path (via XPUGraph).
- Use fused Triton kernels from common/ops:
  - fused_mtp_input_rmsnorm — replaces separate mask + enorm + hnorm calls.
  - mtp_shared_head_rmsnorm — replaces SharedHead.forward() in compute_logits.
- Add missing mhc_post call after mtp_block forward (fixes residual mixing bug).
- Fix incorrect WEIGHT_NAME_REMAPPING entries referencing non-existent norm_gate.
- Fix gate.bias remapping path from .ffn.norm_gate.e_score_correction_bias to .ffn.gate.e_score_correction_bias.

Changes

vllm/models/deepseek_v4/xpu/mtp.py — all fixes above applied.

Validation

No lint/type errors.
Diff against NV/AMD versions verified — remaining differences are intentional platform adaptations (no aux streams, HCHeadOp CustomOp dispatch, explicit device placement).

Signed-off-by: Wu, Xiaochang <xiaochang.wu@intel.com> Signed-off-by: Xiaochang Wu <xiaochang.wu@intel.com> Co-authored-by: Yuxiang <yuxiang.liang@intel.com> Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>

…rs (vllm-project#44346) Signed-off-by: sfeng33 <4florafeng@gmail.com>

… renderer (vllm-project#43590) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> Co-authored-by: kdcyberdude <kdsingh.cyberdude@gmail.com> Co-authored-by: Ben Browning <bbrownin@redhat.com>

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>

Signed-off-by: NickLucche <nlucches@redhat.com>

Signed-off-by: MengqingCao <cmq0113@163.com> Signed-off-by: Mengqing Cao <cmq0113@163.com> Signed-off-by: zjy0516 <riverclouds.zhu@qq.com> Co-authored-by: zjy0516 <riverclouds.zhu@qq.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

…m-project#44207) Signed-off-by: Oxygen56 <1391083091@qq.com>

Signed-off-by: Patrick Schlangen <pschlan@amd.com> Co-authored-by: Shengqi Chen <harry-chen@outlook.com>

…uce-RMS, and MXFP8 MoE to libtorch stable ABI (vllm-project#44365) Signed-off-by: Chris Leonard <chleonar@redhat.com> Signed-off-by: Shengqi Chen <harry-chen@outlook.com> Co-authored-by: Shengqi Chen <harry-chen@outlook.com>

…vllm-project#44370) Signed-off-by: JartX <sagformas@epdcenter.es>

Signed-off-by: yewentao256 <zhyanwentao@126.com>

) Signed-off-by: bk-201 <joy25810@foxmail.com>

Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com> Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>

…t#42453) Signed-off-by: yewentao256 <zhyanwentao@126.com>

…-project#42752) Signed-off-by: hoobnn <111053672+hoobnn@users.noreply.github.com> Signed-off-by: sfeng33 <4florafeng@gmail.com> Co-authored-by: sfeng33 <4florafeng@gmail.com>

…nt attention states for speculator prefill (vllm-project#44253) Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai> Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>

…oject#44442) Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>

Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

…ent load (vllm-project#43982) Signed-off-by: Dmytro Kuntso <dkuntso@amazon.co.uk> Co-authored-by: Dmytro Kuntso <dkuntso@amazon.co.uk>

Signed-off-by: Yan Ma <yan.ma@intel.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

…3241) Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>

vllm-project#44410) Signed-off-by: Ted Mostly <wanghenshui@qq.com>

…onnector (vllm-project#42865) Signed-off-by: baoloongmao <baoloongmao@tencent.com>

…#41759) Signed-off-by: oguz <oguzhankir17@gmail.com> Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>

…#41471) Signed-off-by: yewentao256 <zhyanwentao@126.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

Signed-off-by: Jie Fang <jief@nvidia.com> Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>

…ect#41633) Signed-off-by: ilmarkov <markovilya197@gmail.com> Signed-off-by: Markov Ilya <markovilya19@gmail.com> Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com> Co-authored-by: Markov Ilya <markovilya19@gmail.com> Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com> Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com> Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>

…m-project#44463) Signed-off-by: Andreas Karatzas <akaratza@amd.com>

…om ops (vllm-project#42129) Signed-off-by: Oxana Korzh <okorzh@amd.com> Co-authored-by: Cursor <cursoragent@cursor.com>

…#44921) Signed-off-by: mgoin <mgoin64@gmail.com> Co-authored-by: Claude <noreply@anthropic.com>

Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>

… loader (vllm-project#44814) Signed-off-by: hallerite <git@hallerite.com> Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Co-authored-by: Kyle Sayers <kylesayrs@gmail.com>

…metheus metric (vllm-project#44448) Signed-off-by: Yifan Zong <yzong@redhat.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

…llm-project#45073) Signed-off-by: Jongsu Liam Kim <jongsukim8@gmail.com> Co-authored-by: Claude <noreply@anthropic.com>

Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

Signed-off-by: Effi Ofer <effi.ofer@gmail.com> Co-authored-by: Or Ozeri <oro@il.ibm.com>

Signed-off-by: Divakar Verma <divakar.verma@amd.com>

…-project#45059) Signed-off-by: Angela Yi <yiangela7@gmail.com>

Signed-off-by: Yufeng He <40085740+he-yufeng@users.noreply.github.com>

Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai> Signed-off-by: Benjamin Chislett <bchislett@nvidia.com> Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com> Co-authored-by: Giancarlo Delfin <gdelfin@inferact.ai>

…llm-project#45153) Signed-off-by: juliendenize <julien.denize@mistral.ai>

…llm-project#44946) Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>

…t#37898) Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

…llm-project#45037) Signed-off-by: Bill Nell <bnell@redhat.com>

…bSearchTool) (vllm-project#45147) Signed-off-by: Ben Browning <bbrownin@redhat.com>

Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com> Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

…roject#45169) Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>

…as no attribute 'embed_input_ids'` (vllm-project#44568) Signed-off-by: yewentao256 <zhyanwentao@126.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

Signed-off-by: Peter Pan <Peter.Pan@daocloud.io> Signed-off-by: Peter Pan <peter.pan@daocloud.io> Signed-off-by: Kyle Sayers <kylesayrs@gmail.com> Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Kyle Sayers <kylesayrs@gmail.com> Co-authored-by: Flora Feng <4florafeng@gmail.com>

…ject#44978) Signed-off-by: Markov Ilya <markovilya197@gmail.com>

…llm-project#35415) Signed-off-by: Nathan Price <nathan@abridge.com> Co-authored-by: Cursor <cursoragent@cursor.com> Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

…erts (vllm-project#44679) Signed-off-by: Rohan138 <rohanpotdar138@gmail.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com>

…llm-project#45170) Signed-off-by: Andreas Karatzas <akaratza@amd.com>

…-project#44687) Signed-off-by: Dan Blanaru <48605845+DanBlanaru@users.noreply.github.com> Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

…ies are truly non-blocking (vllm-project#45074) Signed-off-by: zixi-qi <zixi@inferact.ai>

Signed-off-by: Ma Jian <jian1.ma@intel.com>

github-actions · 2026-06-11T06:11:57Z

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xwu-intel and others added 30 commits June 3, 2026 20:16

[XPU] Add XPU block-scaled W8A8 fp8 path (vllm-project#39968)

e523267

Signed-off-by: Wu, Xiaochang <xiaochang.wu@intel.com> Signed-off-by: Xiaochang Wu <xiaochang.wu@intel.com> Co-authored-by: Yuxiang <yuxiang.liang@intel.com> Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>

[Refactor] Suppress SyntaxWarning from ast.literal_eval in tool parse…

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…rs (vllm-project#44346) Signed-off-by: sfeng33 <4florafeng@gmail.com>

[Frontend][Responses API] Move developer-to-system conversion into HF…

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… renderer (vllm-project#43590) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> Co-authored-by: kdcyberdude <kdsingh.cyberdude@gmail.com> Co-authored-by: Ben Browning <bbrownin@redhat.com>

[Model Runner V2] Use FlashInfer sampler (vllm-project#42472)

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[CI/Build] Fix LoRA testing (vllm-project#44425)

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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>

[CI] Align PD tests to HMA on by default (vllm-project#44174)

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Signed-off-by: NickLucche <nlucches@redhat.com>

fix(config): validate max_num_scheduled_tokens >= 0 on all paths (vll…

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…m-project#44207) Signed-off-by: Oxygen56 <1391083091@qq.com>

Handle spinloop ext load failure gracefully (vllm-project#43659)

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Signed-off-by: Patrick Schlangen <pschlan@amd.com> Co-authored-by: Shengqi Chen <harry-chen@outlook.com>

[ROCm][CI] Move Model Executor test step from MI250 to MI300 (gfx942) (…

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…vllm-project#44370) Signed-off-by: JartX <sagformas@epdcenter.es>

[Refactor] Remove dead code fp quant (vllm-project#44122)

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Signed-off-by: yewentao256 <zhyanwentao@126.com>

[LoRA] Fix dedup for post-replacement module aliases (vllm-project#44413

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) Signed-off-by: bk-201 <joy25810@foxmail.com>

[Model] Add Gemma4 Unified (encoder-free) support (vllm-project#44429)

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Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com> Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>

[Feature] Support batch invariant rms norm with residual (vllm-projec…

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…t#42453) Signed-off-by: yewentao256 <zhyanwentao@126.com>

[Bugfix] Honor tool_choice="none" in Chat Completions streaming (vllm…

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…-project#42752) Signed-off-by: hoobnn <111053672+hoobnn@users.noreply.github.com> Signed-off-by: sfeng33 <4florafeng@gmail.com> Co-authored-by: sfeng33 <4florafeng@gmail.com>

[Bug Fix][Model Runner V2][Spec Decode] Warmup & capture with differe…

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…nt attention states for speculator prefill (vllm-project#44253) Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai> Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>

[Minor] Remove FlashInfer version check in topk_topp_sampler (vllm-pr…

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…oject#44442) Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>

Bump actions/stale from 10.1.1 to 10.2.0 (vllm-project#35078)

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Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

[Bugfix] Fix Gemma4 MTP block_table batch_size mismatch under concurr…

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…ent load (vllm-project#43982) Signed-off-by: Dmytro Kuntso <dkuntso@amazon.co.uk> Co-authored-by: Dmytro Kuntso <dkuntso@amazon.co.uk>

[XPU] skip unapplied UT in test_gpu_model_runner.py (vllm-project#44289)

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Signed-off-by: Yan Ma <yan.ma@intel.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

[Model Runner V2][Spec Decode] Add Gemma4 MTP support (vllm-project#4…

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…3241) Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>

[Bugfix] Fix VLLMNotFoundError when using LoRA adapter name in poolin… (

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vllm-project#44410) Signed-off-by: Ted Mostly <wanghenshui@qq.com>

[KV Connector] Update lmcache kv_offloading_backend to use LMCacheMPC…

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…onnector (vllm-project#42865) Signed-off-by: baoloongmao <baoloongmao@tencent.com>

[MM][Perf][CG] Support ViT full CUDA graph for InternVL (vllm-project…

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…#41759) Signed-off-by: oguz <oguzhankir17@gmail.com> Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>

[Refactor] Remove dead code in tests and parallel_state (vllm-project…

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…#41471) Signed-off-by: yewentao256 <zhyanwentao@126.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

optimize the compressor 128 split cutedsl kernel (vllm-project#44230)

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Signed-off-by: Jie Fang <jief@nvidia.com> Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>

[CI] Resolve release V2 docker build after ROCm CI wheels change (vll…

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…m-project#44463) Signed-off-by: Andreas Karatzas <akaratza@amd.com>

[Inductor] Fast-path Inductor fallback for vllm::*/vllm_aiter::* cust…

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…om ops (vllm-project#42129) Signed-off-by: Oxana Korzh <okorzh@amd.com> Co-authored-by: Cursor <cursoragent@cursor.com>

mgoin and others added 28 commits June 10, 2026 06:06

[Bugfix] Lazily import the humming quantization backend (vllm-project…

87c15d4

…#44921) Signed-off-by: mgoin <mgoin64@gmail.com> Co-authored-by: Claude <noreply@anthropic.com>

[Perf] Fix dsv3_router_gemm heuristic (vllm-project#44217)

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Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>

[Bugfix] Fix layerwise reload dropping params after a composed weight…

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… loader (vllm-project#44814) Signed-off-by: hallerite <git@hallerite.com> Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Co-authored-by: Kyle Sayers <kylesayrs@gmail.com>

[Frontend][Metrics] Add vllm:tool_call_parser_invocations_total Pro…

6ec7dcd

…metheus metric (vllm-project#44448) Signed-off-by: Yifan Zong <yzong@redhat.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

[Bugfix] Fix missing sequence_lengths in EXAONE-4.5 vision encoder (v…

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…llm-project#45073) Signed-off-by: Jongsu Liam Kim <jongsukim8@gmail.com> Co-authored-by: Claude <noreply@anthropic.com>

Deprecated 1st generation Qwen and QwenVL models (vllm-project#45131)

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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

KV-Cache multi-tier offloading async batched lookup (vllm-project#44193)

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Signed-off-by: Effi Ofer <effi.ofer@gmail.com> Co-authored-by: Or Ozeri <oro@il.ibm.com>

[bugfix] skip conch kernel for g_idx reordering (vllm-project#45072)

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Signed-off-by: Divakar Verma <divakar.verma@amd.com>

fix: AOT compile cache collision for dataclass-based HF configs (vllm…

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…-project#45059) Signed-off-by: Angela Yi <yiangela7@gmail.com>

fix: prefix DeepSeek V4 MTP projections (vllm-project#44821)

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Signed-off-by: Yufeng He <40085740+he-yufeng@users.noreply.github.com>

[MRV2][Spec Decode] DFlash (vllm-project#44586)

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Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai> Signed-off-by: Benjamin Chislett <bchislett@nvidia.com> Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com> Co-authored-by: Giancarlo Delfin <gdelfin@inferact.ai>

[CI] Ping Mistral team for ministral/voxtral/mixtral/pixtral changes (v…

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…llm-project#45153) Signed-off-by: juliendenize <julien.denize@mistral.ai>

[Test] Fix one-sided MNNVL alltoall test workspace under-reservation (v…

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…llm-project#44946) Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>

[Hybrid] Marconi-style admission policy for hybrid cache (vllm-projec…

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…t#37898) Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

[Bugfix] Fix nemotron accuracy drop introduced by vllm-project#41184 (v…

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…llm-project#45037) Signed-off-by: Bill Nell <bnell@redhat.com>

[Bugfix] Fix tool parsing crash with non-function tool types (e.g. We…

d1bcb4b

…bSearchTool) (vllm-project#45147) Signed-off-by: Ben Browning <bbrownin@redhat.com>

[Bugfix] Fix Llama4 weight loading (vllm-project#45047)

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Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com> Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

[Bugfix] [DSV4] [ROCm] Pin apache-tvm-ffi version to 0.1.10 (vllm-p…

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…roject#45169) Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>

[Model Runner V2] Fix v2 `AttributeError: 'CohereASRDecoder' object h…

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…as no attribute 'embed_input_ids'` (vllm-project#44568) Signed-off-by: yewentao256 <zhyanwentao@126.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

[EPLB] Reject NCCL-based EPLB communicators with async EPLB (vllm-pro…

6471ec7

…ject#44978) Signed-off-by: Markov Ilya <markovilya197@gmail.com>

[ROCm][Bugfix] Make intermediate_pad TP-aware in rocm_aiter_fused_exp…

5b6b536

…erts (vllm-project#44679) Signed-off-by: Rohan138 <rohanpotdar138@gmail.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com>

[ROCm][CI] Moving MI300 tests to MI325 until cluster is stabilized (v…

16282a9

…llm-project#45170) Signed-off-by: Andreas Karatzas <akaratza@amd.com>

[Perf][Attention] Pin MLA chunked-context metadata tensors so H2D cop…

e2db022

…ies are truly non-blocking (vllm-project#45074) Signed-off-by: zixi-qi <zixi@inferact.ai>

fix DeepSeek V4 MTP projections

223aa1f

Signed-off-by: Ma Jian <jian1.ma@intel.com>

use fused kernel

dc8eb9f

Signed-off-by: Ma Jian <jian1.ma@intel.com>

majian4work closed this Jun 11, 2026

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[XPU][DeepSeek-V4] Fix MTP: sync with upstream fixes #44821 and #43746 - #1

[XPU][DeepSeek-V4] Fix MTP: sync with upstream fixes #44821 and #43746#1
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