Skip to content

[Frontend] Add Streaming Parser Engine and new MinimaxM2 Parser#45701

Merged
sfeng33 merged 9 commits into
vllm-project:mainfrom
chaunceyjiang:minimax_parser_engine
Jun 16, 2026
Merged

[Frontend] Add Streaming Parser Engine and new MinimaxM2 Parser#45701
sfeng33 merged 9 commits into
vllm-project:mainfrom
chaunceyjiang:minimax_parser_engine

Conversation

@chaunceyjiang

@chaunceyjiang chaunceyjiang commented Jun 15, 2026

Copy link
Copy Markdown
Collaborator

Purpose

[Frontend] Add Streaming Parser Engine and new MinimaxM2 Parser

Test Plan

Test Result

OPENAI_BASE_URL=http://localhost:8001/v1  OPENAI_API_KEY=dummy uv run python -m bfcl_eval generate \
    --model MiniMaxAI/MiniMax-M2.5-FC \
    --test-category multi_turn_base \
    --result-dir $PWD --num-threads 16

this pr

Rank,Model,Multi Turn Overall Acc,Base,Miss Func,Miss Param,Long Context
1,MiniMax-M2.5 (FC ChatCompletions),20.75%,83.00%,N/A,N/A,N/A

main

Rank,Model,Multi Turn Overall Acc,Base,Miss Func,Miss Param,Long Context
1,MiniMax-M2.5 (FC ChatCompletions),20.62%,82.50%,N/A,N/A,N/A


Essential Elements of an Effective PR Description Checklist
  • The purpose of the PR, such as "Fix some issue (link existing issues this PR will resolve)".
  • The test plan, such as providing test command.
  • The test results, such as pasting the results comparison before and after, or e2e results
  • (Optional) The necessary documentation update, such as updating supported_models.md and examples for a new model.
@chaunceyjiang chaunceyjiang changed the title Minimax parser engine Jun 15, 2026
@mergify mergify Bot added the tool-calling label Jun 15, 2026
@mergify

mergify Bot commented Jun 15, 2026

Copy link
Copy Markdown
Contributor

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

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

@mergify mergify Bot added the needs-rebase label Jun 15, 2026
@chaunceyjiang chaunceyjiang force-pushed the minimax_parser_engine branch from 42dd17a to 86cafa0 Compare June 16, 2026 02:23
@chaunceyjiang chaunceyjiang marked this pull request as ready for review June 16, 2026 02:24
@mergify mergify Bot removed the needs-rebase label Jun 16, 2026
@chaunceyjiang chaunceyjiang added the ready ONLY add when PR is ready to merge/full CI is needed label Jun 16, 2026
Comment thread vllm/parser/minimax_m2.py Outdated
@sfeng33

sfeng33 commented Jun 16, 2026

Copy link
Copy Markdown
Collaborator

It might be worth thinking whether changes from PR #37790 can be adopted - adds validation to reject hallucinated function names that aren't in request.tools. The engine's _build_extracted_result does not filter tool calls by name. It extracts whatever the model produces, relying on _fix_arg_types for schema lookup but not for name validation.

@mergify

mergify Bot commented Jun 16, 2026

Copy link
Copy Markdown
Contributor

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

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

@mergify mergify Bot added the needs-rebase label Jun 16, 2026
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
@chaunceyjiang chaunceyjiang force-pushed the minimax_parser_engine branch from 86cafa0 to 672aaba Compare June 16, 2026 06:50
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
@mergify mergify Bot removed the needs-rebase label Jun 16, 2026
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

@bbrowning bbrowning left a comment

Copy link
Copy Markdown
Collaborator

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

The longest-match buffering and draining in incremental_lexer.py for tokens that are entirely prefix of other tokens looks good - that's something I didn't anticipate needing to handle here, so I'm glad you were able to find a reasonable solution to that. And, it looks well guarded to not cause negative performance impacts on the happy path for models that don't use overlapping terminals.

The additional _check_skip_tool_parsing paths look like they fixed oversights I missed in the initial implementation here, so thanks for adding those in.

The new validate_tool_names config option looks wired in properly, and is a good flag to let models opt in/out of dropping of hallucinated function names vs returning back to clients.

I confirmed the changes to trace_builder.py get this properly wired in to the engine replay test suites, giving us broad coverage for the various buffering / holdback scenarios for this parser and all of those pass.

I have not run this model live with these changes. However, your BFCL results show this didn't regress in the non-stream parsing cases (what BFCL tests). That, combined with all the replay test suites verifying streaming behavior at various chunk sizes gives me confidence this is in good shape.

),
pytest.param(
False,
SHORTEST_REASONING_NO_STREAMING,

Copy link
Copy Markdown
Collaborator

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

A nit: I think if we just update the reasoning to check for None instead of "" in SHORTEST_REASONING_NO_STREAMING (and EMPTY) this and the EMPTY test below will pass. I tested this locally and they passed, so I don't think we regressed here in any way if we want to keep this extra coverage.

@sfeng33

sfeng33 commented Jun 16, 2026

Copy link
Copy Markdown
Collaborator

Analysis

This PR migrates minimax_m2_tool_parser / MiniMaxM2ReasoningParser to the config-driven parser engine. Below is a breakdown of which existing issues and PRs are addressed (and which are not).

TL;DR

Category Outcome Superseded
1. Tool call args not streamed incrementally ✅ Fixed (parameter granularity) #40253, #40298, #40975, #44107
2. Reasoning parser bugs ✅ Fixed (both) #38213, #44898
3. Reasoning token accounting ⚠️ Partial — (#37955 still needed)
4. Missing adjust_request ✅ Fixed #42307
5. Function name validation ✅ Fixed (new) #37790

Category 1: Tool Call Arguments Not Streamed Incrementally

All of these report the same root cause: the old parser buffers tool call arguments until a complete </invoke> block is received, causing multi-second delays.

Ref Type Title
#39649 Issue minimax_m2_tool_parser does not stream tool call args
#40779 Issue Function call content not streamed incrementally
#36073 Issue Prolonged latency in streaming function call mode
#36116 Issue Pseudo-streaming with tool parser (MiniMax-M2 + Qwen3)
#40253 PR Stream MiniMax M2 tool-call deltas incrementally
#40298 PR Implement incremental streaming for minimax_m2_tool_parser
#40975 PR Fix MiniMax tool-call arguments not streamed incrementally
#44107 PR Emit tool name blocks in advance in MinimaxM2

Does PR #45701 fix these? YES — at parameter granularity.

The updated PR sets stream_arg_deltas=True. The engine's _compute_arg_delta() is now called on every ARG_VALUE_CHUNK event, invoking the _minimax_m2_arg_converter with partial=True. Each time a complete <parameter>...</parameter> tag closes, the converter produces updated JSON, and the engine diffs it against the previously streamed JSON, emitting the delta.

How it works in practice: For a tool call with 3 parameters, the old parser waited until all 3 parameters AND </invoke> arrived. The new parser emits a delta after each </parameter> closes — so the client sees arguments arrive incrementally as each parameter completes. For a single long parameter value, there's no sub-parameter streaming (a fundamental XML format limitation), but multi-parameter calls see meaningful improvement.

Additionally, the engine emits the tool name as soon as the <invoke name="..."> header is parsed (addressed by #44107), rather than waiting for the full invoke block.

All four competing PRs (#40253, #40298, #40975, #44107) are superseded — they modify code that no longer exists.


Category 2: Reasoning Parser Bugs

Ref Type Title
#38212 Issue MiniMaxM2ReasoningParser broken for M2.5 (<think> start tag not handled)
#38213 PR fix(reasoning): MiniMaxM2ReasoningParser broken for M2.5
#44898 PR Fix MiniMax M2 reasoning parser leaking re-emitted </think> into content

Does PR #45701 fix these? YES — both bugs.

#38212 / #38213 — M2.5 generates both <think> and </think>, but the old parser assumed only </think>. The engine config handles both:

(ParserState.REASONING, "THINK_START"): Transition(ParserState.REASONING, ())  # silently consumed

Starting in REASONING, <think> is consumed with no event. Works for M2 (no start tag) and M2.5 (both tags). PR #38213 is superseded.

#44898 — Re-emitted </think> tokens leaked into content. The engine config handles this:

(ParserState.CONTENT, "THINK_END"): Transition(ParserState.CONTENT, ())  # silently consumed

Any </think> in CONTENT state is consumed without emission. PR #44898 is superseded.


Category 3: Reasoning Token Accounting

Ref Type Title
#37988 Issue minimax-m2.5, reasoning token result in negative values
#37955 PR Fix reasoning_tokens accounting for MiniMax M2

Does PR #45701 fix these? PARTIALLY.

The engine's count_reasoning_tokens() correctly counts tokens between <think> and </think> using depth tracking. However, #37988 may be about the serving layer's accounting logic (how completion_tokens_details.reasoning_tokens is computed), not the parser itself.

PR #37955 addresses a different layer and is NOT superseded — it may still be needed.


Category 4: Missing adjust_request / Special Token Handling

Ref Type Title
#42307 PR Add missing adjust_request to MinimaxM2ToolParser

Does PR #45701 fix this? YES.

The engine adapter chain provides adjust_request() automatically — ParserEngineToolAdapter.adjust_request() calls super().adjust_request(request) then self._parser_engine.adjust_request(request), which sets skip_special_tokens = False. PR #42307 is superseded.


Category 5: Function Name Validation (Hallucinated Tool Calls)

Ref Type Title
#37790 PR Fix MiniMax-M2 parser failed to validate function names

Does PR #45701 fix this? YES — new in the updated PR.

The config sets validate_tool_names=True, and the engine now has _is_valid_tool_name() which calls find_tool_name() to check whether a function name exists in request.tools. Validation is enforced at three points:

  • _emit_name_delta() — streaming: skip invalid name deltas
  • _handle_tool_end() — streaming: skip invalid tool at invoke end
  • _build_extracted_result() — non-streaming: exclude invalid tool calls
    The _tools list is synced from the request via _check_skip_tool_parsing(), which now also sets self._tools = tools.

New tests confirm this works:

  • test_invalid_tool_name_is_rejectedimg_gen rejected when only search is in tools
  • test_mixed_tool_names_only_return_valid — only valid calls returned from mixed output
  • test_streaming_invalid_tool_name_is_rejected — streaming path also rejects

PR #37790 is superseded.

@sfeng33 sfeng33 merged commit f00e163 into vllm-project:main Jun 16, 2026
48 checks passed
vivek8123 pushed a commit to odh-on-pz/vllm-upstream that referenced this pull request Jun 18, 2026
…-project#45701)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: vivek sharma <vivsharm@redhat.com>
divineearthly pushed a commit to divineearthly/vllm that referenced this pull request Jun 19, 2026
…-project#45701)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: divineearthly <divineearthly@gmail.com>
xuebwang-amd pushed a commit to xuebwang-amd/vllm that referenced this pull request Jun 21, 2026
tunglinwood pushed a commit to tunglinwood/vllm that referenced this pull request Jun 22, 2026
lcheng321 pushed a commit to lcheng321/vllm that referenced this pull request Jun 22, 2026
…-project#45701)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: lcheng <lcheng321@gatech.edu>
RhizoNymph added a commit to RhizoNymph/vllm that referenced this pull request Jun 22, 2026
* [Kernel][Helion][1/N] Add Helion kernel for per_token_group_fp8_quant (#36902)

Signed-off-by: Sean Chen <seachen@redhat.com>
Co-authored-by: Yanan Cao <gmagogsfm@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [Bugfix] Restrict FlashInfer cuDNN FP8 ViT attention gate to Blackwell (SM 100) (#45251)

Signed-off-by: Wentian Byte <3400259131@qq.com>

* [Rust Frontend] Support continuous_usage_stats stream option (#43965)

Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: RickyChen / 陳昭儒 <ricky.chen@infinirc.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>

* [Bugfix] Fix Anthropic tool_use content handling dropping args (#45287)

Signed-off-by: Ben Browning <bbrownin@redhat.com>

* [Model] Remove InternLMForCausalLM registry alias (#45128)

Signed-off-by: Xianbao QIAN <xianbao.qian@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>

* [Bug] Fix test flashmla for DSv4 (#45052)

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

* [Refactor] Chat Completions Harmony Refactor, non-streaming path. (#45171)

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

* [Bugfix][KVConnector][Mooncake] Close MooncakeDistributedStore on connector teardown (#45206)

Signed-off-by: Dao Le <Dao007forever@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>

* Make mistral_common optional by deferring MistralToolCall import (#45305)

Signed-off-by: Neil Schemenauer <nas@arctrix.com>

* [Bugfix] Initialize missing attributes in mistral eagle (#45217)

Signed-off-by: jpwang <jpwang@smail.nju.edu.cn>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [Refactor] Chat Completions Streaming Harmony Refactor and Bugfixes (#45104)

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

* [Bugfix] OffloadingConnector: respect skip_reading_prefix_cache flag (#44592)

Signed-off-by: Hsiao-Yuan Chen <hy.c@Hsiao-YuandeMacBook-Pro.local>
Signed-off-by: littlecircle0730 <littlecircle0730@gmail.com>
Signed-off-by: littlecircle0730 <43994952+littlecircle0730@users.noreply.github.com>
Co-authored-by: Hsiao-Yuan Chen <hy.c@Hsiao-YuandeMacBook-Pro.local>
Co-authored-by: Or Ozeri <or@ozery.com>

* [ROCm][DSv4][Perf] Flash-decode split-K decode attention kernel (#44899)

Co-authored-by: vLLM Contributor <contributor@vllm.ai>

* [Bugfix][Model] Pass revision by name in Run:ai and bitsandbytes index downloads (#45308)

Signed-off-by: Ting Sun <suntcrick@gmail.com>

* [CI][BugFix] Fix broken `test_mamba_prefix_cache.py` due to stale mock (#45345)

Signed-off-by: Nick Hill <nickhill123@gmail.com>

* [Bugfix] Fix --enable-prompt-tokens-details omitting zero cached tokens (#44383)

Signed-off-by: Sasindharan Sankar <sasindharansankar@email.com>
Co-authored-by: Sasindharan Sankar <sasindharansankar@email.com>
Co-authored-by: Chauncey <chaunceyjiang@gmail.com>

* [ASR] Optimize CPU preproc to get 2.5x RTFx via multi-threading (#44612)

Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [Bugfix] Mamba CPU Offloading (#44599)

Signed-off-by: varun sundar rabindranath <vsundarr@redhat.com>
Co-authored-by: varun sundar rabindranath <vsundarr@redhat.com>

* [ASR] Add Long Audio benchmark and correctness test (#44587)

Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com>

* [11a/n]  Migrate Marlin kernels to torch stable ABI (#45176)

Signed-off-by: Chris Leonard <chleonar@redhat.com>

* [NIXL] Per-region KV transfer classification for mixed full-attn + MLA groups (#44583)

* [ROCm][CI] fix fp8 support for test_deepep_moe (#45302)

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

* [Model] Add DiffusionGemma Support (#45163)

Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Martin Kukla <martin.kukla@cantab.net>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Dipika Sikka <dsikka@redhat.com>
Co-authored-by: NickLucche <nlucches@redhat.com>
Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Alec Kohlhoff <134344302+aleckohlhoff@users.noreply.github.com>
Co-authored-by: Porras Huang <20535584+porrashuang@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: scoootscooob <167050519+scoootscooob@users.noreply.github.com>

* [MM][Perf][CG] Support ViT full cudagraphs for mllama4 (#40660)

Signed-off-by: allgather <all2allops@gmail.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>

* [ROCm][gpt-oss] Pass GateMode.INTERLEAVE for MXFP4 W4A16 fused MoE (#44893)

Signed-off-by: Rohan Potdar <rohan.potdar@amd.com>
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
Signed-off-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>

* [Bugfix] Fix Dockerfile dependency graph pre-commit error (#45374)

Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>

* [CPU] Support CPU W4A16 INT4 MoE (#43409)

Signed-off-by: yuwenzho <yuwen.zhou@intel.com>

* [Rust Frontend][Bugfix] Forward --shutdown-timeout and --disable-log-stats to the managed Python engine (#45300)

Signed-off-by: Will Eaton <weaton@redhat.com>

* [XPU][DeepSeek-V4] Fix MTP: sync with upstream fixes #44821 and #43746 (#45240)

Signed-off-by: Ma Jian <jian1.ma@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [CI] ci-fetch-log.sh: fetch all failed jobs from a build URL or PR number (#45274)

Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

* [Frontend]  Support strict mode for tool calling (#45003)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Co-authored-by: cjackal <44624812+cjackal@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [Bugfix][Rust Frontend] Return 400 for prompt-validation submit errors (#45286)

Signed-off-by: xiaguan <751080330@qq.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

* Update hidden states extraction integration test triggers (#45294)

Signed-off-by: Fynn Schmitt-Ulms <fschmitt@redhat.com>

* Fix misleading error for audio duration limit rejection (#45113)

Signed-off-by: jperezde <jperezde@redhat.com>

* [Doc] AGENTS.md: add section about coding style (#45301)

Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com>

* [11b/n] Migrate Machete kernels to torch stable ABI (#45304)

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>

* [KV Connector]: Support KV push from Prefill to Decode node using Nixl KV Connector (#35264)

Signed-off-by: Sunita Nadampalli <nadampal@amazon.com>
Signed-off-by: NickLucche <nlucches@redhat.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>

* [Model] Remove Mono-InternVL (InternLM2VEForCausalLM) (#45129)

Signed-off-by: Xianbao QIAN <xianbao.qian@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>

* [BUGFIX][XPU] Update fa interface for compatibility (#45394)

Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>

* [Metrics] Add group-aware KV cache capacity to vllm:cache_config_info (#42206)

The startup log already reports the correct group-aware KV cache capacity for
hybrid models, but Prometheus did not expose matching info in 'vllm:cache_config_info`.

This PR adds kv_cache_size_tokens and kv_cache_max_concurrency.

Signed-off-by: Ethan Feng <ethan.fengch@gmail.com>

* [V1][Metrics] Add MLA attention metrics for DeepSeek MFU estimation (#39457)

Signed-off-by: Thillai Chithambaram <thillaichithambaram.a@gmail.com>
Co-authored-by: Mark McLoughlin <markmc@redhat.com>

* [Bug] Migrate Reset cache for both v2 and v1 model runner (#42759)

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

* [Core] Support structured outputs for beam search (#35022)

Signed-off-by: Guan-Ming (Wesley) Chiu <guanmingchiu@gmail.com>
Signed-off-by: Guan-Ming (Wesley) Chiu <105915352+guan404ming@users.noreply.github.com>

* [Core][KV Connector] fix scheduler KV connector stats aggregation (#43877)

Fixes scheduler-side KV connector stats collection so that:

1. update_connector_output() runs before scheduler-side stats are collected.
2. worker-side and scheduler-side KV connector stats are aggregated when both are present.
3. scheduler-only KV connector stats are still emitted when no worker-side stats exist.

Signed-off-by: srinivas_oo7 <sklinkedin0120@gmail.com>
Co-authored-by: srinivas_oo7 <sklinkedin0120@gmail.com>

* [Frontend] Support strict mode for tool calling with ResponsesAPI (#45396)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* [Docs][KV Connector][NIXL] document KV Transfer stat logging and Prometheus metrics (#44055)

Signed-off-by: Sai Sridhar <tarrasridhar1154@gmail.com>

* [Rust Frontend] Add standalone `granite4` tool parser (#45216)

Signed-off-by: Tahsin Tunan <tahsintunan@gmail.com>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [Model] Add encoder CUDA graph support to Lfm2VL (#44930)

Signed-off-by: vincentzed <207368749+vincentzed@users.noreply.github.com>

* [Kernel][Helion][1/N] Add Helion kernel for dynamic_per_token_scaled_fp8_quant (#33790)

Signed-off-by: Sean Chen <seachen@redhat.com>
Co-authored-by: Yanan Cao <gmagogsfm@gmail.com>

* [Model][Dflash] Enable Dflash support for Qwen3NextForCausalLM targets (#45319)

Signed-off-by: Jonas I. Liechti <j-i-l@t4d.ch>

* [Migration] Migrate GGUF quantization support to plugin (#39612)

Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>

* [Perf] Use native DSA indexer decode path for next_n > 2 on SM100 (#45322)

Signed-off-by: zixi-qi <zixi@inferact.ai>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>

* [Core][AMD] Propagate shutdown timeout to MultiprocExecutor (#43154)

Signed-off-by: Ryan Rock <ryan.rock@amd.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

* [Refactor] Deprecate ResponsesParser wrapper, inline parsing into ParsableContext (#45431)

Signed-off-by: sfeng33 <4florafeng@gmail.com>

* [ROCm] Bump Torch to 2.11 (#45362)

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

* [Attention] Improve attention benchmarks: configs and profiling (#39336)

Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>

* [Model Runner v2] Migration from v1 to v2, with Qwen and DSv2 MOE models [3/N] (#42667)

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

* [Kernel] Consolidate Marlin thread-tile padding across all dense Marlin paths (#45295)

Signed-off-by: mgoin <mgoin64@gmail.com>

* Add the QuantizedActivation linear-kernel contract (#44260)

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

* [ROCm][DSV4][Perf] Fuse inverse-RoPE and cache bf16 wo_a in o-projection (#45103)

Signed-off-by: Fangzhou Ai <fangzhouai@gmail.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>

* [Bugfix][CPU] Don't build triton-cpu on arm64 release image (#45401)

Signed-off-by: khluu <khluu000@gmail.com>

* [BugFix] Avoid prematurely freeing cached mm encoder outputs (#45347)

Signed-off-by: Roger Wang <hey@rogerw.io>
Signed-off-by: Nick Hill <nickhill123@gmail.com>

* [Bugfix] Set type/role explicitly in streaming message_start event (#45376)

Signed-off-by: Wayne Chiu <waynehacking8@gmail.com>

* [Bugfix] Replace deprecated Qwen2VLImageProcessorFast with Qwen2VLImageProcessor (#42700)

Signed-off-by: abinggo <107740309+abinggo@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Roger Wang <hey@rogerw.io>

* [CI] Wait for SSL cert refresher events in the test (#45489)

Signed-off-by: Andreas Karatzas <akaratza@amd.com>

* [Render] Add `/derender` endpoints for disaggregated postprocessing (#43606)

Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>

* [Bugfix] Return the tokenizer from maybe_make_thread_pool so it survives pickling (#45460)

Signed-off-by: Wayne Chiu <waynehacking8@gmail.com>

* [Doc] Fix uv dependency resolution failure for setuptools during CPU source builds (x86 & ARM) (#45412)

Signed-off-by: midas <the.anon.github@gmail.com>

* [Model Runner V2] Fix `openai.InternalServerError: Error code: 500 - 'list index out of range'` (#45467)

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

* Treat null completion max_tokens like the default (#45491)

Signed-off-by: Andreas Karatzas <akaratza@amd.com>

* [CI Bug] Fix `ValueError: There is no module or parameter named 'model.vision_tower.vision_model'` (#45478)

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

* [Security] Add timeout guard for regex compilation in structured outp… (#45118)

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

* [Security] Fix DoS via prompt_embeds on M-RoPE models (#45252)

Signed-off-by: jperezde <jperezde@redhat.com>

* Fix docs build on `main` (#45536)

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

* [Bugfix] Reject structured outputs for diffusion decoders with a clear error (#45468)

Signed-off-by: Wayne Chiu <waynehacking8@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>

* [Perf] SM90 cutlass fp8 mm supports odd M by swap_ab, 180~290% kernel performance improvement (#44572)

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

* [Core] Simplify MRV2 async output handling (#45442)

* [Bugfix] nightly Docker images crash with ImportError: AnthropicOutputConfig since May 28 (#44795)

Signed-off-by: achyuthan.s <113010327+Achyuthan-S@users.noreply.github.com>
Signed-off-by: Achyuthan S <achyuthan.sivasankar@gmail.com>
Signed-off-by: Achyuthan Sivasankar <achyuthan.sivasankar@gmail.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>

* [Build] Fix CUDA arch build coverage gaps (#45277)

Signed-off-by: Shengqi Chen <harry-chen@outlook.com>
Co-authored-by: Xin Li <xinli-sw@users.noreply.github.com>
Co-authored-by: ShawRong <ShawRong@users.noreply.github.com>
Co-authored-by: Change72 <Change72@users.noreply.github.com>

* [V1][Spec Decode] Add Dynamic SD (#32374)

Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com>
Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Benjamin Chislett <chislett.ben@gmail.com>

* [Bugfix][DCP] Fix illegal memory access in DCP a2a decode under full CUDA graphs (#45487)

* [XPU] Support int4 group_size=32 W4A16 MoE (#45136)

Signed-off-by: Marceli Fylcek <marceli.fylcek@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>

* [ROCm][Perf] Enable W4A16 FlyDSL MoE (#44400)

Signed-off-by: amd-asalykov <asalykov@amd.com>
Signed-off-by: Amanzhol Salykov <asalykov@amd.com>

* [Perf] Use bisect for mm feature lookup in model runner v2 (#45566)

Signed-off-by: Roger Wang <hey@rogerw.io>

* [BugFix] Fix prompt_embeds for multimodal models (#45383)

Signed-off-by: ruinan ma <r7ma3088@gmail.com>

* Added real  /v1/embeddings support for messages + chat_template_kw  (#45173)

Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>

* [Bugfix][Model] Validate runai_streamer model_loader_extra_config (#45291)

Signed-off-by: Ting Sun <suntcrick@gmail.com>

* [Bugfix] Stream Llama4 weight loading to avoid host-OOM with copy-returning loaders (#44645)

Signed-off-by: Noa Neria <nneria@nvidia.com>

* [XPU] Enable sequence parallel support for XPU (#38608)

Signed-off-by: chaojun-zhang <chaojun.zhang@intel.com>
Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com>
Signed-off-by: Chaojun,Zhang <chaojun.zhang@intel.com>

* [Bugfix][CPU] Honor cgroup memory limit when computing KV cache size (#45086)

Signed-off-by: baoloongmao <baoloongmao@tencent.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>

* [CPU] Refine CPU attention frontend (#45391)

Signed-off-by: jiang1.li <jiang1.li@intel.com>

* [Bugfix][CI] Update Dockerfile dependency graph PNG (#45602)

Signed-off-by: sfeng33 <4florafeng@gmail.com>

* [Frontend] Add Streaming Parser Engine and new Qwen3 Parser (#45413)

Signed-off-by: Ben Browning <bbrownin@redhat.com>
Co-authored-by: Flora Feng <4florafeng@gmail.com>

* Fix included router missing path for `FastAPI >=0.137` (#45629)

Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>

* [Bugfix][V1] Split V2 model-runner attention groups on num_heads_q (#45564)

Signed-off-by: Roger Wang <hey@rogerw.io>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>

* [Model] Remove XverseForCausalLM (#45638)

Signed-off-by: Xianbao QIAN <xianbao.qian@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>

* [Feature][Frontend] Report multimodal token counts in usage.prompt_tokens_details (#45458)

Signed-off-by: Ting Sun <suntcrick@gmail.com>

* [Bugfix] Reject out-of-range temperature values in SamplingParams (#44965)

Signed-off-by: Peter Pan <Peter.Pan@daocloud.io>

* [Bugfix][Rust] Sync EngineCoreReadyResponse with the Python dataclass (#45557)

Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Will Eaton <weaton@redhat.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>

* [Rust Frontend] Add external→internal request-id map for abort() (#45137)

Signed-off-by: Sahil Singh <sahiilsiingh37@gmail.com>

* [Models] Fix MiMo v2.x QKV TP sharding + FP4 support (#45200)

Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [Rust Frontend] Support `parallel_tool_calls = false` (#44760)

Signed-off-by: zhoujinyu <2319109590@qq.com>

* [Bugfix][Rust Frontend] Make metrics respect --served-model-name (#45465)

Signed-off-by: reidliu41 <reid201711@gmail.com>

* [XPU] skip UT test_with_ngram_gpu_spec_decoding (#44423)

Signed-off-by: Lai, Yejing <yejing.lai@intel.com>

* [ROCm][Doc] Add installation notes about python version requirement (#45671)

Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>

* [Docs] Update the online serving docs. (#45676)

Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>

* [Bugfix] Unset HF's default max_new_tokens for DiffusionGemma (#45417)

Signed-off-by: Martin Kukla <martin.kukla@cantab.net>

* (security) Enforce audio upload size limit before full file materialization (#45510)

Signed-off-by: jperezde <jperezde@redhat.com>

* Fix the E8M0 scale computation in the MXFP4 (W4A4) MOE CUTLASS kernel (#43557)

Signed-off-by: Xin He <xin3.he@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>

* Remove redundant Triton KV cache dtype asserts and enforce architectural support (fp8 >= sm89) (#43914)

Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
Co-authored-by: Michael Gschwind <mgschwind@nvidia.com>

* [Bugfix] Two-phase KV allocation for cross-group prefix cache hits (supersedes #33775) (#44409)

Signed-off-by: Saddss <2872669061@qq.com>

* [Chore] Consolidate reasoning/tool parser attributes into unified Parser in chat serving (#45548)

Signed-off-by: sfeng33 <4florafeng@gmail.com>

* [AMD][Bugfix][Quantization] Honor fused-name match in is_layer_skipped (#43981)

* [Model] Add MiniMax M3 support (#45381)

Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: functionstackx <47992694+functionstackx@users.noreply.github.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: functionstackx <47992694+functionstackx@users.noreply.github.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>

* [KV Offloading] Implement `reset_cache` for `TieringOffloadingManager` (#44541)

Signed-off-by: Ronen Schaffer <ronen.schaffer@ibm.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [Bugfix] Chat Completions Harmony Refactor Clean up (#45464)

Signed-off-by: Yifan Zong <yzong@redhat.com>
Co-authored-by: Ben Browning <bbrownin@redhat.com>

* [Perf] Optimize DSv4 prefill chunk planning, 4.0% E2E Throughput Improvement (#45061)

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

* [Frontend] Skip structural tags for auto tool_choice without strict mode (#45600)

Signed-off-by: sfeng33 <4florafeng@gmail.com>

* [Model Runner V2][Bugfix] Fix MRV2 LoRA warmup (#35536)

Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>

* Fix parallel_tool_calls: null treated as false instead of default true (#44955)

Signed-off-by: factnn <166481866+factnn@users.noreply.github.com>

* [Frontend] Replace legacy Gemma4 parsers with engine-based implementation (#45588)

Signed-off-by: Ben Browning <bbrownin@redhat.com>
Co-authored-by: Flora Feng <4florafeng@gmail.com>

* [Bugfix] Defer block freeing until in-flight steps finish under async scheduling + PD KV consumer (#45357)

Signed-off-by: llx-08 <2596671364@qq.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>

* nixl_ep: Skip post-receive quantization for NVFP4 (#45606)

Signed-off-by: Itay Alroy <ialroy@nvidia.com>

* [EP] Query NIXL EP top-k index dtype (#45298)

Signed-off-by: Itay Alroy <ialroy@nvidia.com>

* [EP] Enable DBO with NIXL EP (#45275)

Signed-off-by: Itay Alroy <ialroy@nvidia.com>

* [DSV4][Minor] Fix supported KV cache dtypes (#44892)

Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>

* [Misc][Model] add io processor for query/document embeddings from ColBERT (jinaai/jina-colbert-v2) (#45210)

Signed-off-by: thomas <thomas.varghese@columbia.edu>

* [Rust Frontend] Support `max_logprobs` validation (#45674)

Signed-off-by: Bugen Zhao <i@bugenzhao.com>

* [Rust Frontend] Lower out-of-vocab validation to `text` layer (#45685)

Signed-off-by: Bugen Zhao <i@bugenzhao.com>

* [Multimodal] Add Qwen3-VL video loader (#44412)

Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>

* [BugFix] Support async scheduling with prompt embeds for multimodal models (#45673)

Signed-off-by: Ruinan Ma <r7ma3088@gmail.com>

* [XPU] Fix Triton attn fp8/bf16 check failing (#45758)

Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>

* [Bugfix][Gemma4] Fix offline parser truncation, adjust_request token leak, and chat template sync (#45553)

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

* [Rust Frontend] Require `ModelConfig.vocab_size` to be present (#45696)

Signed-off-by: Bugen Zhao <i@bugenzhao.com>

* [Frontend] [Parser] Migrate Nemotron V3 to streaming parser engine  (#45755)

Signed-off-by: Ben Browning <bbrownin@redhat.com>

* [Core] Use fastsafetensors ParallelLoader for weight loading (#40183)

Signed-off-by: Git Bisector <gitbisector@gmail.com>
Signed-off-by: gitbisector <gitbisector@gmail.com>
Signed-off-by: git bisector <gitbisector@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>

* Register parsed config classes before tokenizer init (#40299)

Signed-off-by: Bortlesboat <bortstheboat@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>

* [Misc] Added validation for Cohere /v2/embed input field exclusivity (#45640)

Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>

* [Cleanup] Remove dead env (#45777)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

* [Bug Fix] Allow pinned memory for WSL2 (#41496)

Signed-off-by: Jimmy Lee <hirejimmylee@gmail.com>

* [CPU] Support Gemma Diffusion (#45690)

Signed-off-by: jiang1.li <jiang1.li@intel.com>

* [Bugfix] Prevent cuMemcpyBatchAsync segfault with MTP and KV offloading (#44784)

Signed-off-by: joshua <joshua.abraham@multicorewareinc.com>
Co-authored-by: joshua <joshua.abraham@multicorewareinc.com>
Co-authored-by: Or Ozeri <oro@il.ibm.com>

* [Frontend] Remove AsyncMicrobatchTokenizer. (#45759)

Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>

* [Bugfix] Fix trtllm fused allreduce+rms_norm for transformers backend (#45307)

Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com>

* [XPU][CI] add intel xpu cases for nightly CI (#44372)

Signed-off-by: wenjun.liu <wenjun.liu@intel.com>
Signed-off-by: zengxian <xiangdong.zeng@intel.com>
Co-authored-by: zengxian <xiangdong.zeng@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>

* [Misc]Clean up useless test (#45792)

Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>

* Add Triton recompile detection (#45631)

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

* [MM][Perf][CG] Support dual-path ViT full CUDA graph for DeepSeek-OCR (#43586)

Signed-off-by: shen-shanshan <467638484@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>

* [KV Connector][Mooncake] Pipeline-parallel support for PD-disaggregated serving with Mooncake connector (#44528)

Signed-off-by: hanhan.hank <hanhan.hank@bytedance.com>
Signed-off-by: Hank Han <hanhan7630@outlook.com>

* [Refactor] Remove `Fp8OnlineLinearMethod` as scheduled (#45463)

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

* [ZenCPU] Add zencpu Platform Runtime Logging and Docs (#42726)

Signed-off-by: Lalithnarayan C <Lalithnarayan.C@amd.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>

* [ROCm][CI] Gate incompatible HF references on Transformers v5 (#41532)

Signed-off-by: Andreas Karatzas <akaratza@amd.com>

* [Quant] Support modelopt_mixed on Ampere (SM80/SM86) (#45306)

Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>

* [Bugfix][MoE] Restore routed output unpadding before shared expert add (#45707)

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [Perf] Add VLLM_TRITON_FORCE_FIRST_CONFIG to skip Triton autotuning (#42425)

Signed-off-by: Francesco Fusco <ffu@zurich.ibm.com>
Co-authored-by: Claude <noreply@anthropic.com>

* [CI] Fix attention benchmark smoke test (#45728)

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

* [Rust Frontend] Add CORS support (#45753)

Signed-off-by: Tahsin Tunan <tahsintunan@gmail.com>

* [Bugfix] Fix FlashMLA sparse accuracy with topk_length and zero-init padding (#36616)

Signed-off-by: AjAnubolu <anuboluajay@gmail.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>

* [Kernel][Helion][1/N] Add Helion kernel for rms_norm_per_block_quant (#36895)

Signed-off-by: Sean Chen <seachen@redhat.com>
Co-authored-by: Yanan Cao <gmagogsfm@gmail.com>

* feat: MLA prefill enable FA4 fp8 output (#43050)

Signed-off-by: Carl You <4531192+carlyou@users.noreply.github.com>

* [ROCm][Cleanup] Remove stale AITER FA hybrid KV-cache TODO (#44178)

Signed-off-by: Tuukka Sarvi <tuukka.sarvi@amd.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>

* [Model] Add HrmTextForCausalLM (Hierarchical Reasoning Model — Text) (#43098)

Signed-off-by: Wuyifei <wuyifei@me.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

* Upgrade tpu-inference to v0.22.1 (#45793)

* [ROCm][CI] Patch conftest to resolve occasional OOMs (#45722)

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

* [Model Runner V2] Enable GraniteMOE for MRv2 by default (#45461)

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

* [Model] Remove Dots1ForCausalLM (#45637)

Signed-off-by: Xianbao QIAN <xianbao.qian@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>

* [Bugfix][Core] Fall back when numactl --membind is blocked in constrained containers (#45438)

Signed-off-by: Ting Sun <suntcrick@gmail.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>

* [KVConnector][MoRIIO] Allow overriding the advertised host IP (#45488)

Signed-off-by: Kourosh Hakhamaneshi <kourosh@anyscale.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* [KV Connector][Mooncake] Add cache_prefix to namespace store keys (#45767)

Signed-off-by: Dao Le <Dao007forever@gmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* [Frontend] Add Streaming Parser Engine and new MinimaxM2 Parser (#45701)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* [Bugfix] Fix Qwen3 prompt tool-call reasoning false positive (#45763)

Signed-off-by: Alex Bilichenko <alexbi29@users.noreply.github.com>
Co-authored-by: Alex Bilichenko <alexbi29@users.noreply.github.com>

* [PERF] Fuse multi-group block table staged writes (#44944)

Signed-off-by: jesse <szxfml@gmail.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>

* [ROCm][Quant] mxfp8 moe/linear gfx950 tuning for MiniMax-M3 (#45725)

Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>

* [Misc] Update Mergify tool-calling label  (#45853)

Signed-off-by: sfeng33 <4florafeng@gmail.com>

* [Core] Add prefill step cadence for better non-PD DP balancing (#44558)

Signed-off-by: Nick Hill <nickhill123@gmail.com>

* [ROCm][CI] fix multimodel run cmds (#45858)

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

* [Bugfix] Gemma4: skip forced JSON for required/named tool choice (#45795)

Signed-off-by: Federico Iezzi <fiezzi@google.com>

* [Kernel] Support GLM-5 dimensions for TRT-LLM ragged MLA prefill (#43525)

Signed-off-by: Mohammad Miadh Angkad <176301910+mmangkad@users.noreply.github.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>

* Apply LRU policy only to proper cache entries (#42656)

Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>

* [Kernel] Support DS Mamba tail copy for MTP align mode (#45473)

Signed-off-by: Sungsoo Ha <sungsooh@nvidia.com>
Co-authored-by: Thomas Parnell <tom.parnell@gmail.com>

* [XPU][CI] fix server test file path (#45870)

Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>

* [Bugfix] Fix MoE model load OOM in FlashInfer_TRTLLM  backend with sleep mode (#45589)

Signed-off-by: Dakai An <dakaian108@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [Bugfix][Gemma4] Fix parsing when thinking is disabled (#45832)

Signed-off-by: Federico Iezzi <fiezzi@google.com>

* [CI] Run pre-commit on self-hosted vllm-runners (#45865)

Signed-off-by: khluu <khluu000@gmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* [XPU] Fix test_spec_decode_logprobs: use FLASH_ATTN for XPU in GPU_DETERMINISM_KWARGS (#44468)

Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>

* [Bugfix][ROCm] Fix MiniMax-M3 FP8 KV cache dtype (#45720)

Signed-off-by: Cam Quilici <cjquilici@gmail.com>
Signed-off-by: Cameron Quilici <cjquilici@gmail.com>
Co-authored-by: Hongxia Yang <62075498+hongxiayang@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>

* [Bugfix][ROCm] Fix FP8 per-tensor scale rank mismatch causing Inductor assertion failure (#44912)

Signed-off-by: nehmathe2 <nehmathe2@gmail.com>
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
Signed-off-by: nehmathe <nehmathe@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Divakar Verma <divakar.verma@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>

* [ModelRunnerV2] Various model/config compatibility fixes (#45868)

Signed-off-by: Nick Hill <nickhill123@gmail.com>

* [Bugfix][V1] Clean up compiled-model bytecode hooks on VllmRunner exit (#45195)

Signed-off-by: Ting Sun <suntcrick@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [FlexAttention] make custom mask mods fully cudagraphable (#45232)

Signed-off-by: Angel Li <liangel@meta.com>

* [M3] Tune Triton indexer score decode for spec-decode (#45743)

Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [CI][NIXL] Pin NIXL to 1.2.0 (#45843)

Signed-off-by: Itay Alroy <ialroy@nvidia.com>
Signed-off-by: Itay Alroy <75032521+itayalroy@users.noreply.github.com>
Co-authored-by: ovidiusm <ovidium@nvidia.com>

* [M3] Enable FP8 sparse GQA (#45744)

Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>

* [Bugfix][Quantization] Reject unsupported compressed tensors KV cache schemes (#45312)

Signed-off-by: Ting Sun <suntcrick@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [BugFix][CI] Fix scheduler plugin test (#45897)

Signed-off-by: Nick Hill <nickhill123@gmail.com>

* [Rust Frontend] Support prompt-only completions (#44938)

Signed-off-by: reidliu41 <reid201711@gmail.com>

* [Rust Frontend] Add /abort_requests endpoint (#44382)

Signed-off-by: Sahil Singh <sahiilsiingh37@gmail.com>

* [Rust Frontend] Add serde defaults for omit_defaults fields in `EngineCoreSamplingParams` (#45848)

Signed-off-by: Will Eaton <weaton@redhat.com>

* [Kernel] Add weightless RMSNorm CUDA kernels for has_weight=False (#41430) (#44109)

Signed-off-by: hello-args <args.sarkar@gmail.com>

* [Misc] Validate Cohere Embed Mixed Content Payloads (#45873)

Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>

* [Rust Frontend] Support hybrid/external DP LB in Python supervised bootstrap (#45805)

Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>

* [KV Connector][Offloading] Avoid blocking the engine to flush offloads on idle (#45595)

Signed-off-by: Itay Etelis <itay.etelis@ibm.com>
Signed-off-by: Or Ozeri <oro@il.ibm.com>
Signed-off-by: Itay Etelis <Itay.etelis@gmail.com>
Co-authored-by: Itay Etelis <itay.etelis@ibm.com>
Co-authored-by: Or Ozeri <oro@il.ibm.com>
Co-authored-by: Itay Etelis <Itay.etelis@gmail.com>

* [Bugfix] Fixes MiniCPM-O resampler device placement to avoid tensor device mismatch (#42332)

Signed-off-by: j9smith <j.smith9103@outlook.com>

* [Bugfix][Gemma4] Pre-initialise streaming reasoning state when prompt ends inside an open `<|channel>` (fixes #45834) (#45852)

Signed-off-by: nikhilesh-csa <nchhetri@csa1.com>

* [Bugfix][test] Use Salesforce/wikitext for ppl tests (#45913)

Co-authored-by: wentian-byte <192079369+wentian-byte@users.noreply.github.com>

* fix(security): enforce audio decode duration limit in chat completions path (#45908)

Signed-off-by: jperezde <jperezde@redhat.com>

* [ROCm][Bugfix]: Fallback GFX942 sparse MLA ops to Triton (#45782)

Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>

* docs, kv_offloading: add docs for selective offload (#45279)

Signed-off-by: Angelo Ruocco <ang@zurich.ibm.com>

* [ROCm][Quant] Minimax-M3:  Enable fp8_per_channel for bf16 weights on mi300x (#45854)

Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>

* [MM][Perf][CG] Support ViT full CUDA graph for Kimi-VL (#41992)

Signed-off-by: oguz <oguzhankir17@gmail.com>

* [CI/Build] Avoid duplicate ViT CG test introduced by accident (#45654)

Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>

* [XPU] Fix test_logprobs_e2e import error: pin lm-eval[api]>=0.4.12 (#44469)

Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com>

* [quant][autoround]Refactor INC quantization into package with INCScheme orchestrator (#40601)

Signed-off-by: yiliu30 <yi4.liu@intel.com>
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
Co-authored-by: n1ck-guo <heng.guo@intel.com>
Co-authored-by: Zhenzhong1 <zhenzhong.xu@intel.com>

* [ROCm][AITER][Quark] Tag per-channel FP8 weights as PER_CHANNEL so AITER pre-shuffled GEMM is selected (#44626)

Signed-off-by: Xavier Aguilar <xavier.aguilarfruto@amd.com>

* Feature: Enable Flashinfer non-gated MoE bf16 (#43853)

Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>

* [DSv4 Perf] DSv4 flashinfer sparse index cache for metadata, 2%~4% TTFT improvement (#45863)

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

* [Kernel][Helion][1/N] Add Helion kernel for rms_norm_dynamic_per_token_quant (#34432)

Signed-off-by: Sean Chen <seachen@redhat.com>
Co-authored-by: Yanan Cao <gmagogsfm@gmail.com>

* [Bugfix][PD] Fix DSV4 disaggregated serving (#45831)

Signed-off-by: ZhanqiuHu <zhu@redhat.com>

* [Bugfix] Pass TP group to FlashInfer all-reduce fusion (#45917)

Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>

* [Log] Update deepgemm log (#45857)

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

* [DSV4 Perf] Optimize dsv4 cudagraph by reducing `eager_break_during_capture`, 26.8% ~ 27.9% E2E TTFT improvement (#45309)

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

* [feature] MiniMax-M3-MXFP4 support added (#45896)

Signed-off-by: Qiang Li <qiang.li2@amd.com>

* [Bugfix] MiniMax-M3 (AMD): add packed_modules_mapping and pass swiglu… (#45794)

Signed-off-by: wangjiaxin99 <jiaxwang@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>

* [Refactor] Remove dead quantization code and tests (#45454)

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

* [Bugfix][Gemma4] Render reasoning on assistant turns without tool_calls (#45867)

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

* [Bugfix][Model] Validate DefaultModelLoader / LoadConfig and fail with clear errors (#45196)

Signed-off-by: Ting Sun <suntcrick@gmail.com>

* [BUG] fix hidden states nan for hybrid attention models (#45849)

Signed-off-by: shanjiaz <hezhao@redhat.com>
Co-authored-by: shanjiaz <hezhao@redhat.com>

* [Bugfix] Fix NixlConnector handshake block_len validation for GQA-replicated KV heads (#45879)

Signed-off-by: Oseltamivir <58582368+Oseltamivir@users.noreply.github.com>
Co-authored-by: waynehacking8 <waynehacking8@gmail.com>

* Revert "[DSV4 Perf] Optimize dsv4 cudagraph by reducing `eager_break_during_capture`" (#45309) (#45972)

Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* [XPU][CI] add model runner v2 into CI (#44650)

Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>

* [CI/Build][Bugfix] Fix SD LoRA  (#45941)

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

* [Bugfix] Complete one-shot fused all-reduce PDL at end to avoid NaN (#45448)

* [Rust Frontend][Perf] O(n) argument scan in tool parser (#45826)

Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>

* [XPU] Fix FP8 block-scaled scheme selection on non-CUDA platforms (#43958)

Signed-off-by: Lai, Yejing <yejing.lai@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>

* [Rust Frontend] Validate tokenized bad_words vocabulary range (#45876)

Signed-off-by: reidliu41 <reid201711@gmail.com>

* [CPUOffloading] Guard CPU eviction check (#45757)

Signed-off-by: Varun Sundar Rabindranath <varun-sundar-rabindranath@h100-01.nemg-001.lab.rdu2.dc.redhat.com>
Co-authored-by: Varun Sundar Rabindranath <varun-sundar-rabindranath@h100-01.nemg-001.lab.rdu2.dc.redhat.com>

* [SimpleCPUOffloadConnector]: Add support for reset_cache() (#39726)

Signed-off-by: Jonathan Chen <chenleejonathan@gmail.com>
Signed-off-by: Jonathan <chenleejonathan@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* [Kernel] Add PDL support for DeepGEMM kernel (#42996)

Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>

* [Fix][KV offload] Defer `on_request_finished` until in-flight transfers drain (#45823)

Signed-off-by: Ronen Schaffer <ronen.schaffer@ibm.com>

* [Refactor] Remove dead cutlass mxfp8 code (#44681)

Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>

* [KV Offloading] Remove dummy worker-side stats from OffloadingConnector (#45905)

Signed-off-by: Alex <alex.tech.lab@outlook.com>
Signed-off-by: AlexHuang <jihuihuang@alexai.com>
Co-authored-by: Or Ozeri <oro@il.ibm.com>

* [Test][KV Connector] Add request_finished fence population tests for offloading scheduler (#45679)

Signed-off-by: Alex <alex.tech.lab@outlook.com>
Signed-off-by: AlexHuang <jihuihuang@future.com>
Co-authored-by: Or Ozeri <oro@il.ibm.com>

* Revert "[Kernel] Add PDL support for DeepGEMM kernel" (#45999)

* [XPU] Update nixl to v0.10.1 in Dockerfile (#40287)

Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>

* fix(layernorm): route weightless RMSNorm to native impl

The vllm_c rms_norm/fused_add_rms_norm guards claimed support for
weight=None, but torch.ops._C.rms_norm cannot take a None/undefined weight
(fails with 'Not yet supported ScalarType'). Weightless norms (e.g. Gemma4
v_norm, has_weight=False) now correctly fall back to the native impl.

* test(steering): retarget key-coercion test at coerce_steering_spec

The SetSteeringRequest.vectors field is intentionally dict[str, Any] (to
admit the packed wire form), so the model does not coerce inner layer keys;
coerce_steering_spec does. Test the actual coercion seam (which had no
direct coverage) instead of obsolete model-level behavior.

* fix(capture): skip broken consumer entry points instead of crashing

A single third-party capture-consumer plugin that fails to import (e.g.
one referencing a module not present in this build) previously crashed
_load_entry_points and took down all capture admission. Skip it with a
warning so other consumers keep working.

---------

Signed-off-by: Sean Chen <seachen@redhat.com>
Signed-off-by: Wentian Byte <3400259131@qq.com>
Signed-off-by: RickyChen / 陳昭儒 <ricky.chen@infinirc.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Ben Browning <bbrownin@redhat.com>
Signed-off-by: Xianbao QIAN <xianbao.qian@gmail.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Yifan Zong <yzong@redhat.com>
Signed-off-by: Dao Le <Dao007forever@gmail.com>
Signed-off-by: Neil Schemenauer <nas@arctrix.com>
Signed-off-by: jpwang <jpwang@smail.nju.edu.cn>
Signed-off-by: Hsiao-Yuan Chen <hy.c@Hsiao-YuandeMacBook-Pro.local>
Signed-off-by: littlecircle0730 <littlecircle0730@gmail.com>
Signed-off-by: littlecircle0730 <43994952+littlecircle0730@users.noreply.github.com>
Signed-off-by: Ting Sun <suntcrick@gmail.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Signed-off-by: Sasindharan Sankar <sasindharansankar@email.com>
Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com>
Signed-off-by: varun sundar rabindranath <vsundarr@redhat.com>
Signed-off-by: Chris Leonard <chleonar@redhat.com>
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: allgather <all2allops@gmail.com>
Signed-off-by: Rohan Potdar <rohan.potdar@amd.com>
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
Signed-off-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: yuwenzho <yuwen.zhou@intel.com>
Signed-off-by: Will Eaton <weaton@redhat.com>
Signed-off-by: Ma Jian <jian1.ma@intel.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: xiaguan <751080330@qq.com>
Signed-off-by: Fynn Schmitt-Ulms <fschmitt@redhat.com>
Signed-off-by: jperezde <jperezde@redhat.com>
Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com>
Signed-off-by: Shengqi Chen <harry-chen@outlook.com>
Signed-off-by: Sunita Nadampalli <nadampal@amazon.com>
Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Ethan Feng <ethan.fengch@gmail.com>
Signed-off-by: Thillai Chithambaram <thillaichithambaram.a@gmail.com>
Signed-off-by: Guan-Ming (Wesley) Chiu <guanmingchiu@gmail.com>
Signed-off-by: Guan-Ming (Wesley) Chiu <105915352+guan404ming@users.noreply.github.com>
Signed-off-by: srinivas_oo7 <sklinkedin0120@gmail.com>
Signed-off-by: Sai Sridhar <tarrasridhar1154@gmail.com>
Signed-off-by: Tahsin Tunan <tahsintunan@gmail.com>
Signed-off-by: vincentzed <207368749+vincentzed@users.noreply.github.com>
Signed-off-by: Jonas I. Liechti <j-i-l@t4d.ch>
Signed-off-by: zixi-qi <zixi@inferact.ai>
Signed-off-by: Ryan Rock <ryan.rock@amd.com>
Signed-off-by: sfeng33 <4florafeng@gmail.com>
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
Signed-off-by: Fangzhou Ai <fangzhouai@gmail.com>
Signed-off-by: khluu <khluu000@gmail.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Signed-off-by: Wayne Chiu <waynehacking8@gmail.com>
Signed-off-by: abinggo <107740309+abinggo@users.noreply.github.com>
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com>
Signed-off-by: midas <the.anon.github@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: achyuthan.s <113010327+Achyuthan-S@users.noreply.github.com>
Signed-off-by: Achyuthan S <achyuthan.sivasankar@gmail.com>
Signed-off-by: Achyuthan Sivasankar <achyuthan.sivasankar@gmail.com>
Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com>
Signed-off-by: Marceli Fylcek <marceli.fylcek@intel.com>
Signed-off-by: amd-asalykov <asalykov@amd.com>
Signed-off-by: Amanzhol Salykov <asalykov@amd.com>
Signed-off-by: ruinan ma <r7ma3088@gmail.com>
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Signed-off-by: Noa Neria <nneria@nvidia.com>
Signed-off-by: chaojun-zhang <chaojun.zhang@intel.com>
Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com>
Signed-off-by: Chaojun,Zhang <chaojun.zhang@intel.com>
Signed-off-by: baoloongmao <baoloongmao@tencent.com>
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Signed-off-by: Peter Pan <Peter.Pan@daocloud.io>
Signed-off-by: Sahil Singh <sahiilsiingh37@gmail.com>
Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
Signed-off-by: zhoujinyu <2319109590@qq.com>
Signed-off-by: reidliu41 <reid201711@gmail.com>
Signed-off-by: Lai, Yejing <yejing.lai@intel.com>
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Signed-off-by: Martin Kukla <martin.kukla@cantab.net>
Signed-off-by: Xin He <xin3.he@intel.com>
Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
Signed-off-by: Saddss <2872669061@qq.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: functionstackx <47992694+functionstackx@users.noreply.github.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: Ronen Schaffer <ronen.schaffer@ibm.com>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Signed-off-by: factnn <166481866+factnn@users.noreply.github.com>
Signed-off-by: llx-08 <2596671364@qq.com>
Signed-off-by: Itay Alroy <ialroy@nvidia.com>
Signed-off-by: thomas <thomas.varghese@columbia.edu>
Signed-off-by: Ruinan Ma <r7ma3088@gmail.com>
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Signed-off-by: Git Bisector <gitbisector@gmail.com>
Signed-off-by: gitbisector <gitbisector@gmail.com>
Signed-off-by: git bisector <gitbisector@gmail.com>
Signed-off-by: Bortlesboat <bortstheboat@gmail.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Jimmy Lee <hirejimmylee@gmail.com>
Signed-off-by: joshua <joshua.abraham@multicorewareinc.com>
Signed-off-by: wenjun.liu <wenjun.liu@intel.com>
Signed-off-by: zengxian <xiangdong.zeng@intel.com>
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Signed-off-by: shen-shanshan <467638484@qq.com>
Signed-off-by: hanhan.hank <hanhan.hank@bytedance.com>
Signed-off-by: Hank Han <hanhan7630@outlook.com>
Signed-off-by: Lalithnarayan C <Lalithnarayan.C@amd.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Signed-off-by: Francesco Fusco <ffu@zurich.ibm.com>
Signed-off-by: AjAnubolu <anuboluajay@gmail.com>
Signed-off-by: Carl You <4531192+carlyou@users.noreply.github.com>
Signed-off-by: Tuukka Sarvi <tuukka.sarvi@amd.com>
Signed-off-by: Wuyifei <wuyifei@me.com>
Signed-off-by: Kourosh Hakhamaneshi <kourosh@anyscale.com>
Signed-off-by: Alex Bilichenko <alexbi29@users.noreply.github.com>
Signed-off-by: jesse <szxfml@gmail.com>
Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
Signed-off-by: Federico Iezzi <fiezzi@google.com>
Signed-off-by: Mohammad Miadh Angkad <176301910+mmangkad@users.noreply.github.com>
Signed-off-by: Stanislaw Wozniak <stw@zurich.ibm.com>
Signed-off-by: Sungsoo Ha <sungsooh@nvidia.com>
Signed-off-by: Dakai An <dakaian108@gmail.com>
Signed-off-by: Cam Quilici <cjquilici@gmail.com>
Signed-off-by: Cameron Quilici <cjquilici@gmail.com>
Signed-off-by: nehmathe2 <nehmathe2@gmail.com>
Signed-off-by: nehmathe <nehmathe@amd.com>
Signed-off-by: Angel Li <liangel@meta.com>
Signed-off-by: Itay Alroy <75032521+itayalroy@users.noreply.github.com>
Signed-off-by: hello-args <args.sarkar@gmail.com>
Signed-off-by: Itay Etelis <itay.etelis@ibm.com>
Signed-off-by: Or Ozeri <oro@il.ibm.com>
Signed-off-by: Itay Etelis <Itay.etelis@gmail.com>
Signed-off-by: j9smith <j.smith9103@outlook.com>
Signed-off-by: nikhilesh-csa <nchhetri@csa1.com>
Signed-off-by: Angelo Ruocco <ang@zurich.ibm.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Signed-off-by: oguz <oguzhankir17@gmail.com>
Signed-off-by: yiliu30 <yi4.liu@intel.com>
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
Signed-off-by: Xavier Aguilar <xavier.aguilarfruto@amd.com>
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Signed-off-by: ZhanqiuHu <zhu@redhat.com>
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
Signed-off-by: Qiang Li <qiang.li2@amd.com>
Signed-off-by: wangjiaxin99 <jiaxwang@amd.com>
Signed-off-by: shanjiaz <hezhao@redhat.com>
Signed-off-by: Oseltamivir <58582368+Oseltamivir@users.noreply.github.com>
Signed-off-by: Varun Sundar Rabindranath <varun-sundar-rabindranath@h100-01.nemg-001.lab.rdu2.dc.redhat.com>
Signed-off-by: Jonathan Chen <chenleejonathan@gmail.com>
Signed-off-by: Jonathan <chenleejonathan@gmail.com>
Signed-off-by: Alex <alex.tech.lab@outlook.com>
Signed-off-by: AlexHuang <jihuihuang@alexai.com>
Signed-off-by: AlexHuang <jihuihuang@future.com>
Co-authored-by: Xiaohong (Sean) Chen <seachen@redhat.com>
Co-authored-by: Yanan Cao <gmagogsfm@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: wentian-byte <3400259131@qq.com>
Co-authored-by: Chao-Ju Chen <ricky.chen@infinirc.com>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Ben Browning <bbrownin@redhat.com>
Co-authored-by: Tiezhen WANG <38108242+xianbaoqian@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: yzong-rh <yzong@redhat.com>
Co-authored-by: Dao007forever <dao007forever@gmail.com>
Co-authored-by: Neil Schemenauer <nas-github@arctrix.com>
Co-authored-by: jpwang <jpwang@smail.nju.edu.cn>
Co-authored-by: littlecircle0730 <43994952+littlecircle0730@users.noreply.github.com>
Co-authored-by: Hsiao-Yuan Chen <hy.c@Hsiao-YuandeMacBook-Pro.local>
Co-authored-by: Or Ozeri <or@ozery.com>
Co-authored-by: Fangzhou Ai <31551580+Fangzhou-Ai@users.noreply.github.com>
Co-authored-by: vLLM Contributor <contributor@vllm.ai>
Co-authored-by: Ting SUN <suntcrick@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: sasindharan <117493393+sasindharan@users.noreply.github.com>
Co-authored-by: Sasindharan Sankar <sasindharansankar@email.com>
Co-authored-by: Chauncey <chaunceyjiang@gmail.com>
Co-authored-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com>
Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com>
Co-authored-by: varun sundar rabindranath <vsundarr@redhat.com>
Co-authored-by: Chris Leonard <chleonar@redhat.com>
Co-authored-by: Divakar Verma <137818590+divakar-amd@users.noreply.github.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Martin Kukla <martin.kukla@cantab.net>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Dipika Sikka <dsikka@redhat.com>
Co-authored-by: NickLucche <nlucches@redhat.com>
Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Alec Kohlhoff <134344302+aleckohlhoff@users.noreply.github.com>
Co-authored-by: Porras Huang <20535584+porrashuang@users.noreply.github.com>
Co-authored-by: scoootscooob <167050519+scoootscooob@users.noreply.github.com>
Co-authored-by: allgather <all2allops@gmail.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
Co-authored-by: Yuwen Zhou <yuwen.zhou@intel.com>
Co-authored-by: Will Eaton <wseaton@users.noreply.github.com>
Co-authored-by: Ma Jian <jian1.ma@intel.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: cjackal <44624812+cjackal@users.noreply.github.com>
Co-authored-by: JinYan Su <jinyansu792@gmail.com>
Co-authored-by: Fynn Schmitt-Ulms <fschmitt@redhat.com>
Co-authored-by: Juan Pérez de Algaba <124347725+jperezdealgaba@users.noreply.github.com>
Co-authored-by: Thomas Parnell <tpa@zurich.ibm.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>
Co-authored-by: snadampal <87143774+snadampal@users.noreply.github.com>
Co-authored-by: liuzhenwei <zhenweiliu@habana.ai>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Ethan Feng <ethan.fengch@gmail.com>
Co-authored-by: Thillai Chithambaram <79466435+thillai-c@users.noreply.github.com>
Co-authored-by: Mark McLoughlin <markmc@redhat.com>
Co-authored-by: Guan-Ming (Wesley) Chiu <105915352+guan404ming@users.noreply.github.com>
Co-authored-by: Srinivas Krovvidi <194645829+Srinivasoo7@users.noreply.github.com>
Co-authored-by: srinivas_oo7 <sklinkedin0120@gmail.com>
Co-authored-by: Sai Sridhar Tarra <117087864+sridhar-3009@users.noreply.github.com>
Co-authored-by: Tahsin Tunan <tahsintunan@gmail.com>
Co-authored-by: Yi Zhong <207368749+vincentzed@users.noreply.github.com>
Co-authored-by: Jonas I. Liechti <j-i-l@t4d.ch>
Co-authored-by: qizixi <22851944+zixi-qi@users.noreply.github.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Ryan Rock <ryan.rock@amd.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Flora Feng <4florafeng@gmail.com>
Co-authored-by: Micah Williamson <micah.williamson@amd.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
Co-authored-by: WEI CHENG CHIU <waynehacking8@gmail.com>
Co-authored-by: longguo <107740309+abinggo@users.noreply.github.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: Martin Hickey <martin.hickey@ie.ibm.com>
Co-authored-by: midas <the.anon.github@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: achyuthan.s <113010327+Achyuthan-S@users.noreply.github.com>
Co-authored-by: Xin Li <xinli-sw@users.noreply.github.com>
Co-authored-by: ShawRong <ShawRong@users.noreply.github.com>
Co-authored-by: Change72 <Change72@users.noreply.github.com>
Co-authored-by: Benjamin Chislett <chislett.ben@gmail.com>
Co-authored-by: Jeff (Junze) Ma <93145857+majunze2001@users.noreply.github.com>
Co-authored-by: Marceli Fylcek <marceli.fylcek@intel.com>
Co-authored-by: Amanzhol Salykov <asalykov@amd.com>
Co-authored-by: Michael Ma <97484148+mrn3088@users.noreply.github.com>
Co-authored-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Co-authored-by: Noa Neria <nneria@nvidia.com>
Co-authored-by: Chaojun Zhang <chaojun.zhang@intel.com>
Co-authored-by: maobaolong <baoloongmao@tencent.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
Co-authored-by: Peter Pan <peter.pan@daocloud.io>
Co-authored-by: Sahil Singh <sahiilsiingh37@gmail.com>
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com>
Co-authored-by: FAUST <2319109590@qq.com>
Co-authored-by: Reid <61492567+reidliu41@users.noreply.github.com>
Co-authored-by: Yejing Lai <yejing.lai@intel.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
Co-authored-by: Xin He <xin3.he@intel.com>
Co-authored-by: Mike G <180722391+mikekg@users.noreply.github.com>
Co-authored-by: Michael Gschwind <mgschwind@nvidia.com>
Co-authored-by: Saddss <108515797+Saddss@users.noreply.github.com>
Co-authored-by: RoyWang <Roy.Wang@amd.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: functionstackx <47992694+functionstackx@users.noreply.github.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Ronen Schaffer <ronen.schaffer@ibm.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Zang Peiyu <166481866+factnn@users.noreply.github.com>
Co-authored-by: llx <54896441+llx-08@users.noreply.github.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
Co-authored-by: Itay Alroy <75032521+itayalroy@users.noreply.github.com>
Co-authored-by: xx-thomas <113865951+xx-thomas@users.noreply.github.com>
Co-authored-by: Luciano Martins <22145370+lucianommartins@users.noreply.github.com>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: gitbisector <gitbisector@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
Co-authored-by: Andrew Barnes <bortstheboat@gmail.com>
Co-authored-by: Jimmy Lee <58957694+thisisjimmyfb@users.noreply.github.com>
Co-authored-by: joshua abraham <132982099+JOSH1024@users.noreply.github.com>
Co-authored-by: joshua <joshua.abraham@multicorewareinc.com>
Co-authored-by: Or Ozeri <oro@il.ibm.com>
Co-authored-by: wenjun liu <wenjun.liu@intel.com>
Co-authored-by: zengxian <xiangdong.zeng@intel.com>
Co-authored-by: wangxiyuan <wangxiyuan1007@gmail.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
Co-authored-by: Hank Han <hanhan7630@outlook.com>
Co-authored-by: Lalithnarayan C <Lalithnarayan.C@amd.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: Francesco Fusco <ffu@zurich.ibm.com>
Co-authored-by: Ajay Anubolu <124525760+AjAnubolu@users.noreply.github.com>
Co-authored-by: Carl Y <4531192+carlyou@users.noreply.github.com>
Co-authored-by: Tuukka Sarvi <tuukka.sarvi@amd.com>
Co-authored-by: yifei wu <50608184+abcd1927@users.noreply.github.com>
Co-authored-by: Sting Lin <sting.lin@cienet.com>
Co-authored-by: kourosh hakhamaneshi <31483498+kouroshHakha@users.noreply.github.com>
Co-authored-by: alexbi29 <32223381+alexbi29@users.noreply.github.com>
Co-authored-by: Alex Bilichenko <alexbi29@users.noreply.github.com>
Co-authored-by: Song Zhixin <szxfml@gmail.com>
Co-authored-by: Hongxia Yang <62075498+hongxiayang@users.noreply.github.com>
Co-authored-by: Federico <federico.iezzi@gmail.com>
Co-authored-by: Mohammad Miadh Angkad <176301910+mmangkad@users.noreply.github.com>
Co-authored-by: Stan Wozniak <77159600+s3woz@users.noreply.github.com>
Co-authored-by: sungsoo ha <sungsooh@nvidia.com>
Co-authored-by: Thomas Parnell <tom.parnell@gmail.com>
Co-authored-by: Dakai An <77474977+andakai@users.noreply.github.com>
Co-authored-by: Federico <fiezzi@google.com>
Co-authored-by: Cameron Quilici <cjquilici@gmail.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: nehmathe2 <nehmathe@amd.com>
Co-authored-by: Divakar Verma <divakar.verma@amd.com>
Co-authored-by: liangel-02 <liangel@meta.com>
Co-authored-by: ovidiusm <ovidium@nvidia.com>
Co-authored-by: arghyadeep sarkar <args.sarkar@gmail.com>
Co-authored-by: Itay Etelis <92247226+Etelis@users.noreply.github.com>
Co-authored-by: Itay Etelis <itay.etelis@ibm.com>
Co-authored-by: Itay Etelis <Itay.etelis@gmail.com>
Co-authored-by: Joel Smith <j.smith9103@outlook.com>
Co-authored-by: Nikhilesh Chhetri <106703537+nikhilesh-csa@users.noreply.github.com>
Co-authored-by: wentian-byte <192079369+wentian-byte@users.noreply.github.com>
Co-authored-by: Angelo Ruocco <ang@zurich.ibm.com>
Co-authored-by: Oğuzhan KIR <86883236+oguzhankir@users.noreply.github.com>
Co-authored-by: Yi Liu <yi4.liu@intel.com>
Co-authored-by: n1ck-guo <heng.guo@intel.com>
Co-authored-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Co-authored-by: xaguilar-amd <xavier.aguilarfruto@amd.com>
Co-authored-by: amirkl94 <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: zhanqiuhu <49648934+ZhanqiuHu@users.noreply.github.com>
Co-authored-by: danisereb <daserebrenik@nvidia.com>
Co-authored-by: qli88 <qiang.li2@amd.com>
Co-authored-by: wangjiaxin99 <jiaxwang@amd.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Co-authored-by: shanjiaz <zsjwpianpian@gmail.com>
Co-authored-by: shanjiaz <hezhao@redhat.com>
Co-authored-by: Bryan Shan <58582368+Oseltamivir@users.noreply.github.com>
Co-authored-by: Ace Eldeib <aeldeib@coreweave.com>
Co-authored-by: Varun Sundar Rabindranath <varun-sundar-rabindranath@h100-01.nemg-001.lab.rdu2.dc.redhat.com>
Co-authored-by: Jonathan Chen <chenleejonathan@gmail.com>
Co-authored-by: AlexHuang <alex.tech.lab@outlook.com>
nkzhenhua pushed a commit to nkzhenhua/vllm that referenced this pull request Jun 24, 2026
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

ready ONLY add when PR is ready to merge/full CI is needed tool-calling

3 participants