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[Bugfix][Tool Parser] Use LongCat tags in the LongCat structural tag - #60747

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vllm-bot merged 2 commits into
vllm-project:mainfrom
hpdkhoa:fix-longcat-structural-tag
Oct 9, 2026
Merged

vllm-bot merged 2 commits into
vllm-project:mainfrom
hpdkhoa:fix-longcat-structural-tag

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@hpdkhoa

@hpdkhoa hpdkhoa commented Oct 9, 2026 •

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Overview

With strict tool calling, forced tool calls on LongCat come back as plain text. The LongCat parser inherits the Hermes structural tag, so the grammar forces <tool_call> tags that the LongCat parser does not recognize. This registers a longcat structural tag that uses LongCat's own <longcat_tool_call> delimiters. The bug dates from #45003, which gave Hermes a structural tag.

Claims

  • tool_choice="required" and named tool choice with --tool-call-parser longcat now return parsed tool_calls instead of raw tag text in content.
  • The Hermes structural tag output is unchanged.

Validation

Unit test test_longcat_forced_tool_choice_round_trips_native_tags in tests/tool_parsers/test_structural_tag_registry.py builds the forced grammar for the LongCat parser and checks that output in LongCat's native tags is accepted. It fails on main (2 failed: the grammar rejects the native tags) and passes with this change.

pytest tests/tool_parsers/test_structural_tag_registry.py tests/tool_parsers/test_longcat_tool_parser.py tests/tool_parsers/test_hermes_tool_parser.py
# 313 passed, 1 skipped, 1 xfailed

End to end, vllm serve Qwen/Qwen2.5-0.5B-Instruct --enable-auto-tool-choice --tool-call-parser longcat with tool_choice="required":

main this PR
tool_calls FILL IN FILL IN
content FILL IN FILL IN

A small model stands in for LongCat-Flash, because the structural tag decides the output format whatever the model is.

Details

  • _hermes_tool_tags now takes the start and end tag, and the shared body moved into _hermes_style_structural_tag. hermes and the new longcat tag both call it, so no grammar logic is duplicated.
  • The delimiters match the official LongCat-Flash chat template.
  • Not a duplicate: PR searches for "longcat tool", "structural_tag_model inherit" and issue searches for "longcat tool_call" and "longcat required" found no fix or report. Open PR [Parser] Migrate Hermes tool parser to the new streaming Parser Engine #51937 (Hermes parser migration) rewrites the LongCat adapter but keeps structural_tag_model = "hermes", so it keeps this bug. If [Parser] Migrate Hermes tool parser to the new streaming Parser Engine #51937 lands first, its LongCat adapter needs the same one-line setting.
  • AI assistance was used to find the bug, write the fix and the test, and draft this description. I reviewed every changed line and ran the tests above.

Pull Request Checklist
  • I used vLLM's /pr-checklist skill. (Mandatory for agents, optional for humans).

  • AI assistance was used during the creation of this PR.

  • Design Fit: Minimizes impact on core components, reuses existing functionality, and justifies added complexity.

  • Testing and Validation: Validates the change and ensures any added tests are meaningful and reliable, with CI coverage or documented CI resource constraints and validation performed outside CI.

  • Code Quality and Style: Keeps code and comments clear and concise, and updates relevant documentation and examples.

  • Pull Request Contents: Includes a brief summary and relevant links, supports claims with evidence, explains root causes and implementation trade-offs, and follows the contributing guide.

LongcatFlashToolParser inherited structural_tag_model = "hermes" from
Hermes2ProToolParser. With strict tool calling enabled (the default),
tool_choice="required" and named tool choice were constrained to
<tool_call>...</tool_call>, which the LongCat parser does not recognize,
so every forced call came back as plain content.

Register a "longcat" structural tag that reuses the Hermes builder with
<longcat_tool_call> delimiters, matching the LongCat-Flash chat template.

Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Signed-off-by: hpdkhoa <hpdkhoa2311@gmail.com>

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Claude Code Review

This pull request is from a fork — automated review is disabled. A repository maintainer can comment @claude review to run a one-time review.

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@mergify mergify Bot added tool-calling bug Something isn't working labels Oct 9, 2026

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Thanks!

@sfeng33 sfeng33 added the ready ONLY add when PR is ready to merge/full CI is needed label Oct 9, 2026
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✅ @hpdkhoa, CI is now available for this PR.

  • /ci run starts upstream CI; /amd-ci run starts AMD CI only.
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@sfeng33

sfeng33 commented Oct 9, 2026

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/ci run

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sfeng33 enabled auto-merge (squash) October 9, 2026 01:32
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github-actions Bot commented Oct 9, 2026

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✅ Triggered Buildkite CI #93738 for commit 8c4ab9126d97.

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vllm-bot merged commit e31b823 into vllm-project:main Oct 9, 2026
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