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[Bug]: OpenAI-compatible tool calls are returned as plain text when routed through PAIR

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维护者通常 5 天内回复

@kjlubick 已经在做这个了。

开始于 2026年10月1日。

评估

难度
4/5
预计耗时
3-5 天
新手友好度
55/100
Issue 类型
缺陷
描述清晰度
基本清楚
活跃度
活跃
技术栈
go, ollama
领域
api, backend

调研方向

从 Ollama 代理的 /v1/chat/completions 入口点开始,比较存在工具定义时请求和响应的处理方式。使用文档中的 curl 请求分别针对 PAIR 和直接针对 Ollama 进行复现,然后验证 PAIR 保留了 message.tool_calls 和 finish_reason: tool_calls,而不是将调用作为文本返回。

由索引模型根据 Issue 内容生成。

描述

bug
PAIR version or commit

0.1.1-463

Affected component

Ollama proxy

Environment

OS: Ubuntu 26.04.1 LTS on model host; Linux on NVIDIA DGX Spark PAIR client
Architecture: x86_64 model host; arm64 PAIR client
GPU and driver: AMD Radeon 8060S / Ryzen AI Max+ 395 on model host; NVIDIA GB10 on PAIR client
Engine and version: Ollama 0.33.2
Model: qwen3.6:27b
Cluster size: 4 nodes

Steps to reproduce
  1. Configure a PAIR cluster with an Ollama node serving qwen3.6:27b.

  2. Send an OpenAI-compatible POST request to:
    /v1/chat/completions

    The request contains multiple OpenAI function/tool definitions and asks the model to work on a task for which it should call the kanban_show function.

  3. Send the request through the PAIR Ollama proxy.

  4. Send the exact same JSON request body directly to the Ollama server hosting qwen3.6:27b, bypassing PAIR.

  5. Compare finish_reason, message.content, and message.tool_calls in the two responses.

Repeated control test:

  • Direct to Ollama: 3/3 requests returned a native tool_calls object.
  • Through PAIR: 3/3 requests returned finish_reason: stop with no tool_calls object. The intended function call instead appeared as ordinary assistant content.

The behavior is reproducible with curl and does not require an agent framework.

Expected behavior

When an OpenAI-compatible chat completion request containing tool definitions is routed through PAIR, native tool-calling behavior should be preserved.

For this request, the response should contain message.tool_calls with a call to kanban_show, and finish_reason should be tool_calls, matching the response obtained when the identical request is sent directly to the Ollama server.

Actual behavior

When the identical request is sent through the PAIR Ollama proxy, the native OpenAI-compatible tool call is not returned.

In repeated testing, PAIR returned:

  • finish_reason: stop
  • message.tool_calls: null / absent
  • The intended kanban_show call embedded in message.content as ordinary text.

Three consecutive PAIR requests produced textual representations such as:

  1. Python-like syntax:
    kanban_show(task_id="t_65ba4229")

  2. Bracket syntax:
    [kanban_show][0]

  3. XML-like syntax:
    <invoke>kanban_show(task_id="t_65ba4229")</invoke>

By contrast, three consecutive requests using the identical JSON request body sent directly to Ollama returned native OpenAI-compatible tool calls:

finish_reason: tool_calls

with message.tool_calls containing a function call to kanban_show.

The same JSON payload succeeds when sent directly to the Ollama server on the model host, so the failure is introduced only when the request is routed through PAIR.

This also prevents OpenAI-compatible agent/tool frameworks from recognizing and executing the requested function when the request is routed through PAIR.

Sanitized logs or screenshots

Confirmations
  • I searched existing issues for duplicates.
  • This is not a security vulnerability.
  • I agree to follow the Code of Conduct.
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环境准备

从这里开始

  1. 先读完整个 Issue,再读项目的贡献指南。
  2. 在 Issue 下留言说明你要接手 —— 这能避免两个人做同样的事。
  3. Fork 仓库,在一个分支上完成修改。
  4. 提交 Pull Request,并在描述里引用这个 Issue 编号。

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