优化日志

This commit is contained in:
h88782481 2026-03-14 10:35:32 +08:00
parent 4de6db13f9
commit 3c4a50dc05
10 changed files with 233 additions and 36 deletions

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@ -72,7 +72,8 @@ docker compose up -d
| `PROXY_PORT` | 服务监听端口 | `3029` | | `PROXY_PORT` | 服务监听端口 | `3029` |
| `API_TIMEOUT` | 请求超时(秒) | `300` | | `API_TIMEOUT` | 请求超时(秒) | `300` |
| `ACCESS_API_KEY` | 访问鉴权密钥,留空不启用 | | | `ACCESS_API_KEY` | 访问鉴权密钥,留空不启用 | |
| `DEBUG` | 调试模式,输出详细请求/响应日志 | `false` | | `DEBUG` | 兼容旧版调试开关,开启后等价于 `DEBUG_MODE=simple` | `false` |
| `DEBUG_MODE` | 调试模式:`off` / `simple` / `verbose` | `off` |
### 模型映射 ### 模型映射
@ -80,8 +81,9 @@ docker compose up -d
- **Cursor 模型名** — 在 Cursor 自定义模型中填入的名称 - **Cursor 模型名** — 在 Cursor 自定义模型中填入的名称
- **上游模型名** — 发送到中转站的实际模型名 - **上游模型名** — 发送到中转站的实际模型名
- **后端类型**`openai` (CC 格式) / `anthropic` (Messages 格式) / `responses` (Responses 格式) / `auto` (自动检测) - **后端类型**`openai` (CC 格式) / `anthropic` (Messages 格式) / `responses` (Responses 格式) / `gemini` (Gemini Contents 格式) / `auto` (自动检测)
- **自定义地址/密钥** — 可选,覆盖全局设置,实现分流到不同中转站 - **自定义地址/密钥** — 可选,覆盖全局设置,实现分流到不同中转站
- **日志模式** — 可在管理面板全局设置中切换 `off` / `simple` / `verbose`
**示例**:在 Cursor 中添加 `claude-sonnet-4-5-20250929`,映射到上游 `gpt-5.3-codex`,后端选 `openai`。Cursor 会用 CC 格式发送请求,代理直接转发到中转站的 `/v1/chat/completions` **示例**:在 Cursor 中添加 `claude-sonnet-4-5-20250929`,映射到上游 `gpt-5.3-codex`,后端选 `openai`。Cursor 会用 CC 格式发送请求,代理直接转发到中转站的 `/v1/chat/completions`
@ -89,6 +91,26 @@ docker compose up -d
> **提示**:使用 Claude 风格的模型名(如 `claude-sonnet-4-5-20250929`)可以让 Cursor 显示思考过程thinking > **提示**:使用 Claude 风格的模型名(如 `claude-sonnet-4-5-20250929`)可以让 Cursor 显示思考过程thinking
### 调试日志模式
项目支持三档调试模式,可通过环境变量 `DEBUG_MODE` 或管理面板全局设置切换:
- `off` — 关闭调试日志
- `simple` — 仅输出控制台调试日志,不写文件
- `verbose` — 输出控制台调试日志,并写入详细的对话级文件日志
详细日志会写入:
```text
data/conversations/YYYY-MM-DD/{conversation_id}.json
```
特性:
- 同一段多轮对话聚合到同一个文件
- 自动记录 client request、upstream request/response、client response、错误信息
- 流式事件只保留前 12 条和后 12 条,中间部分折叠计数,避免文件膨胀
- 流式 `client_response` 只记录 summary不重复保存完整事件数组
### 在 Cursor 中配置 ### 在 Cursor 中配置
1. 打开 Cursor 设置 → Models 1. 打开 Cursor 设置 → Models

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@ -20,5 +20,17 @@ class Config:
API_TIMEOUT = int(os.getenv('API_TIMEOUT', '300')) API_TIMEOUT = int(os.getenv('API_TIMEOUT', '300'))
# 访问鉴权密钥,留空则不启用鉴权 # 访问鉴权密钥,留空则不启用鉴权
ACCESS_API_KEY = os.getenv('ACCESS_API_KEY', '') ACCESS_API_KEY = os.getenv('ACCESS_API_KEY', '')
# 调试模式:开启后输出详细的请求/响应日志
DEBUG = os.getenv('DEBUG', '').lower() in ('1', 'true', 'yes', 'on') # 调试模式分级:
# - off: 关闭调试
# - simple: 仅控制台调试日志
# - verbose: 控制台调试 + 详细文件日志
_debug_mode_raw = os.getenv('DEBUG_MODE', '').strip().lower()
_legacy_debug = os.getenv('DEBUG', '').lower() in ('1', 'true', 'yes', 'on')
if _debug_mode_raw in ('off', 'simple', 'verbose'):
DEBUG_MODE = _debug_mode_raw
else:
DEBUG_MODE = 'simple' if _legacy_debug else 'off'
DEBUG = DEBUG_MODE in ('simple', 'verbose')
VERBOSE_FILE_LOG = DEBUG_MODE == 'verbose'

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@ -86,6 +86,7 @@ def get_settings():
return jsonify({ return jsonify({
'proxy_target_url': s.get('proxy_target_url', ''), 'proxy_target_url': s.get('proxy_target_url', ''),
'proxy_api_key': s.get('proxy_api_key', ''), 'proxy_api_key': s.get('proxy_api_key', ''),
'debug_mode': s.get('debug_mode', '') or Config.DEBUG_MODE,
'env_target_url': Config.PROXY_TARGET_URL, 'env_target_url': Config.PROXY_TARGET_URL,
'env_api_key': '***' if Config.PROXY_API_KEY else '', 'env_api_key': '***' if Config.PROXY_API_KEY else '',
}) })
@ -99,7 +100,7 @@ def update_settings():
return err return err
data = request.get_json(force=True) data = request.get_json(force=True)
s = settings.get() s = settings.get()
for key in ('proxy_target_url', 'proxy_api_key'): for key in ('proxy_target_url', 'proxy_api_key', 'debug_mode'):
if key in data: if key in data:
s[key] = data[key] s[key] = data[key]
return _save_and_respond(s, '全局设置已更新') return _save_and_respond(s, '全局设置已更新')

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@ -11,6 +11,7 @@ import json
import logging import logging
from typing import Any from typing import Any
import settings
from flask import Blueprint, jsonify, request from flask import Blueprint, jsonify, request
from adapters.cc_anthropic_adapter import ( from adapters.cc_anthropic_adapter import (
@ -79,7 +80,7 @@ bp = Blueprint('chat', __name__)
def _dbg(message: str) -> None: def _dbg(message: str) -> None:
"""仅在调试模式下输出详细日志。""" """仅在调试模式下输出详细日志。"""
if Config.DEBUG: if settings.get_debug_mode() in ('simple', 'verbose'):
logger.info('[聊天补全调试] %s', message) logger.info('[聊天补全调试] %s', message)
@ -233,7 +234,7 @@ def _handle_openai_stream(
attach_client_response(turn, { attach_client_response(turn, {
'type': 'chat.completion.stream.summary', 'type': 'chat.completion.stream.summary',
'model': ctx.client_model, 'model': ctx.client_model,
'chunks': client_chunks, 'chunk_count': len(client_chunks),
'usage': last_usage, 'usage': last_usage,
}) })
finalize_turn(turn, usage=last_usage) finalize_turn(turn, usage=last_usage)
@ -274,7 +275,7 @@ def _handle_openai_stream(
attach_client_response(turn, { attach_client_response(turn, {
'type': 'chat.completion.stream.summary', 'type': 'chat.completion.stream.summary',
'model': ctx.client_model, 'model': ctx.client_model,
'chunks': client_chunks, 'chunk_count': len(client_chunks),
'usage': last_usage, 'usage': last_usage,
}) })
finalize_turn(turn, usage=last_usage) finalize_turn(turn, usage=last_usage)
@ -384,7 +385,7 @@ def _handle_responses_stream(
attach_client_response(turn, { attach_client_response(turn, {
'type': 'chat.completion.stream.summary', 'type': 'chat.completion.stream.summary',
'model': ctx.client_model, 'model': ctx.client_model,
'chunks': client_chunks, 'chunk_count': len(client_chunks),
}) })
finalize_turn(turn) finalize_turn(turn)
@ -486,7 +487,7 @@ def _handle_gemini_stream(
attach_client_response(turn, { attach_client_response(turn, {
'type': 'chat.completion.stream.summary', 'type': 'chat.completion.stream.summary',
'model': ctx.client_model, 'model': ctx.client_model,
'chunks': client_chunks, 'chunk_count': len(client_chunks),
}) })
finalize_turn(turn) finalize_turn(turn)
@ -599,7 +600,7 @@ def _handle_anthropic_stream(
attach_client_response(turn, { attach_client_response(turn, {
'type': 'chat.completion.stream.summary', 'type': 'chat.completion.stream.summary',
'model': ctx.client_model, 'model': ctx.client_model,
'chunks': client_chunks, 'chunk_count': len(client_chunks),
}) })
finalize_turn(turn) finalize_turn(turn)

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@ -106,7 +106,7 @@ def messages_passthrough():
set_stream_summary(turn, summary) set_stream_summary(turn, summary)
attach_client_response(turn, { attach_client_response(turn, {
'type': 'messages.stream.summary', 'type': 'messages.stream.summary',
'events': client_events, 'event_count': len(client_events),
}) })
finalize_turn(turn) finalize_turn(turn)
except req_lib.RequestException as e: except req_lib.RequestException as e:

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@ -10,6 +10,7 @@ import json
import logging import logging
from typing import Any from typing import Any
import settings
from flask import Blueprint, jsonify, request from flask import Blueprint, jsonify, request
from adapters.cc_anthropic_adapter import cc_to_messages_request, messages_to_cc_response from adapters.cc_anthropic_adapter import cc_to_messages_request, messages_to_cc_response
@ -64,7 +65,7 @@ bp = Blueprint('responses', __name__)
def _dbg(message: str) -> None: def _dbg(message: str) -> None:
"""仅在调试模式下输出详细日志。""" """仅在调试模式下输出详细日志。"""
if Config.DEBUG: if settings.get_debug_mode() in ('simple', 'verbose'):
logger.info('[响应生成调试] %s', message) logger.info('[响应生成调试] %s', message)
@ -203,7 +204,7 @@ def _handle_openai_stream(
attach_client_response(turn, { attach_client_response(turn, {
'type': 'responses.stream.summary', 'type': 'responses.stream.summary',
'model': ctx.client_model, 'model': ctx.client_model,
'events': client_events, 'event_count': len(client_events),
}) })
finalize_turn(turn) finalize_turn(turn)
return return
@ -319,7 +320,7 @@ def _handle_responses_stream(
attach_client_response(turn, { attach_client_response(turn, {
'type': 'responses.stream.summary', 'type': 'responses.stream.summary',
'model': ctx.client_model, 'model': ctx.client_model,
'events': client_events, 'event_count': len(client_events),
}) })
finalize_turn(turn) finalize_turn(turn)
@ -422,7 +423,7 @@ def _handle_gemini_stream(
attach_client_response(turn, { attach_client_response(turn, {
'type': 'responses.stream.summary', 'type': 'responses.stream.summary',
'model': ctx.client_model, 'model': ctx.client_model,
'events': client_events, 'event_count': len(client_events),
}) })
finalize_turn(turn) finalize_turn(turn)
@ -530,7 +531,7 @@ def _handle_anthropic_stream(
attach_client_response(turn, { attach_client_response(turn, {
'type': 'responses.stream.summary', 'type': 'responses.stream.summary',
'model': ctx.client_model, 'model': ctx.client_model,
'events': client_events, 'event_count': len(client_events),
}) })
finalize_turn(turn) finalize_turn(turn)

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@ -22,6 +22,7 @@ _cache = None
_DEFAULTS = { _DEFAULTS = {
'proxy_target_url': '', 'proxy_target_url': '',
'proxy_api_key': '', 'proxy_api_key': '',
'debug_mode': '',
'model_mappings': {}, 'model_mappings': {},
} }
@ -77,6 +78,12 @@ def get_key():
return get().get('proxy_api_key') or Config.PROXY_API_KEY return get().get('proxy_api_key') or Config.PROXY_API_KEY
def get_debug_mode():
"""获取当前生效的调试模式,优先使用持久化配置。"""
mode = (get().get('debug_mode') or '').strip().lower()
return mode if mode in ('off', 'simple', 'verbose') else Config.DEBUG_MODE
def resolve_model(model_name): def resolve_model(model_name):
"""解析模型映射并返回完整的上游路由信息。""" """解析模型映射并返回完整的上游路由信息。"""
settings = get() settings = get()

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@ -55,6 +55,17 @@
</div> </div>
<div class="hint" id="envKey"></div> <div class="hint" id="envKey"></div>
</div> </div>
<div class="field">
<label>日志模式</label>
<div class="input-wrap">
<select id="debugMode">
<option value="off">关闭</option>
<option value="simple">简易日志(仅控制台)</option>
<option value="verbose">详细日志(写入文件)</option>
</select>
</div>
<div class="hint">关闭:不输出调试日志;简易日志:仅控制台输出;详细日志:额外写入对话级文件日志,并对流式事件做采样截断。</div>
</div>
<button class="btn btn-primary" onclick="saveSettings()">保存设置</button> <button class="btn btn-primary" onclick="saveSettings()">保存设置</button>
</div> </div>

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@ -66,6 +66,7 @@ async function loadDashboard() {
const s = await api('/api/admin/settings'); const s = await api('/api/admin/settings');
document.getElementById('targetUrl').value = s.proxy_target_url || ''; document.getElementById('targetUrl').value = s.proxy_target_url || '';
document.getElementById('proxyKey').value = s.proxy_api_key || ''; document.getElementById('proxyKey').value = s.proxy_api_key || '';
document.getElementById('debugMode').value = s.debug_mode || 'off';
document.getElementById('envUrl').textContent = s.env_target_url ? '环境变量: ' + s.env_target_url : ''; document.getElementById('envUrl').textContent = s.env_target_url ? '环境变量: ' + s.env_target_url : '';
document.getElementById('envKey').textContent = s.env_api_key ? '环境变量: (已配置)' : '环境变量: (未设置)'; document.getElementById('envKey').textContent = s.env_api_key ? '环境变量: (已配置)' : '环境变量: (未设置)';
await loadMappings(); await loadMappings();
@ -130,6 +131,7 @@ async function saveSettings() {
body: JSON.stringify({ body: JSON.stringify({
proxy_target_url: document.getElementById('targetUrl').value.trim(), proxy_target_url: document.getElementById('targetUrl').value.trim(),
proxy_api_key: document.getElementById('proxyKey').value.trim(), proxy_api_key: document.getElementById('proxyKey').value.trim(),
debug_mode: document.getElementById('debugMode').value,
}), }),
}); });
toast('设置已保存'); toast('设置已保存');

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@ -1,7 +1,7 @@
"""对话级文件日志 """对话级文件日志
将同一段多轮对话聚合到一个 JSON 文件中而不是按单次请求散落成多个文件 将同一段多轮对话聚合到一个 JSON 文件中而不是按单次请求散落成多个文件
仅在 DEBUG 开启时记录 仅在详细日志模式开启时记录
日志目录: data/conversations/YYYY-MM-DD/{conversation_id}.json 日志目录: data/conversations/YYYY-MM-DD/{conversation_id}.json
""" """
@ -18,6 +18,7 @@ from typing import Any
from config import Config from config import Config
from settings import DATA_DIR from settings import DATA_DIR
import settings
from utils.http import gen_id from utils.http import gen_id
logger = logging.getLogger(__name__) logger = logging.getLogger(__name__)
@ -25,6 +26,8 @@ logger = logging.getLogger(__name__)
_LOG_DIR = os.path.join(DATA_DIR, 'conversations') _LOG_DIR = os.path.join(DATA_DIR, 'conversations')
_LOCKS: dict[str, threading.Lock] = {} _LOCKS: dict[str, threading.Lock] = {}
_LOCKS_GUARD = threading.Lock() _LOCKS_GUARD = threading.Lock()
_STREAM_KEEP_HEAD = 12
_STREAM_KEEP_TAIL = 12
def start_turn( def start_turn(
@ -40,7 +43,7 @@ def start_turn(
metadata: dict[str, Any] | None = None, metadata: dict[str, Any] | None = None,
) -> dict[str, Any] | None: ) -> dict[str, Any] | None:
"""创建一条新的对话 turn 上下文。""" """创建一条新的对话 turn 上下文。"""
if not Config.DEBUG: if settings.get_debug_mode() != 'verbose':
return None return None
now = datetime.utcnow().isoformat() + 'Z' now = datetime.utcnow().isoformat() + 'Z'
@ -66,6 +69,10 @@ def start_turn(
'stream_trace': { 'stream_trace': {
'upstream_events': [], 'upstream_events': [],
'client_events': [], 'client_events': [],
'upstream_total': 0,
'client_total': 0,
'upstream_dropped': 0,
'client_dropped': 0,
'summary': {}, 'summary': {},
}, },
'error': None, 'error': None,
@ -111,18 +118,18 @@ def attach_client_response(turn: dict[str, Any] | None, response_data: Any) -> N
def append_upstream_event(turn: dict[str, Any] | None, event: Any) -> None: def append_upstream_event(turn: dict[str, Any] | None, event: Any) -> None:
"""记录一条上游流式事件""" """记录一条上游流式事件,超限时截断保留头尾"""
if turn is None: if turn is None:
return return
turn['stream_trace']['upstream_events'].append(deep_copy_jsonable(event)) _append_stream_event(turn['stream_trace'], 'upstream', deep_copy_jsonable(event))
_touch(turn) _touch(turn)
def append_client_event(turn: dict[str, Any] | None, event: Any) -> None: def append_client_event(turn: dict[str, Any] | None, event: Any) -> None:
"""记录一条返回给客户端的流式事件""" """记录一条返回给客户端的流式事件,超限时截断保留头尾"""
if turn is None: if turn is None:
return return
turn['stream_trace']['client_events'].append(deep_copy_jsonable(event)) _append_stream_event(turn['stream_trace'], 'client', deep_copy_jsonable(event))
_touch(turn) _touch(turn)
@ -149,7 +156,7 @@ def finalize_turn(
duration_ms: int = 0, duration_ms: int = 0,
) -> None: ) -> None:
"""将 turn 追加/更新到对应的会话日志文件。""" """将 turn 追加/更新到对应的会话日志文件。"""
if turn is None or not Config.DEBUG: if turn is None or settings.get_debug_mode() != 'verbose':
return return
turn['updated_at'] = datetime.utcnow().isoformat() + 'Z' turn['updated_at'] = datetime.utcnow().isoformat() + 'Z'
@ -157,6 +164,15 @@ def finalize_turn(
if usage is not None: if usage is not None:
turn['usage'] = deep_copy_jsonable(usage) turn['usage'] = deep_copy_jsonable(usage)
stream_trace = turn.get('stream_trace', {})
summary = stream_trace.setdefault('summary', {})
summary['upstream_total'] = stream_trace.get('upstream_total', 0)
summary['client_total'] = stream_trace.get('client_total', 0)
summary['upstream_dropped'] = stream_trace.get('upstream_dropped', 0)
summary['client_dropped'] = stream_trace.get('client_dropped', 0)
if stream_trace.get('upstream_dropped', 0) or stream_trace.get('client_dropped', 0):
summary['truncated'] = True
threading.Thread(target=_write_turn, args=(deep_copy_jsonable(turn),), daemon=True).start() threading.Thread(target=_write_turn, args=(deep_copy_jsonable(turn),), daemon=True).start()
@ -235,6 +251,29 @@ def _get_lock(conversation_id: str) -> threading.Lock:
return _LOCKS[conversation_id] return _LOCKS[conversation_id]
def _append_stream_event(stream_trace: dict[str, Any], kind: str, event: Any) -> None:
events_key = f'{kind}_events'
total_key = f'{kind}_total'
dropped_key = f'{kind}_dropped'
events = stream_trace.setdefault(events_key, [])
stream_trace[total_key] = stream_trace.get(total_key, 0) + 1
# 前 KEEP_HEAD 条完整保留;之后只保留最后 KEEP_TAIL 条,
# 中间部分通过 dropped 计数折叠,避免文件膨胀。
if len(events) < (_STREAM_KEEP_HEAD + _STREAM_KEEP_TAIL):
events.append(event)
return
head = events[:_STREAM_KEEP_HEAD]
tail = events[_STREAM_KEEP_HEAD:]
if len(tail) >= _STREAM_KEEP_TAIL:
tail.pop(0)
stream_trace[dropped_key] = stream_trace.get(dropped_key, 0) + 1
tail.append(event)
stream_trace[events_key] = head + tail
def _touch(turn: dict[str, Any] | None) -> None: def _touch(turn: dict[str, Any] | None) -> None:
if turn is None: if turn is None:
return return
@ -259,25 +298,126 @@ def _pick_explicit_conversation_id(payload: dict[str, Any]) -> str:
def _conversation_seed(route: str, payload: dict[str, Any]) -> str: def _conversation_seed(route: str, payload: dict[str, Any]) -> str:
"""生成稳定的对话种子。
关键原则不能直接把整段历史消息都放进 seed
否则每一轮历史增长都会导致 conversation_id 改变最终每次请求都新建文件
这里改为基于对话根消息生成种子
- chat/messages: 第一条 user + 第一条 assistant没有 assistant 时退化为第一条 user
- responses: input 中的第一条 user + 第一条 assistant没有 assistant 时退化为第一条 user
"""
if route == 'chat': if route == 'chat':
messages = payload.get('messages', []) return 'chat|' + _root_seed_from_messages(payload.get('messages', []))
return 'chat|' + _normalize_messages_seed(messages)
if route == 'responses': if route == 'responses':
instructions = payload.get('instructions') or '' return 'responses|' + _root_seed_from_responses_input(payload)
input_data = payload.get('input', [])
if isinstance(input_data, str):
seed_input = input_data
else:
seed_input = json.dumps(input_data, ensure_ascii=False, default=str)
return 'responses|' + instructions + '|' + seed_input
if route == 'messages': if route == 'messages':
messages = payload.get('messages', [])
system = payload.get('system', '') system = payload.get('system', '')
return 'messages|' + str(system) + '|' + json.dumps(messages, ensure_ascii=False, default=str) root = _root_seed_from_messages(payload.get('messages', []))
return 'messages|' + str(system) + '|' + root
return route + '|' + json.dumps(payload, ensure_ascii=False, default=str) return route + '|' + _pick_explicit_conversation_id(payload)
def _root_seed_from_messages(messages: Any) -> str:
if not isinstance(messages, list):
return ''
first_user = None
first_assistant = None
for msg in messages:
if not isinstance(msg, dict):
continue
role = msg.get('role', '')
if role in ('system', 'developer'):
continue
normalized = {
'role': role,
'content': _normalize_content(msg.get('content')),
'tool_call_id': msg.get('tool_call_id', ''),
'tool_calls': [
{
'id': tc.get('id', ''),
'name': (tc.get('function') or {}).get('name', ''),
}
for tc in msg.get('tool_calls', [])
if isinstance(tc, dict)
],
}
if role == 'user' and first_user is None:
first_user = normalized
elif role == 'assistant' and first_assistant is None:
first_assistant = normalized
if first_user is not None and first_assistant is not None:
break
seed_parts = []
if first_user is not None:
seed_parts.append(first_user)
if first_assistant is not None:
seed_parts.append(first_assistant)
return json.dumps(seed_parts, ensure_ascii=False, separators=(',', ':'))
def _root_seed_from_responses_input(payload: dict[str, Any]) -> str:
instructions = payload.get('instructions') or ''
input_data = payload.get('input', [])
if isinstance(input_data, str):
seed_input = input_data
elif isinstance(input_data, list):
seed_input = _root_seed_from_responses_items(input_data)
else:
seed_input = json.dumps(input_data, ensure_ascii=False, default=str)
return instructions + '|' + seed_input
def _root_seed_from_responses_items(items: list[Any]) -> str:
first_user = None
first_assistant = None
for item in items:
if not isinstance(item, dict):
continue
item_type = item.get('type', '')
role = item.get('role', '')
if item_type in ('message', 'input_text', 'output_text'):
normalized = {
'type': item_type,
'role': role,
'content': _normalize_content(
item.get('content')
or item.get('text')
or item.get('input_text')
or item.get('output_text')
or ''
),
}
if role == 'user' and first_user is None:
first_user = normalized
elif role == 'assistant' and first_assistant is None:
first_assistant = normalized
elif item_type == 'function_call' and first_assistant is None:
first_assistant = {
'type': 'function_call',
'name': item.get('name', ''),
'call_id': item.get('call_id', ''),
}
if first_user is not None and first_assistant is not None:
break
seed_parts = []
if first_user is not None:
seed_parts.append(first_user)
if first_assistant is not None:
seed_parts.append(first_assistant)
return json.dumps(seed_parts, ensure_ascii=False, separators=(',', ':'))
def _normalize_messages_seed(messages: Any) -> str: def _normalize_messages_seed(messages: Any) -> str: