AgentEvalTool/backend/agenteval/evaluation/report.py
sinohqb 12481cd1b8 v0.3-s1: 规则层异步化 + 工具函数去重 + HTTP 通道
## 核心变更

### 规则层全面异步化(DEBT-1)
- EvalRule.evaluate() 签名改为 async def,全量同步改造(无兼容层)
- LlmScoreRule._call_llm: requests.post → httpx.AsyncClient,彻底消除事件循环阻塞
- engine._save_rule_results: rule.evaluate() → await rule.evaluate()

### 工具函数去重(DEBT-2)
- 新建 agenteval/utils/llm.py,统一三个函数:
  - extract_reply_text (原 5 处重复)
  - extract_content_from_llm_response (原 2 处重复)
  - parse_json_from_llm_text (统一 LLM 输出 JSON 解析)
- engine.py / llm_score.py / runs.py / report.py 全部切换到 utils.llm

### HTTP 通用通道(S1-3)
- 新建 channels/http.py (HttpChannel)
  - 配置化 send_url / reply_url 模板 ({message}, {msg_id} 占位)
  - dot-path 提取 msg_id 和 reply_text
  - 可选 reply_ready_path 就绪标志
  - 长连接 AsyncClient 复用
- ChannelFactory 注册 ChannelType.HTTP → HttpChannel

### 测试
- 新增 tests/unit/test_http_channel_and_rules.py (19 个测试)
- _get_path / health_check / send / poll_reply / 超时 / 就绪标志 / async 规则评估
- 测试总数:24 → 43,全部通过

Co-Authored-By: Claude <noreply@anthropic.com>
2026-07-17 10:52:32 +08:00

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"""Report generation for evaluation runs."""
import json
from datetime import datetime
from pathlib import Path
from typing import Any, Optional
from jinja2 import Template
from agenteval.storage.db import DATA_DIR
from agenteval.storage.repository import RunRepository, ScenarioRepository, TargetRepository
from agenteval.utils.llm import extract_reply_text
HTML_TEMPLATE = """<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<title>评测报告 - {{ report.run_id }}</title>
<style>
body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif; margin: 40px; background: #f5f5f5; }
.container { max-width: 960px; margin: 0 auto; background: #fff; padding: 32px; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.05); }
h1 { margin-top: 0; }
.summary { display: grid; grid-template-columns: repeat(auto-fit, minmax(140px, 1fr)); gap: 16px; margin: 24px 0; }
.card { background: #fafafa; border-radius: 6px; padding: 16px; text-align: center; }
.card .value { font-size: 24px; font-weight: 700; }
.card .label { color: #666; font-size: 14px; margin-top: 4px; }
.case { border: 1px solid #e0e0e0; border-radius: 6px; margin: 16px 0; padding: 16px; }
.case-title { font-weight: 600; margin-bottom: 8px; }
.turn { background: #f9f9f9; border-radius: 4px; padding: 12px; margin: 8px 0; }
.message-label { color: #666; font-size: 12px; }
.rule { display: flex; align-items: center; gap: 8px; margin: 6px 0; }
.badge { padding: 2px 8px; border-radius: 4px; font-size: 12px; }
.pass { background: #e6f7e6; color: #2e7d32; }
.fail { background: #ffebee; color: #c62828; }
pre { white-space: pre-wrap; word-break: break-word; background: #f5f5f5; padding: 8px; border-radius: 4px; }
</style>
</head>
<body>
<div class="container">
<h1>评测报告</h1>
<p>评测对象:{{ report.target_name }}{{ report.target_id }}</p>
<p>评测场景:{{ report.scenario_name }}{{ report.scenario_id }}</p>
<p>执行时间:{{ report.started_at }} 至 {{ report.completed_at or '进行中' }}</p>
<div class="summary">
<div class="card">
<div class="value">{{ report.summary.total_cases }}</div>
<div class="label">用例总数</div>
</div>
<div class="card">
<div class="value">{{ report.summary.passed_cases }}</div>
<div class="label">通过用例</div>
</div>
<div class="card">
<div class="value">{{ report.summary.total_rules }}</div>
<div class="label">规则总数</div>
</div>
<div class="card">
<div class="value">{{ "%.2f"|format(report.summary.pass_rate * 100) }}%</div>
<div class="label">规则通过率</div>
</div>
</div>
{% for case in report.cases %}
<div class="case">
<div class="case-title">用例 {{ case.case_id }}</div>
{% for turn in case.turns %}
<div class="turn">
<div class="message-label">用户消息</div>
<pre>{{ turn.sent_text }}</pre>
<div class="message-label">智能体回复({{ turn.latency_ms }}ms</div>
<pre>{{ turn.reply_text or '(无回复)' }}</pre>
</div>
{% endfor %}
<div>
{% for result in case.results %}
<div class="rule">
<span class="badge {{ 'pass' if result.passed else 'fail' }}">{{ '通过' if result.passed else '失败' }}</span>
<span>{{ result.rule_type }}: {{ result.reason }}</span>
</div>
{% endfor %}
</div>
</div>
{% endfor %}
</div>
</body>
</html>
"""
def _extract_text(data: Any) -> str:
return extract_reply_text(data)
def generate_report(run_id: str, session=None) -> dict[str, Any]:
"""Build a structured report dict for a run."""
run_repo = RunRepository(session)
target_repo = TargetRepository(session)
scenario_repo = ScenarioRepository(session)
run = run_repo.get(run_id)
if not run:
raise ValueError(f"run not found: {run_id}")
target = target_repo.get(run.target_id)
scenario = scenario_repo.get(run.scenario_id)
turns = run_repo.get_turns(run_id)
results = run_repo.get_results(run_id)
# Group by case
case_map: dict[str, dict[str, Any]] = {}
for turn in turns:
case_map.setdefault(turn.case_id, {"turns": [], "results": []})
sent = turn.get_sent_message()
reply = turn.get_reply()
case_map[turn.case_id]["turns"].append(
{
"round": turn.round_index,
"sent_text": _extract_text(sent.get("msgBody")),
"reply_text": _extract_text(reply.get("msgBody") if reply else None),
"latency_ms": turn.latency_ms,
"question_msg_id": turn.question_msg_id,
}
)
for result in results:
case_map.setdefault(result.case_id, {"turns": [], "results": []})
case_map[result.case_id]["results"].append(
{
"rule_type": result.rule_type,
"passed": result.passed,
"score": result.score,
"reason": result.reason,
}
)
cases = []
for case_id in sorted(case_map.keys()):
item = case_map[case_id]
cases.append(
{
"case_id": case_id,
"turns": sorted(item["turns"], key=lambda x: x["round"]),
"results": item["results"],
}
)
summary = run.summary or {}
return {
"run_id": run.id,
"target_id": run.target_id,
"target_name": target.name if target else "未知",
"scenario_id": run.scenario_id,
"scenario_name": scenario.name if scenario else "未知",
"status": run.status.value,
"started_at": run.started_at.isoformat() if run.started_at else None,
"completed_at": run.completed_at.isoformat() if run.completed_at else None,
"summary": {
"total_cases": summary.get("total_cases", 0),
"passed_cases": summary.get("passed_cases", 0),
"failed_cases": summary.get("failed_cases", 0),
"total_rules": summary.get("total_rules", 0),
"passed_rules": summary.get("passed_rules", 0),
"pass_rate": summary.get("pass_rate", 0.0),
},
"cases": cases,
}
def render_json_report(run_id: str, session=None) -> str:
"""Render a report as JSON string."""
report = generate_report(run_id, session)
return json.dumps(report, ensure_ascii=False, indent=2)
def render_html_report(run_id: str, session=None) -> str:
"""Render a report as HTML string."""
report = generate_report(run_id, session)
template = Template(HTML_TEMPLATE)
return template.render(report=report)
def save_report(run_id: str, fmt: str = "html", output_dir: Optional[Path] = None) -> Path:
"""Generate and save a report to disk."""
output_dir = output_dir or DATA_DIR / "reports"
output_dir.mkdir(parents=True, exist_ok=True)
timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
if fmt == "html":
content = render_html_report(run_id)
path = output_dir / f"report_{run_id}_{timestamp}.html"
elif fmt == "json":
content = render_json_report(run_id)
path = output_dir / f"report_{run_id}_{timestamp}.json"
else:
raise ValueError(f"unsupported report format: {fmt}")
path.write_text(content, encoding="utf-8")
return path