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333 lines
13 KiB
Python
333 lines
13 KiB
Python
"""Report generation for evaluation runs."""
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import json
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from datetime import datetime
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from pathlib import Path
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from typing import Any, Optional
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from jinja2 import Template
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from agenteval.storage.db import DATA_DIR, iso_utc
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from agenteval.storage.repository import RunRepository, ScenarioRepository, TargetRepository
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from agenteval.utils.llm import extract_reply_text
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HTML_TEMPLATE = """<!DOCTYPE html>
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<html lang="zh-CN">
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<head>
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<meta charset="UTF-8">
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<title>评测报告 - {{ report.run_id }}</title>
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<style>
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body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif; margin: 40px; background: #f5f5f5; }
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.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); }
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h1 { margin-top: 0; }
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.summary { display: grid; grid-template-columns: repeat(auto-fit, minmax(140px, 1fr)); gap: 16px; margin: 24px 0; }
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.card { background: #fafafa; border-radius: 6px; padding: 16px; text-align: center; }
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.card .value { font-size: 24px; font-weight: 700; }
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.card .label { color: #666; font-size: 14px; margin-top: 4px; }
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.case { border: 1px solid #e0e0e0; border-radius: 6px; margin: 16px 0; padding: 16px; }
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.case-title { font-weight: 600; margin-bottom: 8px; }
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.turn { background: #f9f9f9; border-radius: 4px; padding: 12px; margin: 8px 0; }
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.message-label { color: #666; font-size: 12px; }
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.rule { display: flex; align-items: center; gap: 8px; margin: 6px 0; }
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.badge { padding: 2px 8px; border-radius: 4px; font-size: 12px; }
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.pass { background: #e6f7e6; color: #2e7d32; }
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.fail { background: #ffebee; color: #c62828; }
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pre { white-space: pre-wrap; word-break: break-word; background: #f5f5f5; padding: 8px; border-radius: 4px; }
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</style>
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</head>
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<body>
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<div class="container">
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<h1>评测报告</h1>
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<p>评测对象：{{ report.target_name }}（{{ report.target_id }}）</p>
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<p>评测场景：{{ report.scenario_name }}（{{ report.scenario_id }}）</p>
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<p>执行时间：{{ report.started_at }} 至 {{ report.completed_at or '进行中' }}</p>
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<div class="summary">
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<div class="card">
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<div class="value">{{ report.summary.total_cases }}</div>
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<div class="label">用例总数</div>
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</div>
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<div class="card">
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<div class="value">{{ report.summary.passed_cases }}</div>
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<div class="label">通过用例</div>
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</div>
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<div class="card">
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<div class="value">{{ report.summary.total_rules }}</div>
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<div class="label">规则总数</div>
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</div>
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<div class="card">
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<div class="value">{{ "%.2f"|format(report.summary.pass_rate * 100) }}%</div>
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<div class="label">规则通过率</div>
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</div>
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</div>
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{% for case in report.cases %}
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<div class="case">
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<div class="case-title">用例 {{ case.case_id }}</div>
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{% for turn in case.turns %}
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<div class="turn">
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<div class="message-label">用户消息</div>
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<pre>{{ turn.sent_text }}</pre>
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<div class="message-label">智能体回复（{{ turn.latency_ms }}ms）</div>
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<pre>{{ turn.reply_text or '（无回复）' }}</pre>
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</div>
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{% endfor %}
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<div>
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{% for result in case.results %}
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<div class="rule">
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<span class="badge {{ 'pass' if result.passed else 'fail' }}">{{ '通过' if result.passed else '失败' }}</span>
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<span>{{ result.rule_type }}: {{ result.reason }}</span>
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</div>
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{% endfor %}
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</div>
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</div>
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{% endfor %}
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</div>
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</body>
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</html>
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"""
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def _extract_text(data: Any) -> str:
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return extract_reply_text(data)
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def generate_report(run_id: str, session=None) -> dict[str, Any]:
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"""Build a structured report dict for a run."""
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run_repo = RunRepository(session)
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target_repo = TargetRepository(session)
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scenario_repo = ScenarioRepository(session)
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run = run_repo.get(run_id)
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if not run:
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raise ValueError(f"run not found: {run_id}")
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target = target_repo.get(run.target_id)
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scenario = scenario_repo.get(run.scenario_id)
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turns = run_repo.get_turns(run_id)
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results = run_repo.get_results(run_id)
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# Group by case
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case_map: dict[str, dict[str, Any]] = {}
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for turn in turns:
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case_map.setdefault(turn.case_id, {"turns": [], "results": []})
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sent = turn.get_sent_message()
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reply = turn.get_reply()
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case_map[turn.case_id]["turns"].append(
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{
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"round": turn.round_index,
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"sent_text": _extract_text(sent.get("msgBody")),
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"reply_text": _extract_text(reply.get("msgBody") if reply else None),
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"latency_ms": turn.latency_ms,
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"question_msg_id": turn.question_msg_id,
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}
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)
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for result in results:
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case_map.setdefault(result.case_id, {"turns": [], "results": []})
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case_map[result.case_id]["results"].append(
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{
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"rule_type": result.rule_type,
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"passed": result.passed,
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"score": result.score,
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"reason": result.reason,
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}
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)
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cases = []
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for case_id in sorted(case_map.keys()):
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item = case_map[case_id]
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cases.append(
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{
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"case_id": case_id,
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"turns": sorted(item["turns"], key=lambda x: x["round"]),
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"results": item["results"],
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}
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)
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summary = run.summary or {}
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return {
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"run_id": run.id,
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"target_id": run.target_id,
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"target_name": target.name if target else "未知",
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"scenario_id": run.scenario_id,
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"scenario_name": scenario.name if scenario else "未知",
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"status": run.status.value,
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"started_at": iso_utc(run.started_at),
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"completed_at": iso_utc(run.completed_at),
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"summary": {
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"total_cases": summary.get("total_cases", 0),
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"passed_cases": summary.get("passed_cases", 0),
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"failed_cases": summary.get("failed_cases", 0),
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"total_rules": summary.get("total_rules", 0),
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"passed_rules": summary.get("passed_rules", 0),
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"pass_rate": summary.get("pass_rate", 0.0),
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},
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"cases": cases,
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}
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def generate_compare_report(run_id_1: str, run_id_2: str, session=None) -> dict[str, Any]:
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"""Build a side-by-side comparison dict for two runs of the same scenario."""
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report_a = generate_report(run_id_1, session)
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report_b = generate_report(run_id_2, session)
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# Cross-scenario case_ids never overlap, so every case would be flagged
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# "changed" and the diff would be meaningless — reject early.
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if report_a.get("scenario_id") != report_b.get("scenario_id"):
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raise ValueError("compare report requires both runs to use the same scenario")
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def _summary_delta(key: str) -> float:
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return report_b["summary"][key] - report_a["summary"][key]
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# Case-level diff: match by case_id
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cases_a = {c["case_id"]: c for c in report_a.get("cases", [])}
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cases_b = {c["case_id"]: c for c in report_b.get("cases", [])}
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all_case_ids = sorted(set(cases_a) | set(cases_b))
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case_diffs = []
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for cid in all_case_ids:
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ca = cases_a.get(cid)
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cb = cases_b.get(cid)
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def _case_passed(c):
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if not c:
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return None
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results = c.get("results", [])
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if not results:
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# No rule results (e.g. errored case) must not count as passed.
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return None
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return all(r["passed"] for r in results)
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case_diffs.append(
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{
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"case_id": cid,
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"run_a_passed": _case_passed(ca),
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"run_b_passed": _case_passed(cb),
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"changed": _case_passed(ca) != _case_passed(cb),
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"run_a_results": ca["results"] if ca else [],
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"run_b_results": cb["results"] if cb else [],
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}
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)
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return {
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"run_a": {
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"run_id": run_id_1,
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"target_name": report_a.get("target_name"),
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"scenario_name": report_a.get("scenario_name"),
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"status": report_a.get("status"),
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"started_at": report_a.get("started_at"),
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"summary": report_a["summary"],
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},
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"run_b": {
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"run_id": run_id_2,
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"target_name": report_b.get("target_name"),
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"scenario_name": report_b.get("scenario_name"),
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"status": report_b.get("status"),
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"started_at": report_b.get("started_at"),
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"summary": report_b["summary"],
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},
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"delta": {
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"pass_rate": round(_summary_delta("pass_rate"), 4),
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"passed_cases": int(_summary_delta("passed_cases")),
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"passed_rules": int(_summary_delta("passed_rules")),
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},
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"cases": case_diffs,
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"changed_cases": sum(1 for c in case_diffs if c["changed"]),
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}
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def render_markdown_report(run_id: str, session=None) -> str:
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"""Render a report as Markdown string."""
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report = generate_report(run_id, session)
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s = report["summary"]
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lines: list[str] = [
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f"# 评测报告 — {report.get('scenario_name', run_id)}",
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"",
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f"**评测对象**: {report.get('target_name', '-')} ",
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f"**评测场景**: {report.get('scenario_name', '-')} ",
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f"**状态**: {report.get('status', '-')} ",
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f"**开始时间**: {report.get('started_at', '-')} ",
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f"**完成时间**: {report.get('completed_at', '-')} ",
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"",
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"## 汇总",
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"",
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"| 指标 | 数值 |",
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"|------|------|",
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f"| 总用例数 | {s['total_cases']} |",
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f"| 通过用例 | {s['passed_cases']} |",
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f"| 失败用例 | {s['failed_cases']} |",
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f"| 总规则数 | {s['total_rules']} |",
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f"| 通过规则 | {s['passed_rules']} |",
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f"| 通过率 | {s['pass_rate'] * 100:.1f}% |",
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"",
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"## 用例明细",
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"",
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]
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for case in report.get("cases", []):
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case_passed = all(r["passed"] for r in case.get("results", []))
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badge = "✅" if case_passed else "❌"
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lines.append(f"### {badge} 用例 `{case['case_id']}`")
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lines.append("")
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for turn in case.get("turns", []):
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lines.append(f"**第 {turn['round']} 轮**")
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lines.append("")
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lines.append(f"> **用户**: {turn.get('sent_text', '—')}")
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lines.append("")
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reply = turn.get("reply_text") or "（无回复）"
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lines.append(f"> **智能体**: {reply}")
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if turn.get("latency_ms") is not None:
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lines.append(f"> *延迟: {turn['latency_ms']}ms*")
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lines.append("")
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if case.get("results"):
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lines.append("**规则评估结果**")
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lines.append("")
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lines.append("| 规则 | 结果 | 评分 | 说明 |")
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lines.append("|------|------|------|------|")
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for r in case["results"]:
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badge = "✅" if r["passed"] else "❌"
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score = f"{r['score']:.2f}" if r.get("score") is not None else "-"
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lines.append(f"| {r['rule_type']} | {badge} | {score} | {r.get('reason', '')} |")
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lines.append("")
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return "\n".join(lines)
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def render_json_report(run_id: str, session=None) -> str:
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"""Render a report as JSON string."""
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report = generate_report(run_id, session)
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return json.dumps(report, ensure_ascii=False, indent=2)
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def render_html_report(run_id: str, session=None) -> str:
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"""Render a report as HTML string."""
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report = generate_report(run_id, session)
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template = Template(HTML_TEMPLATE)
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return template.render(report=report)
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def save_report(run_id: str, fmt: str = "html", output_dir: Optional[Path] = None) -> Path:
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"""Generate and save a report to disk."""
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output_dir = output_dir or DATA_DIR / "reports"
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output_dir.mkdir(parents=True, exist_ok=True)
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timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
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if fmt == "html":
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content = render_html_report(run_id)
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path = output_dir / f"report_{run_id}_{timestamp}.html"
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elif fmt == "json":
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content = render_json_report(run_id)
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path = output_dir / f"report_{run_id}_{timestamp}.json"
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elif fmt == "markdown":
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content = render_markdown_report(run_id)
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path = output_dir / f"report_{run_id}_{timestamp}.md"
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else:
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raise ValueError(f"unsupported report format: {fmt}")
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path.write_text(content, encoding="utf-8")
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return path
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