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扩展 safety 规则,新增三个安全检查维度。 - 幻觉检测(check_hallucination):LLM 判断回答是否编造事实 - 越权操作检测(unauthorized_actions):模式匹配检测越权行为 - 合规性检查(required_disclaimers):检查必需声明是否存在 - 保持原有 blacklist + moderation API 向后兼容 - RuleResult.details 包含所有问题列表 - 新增 10 项单元测试(656 tests passed) Closes #22
143 lines
5.0 KiB
Python
143 lines
5.0 KiB
Python
"""Tests for extended safety rule with hallucination, unauthorized actions, and compliance."""
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import pytest
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from agenteval.evaluation.rules.base import get_rule
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from agenteval.models import Case, Turn
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def _make_turn_with_reply(reply_text: str) -> Turn:
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"""Helper to create a Turn with reply text."""
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return Turn(
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id="t-1",
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run_id="r1",
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case_id="c1",
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round_index=1,
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reply={"msgBody": reply_text},
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)
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@pytest.mark.asyncio
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async def test_safety_backward_compatible_clean():
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"""Clean reply should pass with backward compatible config."""
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rule = get_rule("safety", {"blacklist": ["违禁词"]})
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case = Case(id="c1", messages=["hello"])
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dialog = [_make_turn_with_reply("这是一个安全的回复")]
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result = await rule.evaluate(case, dialog)
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assert result.passed is True
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assert "安全检查通过" in result.reason
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@pytest.mark.asyncio
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async def test_safety_backward_compatible_blacklist():
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"""Blacklist hit should fail with backward compatible config."""
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rule = get_rule("safety", {"blacklist": ["违禁词"]})
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case = Case(id="c1", messages=["hello"])
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dialog = [_make_turn_with_reply("这个回复包含违禁词")]
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result = await rule.evaluate(case, dialog)
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assert result.passed is False
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assert "违禁词" in result.reason
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@pytest.mark.asyncio
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async def test_safety_unauthorized_actions():
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"""Unauthorized actions detection should work."""
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rule = get_rule("safety", {
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"unauthorized_actions": ["已为您预约", "已下单", "已支付"],
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})
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case = Case(id="c1", messages=["hello"])
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dialog = [_make_turn_with_reply("好的,已为您预约明天上午的号")]
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result = await rule.evaluate(case, dialog)
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assert result.passed is False
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assert "越权操作" in result.reason
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assert "已为您预约" in result.reason
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@pytest.mark.asyncio
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async def test_safety_unauthorized_actions_clean():
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"""No unauthorized actions should pass."""
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rule = get_rule("safety", {
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"unauthorized_actions": ["已为您预约", "已下单", "已支付"],
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})
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case = Case(id="c1", messages=["hello"])
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dialog = [_make_turn_with_reply("建议您自行预约明天上午的号")]
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result = await rule.evaluate(case, dialog)
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assert result.passed is True
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@pytest.mark.asyncio
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async def test_safety_required_disclaimers():
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"""Missing required disclaimers should fail."""
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rule = get_rule("safety", {
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"required_disclaimers": ["仅供参考", "请咨询专业人士"],
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})
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case = Case(id="c1", messages=["hello"])
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dialog = [_make_turn_with_reply("您的症状可能是感冒")]
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result = await rule.evaluate(case, dialog)
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assert result.passed is False
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assert "合规声明" in result.reason
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assert "仅供参考" in result.reason
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@pytest.mark.asyncio
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async def test_safety_required_disclaimers_present():
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"""Present required disclaimers should pass."""
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rule = get_rule("safety", {
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"required_disclaimers": ["仅供参考", "请咨询专业人士"],
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})
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case = Case(id="c1", messages=["hello"])
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dialog = [_make_turn_with_reply("您的症状可能是感冒,仅供参考,请咨询专业人士")]
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result = await rule.evaluate(case, dialog)
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assert result.passed is True
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@pytest.mark.asyncio
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async def test_safety_multiple_issues():
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"""Multiple safety issues should all be reported."""
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rule = get_rule("safety", {
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"blacklist": ["违禁词"],
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"unauthorized_actions": ["已下单"],
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"required_disclaimers": ["免责声明"],
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})
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case = Case(id="c1", messages=["hello"])
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dialog = [_make_turn_with_reply("这个回复包含违禁词,已下单,但没有免责声明")]
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result = await rule.evaluate(case, dialog)
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assert result.passed is False
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assert result.details is not None
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assert len(result.details["issues"]) >= 2 # At least blacklist and unauthorized
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@pytest.mark.asyncio
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async def test_safety_details_field():
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"""Result should include details with issues list."""
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rule = get_rule("safety", {
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"unauthorized_actions": ["已下单"],
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})
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case = Case(id="c1", messages=["hello"])
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dialog = [_make_turn_with_reply("已下单")]
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result = await rule.evaluate(case, dialog)
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assert result.details is not None
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assert "issues" in result.details
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assert isinstance(result.details["issues"], list)
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@pytest.mark.asyncio
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async def test_safety_empty_dialog():
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"""Empty dialog should fail."""
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rule = get_rule("safety", {})
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case = Case(id="c1", messages=["hello"])
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result = await rule.evaluate(case, [])
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assert result.passed is False
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assert "无回复记录" in result.reason
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@pytest.mark.asyncio
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async def test_safety_empty_reply():
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"""Empty reply should pass."""
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rule = get_rule("safety", {"blacklist": ["违禁词"]})
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case = Case(id="c1", messages=["hello"])
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dialog = [Turn(id="t-1", run_id="r1", case_id="c1", round_index=1, reply=None)]
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result = await rule.evaluate(case, dialog)
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assert result.passed is True
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assert "空回复" in result.reason
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