Files
life-echo/api/tests/test_classification_fragment.py
Kevin a3f61fcc0f feat(api+app): 对话阶段化、回忆录流水线与客户端会话体验
- DB: segments 用户输入文本(Alembic 0002)
- Chat: 阶段检测/阶段提示/回复限制,编排与访谈/画像 prompts 调整
- Memoir: 忠实度检查 agent,叙事与分类等链路更新
- Core: agent 日志、Alembic 启动、LangChain/日志/配置等
- Story: time_hints;Memory 检索与相关测试
- Expo: 助手头像、会话页与消息拆分、实时会话与文案/i18n
- Docs/scripts/tests: 迁移脚本、LLM JSON/记忆检索文档、新增单测
2026-03-26 12:13:36 +08:00

57 lines
1.8 KiB
Python
Raw Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
"""ClassificationAgent零散档案启发式与分类 none 语义(纯函数/无 LLM"""
import pytest
from app.agents.memoir.classification_agent import (
ClassificationAgent,
_looks_like_fragment_only,
_parse_category_from_llm_response,
)
@pytest.mark.parametrize(
"text,expected_fragment",
[
("", True),
(" ", True),
("我1999年出生", True),
("1999年出生。", True),
("1999年出生", True),
("我是云南人", True),
("我是北京籍。", True),
("小学二年级那次下雨爷爷背我过河,鞋全湿了。", False),
("我出生在农村,家里养过一头黄牛。", False),
("我是北京人,后来去上海读了大学。", False),
],
)
def test_looks_like_fragment_only(text: str, expected_fragment: bool) -> None:
assert _looks_like_fragment_only(text) is expected_fragment
def test_classify_skips_story_for_birth_year_without_llm() -> None:
agent = ClassificationAgent()
assert agent.classify("1999年出生", fallback_stage="childhood", llm=None) is None
@pytest.mark.parametrize(
"raw,expected",
[
('{"category": "childhood"}', "childhood"),
('```json\n{"category": "none"}\n```', "none"),
("childhood", "childhood"),
('"education"', "education"),
],
)
def test_parse_category_from_llm_response(raw: str, expected: str) -> None:
assert _parse_category_from_llm_response(raw) == expected
def test_classify_fallback_when_no_llm_and_narrative_snippet() -> None:
agent = ClassificationAgent()
out = agent.classify(
"小学二年级的时候我在操场上摔了一跤,膝盖流了很多血,是老师背我去医务室的。",
fallback_stage="childhood",
llm=None,
)
assert out == "education"