45403b23b4
- 新增 app/tree/repair/regenerator.py(VLM 重生成 + 级联修复) - supplement.py: deduplicate_field str() 防御 + inject_value strip - patch.py: ruff format 格式化 - repair_trees.sh: conda source 激活修复 - 新增 migrate_from_trm4.sh 迁移工具 - enhance/__init__.py → repair/__init__.py 重命名 Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
294 lines
9.8 KiB
Python
294 lines
9.8 KiB
Python
"""修复重生成器单元测试。"""
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from __future__ import annotations
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import asyncio
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import json
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from pathlib import Path
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from app.tree.index import (
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IndexMeta,
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L1Card,
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L1Node,
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L2Card,
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L2Node,
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L3Card,
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L3Node,
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TreeIndex,
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)
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from app.tree.repair.detector import NodeIssue
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from app.tree.repair.regenerator import RepairStats, repair_tree
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from core.types import LLMResponse
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def _mock_response(content: str) -> LLMResponse:
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"""构造模拟 LLMResponse。"""
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return LLMResponse(
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content=content,
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thinking="",
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model="mock",
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provider="mock",
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prompt_tokens=0,
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completion_tokens=0,
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latency_ms=0,
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ttft_ms=None,
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max_inter_token_ms=None,
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cache_hit=False,
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call_id="mock",
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)
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class MockVLM:
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"""模拟 VLM 端口,返回固定的 L3Card JSON。"""
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def __init__(self) -> None:
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self.call_count = 0
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async def chat_with_images(
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self,
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messages: list[dict],
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images: list,
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**kw: object,
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) -> LLMResponse:
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"""模拟 VLM 图文调用。"""
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self.call_count += 1
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return _mock_response(
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json.dumps(
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{
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"frame_summary": "修复后的帧描述",
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"visible_entities": ["修复实体"],
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"ongoing_actions": ["修复动作"],
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"visible_text": [],
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"spatial_layout": "居中",
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"visual_attributes": {"lighting": "明亮"},
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}
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)
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)
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class MockLLM:
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"""模拟 LLM 端口,根据 prompt 内容返回 L2Card 或 L1Card JSON。"""
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def __init__(self) -> None:
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self.call_count = 0
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async def chat(
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self,
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messages: list[dict],
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**kw: object,
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) -> LLMResponse:
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"""模拟 LLM 文本调用,按 prompt 内容区分 L2/L1 响应。"""
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self.call_count += 1
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content = messages[-1].get("content", "")
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if "段落" in content or "scene" in content.lower():
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return _mock_response(
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json.dumps(
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{
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"scene_summary": "修复后的场景",
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"main_setting": "室内",
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"key_entities": [],
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"main_actions": [],
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"topic_keywords": [],
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"visible_text": [],
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"temporal_flow": "",
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}
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)
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)
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return _mock_response(
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json.dumps(
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{
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"event_description": "修复后的事件",
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"entities": [],
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"actions": [],
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"action_subjects": [],
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"visible_text": [],
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"spatial_relations": "",
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"state_changes": None,
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}
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)
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)
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class TestRepairTree:
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"""repair_tree 核心测试。"""
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def _make_broken_tree(
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self,
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tmp_path: Path,
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) -> tuple[TreeIndex, list[NodeIssue]]:
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"""构建含一个空 frame_summary 的 L3 节点的测试树。"""
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frame_path = tmp_path / "frames" / "L1_000_L2_000_L3_000.jpg"
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frame_path.parent.mkdir(parents=True)
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frame_path.write_bytes(b"\xff\xd8\xff\xe0fake")
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l3 = L3Node(
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id="vid_L1_000_L2_000_L3_000",
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card=L3Card("", [], [], [], "", {}),
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timestamp=1.0,
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frame_path="frames/L1_000_L2_000_L3_000.jpg",
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)
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l2 = L2Node(
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id="vid_L1_000_L2_000",
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card=L2Card("原始事件", [], [], [], [], "", None),
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time_range=(0.0, 10.0),
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children=[l3],
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)
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l1 = L1Node(
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id="vid_L1_000",
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card=L1Card("原始场景", "", [], [], [], [], ""),
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time_range=(0.0, 10.0),
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children=[l2],
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)
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index = TreeIndex(metadata=IndexMeta("/t.mp4", "video"), roots=[l1])
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issues = [
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NodeIssue(
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"vid_L1_000_L2_000_L3_000",
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3,
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"empty_field",
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"frame_summary 为空",
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)
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]
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return index, issues
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def test_repairs_l3_and_cascades(self, tmp_path: Path) -> None:
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"""修复 L3 后应级联重生成 L2 和 L1。"""
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index, issues = self._make_broken_tree(tmp_path)
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stats = asyncio.run(repair_tree(index, issues, MockVLM(), MockLLM(), tmp_path))
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assert stats.l3_repaired == 1
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assert stats.l2_regenerated == 1
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assert stats.l1_regenerated == 1
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assert index.roots[0].children[0].children[0].card.frame_summary == "修复后的帧描述"
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assert index.roots[0].children[0].card.event_description == "修复后的事件"
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assert index.roots[0].card.scene_summary == "修复后的场景"
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def test_no_issues_no_changes(self) -> None:
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"""无问题时不进行任何修复。"""
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l3 = L3Node(
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id="l1_0_l2_0_l3_0",
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card=L3Card("正常", [], [], [], "", {}),
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timestamp=1.0,
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)
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l2 = L2Node(
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id="l1_0_l2_0",
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card=L2Card("正常事件", [], [], [], [], "", None),
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time_range=(0.0, 10.0),
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children=[l3],
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)
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l1 = L1Node(
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id="l1_0",
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card=L1Card("正常场景", "", [], [], [], [], ""),
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time_range=(0.0, 10.0),
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children=[l2],
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)
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index = TreeIndex(metadata=IndexMeta("/t.mp4", "video"), roots=[l1])
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stats = asyncio.run(repair_tree(index, [], MockVLM(), MockLLM(), Path("/tmp")))
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assert stats.l3_repaired == 0
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assert stats.l2_regenerated == 0
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assert stats.l1_regenerated == 0
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def test_stats_dataclass(self) -> None:
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"""RepairStats 数据类字段验证。"""
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stats = RepairStats(l3_repaired=2, l2_regenerated=1, l1_regenerated=1)
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assert stats.l3_repaired == 2
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assert stats.l2_regenerated == 1
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assert stats.l1_regenerated == 1
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def test_skips_non_empty_field_issues(self, tmp_path: Path) -> None:
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"""非 empty_field 类型的 issue 不触发 L3 修复。"""
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l3 = L3Node(
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id="l1_0_l2_0_l3_0",
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card=L3Card("正常描述", [], [], [], "", {}),
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timestamp=1.0,
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)
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l2 = L2Node(
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id="l1_0_l2_0",
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card=L2Card("原始事件", [], [], [], [], "", None),
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time_range=(0.0, 10.0),
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children=[l3],
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)
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l1 = L1Node(
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id="l1_0",
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card=L1Card("原始场景", "", [], [], [], [], ""),
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time_range=(0.0, 10.0),
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children=[l2],
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)
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index = TreeIndex(metadata=IndexMeta("/t.mp4", "video"), roots=[l1])
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issues = [NodeIssue("l1_0_l2_0_l3_0", 3, "missing_frame", "帧文件不存在")]
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stats = asyncio.run(repair_tree(index, issues, MockVLM(), MockLLM(), tmp_path))
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assert stats.l3_repaired == 0
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assert stats.l2_regenerated == 0
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def test_multiple_l3_under_same_l2(self, tmp_path: Path) -> None:
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"""同一 L2 下多个 L3 修复后,L2 只重生成一次。"""
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frame_dir = tmp_path / "frames"
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frame_dir.mkdir(parents=True)
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for i in range(2):
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(frame_dir / f"f{i}.jpg").write_bytes(b"\xff\xd8\xff\xe0fake")
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l3_a = L3Node(
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id="l1_0_l2_0_l3_0",
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card=L3Card("", [], [], [], "", {}),
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timestamp=1.0,
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frame_path="frames/f0.jpg",
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)
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l3_b = L3Node(
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id="l1_0_l2_0_l3_1",
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card=L3Card("", [], [], [], "", {}),
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timestamp=2.0,
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frame_path="frames/f1.jpg",
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)
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l2 = L2Node(
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id="l1_0_l2_0",
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card=L2Card("原始事件", [], [], [], [], "", None),
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time_range=(0.0, 10.0),
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children=[l3_a, l3_b],
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)
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l1 = L1Node(
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id="l1_0",
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card=L1Card("原始场景", "", [], [], [], [], ""),
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time_range=(0.0, 10.0),
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children=[l2],
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)
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index = TreeIndex(metadata=IndexMeta("/t.mp4", "video"), roots=[l1])
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issues = [
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NodeIssue("l1_0_l2_0_l3_0", 3, "empty_field", "frame_summary 为空"),
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NodeIssue("l1_0_l2_0_l3_1", 3, "empty_field", "frame_summary 为空"),
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]
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vlm = MockVLM()
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llm = MockLLM()
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stats = asyncio.run(repair_tree(index, issues, vlm, llm, tmp_path))
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assert stats.l3_repaired == 2
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assert stats.l2_regenerated == 1
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assert stats.l1_regenerated == 1
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assert vlm.call_count == 2
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# LLM 应被调用 2 次:一次 L2 + 一次 L1
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assert llm.call_count == 2
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def test_missing_frame_file_skips_l3(self, tmp_path: Path) -> None:
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"""帧文件不存在时跳过该 L3 节点的修复。"""
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l3 = L3Node(
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id="l1_0_l2_0_l3_0",
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card=L3Card("", [], [], [], "", {}),
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timestamp=1.0,
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frame_path="frames/nonexistent.jpg",
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)
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l2 = L2Node(
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id="l1_0_l2_0",
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card=L2Card("原始事件", [], [], [], [], "", None),
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time_range=(0.0, 10.0),
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children=[l3],
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)
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l1 = L1Node(
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id="l1_0",
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card=L1Card("原始场景", "", [], [], [], [], ""),
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time_range=(0.0, 10.0),
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children=[l2],
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)
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index = TreeIndex(metadata=IndexMeta("/t.mp4", "video"), roots=[l1])
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issues = [NodeIssue("l1_0_l2_0_l3_0", 3, "empty_field", "frame_summary 为空")]
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stats = asyncio.run(repair_tree(index, issues, MockVLM(), MockLLM(), tmp_path))
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# 帧文件不存在 → 跳过 L3 修复 → 无级联
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assert stats.l3_repaired == 0
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assert stats.l2_regenerated == 0
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assert stats.l1_regenerated == 0
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