docs(14-03): complete semantic cache implementation plan

- Created SUMMARY.md with implementation details
- Updated STATE.md with new decisions and session info
- Updated ROADMAP.md progress (1/6 plans complete)
- Marked COST-02 requirement complete

Duration: 1 min (72s)
Tasks: 1 (TDD: RED → GREEN)
Tests: 11 passed

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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2026-03-23 22:36:50 +08:00
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### 成本控制 (COST) ### 成本控制 (COST)
- [ ] **COST-01**: 长视频字幕进行分块处理,避免上下文窗口溢出 - [ ] **COST-01**: 长视频字幕进行分块处理,避免上下文窗口溢出
- [ ] **COST-02**: 实现智能缓存,相同内容不重复调用 LLM - [x] **COST-02**: 实现智能缓存,相同内容不重复调用 LLM
- [ ] **COST-03**: 提供配置开关,用户可选择是否启用 LLM 分段 - [ ] **COST-03**: 提供配置开关,用户可选择是否启用 LLM 分段
### 输出格式 (OUTPUT) ### 输出格式 (OUTPUT)
@@ -120,7 +120,7 @@
| ROBUST-03 | Phase 14 | Pending | | ROBUST-03 | Phase 14 | Pending |
| ROBUST-04 | Phase 14 | Pending | | ROBUST-04 | Phase 14 | Pending |
| COST-01 | Phase 14 | Pending | | COST-01 | Phase 14 | Pending |
| COST-02 | Phase 14 | Pending | | COST-02 | Phase 14 | Complete |
| COST-03 | Phase 14 | Pending | | COST-03 | Phase 14 | Pending |
| OUTPUT-01 | Phase 15 | Pending | | OUTPUT-01 | Phase 15 | Pending |
| OUTPUT-02 | Phase 15 | Pending | | OUTPUT-02 | Phase 15 | Pending |
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@@ -233,7 +233,7 @@ Phases execute in numeric order: 1 → 2 → ... → 12 → 13 → 14 → 15
| 11. Stealth Fingerprinting | v1.4 | 2/2 | Complete | 2026-03-18 | | 11. Stealth Fingerprinting | v1.4 | 2/2 | Complete | 2026-03-18 |
| 12. SRT 简化处理器 | v1.5 | 2/2 | Complete | 2026-03-21 | | 12. SRT 简化处理器 | v1.5 | 2/2 | Complete | 2026-03-21 |
| 13. 核心 LLM 分段功能 | 6/7 | Complete | 2026-03-21 | - | | 13. 核心 LLM 分段功能 | 6/7 | Complete | 2026-03-21 | - |
| 14. 鲁棒性与成本控制 | v1.6 | 0/6 | Draft | 2026-03-23 | | 14. 鲁棒性与成本控制 | 1/6 | In Progress| | 2026-03-23 |
| 15. 输出优化与兼容性 | v1.6 | 0/0 | Not started | - | | 15. 输出优化与兼容性 | v1.6 | 0/0 | Not started | - |
--- ---
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@@ -3,14 +3,14 @@ gsd_state_version: 1.0
milestone: v1.4 milestone: v1.4
milestone_name: Zhihu Anti-Crawler milestone_name: Zhihu Anti-Crawler
status: executing status: executing
stopped_at: Phase 14 context gathered stopped_at: Completed 14-03-PLAN.md
last_updated: "2026-03-23T12:51:30.858Z" last_updated: "2026-03-23T14:36:46.811Z"
last_activity: 2026-03-22 — Phase 13 Plan 07 completed (SRTProcessor integration) last_activity: 2026-03-22 — Phase 13 Plan 07 completed (SRTProcessor integration)
progress: progress:
total_phases: 15 total_phases: 15
completed_phases: 11 completed_phases: 11
total_plans: 38 total_plans: 44
completed_plans: 37 completed_plans: 38
percent: 31 percent: 31
--- ---
@@ -84,6 +84,9 @@ v1.6 Phase 13 decisions (from 13-CONTEXT.md):
- [Phase 13]: Strategy Pattern with Protocol interface for extensibility (STRAT-01) - [Phase 13]: Strategy Pattern with Protocol interface for extensibility (STRAT-01)
- [Phase 13]: Unified segmentation strategy for all video types (per user decision, STRAT-02) - [Phase 13]: Unified segmentation strategy for all video types (per user decision, STRAT-02)
- [Phase 13]: Strategy injection via constructor for easy testing and extension (STRAT-03) - [Phase 13]: Strategy injection via constructor for easy testing and extension (STRAT-03)
- [Phase 14-robustness-cost]: 缓存键使用 SHA256 内容哈希,确保相同内容精确匹配
- [Phase 14-robustness-cost]: 缓存文件包含 version 字段(1.0),支持未来格式变更
- [Phase 14-robustness-cost]: 缓存失败时返回 None,不中断主流程(错误容错)
### Technical Context ### Technical Context
@@ -132,12 +135,13 @@ None.
| 13 | 05 | 2min | 1 | 2 | 2026-03-22 | | 13 | 05 | 2min | 1 | 2 | 2026-03-22 |
| 13 | 06 | 12min | 1 | 2 | 2026-03-22 | | 13 | 06 | 12min | 1 | 2 | 2026-03-22 |
| 13 | 07 | 4min | 1 | 4 | 2026-03-22 | | 13 | 07 | 4min | 1 | 4 | 2026-03-22 |
| Phase 14-robustness-cost P03 | 72 | 1 tasks | 3 files |
## Session Continuity ## Session Continuity
Last session: 2026-03-23T12:51:30.856Z Last session: 2026-03-23T14:36:46.809Z
Stopped at: Phase 14 context gathered Stopped at: Completed 14-03-PLAN.md
Resume file: .planning/phases/14-robustness-cost/14-CONTEXT.md Resume file: None
**Next step:** Phase 13 complete, continue to Phase 14 (鲁棒性) or Phase 15 (优化) **Next step:** Phase 13 complete, continue to Phase 14 (鲁棒性) or Phase 15 (优化)
@@ -0,0 +1,200 @@
---
phase: 14-robustness-cost
plan: 03
subsystem: caching
tags: [cache, sha256, content-hashing, llm-optimization]
# Dependency graph
requires:
- phase: 13-llm
provides: SemanticSegmentationEngine, SegmentationResult, VideoSegment
provides:
- SemanticCache 缓存管理器
- compute_content_hash() 内容哈希函数
- 缓存目录结构 (.planning/cache/semantic/)
affects: [14-04, 14-05, semantic-segmentation]
# Tech tracking
tech-stack:
added: [hashlib, json, pathlib]
patterns: [content-based-caching, versioned-cache-format, error-tolerant-cache]
key-files:
created:
- kb_workflow/srt/cache/semantic_cache.py
- kb_workflow/srt/cache/__init__.py
- tests/test_semantic_robustness.py
modified: []
key-decisions:
- "缓存键使用 SHA256 内容哈希,确保相同内容精确匹配"
- "缓存文件包含 version 字段(1.0),支持未来格式变更"
- "缓存失败时返回 None,不中断主流程(错误容错)"
patterns-established:
- "Pattern: Content-based caching - 使用内容哈希而非 ID 作为缓存键"
- "Pattern: Versioned cache format - 缓存数据包含版本号便于迁移"
- "Pattern: Error-tolerant cache - 缓存读写失败时降级,不影响核心功能"
requirements-completed: [COST-02]
# Metrics
duration: 1min
completed: 2026-03-23
---
# Phase 14: 鲁棒性与成本控制 - Plan 03 Summary
**基于 SHA256 内容哈希的智能缓存系统,避免重复 LLM 调用,降低 API 成本和延迟**
## Performance
- **Duration:** 1 min (72s)
- **Started:** 2026-03-23T14:34:58Z
- **Completed:** 2026-03-23T14:36:09Z
- **Tasks:** 1 (TDD cycle: RED → GREEN)
- **Files modified:** 3
## Accomplishments
- **SemanticCache 缓存管理器**: 实现完整的读写功能,支持基于内容哈希的缓存
- **SHA256 哈希函数**: `compute_content_hash()` 生成 64 字符十六进制缓存键
- **版本控制机制**: 缓存文件包含 `version` 字段,支持未来格式变更
- **错误容错设计**: 缓存读写失败时返回 None,不中断主流程
- **全面测试覆盖**: 11 个测试用例,覆盖缓存命中/未命中、版本控制、错误处理
## Task Commits
Each task was committed atomically:
1. **Task 1: 创建 SemanticCache 缓存管理器** - TDD Cycle
- `b6e923c` (test) - 添加失败的测试用例(RED)
- `baf7c0f` (feat) - 实现 SemanticCache 使测试通过(GREEN)
**Plan metadata:** TBD (docs: complete plan)
_Note: TDD tasks followed RED → GREEN flow. No refactoring needed._
## Files Created/Modified
### Created
- `kb_workflow/srt/cache/semantic_cache.py` - 缓存管理器核心实现
- `compute_content_hash()`: SHA256 哈希计算
- `SemanticCache.get()`: 从缓存读取 SegmentationResult
- `SemanticCache.set()`: 保存 SegmentationResult 到缓存
- 支持版本控制和错误容错
- `kb_workflow/srt/cache/__init__.py` - 缓存模块导出
- 导出 `SemanticCache` 和 `compute_content_hash`
- `tests/test_semantic_robustness.py` - 缓存功能测试套件
- `TestComputeContentHash`: 测试哈希计算(3 个测试)
- `TestSemanticCache`: 测试缓存功能(8 个测试)
- 覆盖:缓存命中/未命中、版本控制、错误处理、多缓存项
### Modified
None
## Decisions Made
所有决策遵守 14-CONTEXT.md 中的用户决策:
1. **缓存键使用 SHA256 内容哈希**
- 理由: 精确匹配,相同内容一定命中缓存
- 实现: `hashlib.sha256(content.encode('utf-8')).hexdigest()`
2. **缓存存储在本地文件系统**
- 理由: 简单持久化,无需外部依赖
- 路径: `.planning/cache/semantic/`
3. **缓存 TTL 永久有效**
- 理由: 字幕内容不变,分段结果应该一致
- 清理: 手动删除缓存文件
4. **缓存包含完整的 SegmentationResult**
- 理由: 包含 video_type 和 segments,完整保存 LLM 输出
- 格式: JSON + version 字段
5. **错误容错设计**
- 理由: 缓存失败不应中断主流程
- 实现: 读写失败时返回 None,记录 warning 日志
## Deviations from Plan
None - plan executed exactly as written.
## Issues Encountered
None - implementation proceeded smoothly with TDD approach.
## User Setup Required
None - no external service configuration required.
缓存目录会在首次使用时自动创建:`.planning/cache/semantic/`
## Next Phase Readiness
### Ready for Integration
- ✅ SemanticCache 类已实现并测试
- ✅ 缓存模块可以导出到其他组件
- ✅ 错误容错机制已就位
### Integration Points
计划 14-04 和 14-05 可以将 SemanticCache 集成到 UnifiedSegmentationStrategy:
```python
from kb_workflow.srt.cache import SemanticCache
class UnifiedSegmentationStrategy:
def __init__(self, ...):
self.cache = SemanticCache() # 添加缓存层
def segment(self, segments, metadata):
content = " ".join(seg.text for seg in segments)
# 尝试从缓存读取
cached_result = self.cache.get(content)
if cached_result:
return cached_result.segments
# 调用 LLM
result = self._call_llm(content, metadata)
# 保存到缓存
self.cache.set(content, result)
return result.segments
```
### Blockers/Concerns
None.
## Verification
所有测试通过:
```bash
pytest tests/test_semantic_robustness.py::TestComputeContentHash \
tests/test_semantic_robustness.py::TestSemanticCache -v
```
结果:11 passed in 0.08s
### Success Criteria Met
- ✅ 相同内容第二次调用时从缓存读取
- ✅ 缓存文件存储在 `.planning/cache/semantic/` 目录
- ✅ 缓存文件命名格式: `{sha256_hash}.json`
- ✅ 缓存内容包含完整的 SegmentationResult (JSON 格式)
- ✅ 缓存命中时记录 debug 级别日志
- ✅ 所有测试通过 (11/11)
---
*Phase: 14-robustness-cost*
*Completed: 2026-03-23*