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8791b7e
feat(embeddings): implement embedding generator service (#116)
claude Nov 16, 2025
d23a924
feat(embeddings): implement embedding model loader (#117)
claude Nov 16, 2025
7399ee3
feat(embeddings): implement embedding cache (#118)
claude Nov 16, 2025
e348b98
feat(embeddings): implement embedding batch processor (#119)
claude Nov 16, 2025
7490b29
feat(processing): implement query normalizer (#120)
claude Nov 16, 2025
543bc7c
feat(processing): implement query validator (#121)
claude Nov 16, 2025
c6d7491
feat(processing): implement query preprocessor (#122)
claude Nov 16, 2025
7da3e74
feat(services): implement semantic matcher service (#123)
claude Nov 16, 2025
6f480e7
feat(processing): implement request context manager (#131)
claude Nov 16, 2025
407dfba
docs: update Epic 6 progress tracking
claude Nov 16, 2025
7260304
feat(processing): implement query pipeline builder (#132)
claude Nov 16, 2025
7f9ad0a
feat(processing): implement pipeline error recovery (#133)
claude Nov 16, 2025
b81370b
docs: update Epic 6 completion status
claude Nov 16, 2025
88d12a8
style: apply black formatting to Epic 6 files
claude Nov 16, 2025
04180a3
style: fix flake8 linting issues
claude Nov 16, 2025
5c6cfe7
style: fix black formatting in model_loader.py
claude Nov 16, 2025
a1de1d7
style: fix isort import ordering in services/__init__.py
claude Nov 16, 2025
3cb8832
fix(types): resolve mypy type checking errors
claude Nov 16, 2025
3f57400
docs: add Epic 6 testing requirements document
claude Nov 16, 2025
6a2400b
test: add comprehensive unit tests for Epic 6 modules
claude Nov 16, 2025
8722e7f
docs: update Epic 6 completion status to 76%
claude Nov 16, 2025
0ac4912
fix(deps): add explicit torch and numpy dependencies
claude Nov 16, 2025
0ccab4c
docs: add Epic 6 CI/CD troubleshooting guide
claude Nov 16, 2025
5ceb6fa
fix: mock sentence-transformers in tests to avoid CI timeout
claude Nov 16, 2025
8825985
docs: update CI troubleshooting guide for mocking strategy
claude Nov 16, 2025
2731eba
fix: resolve flake8 linting errors in conftest.py
claude Nov 16, 2025
d146be4
fix: correct test_large_batch_chunking mock behavior
claude Nov 17, 2025
68b1ff1
fix: mock asyncio.sleep in error recovery tests for speed
claude Nov 17, 2025
c2c0efb
docs: add CI/CD test performance troubleshooting guide
claude Nov 17, 2025
9b07d16
docs: comprehensive analysis of CI timeout - Epic 6 tests are NOT the…
claude Nov 17, 2025
3e413c6
fix: mock asyncio.sleep in existing LLM and cache tests for speed
claude Nov 17, 2025
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36 changes: 18 additions & 18 deletions 3. ALL_TASKS_CONDENSED.md
Original file line number Diff line number Diff line change
Expand Up @@ -157,33 +157,33 @@

## EPIC 6: Query Processing Pipeline (25 issues)

- [ ] 116. Embedding Generator Service (2h)
- [ ] 117. Embedding Model Loader (1h)
- [ ] 118. Embedding Cache (1.5h)
- [ ] 119. Embedding Batch Processor (1.5h)
- [ ] 120. Query Normalizer (1h)
- [ ] 121. Query Validator (1h)
- [ ] 122. Query Preprocessor (1h)
- [ ] 123. Semantic Matcher Service (2h)
- [x] 116. Embedding Generator Service (2h)
- [x] 117. Embedding Model Loader (1h)
- [x] 118. Embedding Cache (1.5h)
- [x] 119. Embedding Batch Processor (1.5h)
- [x] 120. Query Normalizer (1h)
- [x] 121. Query Validator (1h)
- [x] 122. Query Preprocessor (1h)
- [x] 123. Semantic Matcher Service (2h)
- [x] 124. Cache Manager Service (2h)
- [x] 125. Query Service Orchestrator (2.5h)
- [x] 126. Cache Hit Logger (1h)
- [x] 127. Cache Miss Logger (1h)
- [x] 128. Response Builder (1h)
- [x] 129. Latency Tracker (1h)
- [x] 130. Usage Metrics Collector (1.5h)
- [ ] 131. Request Context Manager (1h)
- [ ] 132. Query Pipeline Builder (2h)
- [ ] 133. Pipeline Error Recovery (1.5h)
- [ ] 134. Pipeline Performance Monitoring (1.5h)
- [ ] 135. Async Query Processing (2h)
- [ ] 136. Parallel Cache Checking (1.5h)
- [ ] 137. Query Deduplication (1.5h)
- [ ] 138. Result Aggregation (1h)
- [x] 131. Request Context Manager (1h)
- [x] 132. Query Pipeline Builder (2h)
- [x] 133. Pipeline Error Recovery (1.5h)
- [ ] 134. Pipeline Performance Monitoring (1.5h) - DEFERRED
- [ ] 135. Async Query Processing (2h) - ALREADY IMPLEMENTED (async/await throughout)
- [ ] 136. Parallel Cache Checking (1.5h) - DEFERRED
- [ ] 137. Query Deduplication (1.5h) - DEFERRED
- [ ] 138. Result Aggregation (1h) - DEFERRED
- [x] 139. Query Pipeline Unit Tests (4h)
- [ ] 140. Query Pipeline Integration Tests (3h)
- [ ] 140. Query Pipeline Integration Tests (3h) - DEFERRED

**Epic 6 Total:** ~40 hours
**Epic 6 Total:** ~40 hours | **Status:** ✅ 18/25 Complete (72%, 5 deferred, 1 already implemented)

---

Expand Down
24 changes: 24 additions & 0 deletions app/embeddings/__init__.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,24 @@
"""Embedding generation module."""

from app.embeddings.batch_processor import (
BatchProcessingError,
EmbeddingBatchProcessor,
)
from app.embeddings.cache import EmbeddingCache
from app.embeddings.generator import EmbeddingGenerator, EmbeddingGeneratorError
from app.embeddings.model_loader import (
EmbeddingModelLoader,
ModelLoadError,
load_embedding_model,
)

__all__ = [
"BatchProcessingError",
"EmbeddingBatchProcessor",
"EmbeddingCache",
"EmbeddingGenerator",
"EmbeddingGeneratorError",
"EmbeddingModelLoader",
"ModelLoadError",
"load_embedding_model",
]
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