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Description
1. BERT Similarity Model Tests (8 tests)
Root Cause: Failed to initialize BERT similarity model (sentence-transformers/all-MiniLM-L6-v2)
TestInitModel/InitWithSpecificModel- Model initialization with specific modelTestTokenization- Tokenization functionality testsTestEmbeddings- Embedding generation testsTestSimilarity- Similarity calculation testsTestFindMostSimilar- Finding most similar items testsTestUtilityFunctions/IsModelInitialized- Model initialization status checkTestErrorHandling/EmptyStringHandling- Empty string error handlingTestConcurrency- Concurrent operations tests
2. Milvus Vector Database Tests (5 tests)
Root Cause: MILVUS_URI environment variable not set
TestHybridCacheBasicOperations- Basic hybrid cache operationsTestHybridCachePendingRequest- Pending request handling in hybrid cacheTestHybridCacheEviction- Cache eviction logicTestHybridCacheLocalCacheHit- Local cache hit scenariosTestHybridVsMilvusSmoke- Smoke test comparing hybrid vs Milvus (also skipped in short mode)
3. Model Directory Tests (3 tests)
Root Cause: Models directory does not exist at ../../../../../models
TestAutoDiscoverModels_RealModels- Auto-discovery of available modelsTestAutoInitializeUnifiedClassifier- Unified classifier initializationTestUnifiedClassifier_Integration- Integration tests for unified classifier
4. LoRA Model Tests (1 test)
Root Cause: Candle BERT token classifier not available at ../models/lora_pii_detector_bert-base-uncased_model
TestCandleBertTokensWithLabels- Token classification with labels using LoRA model
5. Embedding Model Tests (4 tests)
Root Cause: Failed to initialize embedding models (Gemma model config not found at ../models/embeddinggemma-300m/config.json)
TestGetEmbeddingSmart- Smart embedding retrievalTestGetEmbeddingWithDim- Embedding with specific dimensionsTestEmbeddingConsistency- Embedding consistency validationTestEmbeddingPriorityRouting- Priority-based routing with embeddings
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area/test-and-releasegood first issueGood for newcomersGood for newcomershelp wantedExtra attention is neededExtra attention is needed