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bump version to 6.2.6 in package.json
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@@ -14,6 +14,8 @@ except ImportError:
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# Model profiles with metadata
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# Note: 768d is max recommended dimension for optimal performance/quality balance
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# 1024d models are available but not recommended due to higher resource usage
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MODEL_PROFILES = {
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"fast": {
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"model_name": "BAAI/bge-small-en-v1.5",
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@@ -21,6 +23,15 @@ MODEL_PROFILES = {
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"size_mb": 80,
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"description": "Fast, lightweight, English-optimized",
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"use_case": "Quick prototyping, resource-constrained environments",
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"recommended": True,
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},
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"base": {
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"model_name": "BAAI/bge-base-en-v1.5",
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"dimensions": 768,
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"size_mb": 220,
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"description": "General purpose, good balance of speed and quality",
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"use_case": "General text search, documentation",
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"recommended": True,
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},
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"code": {
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"model_name": "jinaai/jina-embeddings-v2-base-code",
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@@ -28,20 +39,31 @@ MODEL_PROFILES = {
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"size_mb": 150,
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"description": "Code-optimized, best for programming languages",
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"use_case": "Open source projects, code semantic search",
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"recommended": True,
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},
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"minilm": {
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"model_name": "sentence-transformers/all-MiniLM-L6-v2",
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"dimensions": 384,
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"size_mb": 90,
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"description": "Popular lightweight model, good quality",
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"use_case": "General purpose, low resource environments",
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"recommended": True,
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},
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"multilingual": {
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"model_name": "intfloat/multilingual-e5-large",
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"dimensions": 1024,
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"size_mb": 1000,
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"description": "Multilingual + code support",
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"description": "Multilingual + code support (high resource usage)",
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"use_case": "Enterprise multilingual projects",
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"recommended": False, # 1024d not recommended
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},
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"balanced": {
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"model_name": "mixedbread-ai/mxbai-embed-large-v1",
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"dimensions": 1024,
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"size_mb": 600,
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"description": "High accuracy, general purpose",
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"description": "High accuracy, general purpose (high resource usage)",
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"use_case": "High-quality semantic search, balanced performance",
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"recommended": False, # 1024d not recommended
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},
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}
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