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LLM_CONFIG = { |
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"primary_provider": "huggingface", |
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"models": { |
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"reasoning_primary": { |
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"model_id": "Qwen/Qwen2.5-7B-Instruct", |
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"task": "general_reasoning", |
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"max_tokens": 10000, |
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"temperature": 0.7, |
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"cost_per_token": 0.000015, |
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"fallback": "gpt2", |
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"is_chat_model": True |
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}, |
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"embedding_specialist": { |
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"model_id": "sentence-transformers/all-MiniLM-L6-v2", |
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"task": "embeddings", |
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"vector_dimensions": 384, |
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"purpose": "semantic_similarity", |
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"cost_advantage": "90%_cheaper_than_primary", |
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"is_chat_model": False |
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}, |
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"classification_specialist": { |
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"model_id": "Qwen/Qwen2.5-7B-Instruct", |
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"task": "intent_classification", |
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"max_length": 512, |
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"specialization": "fast_inference", |
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"latency_target": "<100ms", |
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"is_chat_model": True |
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}, |
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|
"safety_checker": { |
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"model_id": "Qwen/Qwen2.5-7B-Instruct", |
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"task": "content_moderation", |
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|
"confidence_threshold": 0.85, |
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"purpose": "bias_detection", |
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"is_chat_model": True |
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} |
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}, |
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"routing_logic": { |
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"strategy": "task_based_routing", |
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"fallback_chain": ["primary", "fallback", "degraded_mode"], |
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"load_balancing": "round_robin_with_health_check" |
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}, |
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"zero_gpu_task_mapping": { |
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"intent_classification": "classification", |
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"embedding_generation": "embedding", |
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"safety_check": "general", |
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"general_reasoning": "reasoning", |
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"response_synthesis": "general" |
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} |
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} |
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|