def gerar_resposta_compilada(serializer): return { "num_chunks_retrieval": serializer["num_chunks_retrieval"], "embedding_weight": serializer["embedding_weight"], "bm25_weight": serializer["bm25_weight"], "context_window": serializer["context_window"], "chunk_overlap": serializer["chunk_overlap"], "num_k_rerank": serializer["num_k_rerank"], "model_cohere_rerank": serializer["model_cohere_rerank"], "more_initial_chunks_for_reranking": serializer[ "more_initial_chunks_for_reranking" ], "claude_context_model": serializer["claude_context_model"], "gpt_temperature": serializer["gpt_temperature"], "user_message": serializer["user_message"], "model": serializer["model"], "hf_embedding": serializer["hf_embedding"], "chunk_size": serializer["chunk_size"], "chunk_overlap": serializer["chunk_overlap"], "prompt_auxiliar": serializer["prompt_auxiliar"], "prompt_gerar_documento": serializer["prompt_gerar_documento"], }