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FastAPI backend for question answering with retrieval from Pinecone and generation through Hugging Face models. The system ingests PDFs, chunks text with LangChain utilities, embeds chunks, stores ...

PARALLEL_MIN_POINTS = int(os.environ.get('WPC_COPC_PARALLEL_MIN', '2000000')) MAX_WRITE_PROCS = int(os.environ.get('WPC_COPC_WRITE_PROCS', '8')) # Octree depth at ...