4ecba7d35a
index: message-based windowed chunking (5 msgs/1h gap), better unicode cleaning, separate dense (with timestamps)/sparse content renderers, BM25 preload on startup, ThreadPoolExecutor(4), UVICORN_WORKERS=4, Dockerfile copies all *.py search: proper multi-module structure (query_builder, retrieval, rerank, aggregation), RERANK_LIMIT 60→15 (fixes 429 errors), extra dense vectors for variants/hyde, date+asker metadata filters, httpx pool (100/20/30s), BM25 preload on startup, Dockerfile copies all *.py 68/68 unit tests passing Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
56 lines
2 KiB
Python
56 lines
2 KiB
Python
import logging
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import os
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from typing import Any
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EMBEDDINGS_DENSE_MODEL = "Qwen/Qwen3-Embedding-0.6B"
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SPARSE_MODEL_NAME = "Qdrant/bm25"
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RERANKER_MODEL = "nvidia/llama-nemotron-rerank-1b-v2"
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HOST = os.getenv("HOST", "0.0.0.0")
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PORT = int(os.getenv("PORT", "8003"))
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API_KEY = os.getenv("API_KEY")
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EMBEDDINGS_DENSE_URL = os.getenv("EMBEDDINGS_DENSE_URL")
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RERANKER_URL = os.getenv("RERANKER_URL")
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QDRANT_URL = os.getenv("QDRANT_URL")
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QDRANT_COLLECTION_NAME = os.getenv("QDRANT_COLLECTION_NAME", "evaluation")
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QDRANT_DENSE_VECTOR_NAME = os.getenv("QDRANT_DENSE_VECTOR_NAME", "dense")
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QDRANT_SPARSE_VECTOR_NAME = os.getenv("QDRANT_SPARSE_VECTOR_NAME", "sparse")
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OPEN_API_LOGIN = os.getenv("OPEN_API_LOGIN")
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OPEN_API_PASSWORD = os.getenv("OPEN_API_PASSWORD")
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DENSE_PREFETCH_K = 80
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SPARSE_PREFETCH_K = 200
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RETRIEVE_K = 150
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RERANK_LIMIT = 15
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TOP_K = 50
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HTTP_TIMEOUT = 30.0
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HTTP_MAX_RETRIES = 2
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REQUIRED_ENV_VARS = ["EMBEDDINGS_DENSE_URL", "RERANKER_URL", "QDRANT_URL"]
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logging.basicConfig(level=os.getenv("LOG_LEVEL", "INFO"))
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logger = logging.getLogger("search-service")
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def validate_required_env() -> None:
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if bool(OPEN_API_LOGIN) != bool(OPEN_API_PASSWORD):
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raise RuntimeError("OPEN_API_LOGIN and OPEN_API_PASSWORD must be set together")
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if not API_KEY and not (OPEN_API_LOGIN and OPEN_API_PASSWORD):
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raise RuntimeError("Either API_KEY or OPEN_API_LOGIN and OPEN_API_PASSWORD must be set")
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missing = [name for name in REQUIRED_ENV_VARS if not os.getenv(name)]
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if missing:
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logger.error("Empty required env vars: %s", ", ".join(missing))
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raise RuntimeError(f"Empty required env vars: {', '.join(missing)}")
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def get_upstream_kwargs() -> dict[str, Any]:
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headers = {"Content-Type": "application/json"}
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kwargs: dict[str, Any] = {"headers": headers}
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if OPEN_API_LOGIN and OPEN_API_PASSWORD:
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kwargs["auth"] = (OPEN_API_LOGIN, OPEN_API_PASSWORD)
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return kwargs
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if API_KEY:
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headers["Authorization"] = f"Bearer {API_KEY}"
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return kwargs
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