perf: switch Qdrant to AsyncQdrantClient with explicit timeout
Every vector call ran on the sync QdrantClient inside async wrapper methods, blocking the FastAPI event loop per Qdrant round-trip. The wrapper now holds an AsyncQdrantClient (timeout via QDRANT_TIMEOUT, default 30s) and awaits all client calls; the wrapper API is unchanged. Call sites off the wrapper were fixed too: the HybridRAG document leg now uses the async search_vectors wrapper instead of the deprecated raw client.search (also fixing its call to the nonexistent ollama.embed_text which made the leg permanently report 'failed'), the health check awaits get_collections, and document_sync's raw delete/upsert calls are awaited (routed through wrappers in the next commit). Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01QbFZyDvYksazX6nYQYZ67L
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@@ -148,7 +148,7 @@ class TestQdrantIntegration:
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collection_name = qdrant_client.get_collection_name(test_user)
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await qdrant_client.ensure_collection(collection_name)
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collections = qdrant_client.client.get_collections()
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collections = await qdrant_client.client.get_collections()
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collection_names = [c.name for c in collections.collections]
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assert collection_name in collection_names
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