Refactor document handling and update Milvus collection settings
- Removed multiple failed document entries from `documents.json`. - Added a new document entry with updated metadata and changed the index name to `regulations_dense_1024_v2`. - Updated architecture documentation to reflect changes in the Milvus collection name. - Adjusted requirements by removing the sqlalchemy dependency. - Modified test cases to align with new document structure and naming conventions. - Introduced a new test file for Milvus vector index runtime recovery and error handling. - Updated assertions in various test files to ensure compatibility with the new schema.
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@@ -508,7 +508,7 @@ class DocumentQueryService:
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"""Return documents with real-time state from Milvus as the authoritative source.
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Algorithm:
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1. Query Milvus for all doc metadata (doc_id, doc_name, chunk_count, …).
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1. Query Milvus for all doc metadata (doc_id, doc_title, chunk_count, …).
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2. Load JSON/PG metadata records and index them by doc_id.
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3. Merge: Milvus-present docs get status=INDEXED and live chunk_count;
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metadata-only docs with status=INDEXED are demoted to FAILED.
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@@ -536,8 +536,8 @@ class DocumentQueryService:
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doc.chunk_count = row["chunk_count"]
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doc.status = DocumentStatus.INDEXED
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# Backfill fields that may be missing from older JSON records.
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if not doc.doc_name and row.get("doc_name"):
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doc.doc_name = row["doc_name"]
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if not doc.doc_name and row.get("doc_title"):
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doc.doc_name = row["doc_title"]
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if not doc.regulation_type and row.get("regulation_type"):
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doc.regulation_type = row["regulation_type"]
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if not doc.version and row.get("version"):
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@@ -553,8 +553,8 @@ class DocumentQueryService:
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if doc_id not in meta_by_id:
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synthetic = Document(
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doc_id=doc_id,
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doc_name=row.get("doc_name", doc_id),
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file_name=row.get("doc_name", doc_id),
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doc_name=row.get("doc_title", doc_id),
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file_name=row.get("doc_title", doc_id),
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object_name="",
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content_type="",
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size_bytes=0,
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