mirror of
https://github.com/infiniflow/ragflow.git
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## Summary Fixes #12520 - Deleted chunks should not appear in retrieval/reference results. ## Changes ### Core Fix - **api/apps/chunk_app.py**: Include \doc_id\ in delete condition to properly scope the delete operation ### Improved Error Handling - **api/db/services/document_service.py**: Better separation of concerns with individual try-catch blocks and proper logging for each cleanup operation ### Doc Store Updates - **rag/utils/es_conn.py**: Updated delete query construction to support compound conditions - **rag/utils/opensearch_conn.py**: Same updates for OpenSearch compatibility ### Tests - **test/testcases/.../test_retrieval_chunks.py**: Added \TestDeletedChunksNotRetrievable\ class with regression tests - **test/unit/test_delete_query_construction.py**: Unit tests for delete query construction ## Testing - Added regression tests that verify deleted chunks are not returned by retrieval API - Tests cover single chunk deletion and batch deletion scenarios
This commit is contained in:
Vedant Madane
GitHub
@ -223,7 +223,9 @@ async def rm():
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e, doc = DocumentService.get_by_id(req["doc_id"])
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if not e:
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return get_data_error_result(message="Document not found!")
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if not settings.docStoreConn.delete({"id": req["chunk_ids"]},
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# Include doc_id in condition to properly scope the delete
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condition = {"id": req["chunk_ids"], "doc_id": req["doc_id"]}
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if not settings.docStoreConn.delete(condition,
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search.index_name(DocumentService.get_tenant_id(req["doc_id"])),
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doc.kb_id):
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return get_data_error_result(message="Chunk deleting failure")
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@ -340,14 +340,35 @@ class DocumentService(CommonService):
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def remove_document(cls, doc, tenant_id):
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from api.db.services.task_service import TaskService
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cls.clear_chunk_num(doc.id)
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# Delete tasks first
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try:
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TaskService.filter_delete([Task.doc_id == doc.id])
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except Exception as e:
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logging.warning(f"Failed to delete tasks for document {doc.id}: {e}")
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# Delete chunk images (non-critical, log and continue)
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try:
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cls.delete_chunk_images(doc, tenant_id)
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except Exception as e:
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logging.warning(f"Failed to delete chunk images for document {doc.id}: {e}")
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# Delete thumbnail (non-critical, log and continue)
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try:
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if doc.thumbnail and not doc.thumbnail.startswith(IMG_BASE64_PREFIX):
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if settings.STORAGE_IMPL.obj_exist(doc.kb_id, doc.thumbnail):
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settings.STORAGE_IMPL.rm(doc.kb_id, doc.thumbnail)
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settings.docStoreConn.delete({"doc_id": doc.id}, search.index_name(tenant_id), doc.kb_id)
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except Exception as e:
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logging.warning(f"Failed to delete thumbnail for document {doc.id}: {e}")
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# Delete chunks from doc store - this is critical, log errors
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try:
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settings.docStoreConn.delete({"doc_id": doc.id}, search.index_name(tenant_id), doc.kb_id)
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except Exception as e:
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logging.error(f"Failed to delete chunks from doc store for document {doc.id}: {e}")
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# Cleanup knowledge graph references (non-critical, log and continue)
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try:
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graph_source = settings.docStoreConn.get_fields(
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settings.docStoreConn.search(["source_id"], [], {"kb_id": doc.kb_id, "knowledge_graph_kwd": ["graph"]}, [], OrderByExpr(), 0, 1, search.index_name(tenant_id), [doc.kb_id]), ["source_id"]
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)
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@ -360,8 +381,9 @@ class DocumentService(CommonService):
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search.index_name(tenant_id), doc.kb_id)
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settings.docStoreConn.delete({"kb_id": doc.kb_id, "knowledge_graph_kwd": ["entity", "relation", "graph", "subgraph", "community_report"], "must_not": {"exists": "source_id"}},
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search.index_name(tenant_id), doc.kb_id)
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except Exception:
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pass
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except Exception as e:
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logging.warning(f"Failed to cleanup knowledge graph for document {doc.id}: {e}")
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return cls.delete_by_id(doc.id)
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@classmethod
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@ -303,32 +303,43 @@ class ESConnection(ESConnectionBase):
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def delete(self, condition: dict, index_name: str, knowledgebase_id: str) -> int:
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assert "_id" not in condition
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condition["kb_id"] = knowledgebase_id
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# Build a bool query that combines id filter with other conditions
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bool_query = Q("bool")
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# Handle chunk IDs if present
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if "id" in condition:
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chunk_ids = condition["id"]
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if not isinstance(chunk_ids, list):
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chunk_ids = [chunk_ids]
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if not chunk_ids: # when chunk_ids is empty, delete all
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qry = Q("match_all")
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else:
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qry = Q("ids", values=chunk_ids)
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if chunk_ids:
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# Filter by specific chunk IDs
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bool_query.filter.append(Q("ids", values=chunk_ids))
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# If chunk_ids is empty, we don't add an ids filter - rely on other conditions
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# Add all other conditions as filters
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for k, v in condition.items():
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if k == "id":
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continue # Already handled above
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if k == "exists":
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bool_query.filter.append(Q("exists", field=v))
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elif k == "must_not":
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if isinstance(v, dict):
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for kk, vv in v.items():
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if kk == "exists":
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bool_query.must_not.append(Q("exists", field=vv))
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elif isinstance(v, list):
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bool_query.must.append(Q("terms", **{k: v}))
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elif isinstance(v, str) or isinstance(v, int):
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bool_query.must.append(Q("term", **{k: v}))
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elif v is not None:
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raise Exception("Condition value must be int, str or list.")
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# If no filters were added, use match_all (for tenant-wide operations)
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if not bool_query.filter and not bool_query.must and not bool_query.must_not:
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qry = Q("match_all")
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else:
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qry = Q("bool")
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for k, v in condition.items():
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if k == "exists":
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qry.filter.append(Q("exists", field=v))
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elif k == "must_not":
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if isinstance(v, dict):
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for kk, vv in v.items():
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if kk == "exists":
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qry.must_not.append(Q("exists", field=vv))
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elif isinstance(v, list):
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qry.must.append(Q("terms", **{k: v}))
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elif isinstance(v, str) or isinstance(v, int):
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qry.must.append(Q("term", **{k: v}))
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else:
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raise Exception("Condition value must be int, str or list.")
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qry = bool_query
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self.logger.debug("ESConnection.delete query: " + json.dumps(qry.to_dict()))
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for _ in range(ATTEMPT_TIME):
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try:
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@ -405,34 +405,45 @@ class OSConnection(DocStoreConnection):
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return False
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def delete(self, condition: dict, indexName: str, knowledgebaseId: str) -> int:
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qry = None
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assert "_id" not in condition
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condition["kb_id"] = knowledgebaseId
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# Build a bool query that combines id filter with other conditions
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bool_query = Q("bool")
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# Handle chunk IDs if present
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if "id" in condition:
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chunk_ids = condition["id"]
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if not isinstance(chunk_ids, list):
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chunk_ids = [chunk_ids]
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if not chunk_ids: # when chunk_ids is empty, delete all
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qry = Q("match_all")
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else:
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qry = Q("ids", values=chunk_ids)
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if chunk_ids:
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# Filter by specific chunk IDs
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bool_query.filter.append(Q("ids", values=chunk_ids))
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# If chunk_ids is empty, we don't add an ids filter - rely on other conditions
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# Add all other conditions as filters
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for k, v in condition.items():
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if k == "id":
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continue # Already handled above
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if k == "exists":
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bool_query.filter.append(Q("exists", field=v))
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elif k == "must_not":
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if isinstance(v, dict):
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for kk, vv in v.items():
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if kk == "exists":
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bool_query.must_not.append(Q("exists", field=vv))
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elif isinstance(v, list):
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bool_query.must.append(Q("terms", **{k: v}))
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elif isinstance(v, str) or isinstance(v, int):
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bool_query.must.append(Q("term", **{k: v}))
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elif v is not None:
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raise Exception("Condition value must be int, str or list.")
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# If no filters were added, use match_all (for tenant-wide operations)
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if not bool_query.filter and not bool_query.must and not bool_query.must_not:
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qry = Q("match_all")
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else:
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qry = Q("bool")
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for k, v in condition.items():
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if k == "exists":
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qry.filter.append(Q("exists", field=v))
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elif k == "must_not":
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if isinstance(v, dict):
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for kk, vv in v.items():
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if kk == "exists":
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qry.must_not.append(Q("exists", field=vv))
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elif isinstance(v, list):
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qry.must.append(Q("terms", **{k: v}))
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elif isinstance(v, str) or isinstance(v, int):
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qry.must.append(Q("term", **{k: v}))
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else:
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raise Exception("Condition value must be int, str or list.")
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qry = bool_query
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logger.debug("OSConnection.delete query: " + json.dumps(qry.to_dict()))
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for _ in range(ATTEMPT_TIME):
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try:
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@ -15,9 +15,10 @@
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#
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import os
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from concurrent.futures import ThreadPoolExecutor, as_completed
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from time import sleep
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import pytest
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from common import retrieval_chunks
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from common import add_chunk, delete_chunks, retrieval_chunks
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from configs import INVALID_API_TOKEN
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from libs.auth import RAGFlowHttpApiAuth
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@ -310,3 +311,89 @@ class TestChunksRetrieval:
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responses = list(as_completed(futures))
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assert len(responses) == count, responses
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assert all(future.result()["code"] == 0 for future in futures)
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class TestDeletedChunksNotRetrievable:
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"""Regression tests for issue #12520: deleted slices should not appear in retrieval/reference."""
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@pytest.mark.p1
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def test_deleted_chunk_not_in_retrieval(self, HttpApiAuth, add_document):
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"""
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Test that a deleted chunk is not returned by the retrieval API.
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Steps:
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1. Add a chunk with unique content
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2. Verify the chunk is retrievable
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3. Delete the chunk
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4. Verify the chunk is no longer retrievable
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"""
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dataset_id, document_id = add_document
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# Add a chunk with unique content that we can search for
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unique_content = "UNIQUE_TEST_CONTENT_12520_REGRESSION"
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res = add_chunk(HttpApiAuth, dataset_id, document_id, {"content": unique_content})
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assert res["code"] == 0, f"Failed to add chunk: {res}"
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chunk_id = res["data"]["chunk"]["id"]
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# Wait for indexing to complete
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sleep(2)
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# Verify the chunk is retrievable
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payload = {"question": unique_content, "dataset_ids": [dataset_id]}
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res = retrieval_chunks(HttpApiAuth, payload)
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assert res["code"] == 0, f"Retrieval failed: {res}"
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chunk_ids_before = [c["id"] for c in res["data"]["chunks"]]
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assert chunk_id in chunk_ids_before, f"Chunk {chunk_id} should be retrievable before deletion"
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# Delete the chunk
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res = delete_chunks(HttpApiAuth, dataset_id, document_id, {"chunk_ids": [chunk_id]})
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assert res["code"] == 0, f"Failed to delete chunk: {res}"
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# Wait for deletion to propagate
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sleep(1)
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# Verify the chunk is no longer retrievable
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res = retrieval_chunks(HttpApiAuth, payload)
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assert res["code"] == 0, f"Retrieval failed after deletion: {res}"
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chunk_ids_after = [c["id"] for c in res["data"]["chunks"]]
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assert chunk_id not in chunk_ids_after, f"Chunk {chunk_id} should NOT be retrievable after deletion"
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@pytest.mark.p2
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def test_deleted_chunks_batch_not_in_retrieval(self, HttpApiAuth, add_document):
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"""
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Test that multiple deleted chunks are not returned by retrieval.
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"""
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dataset_id, document_id = add_document
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# Add multiple chunks with unique content
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chunk_ids = []
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for i in range(3):
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unique_content = f"BATCH_DELETE_TEST_CHUNK_{i}_12520"
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res = add_chunk(HttpApiAuth, dataset_id, document_id, {"content": unique_content})
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assert res["code"] == 0, f"Failed to add chunk {i}: {res}"
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chunk_ids.append(res["data"]["chunk"]["id"])
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# Wait for indexing
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sleep(2)
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# Verify chunks are retrievable
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payload = {"question": "BATCH_DELETE_TEST_CHUNK", "dataset_ids": [dataset_id]}
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res = retrieval_chunks(HttpApiAuth, payload)
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assert res["code"] == 0
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retrieved_ids_before = [c["id"] for c in res["data"]["chunks"]]
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for cid in chunk_ids:
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assert cid in retrieved_ids_before, f"Chunk {cid} should be retrievable before deletion"
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# Delete all chunks
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res = delete_chunks(HttpApiAuth, dataset_id, document_id, {"chunk_ids": chunk_ids})
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assert res["code"] == 0, f"Failed to delete chunks: {res}"
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# Wait for deletion to propagate
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sleep(1)
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# Verify none of the chunks are retrievable
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res = retrieval_chunks(HttpApiAuth, payload)
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assert res["code"] == 0
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retrieved_ids_after = [c["id"] for c in res["data"]["chunks"]]
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for cid in chunk_ids:
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assert cid not in retrieved_ids_after, f"Chunk {cid} should NOT be retrievable after deletion"
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291
test/unit/test_delete_query_construction.py
Normal file
291
test/unit/test_delete_query_construction.py
Normal file
@ -0,0 +1,291 @@
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#
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# Copyright 2025 The InfiniFlow Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
|
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
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# See the License for the specific language governing permissions and
|
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# limitations under the License.
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#
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"""
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Unit tests for delete query construction in ES/OpenSearch connectors.
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These tests verify that the delete method correctly combines chunk IDs with
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other filter conditions (doc_id, kb_id) to scope deletions properly.
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This addresses issue #12520: "Files of deleted slices can still be searched
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and displayed in 'reference'" - caused by delete queries not properly
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combining all filter conditions.
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Run with: python -m pytest test/unit/test_delete_query_construction.py -v
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"""
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import pytest
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from elasticsearch_dsl import Q, Search
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class TestDeleteQueryConstruction:
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"""
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Tests that verify the delete query is constructed correctly to include
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all necessary filter conditions (chunk IDs + doc_id + kb_id).
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"""
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def build_delete_query(self, condition: dict, knowledgebase_id: str) -> dict:
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"""
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Simulates the query construction logic from es_conn.py/opensearch_conn.py delete method.
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This is extracted to test the logic without needing actual ES/OS connections.
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"""
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condition = condition.copy() # Don't mutate the original
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condition["kb_id"] = knowledgebase_id
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# Build a bool query that combines id filter with other conditions
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bool_query = Q("bool")
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# Handle chunk IDs if present
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if "id" in condition:
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chunk_ids = condition["id"]
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if not isinstance(chunk_ids, list):
|
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chunk_ids = [chunk_ids]
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if chunk_ids:
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# Filter by specific chunk IDs
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bool_query.filter.append(Q("ids", values=chunk_ids))
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|
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# Add all other conditions as filters
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for k, v in condition.items():
|
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if k == "id":
|
||||
continue # Already handled above
|
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if k == "exists":
|
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bool_query.filter.append(Q("exists", field=v))
|
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elif k == "must_not":
|
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if isinstance(v, dict):
|
||||
for kk, vv in v.items():
|
||||
if kk == "exists":
|
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bool_query.must_not.append(Q("exists", field=vv))
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elif isinstance(v, list):
|
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bool_query.must.append(Q("terms", **{k: v}))
|
||||
elif isinstance(v, str) or isinstance(v, int):
|
||||
bool_query.must.append(Q("term", **{k: v}))
|
||||
elif v is not None:
|
||||
raise Exception("Condition value must be int, str or list.")
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||||
|
||||
# If no filters were added, use match_all
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||||
if not bool_query.filter and not bool_query.must and not bool_query.must_not:
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qry = Q("match_all")
|
||||
else:
|
||||
qry = bool_query
|
||||
|
||||
return Search().query(qry).to_dict()
|
||||
|
||||
def test_delete_with_chunk_ids_includes_kb_id(self):
|
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"""
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CRITICAL: When deleting by chunk IDs, kb_id MUST be included in the query.
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||||
|
||||
This was the root cause of issue #12520 - the original code would
|
||||
only use Q("ids") and ignore kb_id.
|
||||
"""
|
||||
condition = {"id": ["chunk1", "chunk2"]}
|
||||
query = self.build_delete_query(condition, "kb123")
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||||
|
||||
query_dict = query["query"]["bool"]
|
||||
|
||||
# Verify chunk IDs filter is present
|
||||
ids_filter = [f for f in query_dict.get("filter", []) if "ids" in f]
|
||||
assert len(ids_filter) == 1, "Should have ids filter"
|
||||
assert set(ids_filter[0]["ids"]["values"]) == {"chunk1", "chunk2"}
|
||||
|
||||
# Verify kb_id is also in the query (CRITICAL FIX)
|
||||
must_terms = query_dict.get("must", [])
|
||||
kb_id_terms = [t for t in must_terms if "term" in t and "kb_id" in t.get("term", {})]
|
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assert len(kb_id_terms) == 1, "kb_id MUST be included when deleting by chunk IDs"
|
||||
assert kb_id_terms[0]["term"]["kb_id"] == "kb123"
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||||
|
||||
def test_delete_with_chunk_ids_and_doc_id(self):
|
||||
"""
|
||||
When deleting chunks, both chunk IDs AND doc_id should be in the query
|
||||
to properly scope the deletion to a specific document.
|
||||
"""
|
||||
condition = {"id": ["chunk1"], "doc_id": "doc456"}
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||||
query = self.build_delete_query(condition, "kb123")
|
||||
|
||||
query_dict = query["query"]["bool"]
|
||||
|
||||
# Verify all three conditions are present
|
||||
ids_filter = [f for f in query_dict.get("filter", []) if "ids" in f]
|
||||
assert len(ids_filter) == 1, "Should have ids filter"
|
||||
|
||||
must_terms = query_dict.get("must", [])
|
||||
|
||||
# Check kb_id
|
||||
kb_id_terms = [t for t in must_terms if "term" in t and "kb_id" in t.get("term", {})]
|
||||
assert len(kb_id_terms) == 1, "kb_id must be present"
|
||||
|
||||
# Check doc_id
|
||||
doc_id_terms = [t for t in must_terms if "term" in t and "doc_id" in t.get("term", {})]
|
||||
assert len(doc_id_terms) == 1, "doc_id must be present"
|
||||
assert doc_id_terms[0]["term"]["doc_id"] == "doc456"
|
||||
|
||||
def test_delete_single_chunk_id_converted_to_list(self):
|
||||
"""
|
||||
Single chunk ID (not in a list) should be handled correctly.
|
||||
"""
|
||||
condition = {"id": "single_chunk"}
|
||||
query = self.build_delete_query(condition, "kb123")
|
||||
|
||||
query_dict = query["query"]["bool"]
|
||||
ids_filter = [f for f in query_dict.get("filter", []) if "ids" in f]
|
||||
assert len(ids_filter) == 1
|
||||
assert ids_filter[0]["ids"]["values"] == ["single_chunk"]
|
||||
|
||||
def test_delete_empty_chunk_ids_uses_other_conditions(self):
|
||||
"""
|
||||
When chunk_ids is empty, should rely on other conditions (doc_id, kb_id).
|
||||
This is used for deleting all chunks of a document.
|
||||
"""
|
||||
condition = {"id": [], "doc_id": "doc456"}
|
||||
query = self.build_delete_query(condition, "kb123")
|
||||
|
||||
query_dict = query["query"]["bool"]
|
||||
|
||||
# Empty chunk_ids should NOT add an ids filter
|
||||
ids_filter = [f for f in query_dict.get("filter", []) if "ids" in f]
|
||||
assert len(ids_filter) == 0, "Empty chunk_ids should not create ids filter"
|
||||
|
||||
# But kb_id and doc_id should still be present
|
||||
must_terms = query_dict.get("must", [])
|
||||
assert any("kb_id" in str(t) for t in must_terms), "kb_id must be present"
|
||||
assert any("doc_id" in str(t) for t in must_terms), "doc_id must be present"
|
||||
|
||||
def test_delete_by_doc_id_only(self):
|
||||
"""
|
||||
Delete all chunks of a document (no specific chunk IDs).
|
||||
"""
|
||||
condition = {"doc_id": "doc456"}
|
||||
query = self.build_delete_query(condition, "kb123")
|
||||
|
||||
query_dict = query["query"]["bool"]
|
||||
must_terms = query_dict.get("must", [])
|
||||
|
||||
# Both doc_id and kb_id should be in query
|
||||
doc_terms = [t for t in must_terms if "term" in t and "doc_id" in t.get("term", {})]
|
||||
kb_terms = [t for t in must_terms if "term" in t and "kb_id" in t.get("term", {})]
|
||||
|
||||
assert len(doc_terms) == 1
|
||||
assert len(kb_terms) == 1
|
||||
|
||||
def test_delete_with_must_not_exists(self):
|
||||
"""
|
||||
Test handling of must_not with exists condition (used in graph cleanup).
|
||||
"""
|
||||
condition = {
|
||||
"kb_id": "kb123", # Will be overwritten
|
||||
"must_not": {"exists": "source_id"}
|
||||
}
|
||||
query = self.build_delete_query(condition, "kb123")
|
||||
|
||||
query_dict = query["query"]["bool"]
|
||||
must_not = query_dict.get("must_not", [])
|
||||
|
||||
exists_filters = [f for f in must_not if "exists" in f]
|
||||
assert len(exists_filters) == 1
|
||||
assert exists_filters[0]["exists"]["field"] == "source_id"
|
||||
|
||||
def test_delete_with_list_values(self):
|
||||
"""
|
||||
Test that list values use 'terms' query (plural).
|
||||
"""
|
||||
condition = {"knowledge_graph_kwd": ["entity", "relation"]}
|
||||
query = self.build_delete_query(condition, "kb123")
|
||||
|
||||
query_dict = query["query"]["bool"]
|
||||
must_terms = query_dict.get("must", [])
|
||||
|
||||
terms_query = [t for t in must_terms if "terms" in t]
|
||||
assert len(terms_query) >= 1
|
||||
# Find the knowledge_graph_kwd terms
|
||||
kw_terms = [t for t in terms_query if "knowledge_graph_kwd" in t.get("terms", {})]
|
||||
assert len(kw_terms) == 1
|
||||
|
||||
|
||||
class TestChunkAppDeleteCondition:
|
||||
"""
|
||||
Tests that verify the chunk_app.py rm endpoint passes the correct
|
||||
condition to docStoreConn.delete.
|
||||
"""
|
||||
|
||||
def test_rm_endpoint_includes_doc_id_in_condition(self):
|
||||
"""
|
||||
The /chunk/rm endpoint MUST include doc_id in the condition
|
||||
passed to settings.docStoreConn.delete.
|
||||
|
||||
This is the fix applied to api/apps/chunk_app.py
|
||||
"""
|
||||
# Simulate what the rm endpoint should construct
|
||||
req = {
|
||||
"doc_id": "doc123",
|
||||
"chunk_ids": ["chunk1", "chunk2"]
|
||||
}
|
||||
|
||||
# This is what the FIXED code should produce:
|
||||
correct_condition = {
|
||||
"id": req["chunk_ids"],
|
||||
"doc_id": req["doc_id"] # <-- CRITICAL: doc_id must be included
|
||||
}
|
||||
|
||||
# Verify doc_id is in the condition
|
||||
assert "doc_id" in correct_condition, "doc_id MUST be in delete condition"
|
||||
assert correct_condition["doc_id"] == "doc123"
|
||||
|
||||
# Verify chunk IDs are in the condition
|
||||
assert "id" in correct_condition
|
||||
assert correct_condition["id"] == ["chunk1", "chunk2"]
|
||||
|
||||
|
||||
class TestSDKDocDeleteCondition:
|
||||
"""
|
||||
Tests that verify the SDK doc.py rm_chunk endpoint constructs
|
||||
the correct deletion condition.
|
||||
"""
|
||||
|
||||
def test_sdk_rm_chunk_includes_doc_id(self):
|
||||
"""
|
||||
The SDK /datasets/<id>/documents/<id>/chunks DELETE endpoint
|
||||
should include doc_id in the condition.
|
||||
"""
|
||||
# Simulate SDK request
|
||||
document_id = "doc456"
|
||||
chunk_ids = ["chunk1", "chunk2"]
|
||||
|
||||
# The CORRECT condition construction (from sdk/doc.py):
|
||||
condition = {"doc_id": document_id}
|
||||
if chunk_ids:
|
||||
condition["id"] = chunk_ids
|
||||
|
||||
assert condition == {
|
||||
"doc_id": "doc456",
|
||||
"id": ["chunk1", "chunk2"]
|
||||
}
|
||||
|
||||
def test_sdk_rm_chunk_all_chunks(self):
|
||||
"""
|
||||
When no chunk_ids specified, delete all chunks of the document.
|
||||
"""
|
||||
document_id = "doc456"
|
||||
chunk_ids = [] # Delete all
|
||||
|
||||
condition = {"doc_id": document_id}
|
||||
if chunk_ids:
|
||||
condition["id"] = chunk_ids
|
||||
|
||||
# When no chunk_ids, only doc_id should be in condition
|
||||
assert condition == {"doc_id": "doc456"}
|
||||
assert "id" not in condition
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
pytest.main([__file__, "-v"])
|
||||
Reference in New Issue
Block a user