Merge pull request #1085 from OxidBurn/postgres-improve-entities-relation-save-process

Postgresql - refactor the store entity/relation data
This commit is contained in:
zrguo
2025-03-17 15:39:59 +08:00
committed by GitHub

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@@ -432,19 +432,31 @@ class PGVectorStorage(BaseVectorStorage):
def _upsert_entities(self, item: dict[str, Any]) -> tuple[str, dict[str, Any]]:
upsert_sql = SQL_TEMPLATES["upsert_entity"]
source_id = item["source_id"]
if isinstance(source_id, str) and "<SEP>" in source_id:
chunk_ids = source_id.split("<SEP>")
else:
chunk_ids = [source_id]
data: dict[str, Any] = {
"workspace": self.db.workspace,
"id": item["__id__"],
"entity_name": item["entity_name"],
"content": item["content"],
"content_vector": json.dumps(item["__vector__"].tolist()),
"chunk_id": item["source_id"],
"chunk_ids": chunk_ids,
# TODO: add document_id
}
return upsert_sql, data
def _upsert_relationships(self, item: dict[str, Any]) -> tuple[str, dict[str, Any]]:
upsert_sql = SQL_TEMPLATES["upsert_relationship"]
source_id = item["source_id"]
if isinstance(source_id, str) and "<SEP>" in source_id:
chunk_ids = source_id.split("<SEP>")
else:
chunk_ids = [source_id]
data: dict[str, Any] = {
"workspace": self.db.workspace,
"id": item["__id__"],
@@ -452,7 +464,7 @@ class PGVectorStorage(BaseVectorStorage):
"target_id": item["tgt_id"],
"content": item["content"],
"content_vector": json.dumps(item["__vector__"].tolist()),
"chunk_id": item["source_id"],
"chunk_ids": chunk_ids,
# TODO: add document_id
}
return upsert_sql, data
@@ -950,10 +962,14 @@ class PGGraphStorage(BaseGraphStorage):
vertices.get(edge["end_id"], {}),
)
else:
if v is None or (v.count("{") < 1 and v.count("[") < 1):
if v is None:
d[k] = v
elif isinstance(v, str) and (v.count("{") < 1 and v.count("[") < 1):
d[k] = v
elif isinstance(v, str):
d[k] = json.loads(v)
else:
d[k] = json.loads(v) if isinstance(v, str) else v
d[k] = v
return d
@@ -1654,22 +1670,25 @@ SQL_TEMPLATES = {
update_time = CURRENT_TIMESTAMP
""",
"upsert_entity": """INSERT INTO LIGHTRAG_VDB_ENTITY (workspace, id, entity_name, content,
content_vector, chunk_id)
VALUES ($1, $2, $3, $4, $5, $6)
content_vector, chunk_ids)
VALUES ($1, $2, $3, $4, $5, $6::varchar[])
ON CONFLICT (workspace,id) DO UPDATE
SET entity_name=EXCLUDED.entity_name,
content=EXCLUDED.content,
content_vector=EXCLUDED.content_vector,
chunk_ids=EXCLUDED.chunk_ids,
update_time=CURRENT_TIMESTAMP
""",
"upsert_relationship": """INSERT INTO LIGHTRAG_VDB_RELATION (workspace, id, source_id,
target_id, content, content_vector, chunk_id)
VALUES ($1, $2, $3, $4, $5, $6, $7)
target_id, content, content_vector, chunk_ids)
VALUES ($1, $2, $3, $4, $5, $6, $7::varchar[])
ON CONFLICT (workspace,id) DO UPDATE
SET source_id=EXCLUDED.source_id,
target_id=EXCLUDED.target_id,
content=EXCLUDED.content,
content_vector=EXCLUDED.content_vector, update_time = CURRENT_TIMESTAMP
content_vector=EXCLUDED.content_vector,
chunk_ids=EXCLUDED.chunk_ids,
update_time = CURRENT_TIMESTAMP
""",
# SQL for VectorStorage
# "entities": """SELECT entity_name FROM
@@ -1720,8 +1739,8 @@ SQL_TEMPLATES = {
FROM (
SELECT r.id, r.source_id, r.target_id, 1 - (r.content_vector <=> '[{embedding_string}]'::vector) as distance
FROM LIGHTRAG_VDB_RELATION r
JOIN relevant_chunks c ON c.chunk_id = ANY(r.chunk_ids)
WHERE r.workspace=$1
AND r.chunk_id IN (SELECT chunk_id FROM relevant_chunks)
) filtered
WHERE distance>$2
ORDER BY distance DESC
@@ -1735,10 +1754,10 @@ SQL_TEMPLATES = {
)
SELECT entity_name FROM
(
SELECT id, entity_name, 1 - (content_vector <=> '[{embedding_string}]'::vector) as distance
FROM LIGHTRAG_VDB_ENTITY
where workspace=$1
AND chunk_id IN (SELECT chunk_id FROM relevant_chunks)
SELECT e.id, e.entity_name, 1 - (e.content_vector <=> '[{embedding_string}]'::vector) as distance
FROM LIGHTRAG_VDB_ENTITY e
JOIN relevant_chunks c ON c.chunk_id = ANY(e.chunk_ids)
WHERE e.workspace=$1
)
WHERE distance>$2
ORDER BY distance DESC