mirror of
https://git.mirrors.martin98.com/https://github.com/langgenius/dify.git
synced 2025-08-12 17:58:59 +08:00
feat: tencent vectordb: use grpc client and set upsert batch size (#16016)
Co-authored-by: wlleiiwang <wlleiiwang@tencent.com>
This commit is contained in:
parent
c23135c9e8
commit
a743d5dc71
@ -1,8 +1,9 @@
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import json
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import math
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from typing import Any, Optional
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from pydantic import BaseModel
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from tcvectordb import VectorDBClient # type: ignore
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from tcvectordb import RPCVectorDBClient, VectorDBException # type: ignore
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from tcvectordb.model import document, enum # type: ignore
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from tcvectordb.model import index as vdb_index # type: ignore
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from tcvectordb.model.document import Filter # type: ignore
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@ -27,6 +28,7 @@ class TencentConfig(BaseModel):
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metric_type: str = "L2"
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shard: int = 1
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replicas: int = 2
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max_upsert_batch_size: int = 128
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def to_tencent_params(self):
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return {"url": self.url, "username": self.username, "key": self.api_key, "timeout": self.timeout}
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@ -41,19 +43,10 @@ class TencentVector(BaseVector):
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def __init__(self, collection_name: str, config: TencentConfig):
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super().__init__(collection_name)
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self._client_config = config
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self._client = VectorDBClient(**self._client_config.to_tencent_params())
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self._db = self._init_database()
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self._client = RPCVectorDBClient(**self._client_config.to_tencent_params())
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def _init_database(self):
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exists = False
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for db in self._client.list_databases():
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if db.database_name == self._client_config.database:
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exists = True
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break
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if exists:
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return self._client.database(self._client_config.database)
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else:
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return self._client.create_database(database_name=self._client_config.database)
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return self._client.create_database_if_not_exists(database_name=self._client_config.database)
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def get_type(self) -> str:
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return VectorType.TENCENT
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@ -62,8 +55,11 @@ class TencentVector(BaseVector):
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return {"type": self.get_type(), "vector_store": {"class_prefix": self._collection_name}}
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def _has_collection(self) -> bool:
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collections = self._db.list_collections()
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return any(collection.collection_name == self._collection_name for collection in collections)
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return bool(
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self._client.exists_collection(
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database_name=self._client_config.database, collection_name=self.collection_name
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)
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)
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def _create_collection(self, dimension: int) -> None:
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lock_name = "vector_indexing_lock_{}".format(self._collection_name)
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@ -75,7 +71,6 @@ class TencentVector(BaseVector):
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if self._has_collection():
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return
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self.delete()
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index_type = None
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for k, v in enum.IndexType.__members__.items():
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if k == self._client_config.index_type:
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@ -99,16 +94,41 @@ class TencentVector(BaseVector):
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params,
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),
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vdb_index.FilterIndex(self.field_text, enum.FieldType.String, enum.IndexType.FILTER),
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vdb_index.FilterIndex(self.field_metadata, enum.FieldType.String, enum.IndexType.FILTER),
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)
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self._db.create_collection(
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name=self._collection_name,
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shard=self._client_config.shard,
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replicas=self._client_config.replicas,
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description="Collection for Dify",
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index=index,
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vdb_index.FilterIndex(self.field_metadata, enum.FieldType.Json, enum.IndexType.FILTER),
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)
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try:
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self._client.create_collection(
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database_name=self._client_config.database,
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collection_name=self._collection_name,
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shard=self._client_config.shard,
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replicas=self._client_config.replicas,
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description="Collection for Dify",
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index=index,
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)
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except VectorDBException as e:
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if "fieldType:json" not in e.message:
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raise e
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# vdb version not support json, use string
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index = vdb_index.Index(
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vdb_index.FilterIndex(self.field_id, enum.FieldType.String, enum.IndexType.PRIMARY_KEY),
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vdb_index.VectorIndex(
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self.field_vector,
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dimension,
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index_type,
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metric_type,
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params,
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),
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vdb_index.FilterIndex(self.field_text, enum.FieldType.String, enum.IndexType.FILTER),
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vdb_index.FilterIndex(self.field_metadata, enum.FieldType.String, enum.IndexType.FILTER),
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)
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self._client.create_collection(
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database_name=self._client_config.database,
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collection_name=self._collection_name,
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shard=self._client_config.shard,
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replicas=self._client_config.replicas,
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description="Collection for Dify",
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index=index,
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)
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redis_client.set(collection_exist_cache_key, 1, ex=3600)
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def create(self, texts: list[Document], embeddings: list[list[float]], **kwargs):
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@ -119,22 +139,34 @@ class TencentVector(BaseVector):
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texts = [doc.page_content for doc in documents]
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metadatas = [doc.metadata for doc in documents]
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total_count = len(embeddings)
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docs = []
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for i in range(0, total_count):
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if metadatas is None:
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continue
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metadata = metadatas[i] or {}
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doc = document.Document(
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id=metadata.get("doc_id"),
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vector=embeddings[i],
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text=texts[i],
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metadata=json.dumps(metadata),
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batch_size = self._client_config.max_upsert_batch_size
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batch = math.ceil(total_count / batch_size)
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for j in range(batch):
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docs = []
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start_idx = j * batch_size
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end_idx = min(total_count, (j + 1) * batch_size)
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for i in range(start_idx, end_idx):
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if metadatas is None:
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continue
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metadata = metadatas[i] or {}
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doc = document.Document(
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id=metadata.get("doc_id"),
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vector=embeddings[i],
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text=texts[i],
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metadata=metadata,
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)
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docs.append(doc)
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self._client.upsert(
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database_name=self._client_config.database,
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collection_name=self.collection_name,
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documents=docs,
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timeout=self._client_config.timeout,
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)
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docs.append(doc)
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self._db.collection(self._collection_name).upsert(docs, self._client_config.timeout)
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def text_exists(self, id: str) -> bool:
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docs = self._db.collection(self._collection_name).query(document_ids=[id])
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docs = self._client.query(
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database_name=self._client_config.database, collection_name=self.collection_name, document_ids=[id]
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)
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if docs and len(docs) > 0:
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return True
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return False
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@ -142,17 +174,25 @@ class TencentVector(BaseVector):
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def delete_by_ids(self, ids: list[str]) -> None:
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if not ids:
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return
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self._db.collection(self._collection_name).delete(document_ids=ids)
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self._client.delete(
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database_name=self._client_config.database, collection_name=self.collection_name, document_ids=ids
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)
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def delete_by_metadata_field(self, key: str, value: str) -> None:
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self._db.collection(self._collection_name).delete(filter=Filter(Filter.In(f"metadata.{key}", [value])))
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self._client.delete(
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database_name=self._client_config.database,
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collection_name=self.collection_name,
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filter=Filter(Filter.In(f"metadata.{key}", [value])),
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)
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def search_by_vector(self, query_vector: list[float], **kwargs: Any) -> list[Document]:
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document_ids_filter = kwargs.get("document_ids_filter")
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filter = None
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if document_ids_filter:
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filter = Filter(Filter.In("metadata.document_id", document_ids_filter))
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res = self._db.collection(self._collection_name).search(
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res = self._client.search(
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database_name=self._client_config.database,
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collection_name=self.collection_name,
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vectors=[query_vector],
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filter=filter,
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params=document.HNSWSearchParams(ef=kwargs.get("ef", 10)),
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@ -173,8 +213,6 @@ class TencentVector(BaseVector):
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for result in res[0]:
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meta = result.get(self.field_metadata)
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if meta is not None:
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meta = json.loads(meta)
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score = 1 - result.get("score", 0.0)
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if score > score_threshold:
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meta["score"] = score
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@ -184,7 +222,7 @@ class TencentVector(BaseVector):
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return docs
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def delete(self) -> None:
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self._db.drop_collection(name=self._collection_name)
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self._client.drop_collection(database_name=self._client_config.database, collection_name=self.collection_name)
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class TencentVectorFactory(AbstractVectorFactory):
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225
api/poetry.lock
generated
225
api/poetry.lock
generated
@ -845,6 +845,10 @@ files = [
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{file = "Brotli-1.1.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:a37b8f0391212d29b3a91a799c8e4a2855e0576911cdfb2515487e30e322253d"},
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{file = "Brotli-1.1.0-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:e84799f09591700a4154154cab9787452925578841a94321d5ee8fb9a9a328f0"},
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{file = "Brotli-1.1.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:f66b5337fa213f1da0d9000bc8dc0cb5b896b726eefd9c6046f699b169c41b9e"},
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{file = "Brotli-1.1.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:5dab0844f2cf82be357a0eb11a9087f70c5430b2c241493fc122bb6f2bb0917c"},
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{file = "Brotli-1.1.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:e4fe605b917c70283db7dfe5ada75e04561479075761a0b3866c081d035b01c1"},
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{file = "Brotli-1.1.0-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:1e9a65b5736232e7a7f91ff3d02277f11d339bf34099a56cdab6a8b3410a02b2"},
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{file = "Brotli-1.1.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:58d4b711689366d4a03ac7957ab8c28890415e267f9b6589969e74b6e42225ec"},
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{file = "Brotli-1.1.0-cp310-cp310-win32.whl", hash = "sha256:be36e3d172dc816333f33520154d708a2657ea63762ec16b62ece02ab5e4daf2"},
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{file = "Brotli-1.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:0c6244521dda65ea562d5a69b9a26120769b7a9fb3db2fe9545935ed6735b128"},
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{file = "Brotli-1.1.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:a3daabb76a78f829cafc365531c972016e4aa8d5b4bf60660ad8ecee19df7ccc"},
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@ -857,8 +861,14 @@ files = [
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{file = "Brotli-1.1.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:19c116e796420b0cee3da1ccec3b764ed2952ccfcc298b55a10e5610ad7885f9"},
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{file = "Brotli-1.1.0-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:510b5b1bfbe20e1a7b3baf5fed9e9451873559a976c1a78eebaa3b86c57b4265"},
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{file = "Brotli-1.1.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:a1fd8a29719ccce974d523580987b7f8229aeace506952fa9ce1d53a033873c8"},
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{file = "Brotli-1.1.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c247dd99d39e0338a604f8c2b3bc7061d5c2e9e2ac7ba9cc1be5a69cb6cd832f"},
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{file = "Brotli-1.1.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:1b2c248cd517c222d89e74669a4adfa5577e06ab68771a529060cf5a156e9757"},
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{file = "Brotli-1.1.0-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:2a24c50840d89ded6c9a8fdc7b6ed3692ed4e86f1c4a4a938e1e92def92933e0"},
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{file = "Brotli-1.1.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f31859074d57b4639318523d6ffdca586ace54271a73ad23ad021acd807eb14b"},
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{file = "Brotli-1.1.0-cp311-cp311-win32.whl", hash = "sha256:39da8adedf6942d76dc3e46653e52df937a3c4d6d18fdc94a7c29d263b1f5b50"},
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{file = "Brotli-1.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:aac0411d20e345dc0920bdec5548e438e999ff68d77564d5e9463a7ca9d3e7b1"},
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{file = "Brotli-1.1.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:32d95b80260d79926f5fab3c41701dbb818fde1c9da590e77e571eefd14abe28"},
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{file = "Brotli-1.1.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:b760c65308ff1e462f65d69c12e4ae085cff3b332d894637f6273a12a482d09f"},
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{file = "Brotli-1.1.0-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:316cc9b17edf613ac76b1f1f305d2a748f1b976b033b049a6ecdfd5612c70409"},
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{file = "Brotli-1.1.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:caf9ee9a5775f3111642d33b86237b05808dafcd6268faa492250e9b78046eb2"},
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{file = "Brotli-1.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:70051525001750221daa10907c77830bc889cb6d865cc0b813d9db7fefc21451"},
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@ -869,8 +879,24 @@ files = [
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{file = "Brotli-1.1.0-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:4093c631e96fdd49e0377a9c167bfd75b6d0bad2ace734c6eb20b348bc3ea180"},
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{file = "Brotli-1.1.0-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:7e4c4629ddad63006efa0ef968c8e4751c5868ff0b1c5c40f76524e894c50248"},
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{file = "Brotli-1.1.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:861bf317735688269936f755fa136a99d1ed526883859f86e41a5d43c61d8966"},
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{file = "Brotli-1.1.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:87a3044c3a35055527ac75e419dfa9f4f3667a1e887ee80360589eb8c90aabb9"},
|
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{file = "Brotli-1.1.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:c5529b34c1c9d937168297f2c1fde7ebe9ebdd5e121297ff9c043bdb2ae3d6fb"},
|
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{file = "Brotli-1.1.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:ca63e1890ede90b2e4454f9a65135a4d387a4585ff8282bb72964fab893f2111"},
|
||||
{file = "Brotli-1.1.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e79e6520141d792237c70bcd7a3b122d00f2613769ae0cb61c52e89fd3443839"},
|
||||
{file = "Brotli-1.1.0-cp312-cp312-win32.whl", hash = "sha256:5f4d5ea15c9382135076d2fb28dde923352fe02951e66935a9efaac8f10e81b0"},
|
||||
{file = "Brotli-1.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:906bc3a79de8c4ae5b86d3d75a8b77e44404b0f4261714306e3ad248d8ab0951"},
|
||||
{file = "Brotli-1.1.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:8bf32b98b75c13ec7cf774164172683d6e7891088f6316e54425fde1efc276d5"},
|
||||
{file = "Brotli-1.1.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:7bc37c4d6b87fb1017ea28c9508b36bbcb0c3d18b4260fcdf08b200c74a6aee8"},
|
||||
{file = "Brotli-1.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3c0ef38c7a7014ffac184db9e04debe495d317cc9c6fb10071f7fefd93100a4f"},
|
||||
{file = "Brotli-1.1.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:91d7cc2a76b5567591d12c01f019dd7afce6ba8cba6571187e21e2fc418ae648"},
|
||||
{file = "Brotli-1.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a93dde851926f4f2678e704fadeb39e16c35d8baebd5252c9fd94ce8ce68c4a0"},
|
||||
{file = "Brotli-1.1.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f0db75f47be8b8abc8d9e31bc7aad0547ca26f24a54e6fd10231d623f183d089"},
|
||||
{file = "Brotli-1.1.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6967ced6730aed543b8673008b5a391c3b1076d834ca438bbd70635c73775368"},
|
||||
{file = "Brotli-1.1.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:7eedaa5d036d9336c95915035fb57422054014ebdeb6f3b42eac809928e40d0c"},
|
||||
{file = "Brotli-1.1.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:d487f5432bf35b60ed625d7e1b448e2dc855422e87469e3f450aa5552b0eb284"},
|
||||
{file = "Brotli-1.1.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:832436e59afb93e1836081a20f324cb185836c617659b07b129141a8426973c7"},
|
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{file = "Brotli-1.1.0-cp313-cp313-win32.whl", hash = "sha256:43395e90523f9c23a3d5bdf004733246fba087f2948f87ab28015f12359ca6a0"},
|
||||
{file = "Brotli-1.1.0-cp313-cp313-win_amd64.whl", hash = "sha256:9011560a466d2eb3f5a6e4929cf4a09be405c64154e12df0dd72713f6500e32b"},
|
||||
{file = "Brotli-1.1.0-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:a090ca607cbb6a34b0391776f0cb48062081f5f60ddcce5d11838e67a01928d1"},
|
||||
{file = "Brotli-1.1.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2de9d02f5bda03d27ede52e8cfe7b865b066fa49258cbab568720aa5be80a47d"},
|
||||
{file = "Brotli-1.1.0-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2333e30a5e00fe0fe55903c8832e08ee9c3b1382aacf4db26664a16528d51b4b"},
|
||||
@ -880,6 +906,10 @@ files = [
|
||||
{file = "Brotli-1.1.0-cp36-cp36m-musllinux_1_1_i686.whl", hash = "sha256:fd5f17ff8f14003595ab414e45fce13d073e0762394f957182e69035c9f3d7c2"},
|
||||
{file = "Brotli-1.1.0-cp36-cp36m-musllinux_1_1_ppc64le.whl", hash = "sha256:069a121ac97412d1fe506da790b3e69f52254b9df4eb665cd42460c837193354"},
|
||||
{file = "Brotli-1.1.0-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:e93dfc1a1165e385cc8239fab7c036fb2cd8093728cbd85097b284d7b99249a2"},
|
||||
{file = "Brotli-1.1.0-cp36-cp36m-musllinux_1_2_aarch64.whl", hash = "sha256:aea440a510e14e818e67bfc4027880e2fb500c2ccb20ab21c7a7c8b5b4703d75"},
|
||||
{file = "Brotli-1.1.0-cp36-cp36m-musllinux_1_2_i686.whl", hash = "sha256:6974f52a02321b36847cd19d1b8e381bf39939c21efd6ee2fc13a28b0d99348c"},
|
||||
{file = "Brotli-1.1.0-cp36-cp36m-musllinux_1_2_ppc64le.whl", hash = "sha256:a7e53012d2853a07a4a79c00643832161a910674a893d296c9f1259859a289d2"},
|
||||
{file = "Brotli-1.1.0-cp36-cp36m-musllinux_1_2_x86_64.whl", hash = "sha256:d7702622a8b40c49bffb46e1e3ba2e81268d5c04a34f460978c6b5517a34dd52"},
|
||||
{file = "Brotli-1.1.0-cp36-cp36m-win32.whl", hash = "sha256:a599669fd7c47233438a56936988a2478685e74854088ef5293802123b5b2460"},
|
||||
{file = "Brotli-1.1.0-cp36-cp36m-win_amd64.whl", hash = "sha256:d143fd47fad1db3d7c27a1b1d66162e855b5d50a89666af46e1679c496e8e579"},
|
||||
{file = "Brotli-1.1.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:11d00ed0a83fa22d29bc6b64ef636c4552ebafcef57154b4ddd132f5638fbd1c"},
|
||||
@ -891,6 +921,10 @@ files = [
|
||||
{file = "Brotli-1.1.0-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:919e32f147ae93a09fe064d77d5ebf4e35502a8df75c29fb05788528e330fe74"},
|
||||
{file = "Brotli-1.1.0-cp37-cp37m-musllinux_1_1_ppc64le.whl", hash = "sha256:23032ae55523cc7bccb4f6a0bf368cd25ad9bcdcc1990b64a647e7bbcce9cb5b"},
|
||||
{file = "Brotli-1.1.0-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:224e57f6eac61cc449f498cc5f0e1725ba2071a3d4f48d5d9dffba42db196438"},
|
||||
{file = "Brotli-1.1.0-cp37-cp37m-musllinux_1_2_aarch64.whl", hash = "sha256:cb1dac1770878ade83f2ccdf7d25e494f05c9165f5246b46a621cc849341dc01"},
|
||||
{file = "Brotli-1.1.0-cp37-cp37m-musllinux_1_2_i686.whl", hash = "sha256:3ee8a80d67a4334482d9712b8e83ca6b1d9bc7e351931252ebef5d8f7335a547"},
|
||||
{file = "Brotli-1.1.0-cp37-cp37m-musllinux_1_2_ppc64le.whl", hash = "sha256:5e55da2c8724191e5b557f8e18943b1b4839b8efc3ef60d65985bcf6f587dd38"},
|
||||
{file = "Brotli-1.1.0-cp37-cp37m-musllinux_1_2_x86_64.whl", hash = "sha256:d342778ef319e1026af243ed0a07c97acf3bad33b9f29e7ae6a1f68fd083e90c"},
|
||||
{file = "Brotli-1.1.0-cp37-cp37m-win32.whl", hash = "sha256:587ca6d3cef6e4e868102672d3bd9dc9698c309ba56d41c2b9c85bbb903cdb95"},
|
||||
{file = "Brotli-1.1.0-cp37-cp37m-win_amd64.whl", hash = "sha256:2954c1c23f81c2eaf0b0717d9380bd348578a94161a65b3a2afc62c86467dd68"},
|
||||
{file = "Brotli-1.1.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:efa8b278894b14d6da122a72fefcebc28445f2d3f880ac59d46c90f4c13be9a3"},
|
||||
@ -903,6 +937,10 @@ files = [
|
||||
{file = "Brotli-1.1.0-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:1ab4fbee0b2d9098c74f3057b2bc055a8bd92ccf02f65944a241b4349229185a"},
|
||||
{file = "Brotli-1.1.0-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:141bd4d93984070e097521ed07e2575b46f817d08f9fa42b16b9b5f27b5ac088"},
|
||||
{file = "Brotli-1.1.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:fce1473f3ccc4187f75b4690cfc922628aed4d3dd013d047f95a9b3919a86596"},
|
||||
{file = "Brotli-1.1.0-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:d2b35ca2c7f81d173d2fadc2f4f31e88cc5f7a39ae5b6db5513cf3383b0e0ec7"},
|
||||
{file = "Brotli-1.1.0-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:af6fa6817889314555aede9a919612b23739395ce767fe7fcbea9a80bf140fe5"},
|
||||
{file = "Brotli-1.1.0-cp38-cp38-musllinux_1_2_ppc64le.whl", hash = "sha256:2feb1d960f760a575dbc5ab3b1c00504b24caaf6986e2dc2b01c09c87866a943"},
|
||||
{file = "Brotli-1.1.0-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:4410f84b33374409552ac9b6903507cdb31cd30d2501fc5ca13d18f73548444a"},
|
||||
{file = "Brotli-1.1.0-cp38-cp38-win32.whl", hash = "sha256:db85ecf4e609a48f4b29055f1e144231b90edc90af7481aa731ba2d059226b1b"},
|
||||
{file = "Brotli-1.1.0-cp38-cp38-win_amd64.whl", hash = "sha256:3d7954194c36e304e1523f55d7042c59dc53ec20dd4e9ea9d151f1b62b4415c0"},
|
||||
{file = "Brotli-1.1.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:5fb2ce4b8045c78ebbc7b8f3c15062e435d47e7393cc57c25115cfd49883747a"},
|
||||
@ -915,6 +953,10 @@ files = [
|
||||
{file = "Brotli-1.1.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:949f3b7c29912693cee0afcf09acd6ebc04c57af949d9bf77d6101ebb61e388c"},
|
||||
{file = "Brotli-1.1.0-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:89f4988c7203739d48c6f806f1e87a1d96e0806d44f0fba61dba81392c9e474d"},
|
||||
{file = "Brotli-1.1.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:de6551e370ef19f8de1807d0a9aa2cdfdce2e85ce88b122fe9f6b2b076837e59"},
|
||||
{file = "Brotli-1.1.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:0737ddb3068957cf1b054899b0883830bb1fec522ec76b1098f9b6e0f02d9419"},
|
||||
{file = "Brotli-1.1.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:4f3607b129417e111e30637af1b56f24f7a49e64763253bbc275c75fa887d4b2"},
|
||||
{file = "Brotli-1.1.0-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:6c6e0c425f22c1c719c42670d561ad682f7bfeeef918edea971a79ac5252437f"},
|
||||
{file = "Brotli-1.1.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:494994f807ba0b92092a163a0a283961369a65f6cbe01e8891132b7a320e61eb"},
|
||||
{file = "Brotli-1.1.0-cp39-cp39-win32.whl", hash = "sha256:f0d8a7a6b5983c2496e364b969f0e526647a06b075d034f3297dc66f3b360c64"},
|
||||
{file = "Brotli-1.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:cdad5b9014d83ca68c25d2e9444e28e967ef16e80f6b436918c700c117a85467"},
|
||||
{file = "Brotli-1.1.0.tar.gz", hash = "sha256:81de08ac11bcb85841e440c13611c00b67d3bf82698314928d0b676362546724"},
|
||||
@ -3583,7 +3625,7 @@ version = "0.42.1"
|
||||
description = "Chinese Words Segmentation Utilities"
|
||||
optional = false
|
||||
python-versions = "*"
|
||||
groups = ["main"]
|
||||
groups = ["main", "vdb"]
|
||||
files = [
|
||||
{file = "jieba-0.42.1.tar.gz", hash = "sha256:055ca12f62674fafed09427f176506079bc135638a14e23e25be909131928db2"},
|
||||
]
|
||||
@ -6195,6 +6237,7 @@ files = [
|
||||
{file = "psycopg2_binary-2.9.10-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:bb89f0a835bcfc1d42ccd5f41f04870c1b936d8507c6df12b7737febc40f0909"},
|
||||
{file = "psycopg2_binary-2.9.10-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:f0c2d907a1e102526dd2986df638343388b94c33860ff3bbe1384130828714b1"},
|
||||
{file = "psycopg2_binary-2.9.10-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:f8157bed2f51db683f31306aa497311b560f2265998122abe1dce6428bd86567"},
|
||||
{file = "psycopg2_binary-2.9.10-cp313-cp313-win_amd64.whl", hash = "sha256:27422aa5f11fbcd9b18da48373eb67081243662f9b46e6fd07c3eb46e4535142"},
|
||||
{file = "psycopg2_binary-2.9.10-cp38-cp38-macosx_12_0_x86_64.whl", hash = "sha256:eb09aa7f9cecb45027683bb55aebaaf45a0df8bf6de68801a6afdc7947bb09d4"},
|
||||
{file = "psycopg2_binary-2.9.10-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b73d6d7f0ccdad7bc43e6d34273f70d587ef62f824d7261c4ae9b8b1b6af90e8"},
|
||||
{file = "psycopg2_binary-2.9.10-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ce5ab4bf46a211a8e924d307c1b1fcda82368586a19d0a24f8ae166f5c784864"},
|
||||
@ -8274,21 +8317,46 @@ files = [
|
||||
[package.extras]
|
||||
widechars = ["wcwidth"]
|
||||
|
||||
[[package]]
|
||||
name = "tcvdb-text"
|
||||
version = "1.1.1"
|
||||
description = "Tencent VectorDB Sparse Vector SDK"
|
||||
optional = false
|
||||
python-versions = ">=3"
|
||||
groups = ["vdb"]
|
||||
files = [
|
||||
{file = "tcvdb_text-1.1.1-py3-none-any.whl", hash = "sha256:981eb2323c0668129942c066de05e8f0d2165be36f567877906646dea07d17a9"},
|
||||
{file = "tcvdb_text-1.1.1.tar.gz", hash = "sha256:db36b5d7b640b194ae72c0c429718c9613b8ef9de5fffb9d510aba5be75ff1cb"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
jieba = ">=0.42.1"
|
||||
mmh3 = "*"
|
||||
numpy = "*"
|
||||
tqdm = "*"
|
||||
|
||||
[[package]]
|
||||
name = "tcvectordb"
|
||||
version = "1.3.2"
|
||||
version = "1.6.4"
|
||||
description = "Tencent VectorDB Python SDK"
|
||||
optional = false
|
||||
python-versions = ">=3"
|
||||
groups = ["vdb"]
|
||||
files = [
|
||||
{file = "tcvectordb-1.3.2-py3-none-any.whl", hash = "sha256:c4b6922d5df4cf14fcd3e61220d9374d1d53ec7270c254216ae35f8a752908f3"},
|
||||
{file = "tcvectordb-1.3.2.tar.gz", hash = "sha256:2772f5871a69744ffc7c970b321312d626078533a721de3c744059a81aab419e"},
|
||||
{file = "tcvectordb-1.6.4-py3-none-any.whl", hash = "sha256:06ef13e7edb4575b04615065fc90e1a28374e318ada305f3786629aec5c9318a"},
|
||||
{file = "tcvectordb-1.6.4.tar.gz", hash = "sha256:6fb18e15ccc6744d5147e9bbd781f84df3d66112de7d9cc615878b3f72d3a29a"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
cos-python-sdk-v5 = ">=1.9.26"
|
||||
cachetools = "*"
|
||||
cos-python-sdk-v5 = "*"
|
||||
grpcio = "*"
|
||||
grpcio-tools = "*"
|
||||
numpy = "*"
|
||||
requests = "*"
|
||||
tcvdb-text = "*"
|
||||
ujson = "5.9.0"
|
||||
urllib3 = "*"
|
||||
|
||||
[[package]]
|
||||
name = "tenacity"
|
||||
@ -8889,90 +8957,77 @@ files = [
|
||||
|
||||
[[package]]
|
||||
name = "ujson"
|
||||
version = "5.10.0"
|
||||
version = "5.9.0"
|
||||
description = "Ultra fast JSON encoder and decoder for Python"
|
||||
optional = false
|
||||
python-versions = ">=3.8"
|
||||
groups = ["vdb"]
|
||||
files = [
|
||||
{file = "ujson-5.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2601aa9ecdbee1118a1c2065323bda35e2c5a2cf0797ef4522d485f9d3ef65bd"},
|
||||
{file = "ujson-5.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:348898dd702fc1c4f1051bc3aacbf894caa0927fe2c53e68679c073375f732cf"},
|
||||
{file = "ujson-5.10.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:22cffecf73391e8abd65ef5f4e4dd523162a3399d5e84faa6aebbf9583df86d6"},
|
||||
{file = "ujson-5.10.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:26b0e2d2366543c1bb4fbd457446f00b0187a2bddf93148ac2da07a53fe51569"},
|
||||
{file = "ujson-5.10.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:caf270c6dba1be7a41125cd1e4fc7ba384bf564650beef0df2dd21a00b7f5770"},
|
||||
{file = "ujson-5.10.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:a245d59f2ffe750446292b0094244df163c3dc96b3ce152a2c837a44e7cda9d1"},
|
||||
{file = "ujson-5.10.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:94a87f6e151c5f483d7d54ceef83b45d3a9cca7a9cb453dbdbb3f5a6f64033f5"},
|
||||
{file = "ujson-5.10.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:29b443c4c0a113bcbb792c88bea67b675c7ca3ca80c3474784e08bba01c18d51"},
|
||||
{file = "ujson-5.10.0-cp310-cp310-win32.whl", hash = "sha256:c18610b9ccd2874950faf474692deee4223a994251bc0a083c114671b64e6518"},
|
||||
{file = "ujson-5.10.0-cp310-cp310-win_amd64.whl", hash = "sha256:924f7318c31874d6bb44d9ee1900167ca32aa9b69389b98ecbde34c1698a250f"},
|
||||
{file = "ujson-5.10.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:a5b366812c90e69d0f379a53648be10a5db38f9d4ad212b60af00bd4048d0f00"},
|
||||
{file = "ujson-5.10.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:502bf475781e8167f0f9d0e41cd32879d120a524b22358e7f205294224c71126"},
|
||||
{file = "ujson-5.10.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5b91b5d0d9d283e085e821651184a647699430705b15bf274c7896f23fe9c9d8"},
|
||||
{file = "ujson-5.10.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:129e39af3a6d85b9c26d5577169c21d53821d8cf68e079060602e861c6e5da1b"},
|
||||
{file = "ujson-5.10.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f77b74475c462cb8b88680471193064d3e715c7c6074b1c8c412cb526466efe9"},
|
||||
{file = "ujson-5.10.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:7ec0ca8c415e81aa4123501fee7f761abf4b7f386aad348501a26940beb1860f"},
|
||||
{file = "ujson-5.10.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:ab13a2a9e0b2865a6c6db9271f4b46af1c7476bfd51af1f64585e919b7c07fd4"},
|
||||
{file = "ujson-5.10.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:57aaf98b92d72fc70886b5a0e1a1ca52c2320377360341715dd3933a18e827b1"},
|
||||
{file = "ujson-5.10.0-cp311-cp311-win32.whl", hash = "sha256:2987713a490ceb27edff77fb184ed09acdc565db700ee852823c3dc3cffe455f"},
|
||||
{file = "ujson-5.10.0-cp311-cp311-win_amd64.whl", hash = "sha256:f00ea7e00447918ee0eff2422c4add4c5752b1b60e88fcb3c067d4a21049a720"},
|
||||
{file = "ujson-5.10.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:98ba15d8cbc481ce55695beee9f063189dce91a4b08bc1d03e7f0152cd4bbdd5"},
|
||||
{file = "ujson-5.10.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:a9d2edbf1556e4f56e50fab7d8ff993dbad7f54bac68eacdd27a8f55f433578e"},
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{file = "ujson-5.9.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cdcb02cabcb1e44381221840a7af04433c1dc3297af76fde924a50c3054c708c"},
|
||||
{file = "ujson-5.9.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e208d3bf02c6963e6ef7324dadf1d73239fb7008491fdf523208f60be6437402"},
|
||||
{file = "ujson-5.9.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f4b3917296630a075e04d3d07601ce2a176479c23af838b6cf90a2d6b39b0d95"},
|
||||
{file = "ujson-5.9.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:0c4d6adb2c7bb9eb7c71ad6f6f612e13b264942e841f8cc3314a21a289a76c4e"},
|
||||
{file = "ujson-5.9.0-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:0b159efece9ab5c01f70b9d10bbb77241ce111a45bc8d21a44c219a2aec8ddfd"},
|
||||
{file = "ujson-5.9.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:f0cb4a7814940ddd6619bdce6be637a4b37a8c4760de9373bac54bb7b229698b"},
|
||||
{file = "ujson-5.9.0-cp38-cp38-win32.whl", hash = "sha256:dc80f0f5abf33bd7099f7ac94ab1206730a3c0a2d17549911ed2cb6b7aa36d2d"},
|
||||
{file = "ujson-5.9.0-cp38-cp38-win_amd64.whl", hash = "sha256:506a45e5fcbb2d46f1a51fead991c39529fc3737c0f5d47c9b4a1d762578fc30"},
|
||||
{file = "ujson-5.9.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:d0fd2eba664a22447102062814bd13e63c6130540222c0aa620701dd01f4be81"},
|
||||
{file = "ujson-5.9.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:bdf7fc21a03bafe4ba208dafa84ae38e04e5d36c0e1c746726edf5392e9f9f36"},
|
||||
{file = "ujson-5.9.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e2f909bc08ce01f122fd9c24bc6f9876aa087188dfaf3c4116fe6e4daf7e194f"},
|
||||
{file = "ujson-5.9.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bd4ea86c2afd41429751d22a3ccd03311c067bd6aeee2d054f83f97e41e11d8f"},
|
||||
{file = "ujson-5.9.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:63fb2e6599d96fdffdb553af0ed3f76b85fda63281063f1cb5b1141a6fcd0617"},
|
||||
{file = "ujson-5.9.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:32bba5870c8fa2a97f4a68f6401038d3f1922e66c34280d710af00b14a3ca562"},
|
||||
{file = "ujson-5.9.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:37ef92e42535a81bf72179d0e252c9af42a4ed966dc6be6967ebfb929a87bc60"},
|
||||
{file = "ujson-5.9.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:f69f16b8f1c69da00e38dc5f2d08a86b0e781d0ad3e4cc6a13ea033a439c4844"},
|
||||
{file = "ujson-5.9.0-cp39-cp39-win32.whl", hash = "sha256:3382a3ce0ccc0558b1c1668950008cece9bf463ebb17463ebf6a8bfc060dae34"},
|
||||
{file = "ujson-5.9.0-cp39-cp39-win_amd64.whl", hash = "sha256:6adef377ed583477cf005b58c3025051b5faa6b8cc25876e594afbb772578f21"},
|
||||
{file = "ujson-5.9.0-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:ffdfebd819f492e48e4f31c97cb593b9c1a8251933d8f8972e81697f00326ff1"},
|
||||
{file = "ujson-5.9.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c4eec2ddc046360d087cf35659c7ba0cbd101f32035e19047013162274e71fcf"},
|
||||
{file = "ujson-5.9.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2fbb90aa5c23cb3d4b803c12aa220d26778c31b6e4b7a13a1f49971f6c7d088e"},
|
||||
{file = "ujson-5.9.0-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ba0823cb70866f0d6a4ad48d998dd338dce7314598721bc1b7986d054d782dfd"},
|
||||
{file = "ujson-5.9.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:4e35d7885ed612feb6b3dd1b7de28e89baaba4011ecdf995e88be9ac614765e9"},
|
||||
{file = "ujson-5.9.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:b048aa93eace8571eedbd67b3766623e7f0acbf08ee291bef7d8106210432427"},
|
||||
{file = "ujson-5.9.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:323279e68c195110ef85cbe5edce885219e3d4a48705448720ad925d88c9f851"},
|
||||
{file = "ujson-5.9.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9ac92d86ff34296f881e12aa955f7014d276895e0e4e868ba7fddebbde38e378"},
|
||||
{file = "ujson-5.9.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:6eecbd09b316cea1fd929b1e25f70382917542ab11b692cb46ec9b0a26c7427f"},
|
||||
{file = "ujson-5.9.0-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:473fb8dff1d58f49912323d7cb0859df5585cfc932e4b9c053bf8cf7f2d7c5c4"},
|
||||
{file = "ujson-5.9.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f91719c6abafe429c1a144cfe27883eace9fb1c09a9c5ef1bcb3ae80a3076a4e"},
|
||||
{file = "ujson-5.9.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7b1c0991c4fe256f5fdb19758f7eac7f47caac29a6c57d0de16a19048eb86bad"},
|
||||
{file = "ujson-5.9.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2a8ea0f55a1396708e564595aaa6696c0d8af532340f477162ff6927ecc46e21"},
|
||||
{file = "ujson-5.9.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:07e0cfdde5fd91f54cd2d7ffb3482c8ff1bf558abf32a8b953a5d169575ae1cd"},
|
||||
{file = "ujson-5.9.0.tar.gz", hash = "sha256:89cc92e73d5501b8a7f48575eeb14ad27156ad092c2e9fc7e3cf949f07e75532"},
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@ -9941,4 +9996,4 @@ cffi = ["cffi (>=1.11)"]
|
||||
[metadata]
|
||||
lock-version = "2.1"
|
||||
python-versions = ">=3.11,<3.13"
|
||||
content-hash = "f724eea7b0b065c002f52bdc22f5ff1c1fb57986d0c7baaf2aad0b3d2e098edb"
|
||||
content-hash = "5ee6591e61f05986ab0bb50e5a540ef4eee4b086e8da8e9f01ac1176730ad051"
|
||||
|
@ -130,7 +130,7 @@ pymilvus = "~2.5.0"
|
||||
pymochow = "1.3.1"
|
||||
pyobvector = "~0.1.6"
|
||||
qdrant-client = "1.7.3"
|
||||
tcvectordb = "1.3.2"
|
||||
tcvectordb = "~1.6.4"
|
||||
tidb-vector = "0.0.9"
|
||||
upstash-vector = "0.6.0"
|
||||
volcengine-compat = "~1.0.156"
|
||||
|
@ -1,58 +1,65 @@
|
||||
import os
|
||||
from typing import Optional
|
||||
from typing import Optional, Union
|
||||
|
||||
import pytest
|
||||
from _pytest.monkeypatch import MonkeyPatch
|
||||
from requests.adapters import HTTPAdapter
|
||||
from tcvectordb import VectorDBClient # type: ignore
|
||||
from tcvectordb.model.database import Collection, Database # type: ignore
|
||||
from tcvectordb import RPCVectorDBClient # type: ignore
|
||||
from tcvectordb.model.collection import FilterIndexConfig
|
||||
from tcvectordb.model.document import Document, Filter # type: ignore
|
||||
from tcvectordb.model.enum import ReadConsistency # type: ignore
|
||||
from tcvectordb.model.index import Index # type: ignore
|
||||
from tcvectordb.model.index import Index, IndexField # type: ignore
|
||||
from tcvectordb.rpc.model.collection import RPCCollection
|
||||
from tcvectordb.rpc.model.database import RPCDatabase
|
||||
from xinference_client.types import Embedding # type: ignore
|
||||
|
||||
|
||||
class MockTcvectordbClass:
|
||||
def mock_vector_db_client(
|
||||
self,
|
||||
url=None,
|
||||
url: str,
|
||||
username="",
|
||||
key="",
|
||||
read_consistency: ReadConsistency = ReadConsistency.EVENTUAL_CONSISTENCY,
|
||||
timeout=5,
|
||||
timeout=10,
|
||||
adapter: HTTPAdapter = None,
|
||||
pool_size: int = 2,
|
||||
proxies: Optional[dict] = None,
|
||||
password: Optional[str] = None,
|
||||
**kwargs,
|
||||
):
|
||||
self._conn = None
|
||||
self._read_consistency = read_consistency
|
||||
|
||||
def list_databases(self) -> list[Database]:
|
||||
return [
|
||||
Database(
|
||||
conn=self._conn,
|
||||
read_consistency=self._read_consistency,
|
||||
name="dify",
|
||||
)
|
||||
]
|
||||
def create_database_if_not_exists(self, database_name: str, timeout: Optional[float] = None) -> RPCDatabase:
|
||||
return RPCDatabase(
|
||||
name="dify",
|
||||
read_consistency=self._read_consistency,
|
||||
)
|
||||
|
||||
def list_collections(self, timeout: Optional[float] = None) -> list[Collection]:
|
||||
return []
|
||||
|
||||
def drop_collection(self, name: str, timeout: Optional[float] = None):
|
||||
return {"code": 0, "msg": "operation success"}
|
||||
def exists_collection(self, database_name: str, collection_name: str) -> bool:
|
||||
return True
|
||||
|
||||
def create_collection(
|
||||
self,
|
||||
name: str,
|
||||
database_name: str,
|
||||
collection_name: str,
|
||||
shard: int,
|
||||
replicas: int,
|
||||
description: str,
|
||||
index: Index,
|
||||
description: Optional[str] = None,
|
||||
index: Index = None,
|
||||
embedding: Embedding = None,
|
||||
timeout: Optional[float] = None,
|
||||
) -> Collection:
|
||||
return Collection(
|
||||
self,
|
||||
name,
|
||||
ttl_config: Optional[dict] = None,
|
||||
filter_index_config: FilterIndexConfig = None,
|
||||
indexes: Optional[list[IndexField]] = None,
|
||||
) -> RPCCollection:
|
||||
return RPCCollection(
|
||||
RPCDatabase(
|
||||
name="dify",
|
||||
read_consistency=self._read_consistency,
|
||||
),
|
||||
collection_name,
|
||||
shard,
|
||||
replicas,
|
||||
description,
|
||||
@ -60,19 +67,26 @@ class MockTcvectordbClass:
|
||||
embedding=embedding,
|
||||
read_consistency=self._read_consistency,
|
||||
timeout=timeout,
|
||||
ttl_config=ttl_config,
|
||||
filter_index_config=filter_index_config,
|
||||
indexes=indexes,
|
||||
)
|
||||
|
||||
def describe_collection(self, name: str, timeout: Optional[float] = None) -> Collection:
|
||||
collection = Collection(self, name, shard=1, replicas=2, description=name, timeout=timeout)
|
||||
return collection
|
||||
|
||||
def collection_upsert(
|
||||
self, documents: list[Document], timeout: Optional[float] = None, build_index: bool = True, **kwargs
|
||||
self,
|
||||
database_name: str,
|
||||
collection_name: str,
|
||||
documents: list[Union[Document, dict]],
|
||||
timeout: Optional[float] = None,
|
||||
build_index: bool = True,
|
||||
**kwargs,
|
||||
):
|
||||
return {"code": 0, "msg": "operation success"}
|
||||
|
||||
def collection_search(
|
||||
self,
|
||||
database_name: str,
|
||||
collection_name: str,
|
||||
vectors: list[list[float]],
|
||||
filter: Filter = None,
|
||||
params=None,
|
||||
@ -81,10 +95,12 @@ class MockTcvectordbClass:
|
||||
output_fields: Optional[list[str]] = None,
|
||||
timeout: Optional[float] = None,
|
||||
) -> list[list[dict]]:
|
||||
return [[{"metadata": '{"doc_id":"foo1"}', "text": "text", "doc_id": "foo1", "score": 0.1}]]
|
||||
return [[{"metadata": {"doc_id": "foo1"}, "text": "text", "doc_id": "foo1", "score": 0.1}]]
|
||||
|
||||
def collection_query(
|
||||
self,
|
||||
database_name: str,
|
||||
collection_name: str,
|
||||
document_ids: Optional[list] = None,
|
||||
retrieve_vector: bool = False,
|
||||
limit: Optional[int] = None,
|
||||
@ -97,12 +113,17 @@ class MockTcvectordbClass:
|
||||
|
||||
def collection_delete(
|
||||
self,
|
||||
database_name: str,
|
||||
collection_name: str,
|
||||
document_ids: Optional[list[str]] = None,
|
||||
filter: Filter = None,
|
||||
timeout: Optional[float] = None,
|
||||
):
|
||||
return {"code": 0, "msg": "operation success"}
|
||||
|
||||
def drop_collection(self, database_name: str, collection_name: str, timeout: Optional[float] = None) -> dict:
|
||||
return {"code": 0, "msg": "operation success"}
|
||||
|
||||
|
||||
MOCK = os.getenv("MOCK_SWITCH", "false").lower() == "true"
|
||||
|
||||
@ -110,16 +131,17 @@ MOCK = os.getenv("MOCK_SWITCH", "false").lower() == "true"
|
||||
@pytest.fixture
|
||||
def setup_tcvectordb_mock(request, monkeypatch: MonkeyPatch):
|
||||
if MOCK:
|
||||
monkeypatch.setattr(VectorDBClient, "__init__", MockTcvectordbClass.mock_vector_db_client)
|
||||
monkeypatch.setattr(VectorDBClient, "list_databases", MockTcvectordbClass.list_databases)
|
||||
monkeypatch.setattr(Database, "collection", MockTcvectordbClass.describe_collection)
|
||||
monkeypatch.setattr(Database, "list_collections", MockTcvectordbClass.list_collections)
|
||||
monkeypatch.setattr(Database, "drop_collection", MockTcvectordbClass.drop_collection)
|
||||
monkeypatch.setattr(Database, "create_collection", MockTcvectordbClass.create_collection)
|
||||
monkeypatch.setattr(Collection, "upsert", MockTcvectordbClass.collection_upsert)
|
||||
monkeypatch.setattr(Collection, "search", MockTcvectordbClass.collection_search)
|
||||
monkeypatch.setattr(Collection, "query", MockTcvectordbClass.collection_query)
|
||||
monkeypatch.setattr(Collection, "delete", MockTcvectordbClass.collection_delete)
|
||||
monkeypatch.setattr(RPCVectorDBClient, "__init__", MockTcvectordbClass.mock_vector_db_client)
|
||||
monkeypatch.setattr(
|
||||
RPCVectorDBClient, "create_database_if_not_exists", MockTcvectordbClass.create_database_if_not_exists
|
||||
)
|
||||
monkeypatch.setattr(RPCVectorDBClient, "exists_collection", MockTcvectordbClass.exists_collection)
|
||||
monkeypatch.setattr(RPCVectorDBClient, "create_collection", MockTcvectordbClass.create_collection)
|
||||
monkeypatch.setattr(RPCVectorDBClient, "upsert", MockTcvectordbClass.collection_upsert)
|
||||
monkeypatch.setattr(RPCVectorDBClient, "search", MockTcvectordbClass.collection_search)
|
||||
monkeypatch.setattr(RPCVectorDBClient, "query", MockTcvectordbClass.collection_query)
|
||||
monkeypatch.setattr(RPCVectorDBClient, "delete", MockTcvectordbClass.collection_delete)
|
||||
monkeypatch.setattr(RPCVectorDBClient, "drop_collection", MockTcvectordbClass.drop_collection)
|
||||
|
||||
yield
|
||||
|
||||
|
Loading…
x
Reference in New Issue
Block a user