Resolve conflicts (#208)

This commit is contained in:
Deshraj Yadav
2023-07-10 21:50:05 -07:00
committed by GitHub
parent 6936d6983d
commit 9ca836520f
32 changed files with 396 additions and 207 deletions

View File

@@ -1,12 +1,12 @@
class BaseVectorDB:
''' Base class for vector database. '''
"""Base class for vector database."""
def __init__(self):
self.client = self._get_or_create_db()
self.collection = self._get_or_create_collection()
def _get_or_create_db(self):
''' Get or create the database. '''
"""Get or create the database."""
raise NotImplementedError
def _get_or_create_collection(self):

View File

@@ -1,14 +1,14 @@
import chromadb
import os
import chromadb
from chromadb.utils import embedding_functions
from embedchain.vectordb.base_vector_db import BaseVectorDB
class ChromaDB(BaseVectorDB):
''' Vector database using ChromaDB. '''
"""Vector database using ChromaDB."""
def __init__(self, db_dir=None, ef=None):
if ef:
self.ef = ef
@@ -16,23 +16,24 @@ class ChromaDB(BaseVectorDB):
self.ef = embedding_functions.OpenAIEmbeddingFunction(
api_key=os.getenv("OPENAI_API_KEY"),
organization_id=os.getenv("OPENAI_ORGANIZATION"),
model_name="text-embedding-ada-002"
model_name="text-embedding-ada-002",
)
if db_dir is None:
db_dir = "db"
self.client_settings = chromadb.config.Settings(
chroma_db_impl="duckdb+parquet",
persist_directory=db_dir,
anonymized_telemetry=False
anonymized_telemetry=False,
)
super().__init__()
def _get_or_create_db(self):
''' Get or create the database. '''
"""Get or create the database."""
return chromadb.Client(self.client_settings)
def _get_or_create_collection(self):
''' Get or create the collection. '''
"""Get or create the collection."""
return self.client.get_or_create_collection(
'embedchain_store', embedding_function=self.ef,
"embedchain_store",
embedding_function=self.ef,
)