chroma: fix persistence if client_settings is passed in (#25199)

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---------

Co-authored-by: Erick Friis <erick@langchain.dev>
Co-authored-by: Chester Curme <chester.curme@gmail.com>
This commit is contained in:
Vinit Kudva 2024-12-17 10:03:02 -05:00 committed by GitHub
parent f8883a1321
commit a00258ec12
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3 changed files with 92 additions and 26 deletions

View File

@ -1,2 +1,3 @@
__pycache__
*/persist_dir
chroma/

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@ -318,6 +318,9 @@ class Chroma(VectorStore):
client_settings.persist_directory = (
persist_directory or client_settings.persist_directory
)
client_settings.is_persistent = (
client_settings.persist_directory is not None
)
_client_settings = client_settings
elif persist_directory:

View File

@ -1,5 +1,7 @@
"""Test Chroma functionality."""
import os.path
import tempfile
import uuid
from typing import (
Generator,
@ -10,6 +12,7 @@ import chromadb
import pytest # type: ignore[import-not-found]
import requests
from chromadb.api.client import SharedSystemClient
from chromadb.api.segment import SegmentAPI
from chromadb.api.types import Embeddable
from langchain_core.documents import Document
from langchain_core.embeddings.fake import FakeEmbeddings as Fak
@ -268,37 +271,96 @@ def test_chroma_search_filter_with_scores() -> None:
def test_chroma_with_persistence() -> None:
"""Test end to end construction and search, with persistence."""
chroma_persist_dir = "./tests/persist_dir"
collection_name = "test_collection"
texts = ["foo", "bar", "baz"]
ids = [f"id_{i}" for i in range(len(texts))]
with tempfile.TemporaryDirectory() as chroma_persist_dir:
collection_name = "test_collection"
texts = ["foo", "bar", "baz"]
ids = [f"id_{i}" for i in range(len(texts))]
docsearch = Chroma.from_texts(
collection_name=collection_name,
texts=texts,
embedding=FakeEmbeddings(),
persist_directory=chroma_persist_dir,
ids=ids,
)
docsearch = Chroma.from_texts(
collection_name=collection_name,
texts=texts,
embedding=FakeEmbeddings(),
persist_directory=chroma_persist_dir,
ids=ids,
)
output = docsearch.similarity_search("foo", k=1)
assert output == [Document(page_content="foo", id="id_0")]
try:
output = docsearch.similarity_search("foo", k=1)
assert output == [Document(page_content="foo", id="id_0")]
# Get a new VectorStore from the persisted directory
docsearch = Chroma(
collection_name=collection_name,
embedding_function=FakeEmbeddings(),
persist_directory=chroma_persist_dir,
)
output = docsearch.similarity_search("foo", k=1)
assert output == [Document(page_content="foo", id="id_0")]
assert os.path.exists(chroma_persist_dir)
# Clean up
docsearch.delete_collection()
# Get a new VectorStore from the persisted directory
docsearch = Chroma(
collection_name=collection_name,
embedding_function=FakeEmbeddings(),
persist_directory=chroma_persist_dir,
)
output = docsearch.similarity_search("foo", k=1)
assert output == [Document(page_content="foo", id="id_0")]
# Persist doesn't need to be called again
# Data will be automatically persisted on object deletion
# Or on program exit
# Clean up
docsearch.delete_collection()
# Persist doesn't need to be called again
# Data will be automatically persisted on object deletion
# Or on program exit
finally:
# Need to stop the chrom system database and segment manager
# to be able to delete the files after testing
client = docsearch._client
assert isinstance(client, chromadb.ClientCreator)
assert isinstance(client._server, SegmentAPI)
client._server._sysdb.stop()
client._server._manager.stop()
def test_chroma_with_persistence_with_client_settings() -> None:
"""Test end to end construction and search, with persistence."""
with tempfile.TemporaryDirectory() as chroma_persist_dir:
client_settings = chromadb.config.Settings()
collection_name = "test_collection"
texts = ["foo", "bar", "baz"]
ids = [f"id_{i}" for i in range(len(texts))]
docsearch = Chroma.from_texts(
collection_name=collection_name,
texts=texts,
embedding=FakeEmbeddings(),
persist_directory=chroma_persist_dir,
client_settings=client_settings,
ids=ids,
)
try:
output = docsearch.similarity_search("foo", k=1)
assert output == [Document(page_content="foo", id="id_0")]
assert os.path.exists(chroma_persist_dir)
# Get a new VectorStore from the persisted directory
docsearch = Chroma(
collection_name=collection_name,
embedding_function=FakeEmbeddings(),
persist_directory=chroma_persist_dir,
)
output = docsearch.similarity_search("foo", k=1)
# Clean up
docsearch.delete_collection()
# Persist doesn't need to be called again
# Data will be automatically persisted on object deletion
# Or on program exit
finally:
# Need to stop the chrom system database and segment manager
# to be able to delete the files after testing
client = docsearch._client
assert isinstance(client, chromadb.ClientCreator)
assert isinstance(client._server, SegmentAPI)
client._server._sysdb.stop()
client._server._manager.stop()
def test_chroma_mmr() -> None: