langchain/libs/partners/mongodb
Jib 516cc44b3f
langchain-mongodb: [test-fix] add explicit index_name setting on test vector creation (#19245)
- **Description:** Tests fail to do value lookup because it does not
specify the index name
  - **Issue:** the issue # Failing integration test
 

- [x] **Add tests and docs**: Tests now pass


- [x] **Lint and test**: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified. See contribution
guidelines for more: https://python.langchain.com/docs/contributing/
2024-03-18 15:52:28 -07:00
..
langchain_mongodb langchain-mongodb: [test-fix] add explicit index_name setting on test vector creation (#19245) 2024-03-18 15:52:28 -07:00
scripts
tests langchain-mongodb: [test-fix] add explicit index_name setting on test vector creation (#19245) 2024-03-18 15:52:28 -07:00
.gitignore
LICENSE
Makefile
poetry.lock
pyproject.toml mongodb[patch]: release 0.1.2 (#19243) 2024-03-18 13:35:45 -07:00
README.md

langchain-mongodb

Installation

pip install -U langchain-mongodb

Usage

Using MongoDBAtlasVectorSearch

from langchain_mongodb import MongoDBAtlasVectorSearch

# Pull MongoDB Atlas URI from environment variables
MONGODB_ATLAS_CLUSTER_URI = os.environ.get("MONGODB_ATLAS_CLUSTER_URI")

DB_NAME = "langchain_db"
COLLECTION_NAME = "test"
ATLAS_VECTOR_SEARCH_INDEX_NAME = "index_name"
MONGODB_COLLECTION = client[DB_NAME][COLLECITON_NAME]

# Create the vector search via `from_connection_string`
vector_search = MongoDBAtlasVectorSearch.from_connection_string(
    MONGODB_ATLAS_CLUSTER_URI,
    DB_NAME + "." + COLLECTION_NAME,
    OpenAIEmbeddings(disallowed_special=()),
    index_name=ATLAS_VECTOR_SEARCH_INDEX_NAME,
)

# Initialize MongoDB python client
client = MongoClient(MONGODB_ATLAS_CLUSTER_URI)
# Create the vector search via instantiation
vector_search_2 = MongoDBAtlasVectorSearch(
    collection=MONGODB_COLLECTION,
    embeddings=OpenAIEmbeddings(disallowed_special=()),
    index_name=ATLAS_VECTOR_SEARCH_INDEX_NAME,
)