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Removing Unused Dependencies

Before deploying your app, you might want to remove unused dependencies from your pyproject.toml file to reduce the size of your app and improve its performance. Depending on the vector database provider you choose, you can remove the packages that are not needed for your specific provider.

Here are the packages you can remove for each vector database provider:

  • Pinecone: Remove weaviate-client, pymilvus, qdrant-client, redis, chromadb, llama-index, azure-identity and azure-search-documents, supabase, and psycopg2+pgvector.
  • Weaviate: Remove pinecone-client, pymilvus, qdrant-client, redis, chromadb, llama-index, azure-identity and azure-search-documents, supabase, and psycopg2+pgvector.
  • Zilliz: Remove pinecone-client, weaviate-client, qdrant-client, redis, chromadb, llama-index, azure-identity and azure-search-documents, supabase, and psycopg2+pgvector.
  • Milvus: Remove pinecone-client, weaviate-client, qdrant-client, redis, chromadb, llama-index, azure-identity and azure-search-documents, supabase, and psycopg2+pgvector.
  • Qdrant: Remove pinecone-client, weaviate-client, pymilvus, redis, chromadb, llama-index, azure-identity and azure-search-documents, supabase, and psycopg2+pgvector.
  • Redis: Remove pinecone-client, weaviate-client, pymilvus, qdrant-client, chromadb, llama-index, azure-identity and azure-search-documents, supabase, and psycopg2+pgvector.
  • LlamaIndex: Remove pinecone-client, weaviate-client, pymilvus, qdrant-client, chromadb, redis, azure-identity and azure-search-documents, supabase, and psycopg2+pgvector.
  • Chroma:: Remove pinecone-client, weaviate-client, pymilvus, qdrant-client, llama-index, redis, azure-identity and azure-search-documents, supabase, and psycopg2+pgvector.
  • Azure Cognitive Search: Remove pinecone-client, weaviate-client, pymilvus, qdrant-client, llama-index, redis and chromadb, supabase, and psycopg2+pgvector.
  • Supabase: Remove pinecone-client, weaviate-client, pymilvus, qdrant-client, redis, llama-index, azure-identity and azure-search-documents, and psycopg2+pgvector.
  • Postgres: Remove pinecone-client, weaviate-client, pymilvus, qdrant-client, redis, llama-index, azure-identity and azure-search-documents, and supabase.

After removing the unnecessary packages from the pyproject.toml file, you don't need to run poetry lock and poetry install manually. The provided Dockerfile takes care of installing the required dependencies using the requirements.txt file generated by the poetry export command.