| 58 | |
| 59 | @staticmethod |
| 60 | def create(config: VectorStoreConfig) -> Optional["VectorStore"]: |
| 61 | from langroid.vector_store.chromadb import ChromaDB, ChromaDBConfig |
| 62 | from langroid.vector_store.lancedb import LanceDB, LanceDBConfig |
| 63 | from langroid.vector_store.meilisearch import MeiliSearch, MeiliSearchConfig |
| 64 | from langroid.vector_store.pineconedb import PineconeDB, PineconeDBConfig |
| 65 | from langroid.vector_store.postgres import PostgresDB, PostgresDBConfig |
| 66 | from langroid.vector_store.qdrantdb import QdrantDB, QdrantDBConfig |
| 67 | from langroid.vector_store.weaviatedb import WeaviateDB, WeaviateDBConfig |
| 68 | |
| 69 | if isinstance(config, QdrantDBConfig): |
| 70 | return QdrantDB(config) |
| 71 | elif isinstance(config, ChromaDBConfig): |
| 72 | return ChromaDB(config) |
| 73 | elif isinstance(config, LanceDBConfig): |
| 74 | return LanceDB(config) |
| 75 | elif isinstance(config, MeiliSearchConfig): |
| 76 | return MeiliSearch(config) |
| 77 | elif isinstance(config, PostgresDBConfig): |
| 78 | return PostgresDB(config) |
| 79 | elif isinstance(config, WeaviateDBConfig): |
| 80 | return WeaviateDB(config) |
| 81 | elif isinstance(config, PineconeDBConfig): |
| 82 | return PineconeDB(config) |
| 83 | |
| 84 | else: |
| 85 | logger.warning( |
| 86 | f""" |
| 87 | Unknown vector store config: {config.__class__.__name__}, |
| 88 | so skipping vector store creation! |
| 89 | If you intended to use a vector-store, please set a specific |
| 90 | vector-store in your script, typically in the `vecdb` field of a |
| 91 | `ChatAgentConfig`, otherwise set it to None. |
| 92 | """ |
| 93 | ) |
| 94 | return None |
| 95 | |
| 96 | @property |
| 97 | def embedding_dim(self) -> int: |