embed

Type for synchronous embedding functions.

The function should take a sequence of strings and return a list of embeddings, where each embedding is a list of floats. The dimensionality of the embeddings should be consistent for all inputs.

Type for asynchronous embedding functions.

Similar to EmbeddingsFunc, but returns an awaitable that resolves to the embeddings.

Ensure that an embedding function conforms to LangChain's Embeddings interface.

This function wraps arbitrary embedding functions to make them compatible with LangChain's Embeddings interface. It handles both synchronous and asynchronous functions.

Extract text from an object using a path expression or pre-tokenized path.

Tokenize a path into components.

Wrapper to convert embedding functions into LangChain's Embeddings interface.

This class allows arbitrary embedding functions to be used with LangChain-compatible tools. It supports both synchronous and asynchronous operations, and can handle:

1. A synchronous function for sync operations (async operations will use sync function)
2. An async function for both sync/async operations (sync operations will raise an error)

The embedding functions should convert text into fixed-dimensional vectors that capture the semantic meaning of the text.