"""Fake Embedding class for testing purposes.""" from typing import List from langchain.embeddings.base import Embeddings fake_texts = ["foo", "bar", "baz"] class FakeEmbeddings(Embeddings): """Fake embeddings functionality for testing.""" def embed_documents(self, texts: List[str]) -> List[List[float]]: """Return simple embeddings. Embeddings encode each text as its index.""" return [[float(1.0)] * 9 + [float(i)] for i in range(len(texts))] def embed_query(self, text: str) -> List[float]: """Return constant query embeddings. Embeddings are identical to embed_documents(texts)[0]. Distance to each text will be that text's index, as it was passed to embed_documents.""" return [float(1.0)] * 9 + [float(0.0)]