from langchain_community.embeddings import DeterministicFakeEmbedding def test_deterministic_fake_embeddings() -> None: """ Test that the deterministic fake embeddings return the same embedding vector for the same text. """ fake = DeterministicFakeEmbedding(size=10) text = "Hello world!" assert fake.embed_query(text) == fake.embed_query(text) assert fake.embed_query(text) != fake.embed_query("Goodbye world!") assert fake.embed_documents([text, text]) == fake.embed_documents([text, text]) assert fake.embed_documents([text, text]) != fake.embed_documents( [text, "Goodbye world!"] )