"""Test dashscope embeddings.""" import numpy as np from langchain_community.embeddings.dashscope import DashScopeEmbeddings def test_dashscope_embedding_documents() -> None: """Test dashscope embeddings.""" documents = ["foo bar"] embedding = DashScopeEmbeddings(model="text-embedding-v1") # type: ignore[call-arg] output = embedding.embed_documents(documents) assert len(output) == 1 assert len(output[0]) == 1536 def test_dashscope_embedding_documents_multiple() -> None: """Test dashscope embeddings.""" documents = [ "foo bar", "bar foo", "foo", "foo0", "foo1", "foo2", "foo3", "foo4", "foo5", "foo6", "foo7", "foo8", "foo9", "foo10", "foo11", "foo12", "foo13", "foo14", "foo15", "foo16", "foo17", "foo18", "foo19", "foo20", "foo21", "foo22", "foo23", "foo24", ] embedding = DashScopeEmbeddings(model="text-embedding-v1") # type: ignore[call-arg] output = embedding.embed_documents(documents) assert len(output) == 28 assert len(output[0]) == 1536 assert len(output[1]) == 1536 assert len(output[2]) == 1536 def test_dashscope_embedding_query() -> None: """Test dashscope embeddings.""" document = "foo bar" embedding = DashScopeEmbeddings(model="text-embedding-v1") # type: ignore[call-arg] output = embedding.embed_query(document) assert len(output) == 1536 def test_dashscope_embedding_with_empty_string() -> None: """Test dashscope embeddings with empty string.""" import dashscope document = ["", "abc"] embedding = DashScopeEmbeddings(model="text-embedding-v1") # type: ignore[call-arg] output = embedding.embed_documents(document) assert len(output) == 2 assert len(output[0]) == 1536 expected_output = dashscope.TextEmbedding.call( input="", model="text-embedding-v1", text_type="document" ).output["embeddings"][0]["embedding"] assert np.allclose(output[0], expected_output) assert len(output[1]) == 1536 if __name__ == "__main__": test_dashscope_embedding_documents() test_dashscope_embedding_documents_multiple() test_dashscope_embedding_query() test_dashscope_embedding_with_empty_string()