"""Test dashscope embeddings.""" import numpy as np from langchain.embeddings.dashscope import DashScopeEmbeddings def test_dashscope_embedding_documents() -> None: """Test dashscope embeddings.""" documents = ["foo bar"] embedding = DashScopeEmbeddings(model="text-embedding-v1") 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"] embedding = DashScopeEmbeddings(model="text-embedding-v1") output = embedding.embed_documents(documents) assert len(output) == 3 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") 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") 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()