import pytest import base64 @pytest.fixture(scope="module") def idefics_handle(launcher): with launcher( "HuggingFaceM4/idefics-9b-instruct", num_shard=2, dtype="float16" ) as handle: yield handle @pytest.fixture(scope="module") async def idefics(idefics_handle): await idefics_handle.health(300) return idefics_handle.client # TODO fix the server parsser to count inline image tokens correctly def get_chicken(): with open("integration-tests/images/chicken_on_money.png", "rb") as image_file: encoded_string = base64.b64encode(image_file.read()) return f"data:image/png;base64,{encoded_string.decode('utf-8')}" @pytest.mark.asyncio async def test_idefics(idefics, response_snapshot): chicken = get_chicken() response = await idefics.generate( f"User:![]({chicken})Can you tell me a very short story based on the image?", max_new_tokens=10, decoder_input_details=True, ) assert response.details.generated_tokens == 10 assert ( response.generated_text == " \nAssistant: A rooster stands" ), f"{repr(response.generated_text)}" assert response == response_snapshot @pytest.mark.asyncio async def test_idefics_load(idefics, generate_load, response_snapshot): chicken = get_chicken() responses = await generate_load( idefics, f"User:![]({chicken})Can you tell me a very short story based on the image?", max_new_tokens=10, n=4, ) generated_texts = [r.generated_text for r in responses] assert ( generated_texts[0] == " \nAssistant: A rooster stands" ), f"{response.generated_text}" assert len(generated_texts) == 4 assert generated_texts, all( [text == generated_texts[0] for text in generated_texts] ) assert responses == response_snapshot