import pytest @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 @pytest.mark.asyncio async def test_idefics(idefics, response_snapshot, 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.release @pytest.mark.asyncio @pytest.mark.private async def test_idefics_two_images(idefics, response_snapshot, chicken, cow_beach): response = await idefics.generate( f"User:![]({chicken})![]({cow_beach})Where are the cow and chicken? \nAssistant:", max_new_tokens=20, ) assert ( response.generated_text == " The cow and chicken are on a beach." ), f"{repr(response.generated_text)}" assert response == response_snapshot @pytest.mark.release @pytest.mark.asyncio async def test_idefics_load(idefics, generate_load, response_snapshot, 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" assert len(generated_texts) == 4 assert generated_texts, all( [text == generated_texts[0] for text in generated_texts] ) assert responses == response_snapshot