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): response = await idefics.generate( "User:![](https://temp-5681.s3.us-west-2.amazonaws.com/chicken_on_money.png)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 == response_snapshot @pytest.mark.asyncio async def test_idefics_load(idefics, generate_load, response_snapshot): responses = await generate_load( idefics, "User:![](https://temp-5681.s3.us-west-2.amazonaws.com/chicken_on_money.png)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 len(generated_texts) == 4 assert generated_texts, all( [text == generated_texts[0] for text in generated_texts] ) assert responses == response_snapshot