import pytest @pytest.fixture(scope="module") def flash_llava_next_handle(launcher): with launcher( "llava-hf/llava-v1.6-mistral-7b-hf", num_shard=4, max_input_length=4000, max_total_tokens=4096, ) as handle: yield handle @pytest.fixture(scope="module") async def flash_llava_next(flash_llava_next_handle): await flash_llava_next_handle.health(300) return flash_llava_next_handle.client @pytest.mark.release @pytest.mark.asyncio @pytest.mark.private async def test_flash_llava_next_simple(flash_llava_next, response_snapshot, chicken): response = await flash_llava_next.generate( f"User:![]({chicken})Can you tell me a very short story based on the image?", max_new_tokens=10, ) assert ( response.generated_text == "\n\nOnce upon a time, there was a" ), f"{repr(response.generated_text)}" assert response.details.generated_tokens == 10 assert response == response_snapshot @pytest.mark.release @pytest.mark.asyncio @pytest.mark.private async def test_flash_llava_next_all_params(flash_llava_next, response_snapshot): response = await flash_llava_next.generate( "Test request", max_new_tokens=10, repetition_penalty=1.2, return_full_text=True, stop_sequences=["test"], temperature=0.5, top_p=0.9, top_k=10, truncate=5, typical_p=0.9, watermark=True, decoder_input_details=True, seed=0, ) assert response.details.generated_tokens == 6 assert response == response_snapshot @pytest.mark.release @pytest.mark.asyncio @pytest.mark.private async def test_flash_llava_next_load( flash_llava_next, generate_load, response_snapshot, chicken ): responses = await generate_load( flash_llava_next, 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] == "\n\nOnce upon a time, there was a" assert len(generated_texts) == 4 assert all([r.generated_text == generated_texts[0] for r in responses]) assert responses == response_snapshot