import pytest import base64 @pytest.fixture(scope="module") def flash_pali_gemma_handle(launcher): with launcher( "google/paligemma-3b-pt-224", num_shard=1, revision="float16", max_input_length=4000, max_total_tokens=4096, ) as handle: yield handle @pytest.fixture(scope="module") async def flash_pali_gemma(flash_pali_gemma_handle): await flash_pali_gemma_handle.health(300) return flash_pali_gemma_handle.client 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')}" def get_cow_beach(): with open("integration-tests/images/cow_beach.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.release @pytest.mark.asyncio @pytest.mark.private async def test_flash_pali_gemma(flash_pali_gemma, response_snapshot): cow = get_cow_beach() inputs = f"![]({cow})Where is the cow standing?\n" response = await flash_pali_gemma.generate(inputs, max_new_tokens=20) assert response.generated_text == "beach" assert response == response_snapshot @pytest.mark.release @pytest.mark.asyncio @pytest.mark.private async def test_flash_pali_gemma_two_images(flash_pali_gemma, response_snapshot): chicken = get_chicken() cow_beach = get_cow_beach() response = await flash_pali_gemma.generate( f"caption![]({chicken})![]({cow_beach})\n", max_new_tokens=20, ) # Is PaliGemma not able to handle two separate images? At least we # get output showing that both images are used. assert ( response.generated_text == "image result for chicken on the beach" ), f"{repr(response.generated_text)}" assert response == response_snapshot