import pytest @pytest.fixture(scope="module") def flash_phi_handle(launcher): with launcher("microsoft/phi-2", num_shard=1) as handle: yield handle @pytest.fixture(scope="module") async def flash_phi(flash_phi_handle): await flash_phi_handle.health(300) return flash_phi_handle.client @pytest.mark.asyncio async def test_flash_phi(flash_phi, response_snapshot): response = await flash_phi.generate( "Test request", max_new_tokens=10, decoder_input_details=True ) assert response.details.generated_tokens == 10 assert response.generated_text == ': {request}")\n response = self' assert response == response_snapshot @pytest.mark.asyncio async def test_flash_phi_all_params(flash_phi, response_snapshot): response = await flash_phi.generate( "Test request", max_new_tokens=10, repetition_penalty=1.2, return_full_text=True, stop_sequences=["network"], 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.generated_text == "Test request to send data over a network" assert response == response_snapshot @pytest.mark.asyncio async def test_flash_phi_load(flash_phi, generate_load, response_snapshot): responses = await generate_load(flash_phi, "Test request", max_new_tokens=10, n=4) assert len(responses) == 4 assert all( [r.generated_text == responses[0].generated_text for r in responses] ), f"{[r.generated_text for r in responses]}" assert responses[0].generated_text == ': {request}")\n response = self' assert responses == response_snapshot