import pytest @pytest.fixture(scope="module") def flash_phi35_moe_handle(launcher): with launcher( "microsoft/Phi-3.5-MoE-instruct", num_shard=4, ) as handle: yield handle @pytest.fixture(scope="module") async def flash_phi35_moe(flash_phi35_moe_handle): await flash_phi35_moe_handle.health(300) return flash_phi35_moe_handle.client @pytest.mark.asyncio async def test_flash_phi35_moe(flash_phi35_moe, response_snapshot): response = await flash_phi35_moe.generate( "What is gradient descent?\n\n", max_new_tokens=10, decoder_input_details=True ) assert response.details.generated_tokens == 10 assert ( response.generated_text == "Gradient descent is an optimization algorithm commonly used in" ) assert response == response_snapshot @pytest.mark.asyncio async def test_flash_phi35_moe_all_params(flash_phi35_moe, response_snapshot): response = await flash_phi35_moe.generate( "What is gradient descent?\n", 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 == 10 assert ( response.generated_text == "What is gradient descent?\nGradient Descent (GD) is an" ) assert response == response_snapshot @pytest.mark.asyncio async def test_flash_phi35_moe_load(flash_phi35_moe, generate_load, response_snapshot): responses = await generate_load( flash_phi35_moe, "What is gradient descent?\n\n", max_new_tokens=10, n=4 ) assert len(responses) == 4 assert responses[0].details.generated_tokens == 10 assert ( responses[0].generated_text == "Gradient descent is an optimization algorithm commonly used in" ) assert all( [r.generated_text == responses[0].generated_text for r in responses] ), f"{[r.generated_text for r in responses]}" assert responses == response_snapshot