import pytest @pytest.fixture(scope="module") def flash_starcoder_handle(launcher): with launcher("bigcode/starcoder", num_shard=2) as handle: yield handle @pytest.fixture(scope="module") async def flash_starcoder(flash_starcoder_handle): await flash_starcoder_handle.health(300) return flash_starcoder_handle.client @pytest.mark.asyncio @pytest.mark.private async def test_flash_starcoder(flash_starcoder, response_snapshot): response = await flash_starcoder.generate( "def print_hello", max_new_tokens=10, decoder_input_details=True ) assert response.details.generated_tokens == 10 assert response == response_snapshot @pytest.mark.asyncio @pytest.mark.private async def test_flash_starcoder_default_params(flash_starcoder, response_snapshot): response = await flash_starcoder.generate( "def print_hello", max_new_tokens=60, temperature=0.2, top_p=0.95, decoder_input_details=True, seed=0, ) assert response.details.generated_tokens == 60 assert response == response_snapshot @pytest.mark.asyncio @pytest.mark.private async def test_flash_starcoder_load(flash_starcoder, generate_load, response_snapshot): responses = await generate_load( flash_starcoder, "def print_hello", max_new_tokens=10, n=4 ) assert len(responses) == 4 assert all([r.generated_text == responses[0].generated_text for r in responses]) assert responses == response_snapshot