import pytest @pytest.fixture(scope="module") def flash_llama_awq_handle_sharded(launcher): with launcher( "abhinavkulkarni/codellama-CodeLlama-7b-Python-hf-w4-g128-awq", num_shard=2, quantize="awq", ) as handle: yield handle @pytest.fixture(scope="module") async def flash_llama_awq_sharded(flash_llama_awq_handle_sharded): await flash_llama_awq_handle_sharded.health(300) return flash_llama_awq_handle_sharded.client @pytest.mark.asyncio @pytest.mark.private async def test_flash_llama_awq_sharded(flash_llama_awq_sharded, response_snapshot): response = await flash_llama_awq_sharded.generate( "What is Deep Learning?", max_new_tokens=10, decoder_input_details=True ) assert response.details.generated_tokens == 10 assert ( response.generated_text == "\nWhat is the difference between Deep Learning and Machine" ) assert response == response_snapshot @pytest.mark.asyncio @pytest.mark.private async def test_flash_llama_awq_load_sharded( flash_llama_awq_sharded, generate_load, response_snapshot ): responses = await generate_load( flash_llama_awq_sharded, "What is Deep Learning?", max_new_tokens=10, n=4 ) assert len(responses) == 4 assert all( [ r.generated_text == "\nWhat is the difference between Deep Learning and Machine" for r in responses ] ) assert responses == response_snapshot