import pytest @pytest.fixture(scope="module") def flash_llama_awq_handle(launcher): with launcher("abhinavkulkarni/codellama-CodeLlama-7b-Python-hf-w4-g128-awq", num_shard=1, quantize="awq") as handle: yield handle @pytest.fixture(scope="module") async def flash_llama_awq(flash_llama_awq_handle): await flash_llama_awq_handle.health(300) return flash_llama_awq_handle.client @pytest.mark.asyncio @pytest.mark.private async def test_flash_llama_awq(flash_llama_awq, response_snapshot): response = await flash_llama_awq.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_all_params(flash_llama_awq, response_snapshot): response = await flash_llama_awq.generate( "What is Deep Learning?", max_new_tokens=10, repetition_penalty=1.2, return_full_text=True, 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 == response_snapshot @pytest.mark.asyncio @pytest.mark.private async def test_flash_llama_awq_load( flash_llama_awq, generate_load, response_snapshot ): responses = await generate_load( flash_llama_awq, "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