import pytest @pytest.fixture(scope="module") def compressed_tensors_wna16_int_24_handle(launcher): with launcher( "danieldk/Llama-3.1-8B-w4a16-int-24", num_shard=2, quantize="compressed-tensors", ) as handle: yield handle @pytest.fixture(scope="module") async def compressed_tensors_wna16_int_24(compressed_tensors_wna16_int_24_handle): await compressed_tensors_wna16_int_24_handle.health(300) return compressed_tensors_wna16_int_24_handle.client @pytest.mark.release @pytest.mark.asyncio @pytest.mark.private async def test_compressed_tensors_wna16_int_24( compressed_tensors_wna16_int_24, response_snapshot ): response = await compressed_tensors_wna16_int_24.generate( "What is deep learning?", max_new_tokens=10, decoder_input_details=True, ) assert ( response.generated_text == "Deep learning is a subset of machine learning that uses" ) assert response.details.generated_tokens == 10 assert response == response_snapshot @pytest.mark.release @pytest.mark.asyncio @pytest.mark.private async def test_compressed_tensors_wna16_int_24_all_params( compressed_tensors_wna16_int_24, response_snapshot ): response = await compressed_tensors_wna16_int_24.generate( "What is deep learning", 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 deep learning?\nDeep learning (DL) is a subset of" ) assert response == response_snapshot @pytest.mark.release @pytest.mark.asyncio @pytest.mark.private async def test_compressed_tensors_wna16_int_24_load( compressed_tensors_wna16_int_24, generate_load, response_snapshot ): responses = await generate_load( compressed_tensors_wna16_int_24, "What is deep learning?", max_new_tokens=10, n=4, ) assert ( responses[0].generated_text == "Deep learning is a subset of machine learning that uses" ) assert len(responses) == 4 assert all([r.generated_text == responses[0].generated_text for r in responses]) assert responses == response_snapshot