import unittest from types import SimpleNamespace from urllib.parse import urlparse from sglang.srt.utils import get_device_sm, kill_process_tree from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k from sglang.test.test_utils import ( DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH, DEFAULT_URL_FOR_TEST, popen_launch_server, ) MODEL_PATH = "nvidia/Llama-3.1-8B-Instruct-FP4" @unittest.skipIf(get_device_sm() < 100, "Test requires CUDA SM 100 or higher") class TestLlama31FP4B200(unittest.TestCase): @classmethod def setUpClass(cls): cls.model = MODEL_PATH cls.base_url = DEFAULT_URL_FOR_TEST other_args = [ "--trust-remote-code", "--mem-fraction-static", "0.8", "--quantization", "modelopt_fp4", ] cls.process = popen_launch_server( cls.model, cls.base_url, timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH, other_args=other_args, ) @classmethod def tearDownClass(cls): kill_process_tree(cls.process.pid) def test_gsm8k(self): parsed_url = urlparse(self.base_url) args = SimpleNamespace( num_shots=4, data_path=None, num_questions=100, max_new_tokens=512, parallel=128, host=f"{parsed_url.scheme}://{parsed_url.hostname}", port=parsed_url.port, ) metrics = run_eval_few_shot_gsm8k(args) print(metrics) self.assertGreater(metrics["accuracy"], 0.61) if __name__ == "__main__": unittest.main()