63 lines
1.9 KiB
Python
63 lines
1.9 KiB
Python
"""
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Usage:
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python3 -m unittest test_autoround.TestAutoRound.test_mmlu
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"""
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import unittest
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from types import SimpleNamespace
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from sglang.srt.utils import kill_process_tree
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from sglang.test.run_eval import run_eval
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from sglang.test.test_utils import (
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DEFAULT_AUTOROUND_MODEL_NAME_FOR_TEST,
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DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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DEFAULT_URL_FOR_TEST,
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CustomTestCase,
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popen_launch_server,
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)
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class TestAutoRound(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.base_url = DEFAULT_URL_FOR_TEST
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@classmethod
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def tearDownClass(cls):
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pass
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def test_mmlu(self):
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device = "auto"
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for model in DEFAULT_AUTOROUND_MODEL_NAME_FOR_TEST:
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with self.subTest(model=model):
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print(f"\n[INFO] Launching server for model: {model}")
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process = popen_launch_server(
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model,
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self.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=["--trust-remote-code", "--quantization", "auto-round"],
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device=device,
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)
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try:
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args = SimpleNamespace(
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base_url=self.base_url,
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model=model,
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eval_name="mmlu",
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num_examples=64,
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num_threads=32,
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device=device,
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)
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metrics = run_eval(args)
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if "Llama" in model:
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self.assertGreaterEqual(metrics["score"], 0.6)
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else:
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self.assertGreaterEqual(metrics["score"], 0.26)
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finally:
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kill_process_tree(process.pid)
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print(f"[INFO] Server for {model} stopped.")
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if __name__ == "__main__":
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unittest.main()
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