04a10c9bc2
Co-authored-by: Bingxu Chen <bingxche@amd.com> Co-authored-by: bingxche <Bingxu.Chen@amd.com> Co-authored-by: michaelzhang-ai <michaelzhang.ai@users.noreply.github.com>
97 lines
2.5 KiB
Python
97 lines
2.5 KiB
Python
"""
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Usage:
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python -m unittest test_eval_accuracy_large.TestEvalAccuracyLarge.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.ci.ci_register import register_amd_ci, register_cuda_ci
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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_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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is_in_ci,
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popen_launch_server,
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write_github_step_summary,
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)
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register_cuda_ci(est_time=300, suite="stage-b-test-small-1-gpu-accuracy")
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register_amd_ci(est_time=300, suite="stage-b-test-small-1-gpu-accuracy-amd")
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class TestEvalAccuracyLarge(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.process = popen_launch_server(
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cls.model,
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=["--log-level-http", "warning"],
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)
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@classmethod
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def tearDownClass(cls):
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kill_process_tree(cls.process.pid)
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def test_mmlu(self):
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args = SimpleNamespace(
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base_url=self.base_url,
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model=self.model,
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eval_name="mmlu",
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num_examples=5000,
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num_threads=1024,
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)
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metrics = run_eval(args)
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if is_in_ci():
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write_github_step_summary(f"### test_mmlu\n" f'{metrics["score"]=:.4f}\n')
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self.assertGreater(metrics["score"], 0.70)
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def test_human_eval(self):
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args = SimpleNamespace(
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base_url=self.base_url,
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model=self.model,
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eval_name="humaneval",
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num_examples=None,
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num_threads=1024,
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)
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metrics = run_eval(args)
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if is_in_ci():
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write_github_step_summary(
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f"### test_human_eval\n" f'{metrics["score"]=:.4f}\n'
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)
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self.assertGreater(metrics["score"], 0.64)
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def test_mgsm_en(self):
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args = SimpleNamespace(
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base_url=self.base_url,
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model=self.model,
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eval_name="mgsm_en",
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num_examples=None,
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num_threads=1024,
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)
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metrics = run_eval(args)
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if is_in_ci():
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write_github_step_summary(
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f"### test_mgsm_en\n" f'{metrics["score"]=:.4f}\n'
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)
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self.assertGreater(metrics["score"], 0.835)
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if __name__ == "__main__":
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unittest.main()
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