111 lines
2.9 KiB
Python
111 lines
2.9 KiB
Python
import unittest
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from types import SimpleNamespace
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from sglang.test.ci.ci_register import 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_TIMEOUT_FOR_SERVER_LAUNCH,
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DEFAULT_URL_FOR_TEST,
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CustomTestCase,
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kill_process_tree,
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popen_launch_server,
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)
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register_cuda_ci(est_time=363, stage="extra-b", runner_config="4-gpu-h100")
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QWEN3_MOE_MODEL_PATH = "Qwen/Qwen3-30B-A3B-FP8"
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GSM8K_BASELINE_ACCURACY = 0.93
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class _Qwen3MoePPCompatMixin:
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"""Launch a Qwen3 MoE server combining PP with another parallel strategy and
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check GSM8K accuracy. Concrete subclasses set ``parallel_args`` (and
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optionally ``server_env``); this mixin is not a TestCase so it is never
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collected on its own.
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"""
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model = QWEN3_MOE_MODEL_PATH
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parallel_args: list = []
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server_env = None
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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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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=[
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*cls.parallel_args,
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"--cuda-graph-max-bs-decode",
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"32",
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"--max-running-requests",
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"32",
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"--trust-remote-code",
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"--disable-piecewise-cuda-graph",
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"--model-loader-extra-config",
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'{"enable_multithread_load": true, "num_threads": 64}',
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],
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env=cls.server_env,
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)
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@classmethod
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def tearDownClass(cls):
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if hasattr(cls, "process") and cls.process:
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kill_process_tree(cls.process.pid)
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def test_gsm8k(self):
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args = SimpleNamespace(
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model=self.model,
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eval_name="gsm8k",
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num_shots=5,
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num_examples=200,
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max_tokens=16000,
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num_threads=128,
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repeat=1,
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temperature=0.6,
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top_p=0.95,
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top_k=20,
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base_url=self.base_url,
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)
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metrics = run_eval(args)
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print(f"{metrics=}")
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self.assertGreaterEqual(metrics["score"], GSM8K_BASELINE_ACCURACY)
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class TestQwen3MoePPxCP(_Qwen3MoePPCompatMixin, CustomTestCase):
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"""PP x CP: pp_size=2 x attn_cp_size=2 (tp_size=2, moe_dp_size=1)."""
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parallel_args = [
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"--tp-size",
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"2",
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"--pp-size",
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"2",
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"--ep-size",
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"2",
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"--attn-cp-size",
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"2",
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"--enable-prefill-cp",
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"--cp-strategy",
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"zigzag",
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]
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class TestQwen3MoePPxDP(_Qwen3MoePPCompatMixin, CustomTestCase):
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"""PP x DP: pp_size=2 x dp_size=2 attention (tp_size=2)."""
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parallel_args = [
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"--tp-size",
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"2",
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"--pp-size",
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"2",
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"--dp-size",
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"2",
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"--enable-dp-attention",
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]
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if __name__ == "__main__":
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unittest.main()
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