[AMD] [CI] Add GLM-5.1 MXFP4 TP2 accuracy gate (#26396)
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"""MI355X GLM-5.1-MXFP4 TP=2 GSM8K accuracy gate.
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This is a PR Test (AMD) regression test for the GLM-5.1-MXFP4 TP=2
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accuracy drop seen on MI355X/gfx950 when aiter selected a bad BF16 GEMM path.
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Registry: stage-c-test-large-8-gpu-amd-mi35x suite
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"""
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import os
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import resource
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import unittest
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from types import SimpleNamespace
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from urllib.parse import urlparse
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os.environ.setdefault("HF_HOME", "/data2/models/huggingface")
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os.environ.setdefault("HF_HUB_CACHE", "/data2/models/huggingface/hub")
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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
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from sglang.test.few_shot_gsm8k import run_eval as run_gsm8k_eval
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from sglang.test.test_utils import (
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DEFAULT_URL_FOR_TEST,
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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_amd_ci(
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est_time=3600,
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suite="stage-c-test-large-8-gpu-amd-mi35x",
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)
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GLM51_MXFP4_MODEL_ID = "amd/GLM-5.1-MXFP4"
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GLM51_MXFP4_LOCAL_PATHS = (
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"/data2/models/amd-GLM-5.1-MXFP4",
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"/data/huggingface/hub/amd/GLM-5.1-MXFP4",
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)
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GSM8K_ACCURACY_THRESHOLD = 0.92
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GSM8K_INVALID_THRESHOLD = 0.02
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DEFAULT_NUM_QUESTIONS = 1200
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DEFAULT_PARALLEL = 1200
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def _raise_nofile_limit() -> None:
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"""GSM8K with high parallelism can exceed the default soft nofile=1024."""
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soft, hard = resource.getrlimit(resource.RLIMIT_NOFILE)
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target = 65535 if hard == resource.RLIM_INFINITY else min(hard, 65535)
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if soft < target:
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resource.setrlimit(resource.RLIMIT_NOFILE, (target, hard))
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def _get_model_path() -> str:
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env_path = os.environ.get("GLM51_MXFP4_MODEL_PATH")
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if env_path:
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return env_path
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for path in GLM51_MXFP4_LOCAL_PATHS:
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if os.path.exists(path):
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return path
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return GLM51_MXFP4_MODEL_ID
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class TestGLM51MXFP4TP2GSM8KMI35x(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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_raise_nofile_limit()
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cls.model = _get_model_path()
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.process = popen_launch_server(
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model=cls.model,
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base_url=cls.base_url,
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timeout=5400,
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other_args=[
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"--tp",
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"2",
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"--trust-remote-code",
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"--reasoning-parser",
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"glm45",
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"--tool-call-parser",
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"glm47",
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"--watchdog-timeout",
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"1200",
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"--mem-fraction-static",
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"0.85",
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"--kv-cache-dtype",
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"fp8_e4m3",
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"--disable-radix-cache",
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"--model-loader-extra-config",
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'{"enable_multithread_load": true, "num_threads": 8}',
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"--dsa-prefill-backend",
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"tilelang",
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"--dsa-decode-backend",
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"tilelang",
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"--tokenizer-worker-num",
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"4",
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],
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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_gsm8k_accuracy(self):
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num_questions = int(
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os.environ.get("GLM51_MXFP4_GSM8K_NUM_QUESTIONS", DEFAULT_NUM_QUESTIONS)
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)
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parallel = int(os.environ.get("GLM51_MXFP4_GSM8K_PARALLEL", DEFAULT_PARALLEL))
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url = urlparse(self.base_url)
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args = SimpleNamespace(
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num_shots=5,
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data_path=None,
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num_questions=num_questions,
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max_new_tokens=512,
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parallel=parallel,
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host=url.hostname or "127.0.0.1",
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port=url.port or 30000,
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temperature=0.0,
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)
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metrics = run_gsm8k_eval(args)
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accuracy = metrics["accuracy"]
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invalid = metrics["invalid"]
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summary = (
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"### GLM-5.1-MXFP4 TP=2 GSM8K (MI355X)\n\n"
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"| Model | TP | Questions | Accuracy | Invalid | Threshold | Status |\n"
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"| ----- | -- | --------- | -------- | ------- | --------- | ------ |\n"
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)
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passed = (
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accuracy >= GSM8K_ACCURACY_THRESHOLD and invalid <= GSM8K_INVALID_THRESHOLD
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)
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status = "PASS" if passed else "FAIL"
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summary += (
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f"| {self.model} | 2 | {num_questions} | {accuracy:.3f} | "
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f"{invalid:.3f} | accuracy >= {GSM8K_ACCURACY_THRESHOLD:.2f} | {status} |\n"
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)
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if is_in_ci():
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write_github_step_summary(summary)
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self.assertGreaterEqual(accuracy, GSM8K_ACCURACY_THRESHOLD)
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self.assertLessEqual(invalid, GSM8K_INVALID_THRESHOLD)
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if __name__ == "__main__":
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unittest.main()
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