[UnifiedTree]: Add nightly hicache ci for dsa model (#25348)
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@@ -5,8 +5,14 @@ offloading under UnifiedRadixTree, verifying multi-turn cache correctness
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via KL divergence.
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via KL divergence.
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"""
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"""
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import os
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import shutil
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import tempfile
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import unittest
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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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import requests
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from test_unified_radix_cache_kl import UnifiedRadixTreeTestMixin
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from test_unified_radix_cache_kl import UnifiedRadixTreeTestMixin
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from sglang.srt.utils import kill_process_tree
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from sglang.srt.utils import kill_process_tree
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@@ -33,6 +39,9 @@ DSV4_FLASH_LAUNCH_TIMEOUT = 3600
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DSV32_MODEL = "deepseek-ai/DeepSeek-V3.2"
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DSV32_MODEL = "deepseek-ai/DeepSeek-V3.2"
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DSV32_LAUNCH_TIMEOUT = 3600
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DSV32_LAUNCH_TIMEOUT = 3600
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GLM5_MODEL = "zai-org/GLM-5.1-FP8"
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GLM5_LAUNCH_TIMEOUT = 3600
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register_cuda_ci(est_time=900, suite="nightly-8-gpu-h200", nightly=True)
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register_cuda_ci(est_time=900, suite="nightly-8-gpu-h200", nightly=True)
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@@ -77,6 +86,8 @@ class TestUnifiedMambaHiCache(UnifiedRadixTreeTestMixin, CustomTestCase):
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"page_first_direct",
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"page_first_direct",
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"--max-total-tokens",
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"--max-total-tokens",
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"12000",
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"12000",
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"--max-mamba-cache-size",
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"500",
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"--max-running-requests",
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"--max-running-requests",
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"4",
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"4",
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],
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],
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@@ -158,5 +169,126 @@ class TestUnifiedDeepSeekV4FlashHiCache(UnifiedRadixTreeTestMixin, CustomTestCas
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kill_process_tree(cls.process.pid)
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kill_process_tree(cls.process.pid)
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class GSM8KTwoPassMixin:
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"""Mixin: run GSM8K twice with flush in between, verify accuracy diff.
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Subclass must provide:
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- self.base_url
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- self.model (for logging)
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"""
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gsm8k_threshold: float = 0.90
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num_gsm8k_questions: int = 200
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max_accuracy_diff: float = 0.02
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gsm8k_parallel: int = 40
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def _run_gsm8k(self):
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from sglang.test.few_shot_gsm8k import run_eval as run_few_shot_gsm8k
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url = urlparse(self.base_url)
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args = SimpleNamespace(
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num_shots=10,
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data_path=None,
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num_questions=self.num_gsm8k_questions,
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max_new_tokens=16000,
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parallel=self.gsm8k_parallel,
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host=f"http://{url.hostname}",
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port=int(url.port),
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)
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metrics = run_few_shot_gsm8k(args)
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return metrics["accuracy"]
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def _flush_cache(self):
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response = requests.post(
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self.base_url + "/flush_cache",
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params={"timeout": 30},
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timeout=40,
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)
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response.raise_for_status()
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def test_gsm8k_two_passes(self):
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"""Run GSM8K twice with flush in between, verify accuracy diff <= max_accuracy_diff."""
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# First pass
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acc1 = self._run_gsm8k()
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print(f"[{self.__class__.__name__}] GSM8K pass 1 accuracy: {acc1:.3f}")
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self.assertGreaterEqual(
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acc1,
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self.gsm8k_threshold,
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f"Pass 1 accuracy {acc1:.3f} < threshold {self.gsm8k_threshold}",
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)
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# Flush cache
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self._flush_cache()
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# Second pass
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acc2 = self._run_gsm8k()
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print(f"[{self.__class__.__name__}] GSM8K pass 2 accuracy: {acc2:.3f}")
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self.assertGreaterEqual(
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acc2,
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self.gsm8k_threshold,
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f"Pass 2 accuracy {acc2:.3f} < threshold {self.gsm8k_threshold}",
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)
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# Verify diff
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if acc1 > acc2:
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diff = abs(acc1 - acc2)
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print(
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f"[{self.__class__.__name__}] Accuracy diff: {diff:.3f} "
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f"(max allowed: {self.max_accuracy_diff})"
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)
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self.assertLessEqual(
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diff,
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self.max_accuracy_diff,
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f"Accuracy diff {diff:.3f} exceeds max {self.max_accuracy_diff} "
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f"(pass1={acc1:.3f}, pass2={acc2:.3f})",
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)
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class TestGLM5HiCacheL3GSM8K(GSM8KTwoPassMixin, CustomTestCase):
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"""GLM-5.1-FP8 + HiCache L3 (file backend), with HiRadixTree."""
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@classmethod
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def setUpClass(cls):
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cls.model = GLM5_MODEL
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.hicache_dir = tempfile.mkdtemp(prefix="hicache_l3_")
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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=GLM5_LAUNCH_TIMEOUT,
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other_args=[
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"--trust-remote-code",
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"--tp-size",
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"8",
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"--page-size",
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"64",
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"--mem-fraction-static",
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"0.85",
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"--model-loader-extra-config",
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'{"enable_multithread_load": true, "num_threads": 64}',
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"--enable-hierarchical-cache",
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"--hicache-ratio",
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"2",
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"--hicache-write-policy",
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"write_through",
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"--hicache-storage-prefetch-policy",
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"wait_complete",
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"--hicache-io-backend",
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"direct",
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"--hicache-mem-layout",
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"page_first_direct",
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"--hicache-storage-backend",
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"file",
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],
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env={"SGLANG_HICACHE_FILE_BACKEND_STORAGE_DIR": cls.hicache_dir},
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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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if os.path.isdir(cls.hicache_dir):
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shutil.rmtree(cls.hicache_dir, ignore_errors=True)
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if __name__ == "__main__":
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if __name__ == "__main__":
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unittest.main()
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unittest.main()
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