[CI] Fix TestQwen35WithHiCache (#21371)
This commit is contained in:
@@ -0,0 +1,127 @@
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import shutil
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import tempfile
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import time
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import unittest
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from types import SimpleNamespace
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import requests
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from sglang.srt.utils import kill_process_tree
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from sglang.test.ci.ci_register import register_cuda_ci
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# This eval harness applies the chat_template, which is critical for qwen3.5
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# to get good accuracy on gsm8k
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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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popen_launch_server,
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)
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register_cuda_ci(est_time=600, suite="stage-c-test-4-gpu-h100")
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QWEN35_27B_MODEL = "Qwen/Qwen3.5-27B"
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ACC_THRESHOLDS = {QWEN35_27B_MODEL: {"gsm8k": 0.8}}
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class TestQwen35WithHiCache(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = QWEN35_27B_MODEL
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.storage_dir = tempfile.mkdtemp(prefix="qwen35-hicache-")
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env = {
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"SGLANG_HICACHE_FILE_BACKEND_STORAGE_DIR": cls.storage_dir,
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}
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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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env=env,
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other_args=[
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"--tp-size",
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"4",
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"--max-mamba-cache-size",
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"500",
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"--max-total-tokens",
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"120000",
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"--chunked-prefill-size",
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"2048",
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"--mamba-scheduler-strategy",
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"extra_buffer",
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"--mamba-track-interval",
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"128",
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"--mamba-ssm-dtype",
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"bfloat16",
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"--max-running-requests",
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"128",
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"--reasoning-parser",
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"qwen3",
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"--model-loader-extra-config",
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'{"enable_multithread_load": true,"num_threads": 64}',
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"--hicache-mem-layout",
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"page_first_direct",
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"--enable-hierarchical-cache",
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"--hicache-ratio",
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"2",
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"--hicache-size",
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"0",
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"--hicache-write-policy",
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"write_through",
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"--hicache-storage-backend",
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"file",
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"--hicache-storage-prefetch-policy",
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"wait_complete",
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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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shutil.rmtree(cls.storage_dir, ignore_errors=True)
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def _run_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=100,
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max_tokens=16000,
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num_threads=50,
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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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host="http://127.0.0.1",
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port=int(self.base_url.split(":")[-1]),
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)
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return run_eval(args)
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def test_gsm8k(self):
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first_metrics = self._run_gsm8k()
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print(f"first_metrics={first_metrics}")
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self.assertGreaterEqual(
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first_metrics["score"], ACC_THRESHOLDS[self.model]["gsm8k"]
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)
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print(f"flush cache")
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time.sleep(2)
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requests.post(f"{self.base_url}/flush_cache", timeout=10)
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second_metrics = self._run_gsm8k()
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print(f"second_metrics={second_metrics}")
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self.assertGreaterEqual(
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second_metrics["score"], ACC_THRESHOLDS[self.model]["gsm8k"]
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)
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self.assertLessEqual(
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abs(second_metrics["score"] - first_metrics["score"]),
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0.05,
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f"HiCache prefetch accuracy drift too large: "
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f"first={first_metrics['score']}, second={second_metrics['score']}",
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)
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if __name__ == "__main__":
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unittest.main()
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@@ -1,6 +1,3 @@
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import shutil
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import tempfile
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import time
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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 types import SimpleNamespace
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@@ -26,8 +23,7 @@ from sglang.test.test_utils import (
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register_cuda_ci(est_time=1400, suite="stage-c-test-4-gpu-b200")
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register_cuda_ci(est_time=1400, suite="stage-c-test-4-gpu-b200")
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QWEN35_FP4_MODEL = "nvidia/Qwen3.5-397B-A17B-NVFP4"
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QWEN35_FP4_MODEL = "nvidia/Qwen3.5-397B-A17B-NVFP4"
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QWEN35_27B_MODEL = "Qwen/Qwen3.5-27B"
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ACC_THRESHOLDS = {QWEN35_FP4_MODEL: {"gsm8k": 0.95}}
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ACC_THRESHOLDS = {QWEN35_FP4_MODEL: {"gsm8k": 0.95}, QWEN35_27B_MODEL: {"gsm8k": 0.8}}
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class TestQwen35FP4(unittest.TestCase):
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class TestQwen35FP4(unittest.TestCase):
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@@ -238,103 +234,5 @@ class TestQwen35FP4MTPV2(CustomTestCase):
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self.assertGreater(avg_spec_accept_length, 3.3)
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self.assertGreater(avg_spec_accept_length, 3.3)
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class TestQwen35WithHiCache(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = QWEN35_27B_MODEL
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.storage_dir = tempfile.mkdtemp(prefix="qwen35-hicache-")
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env = {
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"SGLANG_HICACHE_FILE_BACKEND_STORAGE_DIR": cls.storage_dir,
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}
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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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env=env,
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other_args=[
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"--tp-size",
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"4",
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"--max-mamba-cache-size",
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"500",
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"--max-total-tokens",
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"120000",
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"--chunked-prefill-size",
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"2048",
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"--mamba-scheduler-strategy",
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"extra_buffer",
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"--mamba-track-interval",
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"128",
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"--mamba-ssm-dtype",
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"bfloat16",
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"--max-running-requests",
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"128",
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"--reasoning-parser",
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"qwen3",
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"--model-loader-extra-config",
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'{"enable_multithread_load": true,"num_threads": 64}',
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"--hicache-mem-layout",
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"page_first_direct",
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"--enable-hierarchical-cache",
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"--hicache-ratio",
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"2",
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"--hicache-size",
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"0",
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"--hicache-write-policy",
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"write_through",
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"--hicache-storage-backend",
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"file",
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"--hicache-storage-prefetch-policy",
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"wait_complete",
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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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shutil.rmtree(cls.storage_dir, ignore_errors=True)
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def _run_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=100,
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max_tokens=4000,
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num_threads=50,
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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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host="http://127.0.0.1",
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port=int(self.base_url.split(":")[-1]),
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)
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return run_eval(args)
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def test_gsm8k(self):
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first_metrics = self._run_gsm8k()
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print(f"first_metrics={first_metrics}")
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self.assertGreaterEqual(
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first_metrics["score"], ACC_THRESHOLDS[self.model]["gsm8k"]
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)
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print(f"flush cache")
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time.sleep(2)
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requests.post(f"{self.base_url}/flush_cache", timeout=10)
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second_metrics = self._run_gsm8k()
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print(f"second_metrics={second_metrics}")
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self.assertGreaterEqual(
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second_metrics["score"], ACC_THRESHOLDS[self.model]["gsm8k"]
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)
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self.assertLessEqual(
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abs(second_metrics["score"] - first_metrics["score"]),
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0.05,
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f"HiCache prefetch accuracy drift too large: "
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f"first={first_metrics['score']}, second={second_metrics['score']}",
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)
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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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