116 lines
2.8 KiB
Python
116 lines
2.8 KiB
Python
import os
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import time
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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.run_eval import run_eval
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from sglang.test.server_fixtures.disaggregation_fixture import get_rdma_devices_args
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST_MLA,
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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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TEST_MODEL = os.environ.get("NIXL_EP_TEST_MODEL", DEFAULT_MODEL_NAME_FOR_TEST_MLA)
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os.environ.setdefault("SGLANG_NIXL_EP_NUM_MAX_DISPATCH_TOKENS_PER_RANK", "1024")
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ib_devices = get_rdma_devices_args()
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NIXL_COMMON = [
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"--trust-remote-code",
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"--moe-a2a-backend",
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"nixl",
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"--deepep-mode",
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"low_latency",
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"--tp",
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"8",
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"--mem-fraction-static",
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"0.78",
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]
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DP_ATTN = ["--dp", "8", "--enable-dp-attention"]
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ELASTIC_NIXL = [
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"--elastic-ep-backend",
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"nixl",
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"--enable-eplb",
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"--ep-num-redundant-experts",
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"24",
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]
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ELASTIC_MOONCAKE = [
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"--elastic-ep-backend",
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"mooncake",
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"--mooncake-ib-device",
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ib_devices,
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"--enable-eplb",
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"--ep-num-redundant-experts",
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"24",
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]
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class _EPTestBase(CustomTestCase):
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server_args: list[str] = []
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@classmethod
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def setUpClass(cls):
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cls.model = TEST_MODEL
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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=cls.server_args,
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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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cls.process.wait(timeout=15)
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time.sleep(2)
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def _run_gsm8k(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="gsm8k",
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api="completion",
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max_tokens=512,
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num_examples=200,
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num_threads=128,
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)
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metrics = run_eval(args)
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print(metrics)
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return metrics
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def test_gsm8k(self):
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metrics = self._run_gsm8k()
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self.assertGreater(metrics["score"], 0.60)
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class TestNixlEPTP(_EPTestBase):
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server_args = [*NIXL_COMMON]
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class TestNixlEPDPAttn(_EPTestBase):
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server_args = [*NIXL_COMMON, *DP_ATTN]
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class TestNixlEPElasticEP(_EPTestBase):
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server_args = [*NIXL_COMMON, *DP_ATTN, *ELASTIC_NIXL]
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class TestNixlMoeMooncakeElasticEP(_EPTestBase):
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server_args = [*NIXL_COMMON, *DP_ATTN, *ELASTIC_MOONCAKE]
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pkill_process_1 = "sglang::scheduler_DP1_TP8_EP8"
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def test_gsm8k_fault_1(self):
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os.system(f"pkill -f {self.pkill_process_1}")
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metrics = self._run_gsm8k()
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self.assertGreater(metrics["score"], 0.60)
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if __name__ == "__main__":
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unittest.main()
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