Migrate 4-GPU/8-GPU workflow jobs to stage-c and add CI registry decorators (#17299)
This commit is contained in:
@@ -0,0 +1,218 @@
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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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from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
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from sglang.test.send_one import BenchArgs, send_one_prompt
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from sglang.test.test_utils import (
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DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST,
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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=563, suite="stage-c-test-deepep-8-gpu-h200")
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DEEPSEEK_V32_MODEL_PATH = "deepseek-ai/DeepSeek-V3.2-Exp"
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@unittest.skip("Skip for saving ci time")
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class TestDeepseek(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST
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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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"--trust-remote-code",
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"--tp",
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"8",
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"--enable-dp-attention",
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"--dp",
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"8",
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"--moe-dense-tp-size",
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"1",
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"--enable-dp-lm-head",
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"--moe-a2a-backend",
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"deepep",
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"--moe-runner-backend",
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"deep_gemm",
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"--enable-two-batch-overlap",
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"--ep-num-redundant-experts",
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"32",
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"--ep-dispatch-algorithm",
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"dynamic",
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"--eplb-algorithm",
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"deepseek",
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"--cuda-graph-bs",
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"256",
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"--max-running-requests",
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"2048",
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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": 64}',
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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(self):
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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=1200,
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parallel=1200,
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max_new_tokens=512,
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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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metrics = run_eval_few_shot_gsm8k(args)
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print(f"Eval accuracy of GSM8K: {metrics=}")
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self.assertGreater(metrics["accuracy"], 0.92)
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class TestDeepseekMTP(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST
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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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"--trust-remote-code",
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"--tp",
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"8",
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"--enable-dp-attention",
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"--dp",
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"8",
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"--moe-dense-tp-size",
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"1",
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"--enable-dp-lm-head",
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"--moe-a2a-backend",
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"deepep",
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"--moe-runner-backend",
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"deep_gemm",
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"--enable-two-batch-overlap",
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"--ep-num-redundant-experts",
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"32",
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"--ep-dispatch-algorithm",
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"dynamic",
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"--eplb-algorithm",
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"deepseek",
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"--cuda-graph-bs",
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"64", # TODO: increase it to 128 when TBO is supported in draft_extend
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"--max-running-requests",
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"512",
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"--speculative-algorithm",
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"EAGLE",
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"--speculative-num-steps",
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"1",
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"--speculative-eagle-topk",
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"1",
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"--speculative-num-draft-tokens",
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"2",
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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": 64}',
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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(self):
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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=1200,
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parallel=1200,
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max_new_tokens=512,
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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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metrics = run_eval_few_shot_gsm8k(args)
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print(f"Eval accuracy of GSM8K: {metrics=}")
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self.assertGreater(metrics["accuracy"], 0.92)
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server_info = requests.get(self.base_url + "/get_server_info")
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avg_spec_accept_length = server_info.json()["internal_states"][0][
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"avg_spec_accept_length"
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]
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print(
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f"###test_gsm8k:\n"
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f"accuracy={metrics['accuracy']=:.3f}\n"
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f"{avg_spec_accept_length=:.3f}\n"
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)
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self.assertGreater(avg_spec_accept_length, 1.85)
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class TestDeepseekV32TBO(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEEPSEEK_V32_MODEL_PATH
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cls.base_url = DEFAULT_URL_FOR_TEST
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other_args = [
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"--trust-remote-code",
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"--tp",
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"8",
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"--dp",
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"8",
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"--enable-dp-attention",
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"--enable-two-batch-overlap",
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"--moe-a2a-backend",
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"deepep",
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"--cuda-graph-max-bs",
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"256",
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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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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=other_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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def test_a_gsm8k(
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self,
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): # Append an "a" to make this test run first (alphabetically) to warm up the server
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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=1200,
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parallel=1200,
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max_new_tokens=512,
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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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metrics = run_eval_few_shot_gsm8k(args)
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print(f"{metrics=}")
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self.assertGreater(metrics["accuracy"], 0.92)
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def test_bs_1_speed(self):
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args = BenchArgs(port=int(self.base_url.split(":")[-1]), max_new_tokens=2048)
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acc_length, speed = send_one_prompt(args)
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print(f"{speed=:.2f}")
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if __name__ == "__main__":
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unittest.main()
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@@ -0,0 +1,578 @@
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import os
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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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from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
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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_MODEL_NAME_FOR_TEST_MLA_NEXTN,
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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=531, suite="stage-c-test-deepep-4-gpu")
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class TestPureDP(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
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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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"--trust-remote-code",
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"--tp",
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"4",
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"--enable-dp-attention",
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"--dp",
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"4",
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"--moe-a2a-backend",
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"deepep",
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"--cuda-graph-max-bs",
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"128",
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"--max-running-requests",
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"512",
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"--mem-fraction-static",
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"0.5",
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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(self):
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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=200,
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max_new_tokens=512,
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parallel=128,
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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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metrics = run_eval_few_shot_gsm8k(args)
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print(metrics)
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self.assertGreater(metrics["accuracy"], 0.60)
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class TestHybridDPTP(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
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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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"--trust-remote-code",
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"--tp",
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"4",
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"--enable-dp-attention",
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"--dp",
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"2",
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"--moe-a2a-backend",
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"deepep",
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"--cuda-graph-max-bs",
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"128",
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"--max-running-requests",
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"256",
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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(self):
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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=200,
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max_new_tokens=512,
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parallel=128,
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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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metrics = run_eval_few_shot_gsm8k(args)
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print(metrics)
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self.assertGreater(metrics["accuracy"], 0.60)
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class TestTP(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
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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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"--trust-remote-code",
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"--tp",
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"4",
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"--moe-a2a-backend",
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"deepep",
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"--cuda-graph-max-bs",
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"128",
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"--max-running-requests",
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"128",
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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(self):
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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=200,
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max_new_tokens=512,
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parallel=128,
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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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metrics = run_eval_few_shot_gsm8k(args)
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print(metrics)
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self.assertGreater(metrics["accuracy"], 0.60)
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@unittest.skip("covered in test_deepep_large.py")
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class TestNoGatherdBuffer(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
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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=[
|
||||
"--trust-remote-code",
|
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"--tp",
|
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"4",
|
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"--enable-dp-attention",
|
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"--dp",
|
||||
"4",
|
||||
"--moe-dense-tp-size",
|
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"1",
|
||||
"--enable-dp-lm-head",
|
||||
"--moe-a2a-backend",
|
||||
"deepep",
|
||||
"--cuda-graph-max-bs",
|
||||
"32",
|
||||
"--max-running-requests",
|
||||
"512",
|
||||
],
|
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)
|
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|
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@classmethod
|
||||
def tearDownClass(cls):
|
||||
kill_process_tree(cls.process.pid)
|
||||
|
||||
def test_gsm8k(self):
|
||||
args = SimpleNamespace(
|
||||
num_shots=5,
|
||||
data_path=None,
|
||||
num_questions=200,
|
||||
max_new_tokens=512,
|
||||
parallel=128,
|
||||
host="http://127.0.0.1",
|
||||
port=int(self.base_url.split(":")[-1]),
|
||||
)
|
||||
metrics = run_eval_few_shot_gsm8k(args)
|
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print(metrics)
|
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|
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self.assertGreater(metrics["accuracy"], 0.60)
|
||||
|
||||
|
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class TestTBO(CustomTestCase):
|
||||
@classmethod
|
||||
def setUpClass(cls):
|
||||
cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
|
||||
cls.base_url = DEFAULT_URL_FOR_TEST
|
||||
cls.process = popen_launch_server(
|
||||
cls.model,
|
||||
cls.base_url,
|
||||
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
||||
other_args=[
|
||||
"--trust-remote-code",
|
||||
"--tp",
|
||||
"4",
|
||||
"--enable-dp-attention",
|
||||
"--dp",
|
||||
"4",
|
||||
"--moe-dense-tp-size",
|
||||
"1",
|
||||
"--moe-a2a-backend",
|
||||
"deepep",
|
||||
"--enable-two-batch-overlap",
|
||||
"--cuda-graph-max-bs",
|
||||
"128",
|
||||
"--max-running-requests",
|
||||
"512",
|
||||
],
|
||||
env={
|
||||
**os.environ,
|
||||
"SGLANG_TBO_DEBUG": "1",
|
||||
},
|
||||
)
|
||||
|
||||
@classmethod
|
||||
def tearDownClass(cls):
|
||||
kill_process_tree(cls.process.pid)
|
||||
|
||||
def test_gsm8k(self):
|
||||
args = SimpleNamespace(
|
||||
num_shots=5,
|
||||
data_path=None,
|
||||
num_questions=200,
|
||||
max_new_tokens=512,
|
||||
parallel=128,
|
||||
host="http://127.0.0.1",
|
||||
port=int(self.base_url.split(":")[-1]),
|
||||
)
|
||||
metrics = run_eval_few_shot_gsm8k(args)
|
||||
print(metrics)
|
||||
|
||||
self.assertGreater(metrics["accuracy"], 0.60)
|
||||
|
||||
|
||||
class TestTBOWithTPAttn(CustomTestCase):
|
||||
@classmethod
|
||||
def setUpClass(cls):
|
||||
cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
|
||||
cls.base_url = DEFAULT_URL_FOR_TEST
|
||||
cls.process = popen_launch_server(
|
||||
cls.model,
|
||||
cls.base_url,
|
||||
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
||||
other_args=[
|
||||
"--trust-remote-code",
|
||||
"--tp",
|
||||
"4",
|
||||
"--moe-a2a-backend",
|
||||
"deepep",
|
||||
"--enable-two-batch-overlap",
|
||||
"--cuda-graph-max-bs",
|
||||
"128",
|
||||
"--max-running-requests",
|
||||
"512",
|
||||
"--mem-fraction-static", # temp fix as DeepEP buffer is too large.
|
||||
"0.7",
|
||||
],
|
||||
env={
|
||||
**os.environ,
|
||||
"SGLANG_TBO_DEBUG": "1",
|
||||
},
|
||||
)
|
||||
|
||||
@classmethod
|
||||
def tearDownClass(cls):
|
||||
kill_process_tree(cls.process.pid)
|
||||
|
||||
def test_gsm8k(self):
|
||||
args = SimpleNamespace(
|
||||
num_shots=5,
|
||||
data_path=None,
|
||||
num_questions=200,
|
||||
max_new_tokens=512,
|
||||
parallel=128,
|
||||
host="http://127.0.0.1",
|
||||
port=int(self.base_url.split(":")[-1]),
|
||||
)
|
||||
metrics = run_eval_few_shot_gsm8k(args)
|
||||
print(metrics)
|
||||
|
||||
self.assertGreater(metrics["accuracy"], 0.60)
|
||||
|
||||
|
||||
# There exists bug when using MTP + TBO + attn_tp_size > 1, currently skip that case.
|
||||
# @unittest.skip("covered in TestMTPWithTPAttnAndTBO")
|
||||
class TestTBOWithTPAttnAndDenseDP(CustomTestCase):
|
||||
@classmethod
|
||||
def setUpClass(cls):
|
||||
cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
|
||||
cls.base_url = DEFAULT_URL_FOR_TEST
|
||||
cls.process = popen_launch_server(
|
||||
cls.model,
|
||||
cls.base_url,
|
||||
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
||||
other_args=[
|
||||
"--trust-remote-code",
|
||||
"--tp",
|
||||
"4",
|
||||
"--moe-dense-tp-size",
|
||||
"1",
|
||||
"--moe-a2a-backend",
|
||||
"deepep",
|
||||
"--enable-two-batch-overlap",
|
||||
"--cuda-graph-max-bs",
|
||||
"128",
|
||||
"--max-running-requests",
|
||||
"512",
|
||||
"--mem-fraction-static", # temp fix as DeepEP buffer is too large.
|
||||
"0.7",
|
||||
],
|
||||
env={
|
||||
**os.environ,
|
||||
"SGLANG_TBO_DEBUG": "1",
|
||||
},
|
||||
)
|
||||
|
||||
@classmethod
|
||||
def tearDownClass(cls):
|
||||
kill_process_tree(cls.process.pid)
|
||||
|
||||
def test_gsm8k(self):
|
||||
args = SimpleNamespace(
|
||||
num_shots=5,
|
||||
data_path=None,
|
||||
num_questions=200,
|
||||
max_new_tokens=512,
|
||||
parallel=128,
|
||||
host="http://127.0.0.1",
|
||||
port=int(self.base_url.split(":")[-1]),
|
||||
)
|
||||
metrics = run_eval_few_shot_gsm8k(args)
|
||||
print(metrics)
|
||||
|
||||
self.assertGreater(metrics["accuracy"], 0.60)
|
||||
|
||||
|
||||
@unittest.skip("covered in TestMTPWithTBO")
|
||||
class TestMTP(CustomTestCase):
|
||||
@classmethod
|
||||
def setUpClass(cls):
|
||||
cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
|
||||
cls.base_url = DEFAULT_URL_FOR_TEST
|
||||
cls.process = popen_launch_server(
|
||||
cls.model,
|
||||
cls.base_url,
|
||||
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
||||
other_args=[
|
||||
"--trust-remote-code",
|
||||
"--tp",
|
||||
"4",
|
||||
"--enable-dp-attention",
|
||||
"--dp",
|
||||
"2",
|
||||
"--enable-dp-lm-head",
|
||||
"--moe-a2a-backend",
|
||||
"deepep",
|
||||
"--speculative-algo",
|
||||
"EAGLE",
|
||||
"--speculative-draft-model-path",
|
||||
DEFAULT_MODEL_NAME_FOR_TEST_MLA_NEXTN,
|
||||
"--speculative-num-steps",
|
||||
"2",
|
||||
"--speculative-eagle-topk",
|
||||
"3",
|
||||
"--speculative-num-draft-tokens",
|
||||
"3",
|
||||
"--cuda-graph-max-bs",
|
||||
"32",
|
||||
"--max-running-requests",
|
||||
"64",
|
||||
],
|
||||
)
|
||||
|
||||
@classmethod
|
||||
def tearDownClass(cls):
|
||||
kill_process_tree(cls.process.pid)
|
||||
|
||||
def test_gsm8k(self):
|
||||
args = SimpleNamespace(
|
||||
num_shots=5,
|
||||
data_path=None,
|
||||
num_questions=200,
|
||||
max_new_tokens=512,
|
||||
parallel=128,
|
||||
host="http://127.0.0.1",
|
||||
port=int(self.base_url.split(":")[-1]),
|
||||
)
|
||||
metrics = run_eval_few_shot_gsm8k(args)
|
||||
print(metrics)
|
||||
|
||||
self.assertGreater(metrics["accuracy"], 0.60)
|
||||
|
||||
server_info = requests.get(self.base_url + "/get_server_info")
|
||||
avg_spec_accept_length = server_info.json()["internal_states"][0][
|
||||
"avg_spec_accept_length"
|
||||
]
|
||||
print(
|
||||
f"###test_gsm8k (deepseek-v3 mtp + dp + tbo):\n"
|
||||
f"accuracy={metrics['accuracy']=:.3f}\n"
|
||||
f"{avg_spec_accept_length=:.3f}\n"
|
||||
)
|
||||
self.assertGreater(avg_spec_accept_length, 2.1)
|
||||
|
||||
|
||||
class TestMTPWithTBO(CustomTestCase):
|
||||
@classmethod
|
||||
def setUpClass(cls):
|
||||
|
||||
cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
|
||||
cls.base_url = DEFAULT_URL_FOR_TEST
|
||||
cls.process = popen_launch_server(
|
||||
cls.model,
|
||||
cls.base_url,
|
||||
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
||||
other_args=[
|
||||
"--tp-size",
|
||||
"4",
|
||||
"--enable-dp-attention",
|
||||
"--dp-size",
|
||||
"4",
|
||||
"--enable-two-batch-overlap",
|
||||
"--moe-a2a-backend",
|
||||
"deepep",
|
||||
"--trust-remote-code",
|
||||
"--speculative-algorithm",
|
||||
"EAGLE",
|
||||
"--speculative-num-steps",
|
||||
"2",
|
||||
"--speculative-eagle-topk",
|
||||
"3",
|
||||
"--speculative-num-draft-tokens",
|
||||
"3",
|
||||
"--speculative-draft-model-path",
|
||||
DEFAULT_MODEL_NAME_FOR_TEST_MLA_NEXTN,
|
||||
"--chunked-prefill-size",
|
||||
"256",
|
||||
"--cuda-graph-max-bs",
|
||||
"32",
|
||||
"--max-running-requests",
|
||||
"128",
|
||||
],
|
||||
env={
|
||||
**os.environ,
|
||||
"SGLANG_TBO_DEBUG": "1",
|
||||
},
|
||||
)
|
||||
|
||||
@classmethod
|
||||
def tearDownClass(cls):
|
||||
kill_process_tree(cls.process.pid)
|
||||
|
||||
def test_gsm8k(self):
|
||||
args = SimpleNamespace(
|
||||
num_shots=5,
|
||||
data_path=None,
|
||||
num_questions=200,
|
||||
max_new_tokens=512,
|
||||
parallel=128,
|
||||
host="http://127.0.0.1",
|
||||
port=int(self.base_url.split(":")[-1]),
|
||||
)
|
||||
metrics = run_eval_few_shot_gsm8k(args)
|
||||
print(metrics)
|
||||
|
||||
self.assertGreater(metrics["accuracy"], 0.60)
|
||||
|
||||
server_info = requests.get(self.base_url + "/get_server_info")
|
||||
avg_spec_accept_length = server_info.json()["internal_states"][0][
|
||||
"avg_spec_accept_length"
|
||||
]
|
||||
print(
|
||||
f"###test_gsm8k (deepseek-v3 mtp + dp + tbo):\n"
|
||||
f"accuracy={metrics['accuracy']=:.3f}\n"
|
||||
f"{avg_spec_accept_length=:.3f}\n"
|
||||
)
|
||||
self.assertGreater(avg_spec_accept_length, 2.1)
|
||||
|
||||
|
||||
@unittest.skip("skipped due to bug when using MTP & TBO & attn_tp_size > 1")
|
||||
class TestMTPWithTPAttnAndTBO(CustomTestCase):
|
||||
@classmethod
|
||||
def setUpClass(cls):
|
||||
|
||||
cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
|
||||
cls.base_url = DEFAULT_URL_FOR_TEST
|
||||
cls.process = popen_launch_server(
|
||||
cls.model,
|
||||
cls.base_url,
|
||||
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
||||
other_args=[
|
||||
"--tp-size",
|
||||
"4",
|
||||
"--moe-dense-tp-size",
|
||||
"1",
|
||||
"--enable-two-batch-overlap",
|
||||
"--moe-a2a-backend",
|
||||
"deepep",
|
||||
"--trust-remote-code",
|
||||
"--speculative-algorithm",
|
||||
"EAGLE",
|
||||
"--speculative-num-steps",
|
||||
"2",
|
||||
"--speculative-eagle-topk",
|
||||
"3",
|
||||
"--speculative-num-draft-tokens",
|
||||
"3",
|
||||
"--speculative-draft-model-path",
|
||||
DEFAULT_MODEL_NAME_FOR_TEST_MLA_NEXTN,
|
||||
"--chunked-prefill-size",
|
||||
"256",
|
||||
"--cuda-graph-max-bs",
|
||||
"32",
|
||||
"--max-running-requests",
|
||||
"128",
|
||||
"--mem-fraction-static", # temp fix as DeepEP buffer is too large.
|
||||
"0.7",
|
||||
],
|
||||
env={
|
||||
**os.environ,
|
||||
"SGLANG_TBO_DEBUG": "1",
|
||||
},
|
||||
)
|
||||
|
||||
@classmethod
|
||||
def tearDownClass(cls):
|
||||
kill_process_tree(cls.process.pid)
|
||||
|
||||
def test_gsm8k(self):
|
||||
args = SimpleNamespace(
|
||||
num_shots=5,
|
||||
data_path=None,
|
||||
num_questions=200,
|
||||
max_new_tokens=512,
|
||||
parallel=128,
|
||||
host="http://127.0.0.1",
|
||||
port=int(self.base_url.split(":")[-1]),
|
||||
)
|
||||
metrics = run_eval_few_shot_gsm8k(args)
|
||||
print(metrics)
|
||||
|
||||
self.assertGreater(metrics["accuracy"], 0.60)
|
||||
|
||||
server_info = requests.get(self.base_url + "/get_server_info")
|
||||
avg_spec_accept_length = server_info.json()["internal_states"][0][
|
||||
"avg_spec_accept_length"
|
||||
]
|
||||
print(
|
||||
f"###test_gsm8k (deepseek-v3 mtp + dp + tbo):\n"
|
||||
f"accuracy={metrics['accuracy']=:.3f}\n"
|
||||
f"{avg_spec_accept_length=:.3f}\n"
|
||||
)
|
||||
self.assertGreater(avg_spec_accept_length, 2.1)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
unittest.main()
|
||||
@@ -0,0 +1,125 @@
|
||||
import os
|
||||
import unittest
|
||||
from types import SimpleNamespace
|
||||
|
||||
from sglang.srt.utils import kill_process_tree
|
||||
from sglang.test.ci.ci_register import register_cuda_ci
|
||||
from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
|
||||
from sglang.test.server_fixtures.disaggregation_fixture import get_rdma_devices_args
|
||||
from sglang.test.test_utils import (
|
||||
DEFAULT_MODEL_NAME_FOR_TEST_MLA,
|
||||
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
||||
DEFAULT_URL_FOR_TEST,
|
||||
CustomTestCase,
|
||||
is_in_ci,
|
||||
popen_launch_server,
|
||||
)
|
||||
|
||||
register_cuda_ci(est_time=660, suite="stage-c-test-deepep-4-gpu")
|
||||
|
||||
ib_devices = get_rdma_devices_args()
|
||||
|
||||
|
||||
class TestTP(CustomTestCase):
|
||||
extra_args = []
|
||||
|
||||
@classmethod
|
||||
def setUpClass(cls):
|
||||
cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
|
||||
cls.base_url = DEFAULT_URL_FOR_TEST
|
||||
cls.process = popen_launch_server(
|
||||
cls.model,
|
||||
cls.base_url,
|
||||
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
||||
other_args=[
|
||||
"--trust-remote-code",
|
||||
"--tp",
|
||||
"4",
|
||||
"--elastic-ep-backend",
|
||||
"mooncake",
|
||||
"--mooncake-ib-device",
|
||||
ib_devices,
|
||||
"--moe-a2a-backend",
|
||||
"mooncake",
|
||||
"--deepep-mode",
|
||||
"low_latency",
|
||||
"--moe-dense-tp-size",
|
||||
"1",
|
||||
"--enable-dp-lm-head",
|
||||
"--enable-two-batch-overlap",
|
||||
"--disable-custom-all-reduce",
|
||||
"--enable-eplb",
|
||||
"--ep-num-redundant-experts",
|
||||
"72",
|
||||
"--chunked-prefill-size",
|
||||
"512",
|
||||
"--cuda-graph-max-bs",
|
||||
"128",
|
||||
"--max-running-requests",
|
||||
"512",
|
||||
"--mem-fraction-static",
|
||||
"0.5",
|
||||
*cls.extra_args,
|
||||
],
|
||||
)
|
||||
|
||||
@classmethod
|
||||
def tearDownClass(cls):
|
||||
kill_process_tree(cls.process.pid)
|
||||
|
||||
def test_gsm8k(self):
|
||||
args = SimpleNamespace(
|
||||
num_shots=5,
|
||||
data_path=None,
|
||||
num_questions=200,
|
||||
max_new_tokens=512,
|
||||
parallel=128,
|
||||
host="http://127.0.0.1",
|
||||
port=int(self.base_url.split(":")[-1]),
|
||||
)
|
||||
metrics = run_eval_few_shot_gsm8k(args)
|
||||
print(metrics)
|
||||
|
||||
self.assertGreater(metrics["accuracy"], 0.60)
|
||||
|
||||
|
||||
class TestPureDP(TestTP):
|
||||
extra_args = [
|
||||
"--enable-dp-attention",
|
||||
"--dp",
|
||||
"4",
|
||||
]
|
||||
|
||||
pkill_process_1 = "sglang::scheduler_DP1_TP1_EP1"
|
||||
pkill_process_2 = "sglang::scheduler_DP3_TP3_EP3"
|
||||
|
||||
def test_gsm8k_fault_1(self):
|
||||
"""
|
||||
Kill one rank and the system should remain operational.
|
||||
"""
|
||||
os.system(f"pkill -f {self.pkill_process_1}")
|
||||
super().test_gsm8k()
|
||||
|
||||
@unittest.skipIf(is_in_ci(), "To reduce the CI execution time.")
|
||||
def test_gsm8k_fault_2(self):
|
||||
"""
|
||||
Kill another rank and the system should remain operational.
|
||||
"""
|
||||
os.system(f"pkill -f {self.pkill_process_2}")
|
||||
super().test_gsm8k()
|
||||
|
||||
|
||||
@unittest.skipIf(is_in_ci(), "To reduce the CI execution time.")
|
||||
class TestHybridDPTP(TestPureDP):
|
||||
extra_args = [
|
||||
"--enable-dp-attention",
|
||||
"--dp",
|
||||
"2",
|
||||
]
|
||||
|
||||
pkill_process_1 = "sglang::scheduler_DP1_TP2_EP2"
|
||||
pkill_process_2 = "sglang::scheduler_DP1_TP3_EP3"
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
unittest.main()
|
||||
Reference in New Issue
Block a user