203 lines
5.9 KiB
Python
203 lines
5.9 KiB
Python
import socket
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import subprocess
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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.run_eval import run_eval
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from sglang.test.test_utils import (
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DEFAULT_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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)
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def popen_launch_router(
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model: str,
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base_url: str,
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dp_size: int,
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timeout: float,
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policy: str = "cache_aware",
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):
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"""
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Launch the router server process.
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Args:
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model: Model path/name
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base_url: Server base URL
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dp_size: Data parallel size
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timeout: Server launch timeout
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policy: Router policy, one of "cache_aware", "round_robin", "random"
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"""
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_, host, port = base_url.split(":")
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host = host[2:]
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command = [
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"python3",
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"-m",
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"sglang_router.launch_server",
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"--model-path",
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model,
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"--host",
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host,
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"--port",
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port,
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"--dp",
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str(dp_size), # Convert dp_size to string
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"--router-eviction-interval",
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"5", # frequent eviction for testing
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"--router-policy",
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policy,
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]
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process = subprocess.Popen(command, stdout=None, stderr=None)
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start_time = time.time()
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with requests.Session() as session:
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while time.time() - start_time < timeout:
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try:
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response = session.get(f"{base_url}/health")
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if response.status_code == 200:
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print(f"Router {base_url} is healthy")
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return process
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except requests.RequestException:
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pass
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time.sleep(10)
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raise TimeoutError("Router failed to start within the timeout period.")
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def find_available_port():
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with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
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s.bind(("127.0.0.1", 0))
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return s.getsockname()[1]
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def popen_launch_server(
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model: str,
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base_url: str,
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timeout: float,
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):
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_, host, port = base_url.split(":")
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host = host[2:]
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command = [
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"python3",
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"-m",
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"sglang.launch_server",
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"--model-path",
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model,
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"--host",
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host,
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"--port",
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port,
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"--base-gpu-id",
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"1",
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]
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process = subprocess.Popen(command, stdout=None, stderr=None)
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# intentionally don't wait and defer the job to the router health check
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return process
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class TestLaunchServer(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.process = None
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cls.other_process = []
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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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for process in cls.other_process:
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kill_process_tree(process.pid)
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def test_mmlu(self):
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# DP size = 2
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TestLaunchServer.process = popen_launch_router(
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self.model,
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self.base_url,
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dp_size=2,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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policy="cache_aware",
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)
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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="mmlu",
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num_examples=64,
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num_threads=32,
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temperature=0.1,
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)
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metrics = run_eval(args)
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score = metrics["score"]
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THRESHOLD = 0.65
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passed = score >= THRESHOLD
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msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
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self.assertGreaterEqual(score, THRESHOLD, msg)
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def test_add_and_remove_worker(self):
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# DP size = 1
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TestLaunchServer.process = popen_launch_router(
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self.model,
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self.base_url,
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dp_size=1,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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policy="round_robin", # use round robin to make sure every worker processes requests
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)
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# 1. start a worker, and wait until it is healthy
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port = find_available_port()
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worker_url = f"http://127.0.0.1:{port}"
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worker_process = popen_launch_server(
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self.model, worker_url, DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH
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)
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TestLaunchServer.other_process.append(worker_process)
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# 2. use /add_worker api to add it the the router. It will be used by router after it is healthy
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with requests.Session() as session:
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response = session.post(f"{self.base_url}/add_worker?url={worker_url}")
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print(f"status code: {response.status_code}, response: {response.text}")
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self.assertEqual(response.status_code, 200)
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# 3. run mmlu
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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="mmlu",
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num_examples=64,
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num_threads=32,
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temperature=0.1,
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)
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metrics = run_eval(args)
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score = metrics["score"]
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THRESHOLD = 0.65
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passed = score >= THRESHOLD
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msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
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self.assertGreaterEqual(score, THRESHOLD, msg)
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# 4. use /remove_worker api to remove it from the router
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with requests.Session() as session:
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response = session.post(f"{self.base_url}/remove_worker?url={worker_url}")
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print(f"status code: {response.status_code}, response: {response.text}")
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self.assertEqual(response.status_code, 200)
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# 5. run mmlu again
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metrics = run_eval(args)
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score = metrics["score"]
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THRESHOLD = 0.65
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passed = score >= THRESHOLD
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msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
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self.assertGreaterEqual(score, THRESHOLD, msg)
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if __name__ == "__main__":
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unittest.main()
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