test_launch_server.py 8.55 KB
Newer Older
1
import socket
Byron Hsu's avatar
Byron Hsu committed
2
3
4
5
6
7
8
import subprocess
import time
import unittest
from types import SimpleNamespace

import requests

9
from sglang.srt.utils import kill_process_tree
Byron Hsu's avatar
Byron Hsu committed
10
11
12
13
14
15
16
17
18
19
20
21
22
from sglang.test.run_eval import run_eval
from sglang.test.test_utils import (
    DEFAULT_MODEL_NAME_FOR_TEST,
    DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
    DEFAULT_URL_FOR_TEST,
)


def popen_launch_router(
    model: str,
    base_url: str,
    dp_size: int,
    timeout: float,
23
    policy: str = "cache_aware",
Byron Hsu's avatar
Byron Hsu committed
24
25
26
27
28
29
30
31
32
):
    """
    Launch the router server process.

    Args:
        model: Model path/name
        base_url: Server base URL
        dp_size: Data parallel size
        timeout: Server launch timeout
33
        policy: Router policy, one of "cache_aware", "round_robin", "random"
Byron Hsu's avatar
Byron Hsu committed
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
    """
    _, host, port = base_url.split(":")
    host = host[2:]

    command = [
        "python3",
        "-m",
        "sglang_router.launch_server",
        "--model-path",
        model,
        "--host",
        host,
        "--port",
        port,
        "--dp",
        str(dp_size),  # Convert dp_size to string
50
51
        "--router-eviction-interval",
        "5",  # frequent eviction for testing
52
53
        "--router-policy",
        policy,
Byron Hsu's avatar
Byron Hsu committed
54
55
    ]

56
    process = subprocess.Popen(command, stdout=None, stderr=None)
Byron Hsu's avatar
Byron Hsu committed
57
58
59
60
61
62
63

    start_time = time.time()
    with requests.Session() as session:
        while time.time() - start_time < timeout:
            try:
                response = session.get(f"{base_url}/health")
                if response.status_code == 200:
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
                    print(f"Router {base_url} is healthy")
                    return process
            except requests.RequestException:
                pass
            time.sleep(10)

    raise TimeoutError("Router failed to start within the timeout period.")


def find_available_port():
    with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
        s.bind(("127.0.0.1", 0))
        return s.getsockname()[1]


def popen_launch_server(
    model: str,
    base_url: str,
    timeout: float,
):
    _, host, port = base_url.split(":")
    host = host[2:]

    command = [
        "python3",
        "-m",
        "sglang.launch_server",
        "--model-path",
        model,
        "--host",
        host,
        "--port",
        port,
        "--base-gpu-id",
        "1",
    ]

    process = subprocess.Popen(command, stdout=None, stderr=None)

103
104
    # intentionally don't wait and defer the job to the router health check
    return process
Byron Hsu's avatar
Byron Hsu committed
105
106


107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
def terminate_and_wait(process, timeout=300):
    """Terminate a process and wait until it is terminated.

    Args:
        process: subprocess.Popen object
        timeout: maximum time to wait in seconds

    Raises:
        TimeoutError: if process does not terminate within timeout
    """
    if process is None:
        return

    process.terminate()
    start_time = time.time()

    while process.poll() is None:
        print(f"Terminating process {process.pid}")
        if time.time() - start_time > timeout:
            raise TimeoutError(
                f"Process {process.pid} failed to terminate within {timeout}s"
            )
        time.sleep(1)

    print(f"Process {process.pid} is successfully terminated")


134
class TestLaunchServer(unittest.TestCase):
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
    def setUp(self):
        self.model = DEFAULT_MODEL_NAME_FOR_TEST
        self.base_url = DEFAULT_URL_FOR_TEST
        self.process = None
        self.other_process = []

    def tearDown(self):
        print("Running tearDown...")
        if self.process:
            terminate_and_wait(self.process)
        for process in self.other_process:
            terminate_and_wait(process)
        print("tearDown done")

    def test_1_mmlu(self):
        print("Running test_1_mmlu...")
151
        # DP size = 2
152
        self.process = popen_launch_router(
153
154
155
156
            self.model,
            self.base_url,
            dp_size=2,
            timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
157
            policy="cache_aware",
158
159
        )

Byron Hsu's avatar
Byron Hsu committed
160
161
162
163
164
165
166
167
168
169
        args = SimpleNamespace(
            base_url=self.base_url,
            model=self.model,
            eval_name="mmlu",
            num_examples=64,
            num_threads=32,
            temperature=0.1,
        )

        metrics = run_eval(args)
Byron Hsu's avatar
Byron Hsu committed
170
171
172
173
174
        score = metrics["score"]
        THRESHOLD = 0.65
        passed = score >= THRESHOLD
        msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
        self.assertGreaterEqual(score, THRESHOLD, msg)
Byron Hsu's avatar
Byron Hsu committed
175

176
177
    def test_2_add_and_remove_worker(self):
        print("Running test_2_add_and_remove_worker...")
178
        # DP size = 1
179
        self.process = popen_launch_router(
180
181
182
183
            self.model,
            self.base_url,
            dp_size=1,
            timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
184
            policy="round_robin",  # use round robin to make sure every worker processes requests
185
        )
186
        # 1. start a worker
187
188
189
190
191
        port = find_available_port()
        worker_url = f"http://127.0.0.1:{port}"
        worker_process = popen_launch_server(
            self.model, worker_url, DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH
        )
192
        self.other_process.append(worker_process)
193
194

        # 2. use /add_worker api to add it the the router. It will be used by router after it is healthy
195
196
197
198
        with requests.Session() as session:
            response = session.post(f"{self.base_url}/add_worker?url={worker_url}")
            print(f"status code: {response.status_code}, response: {response.text}")
            self.assertEqual(response.status_code, 200)
199

200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
        # 3. run mmlu
        args = SimpleNamespace(
            base_url=self.base_url,
            model=self.model,
            eval_name="mmlu",
            num_examples=64,
            num_threads=32,
            temperature=0.1,
        )
        metrics = run_eval(args)
        score = metrics["score"]
        THRESHOLD = 0.65
        passed = score >= THRESHOLD
        msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
        self.assertGreaterEqual(score, THRESHOLD, msg)

216
217
218
219
220
221
222
223
224
225
226
227
228
229
        # 4. use /remove_worker api to remove it from the router
        with requests.Session() as session:
            response = session.post(f"{self.base_url}/remove_worker?url={worker_url}")
            print(f"status code: {response.status_code}, response: {response.text}")
            self.assertEqual(response.status_code, 200)

        # 5. run mmlu again
        metrics = run_eval(args)
        score = metrics["score"]
        THRESHOLD = 0.65
        passed = score >= THRESHOLD
        msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
        self.assertGreaterEqual(score, THRESHOLD, msg)

230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
    def test_3_lazy_fault_tolerance(self):
        print("Running test_3_lazy_fault_tolerance...")
        # DP size = 1
        self.process = popen_launch_router(
            self.model,
            self.base_url,
            dp_size=1,
            timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
            policy="round_robin",
        )

        # 1. start a worker
        port = find_available_port()
        worker_url = f"http://127.0.0.1:{port}"
        worker_process = popen_launch_server(
            self.model, worker_url, DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH
        )
        self.other_process.append(worker_process)

        # 2. use /add_worker api to add it the the router. It will be used by router after it is healthy
        with requests.Session() as session:
            response = session.post(f"{self.base_url}/add_worker?url={worker_url}")
            print(f"status code: {response.status_code}, response: {response.text}")
            self.assertEqual(response.status_code, 200)

        # Start a thread to kill the worker after 10 seconds to mimic abrupt worker failure
        def kill_worker():
            time.sleep(10)
            kill_process_tree(worker_process.pid)
            print("Worker process killed")

        import threading

        kill_thread = threading.Thread(target=kill_worker)
        kill_thread.daemon = True
        kill_thread.start()

        # 3. run mmlu
        args = SimpleNamespace(
            base_url=self.base_url,
            model=self.model,
            eval_name="mmlu",
            num_examples=256,
            num_threads=32,
            temperature=0.1,
        )
        metrics = run_eval(args)
        score = metrics["score"]
        THRESHOLD = 0.65
        passed = score >= THRESHOLD
        msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
        self.assertGreaterEqual(score, THRESHOLD, msg)

Byron Hsu's avatar
Byron Hsu committed
283
284
285

if __name__ == "__main__":
    unittest.main()