adapt to sglang v0.5.2rc1 on dcu

This commit is contained in:
maxiao
2025-09-04 15:56:33 +08:00
commit 909abb58f5
2320 changed files with 489411 additions and 0 deletions

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import argparse
import glob
from sglang.test.test_utils import TestFile, run_unittest_files
if __name__ == "__main__":
arg_parser = argparse.ArgumentParser()
arg_parser.add_argument(
"--timeout-per-file",
type=int,
default=2000,
help="The time limit for running one file in seconds.",
)
args = arg_parser.parse_args()
files = glob.glob("**/test_*.py", recursive=True)
test_files = [TestFile(name=file) for file in files]
exit_code = run_unittest_files(test_files, args.timeout_per_file)
exit(exit_code)

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import multiprocessing
import time
import unittest
from types import SimpleNamespace
def terminate_process(process: multiprocessing.Process, timeout: float = 1.0) -> None:
"""Terminate a process gracefully, with forced kill as fallback.
Args:
process: The process to terminate
timeout: Seconds to wait for graceful termination before forcing kill
"""
if not process.is_alive():
return
process.terminate()
process.join(timeout=timeout)
if process.is_alive():
process.kill() # Force kill if terminate didn't work
process.join()
class TestLaunchRouter(unittest.TestCase):
def setUp(self):
"""Set up default arguments for router tests."""
self.default_args = SimpleNamespace(
host="127.0.0.1",
port=30000,
policy="cache_aware",
worker_startup_timeout_secs=600,
worker_startup_check_interval=10,
cache_threshold=0.5,
balance_abs_threshold=32,
balance_rel_threshold=1.0001,
eviction_interval=60,
max_tree_size=2**24,
max_payload_size=256 * 1024 * 1024, # 256MB
verbose=False,
log_dir=None,
log_level=None,
service_discovery=False,
selector=None,
service_discovery_port=80,
service_discovery_namespace=None,
dp_aware=False,
prometheus_port=None,
prometheus_host=None,
request_timeout_secs=60,
max_concurrent_requests=64,
cors_allowed_origins=[],
pd_disaggregation=False,
prefill=None,
decode=None,
worker_urls=[],
retry_max_retries=3,
retry_initial_backoff_ms=100,
retry_max_backoff_ms=10_000,
retry_backoff_multiplier=2.0,
retry_jitter_factor=0.1,
cb_failure_threshold=5,
cb_success_threshold=2,
cb_timeout_duration_secs=30,
cb_window_duration_secs=60,
disable_retries=False,
disable_circuit_breaker=False,
model_path=None,
tokenizer_path=None,
)
def create_router_args(self, **kwargs):
"""Create router arguments by updating default args with provided kwargs."""
args_dict = vars(self.default_args).copy()
args_dict.update(kwargs)
return SimpleNamespace(**args_dict)
def run_router_process(self, args):
"""Run router in a separate process and verify it starts successfully."""
def run_router():
try:
from sglang_router.launch_router import launch_router
router = launch_router(args)
if router is None:
return 1
return 0
except Exception as e:
print(e)
return 1
process = multiprocessing.Process(target=run_router)
try:
process.start()
# Wait 3 seconds
time.sleep(3)
# Process is still running means router started successfully
self.assertTrue(process.is_alive())
finally:
terminate_process(process)
def test_launch_router_common(self):
args = self.create_router_args(worker_urls=["http://localhost:8000"])
self.run_router_process(args)
def test_launch_router_with_empty_worker_urls(self):
args = self.create_router_args(worker_urls=[])
self.run_router_process(
args
) # Should start successfully with empty worker list
def test_launch_router_with_service_discovery(self):
# Test router startup with service discovery enabled but no selectors
args = self.create_router_args(
worker_urls=[], service_discovery=True, selector=["app=test-worker"]
)
self.run_router_process(args)
def test_launch_router_with_service_discovery_namespace(self):
# Test router startup with service discovery enabled and namespace specified
args = self.create_router_args(
worker_urls=[],
service_discovery=True,
selector=["app=test-worker"],
service_discovery_namespace="test-namespace",
)
self.run_router_process(args)
def test_launch_router_common_with_dp_aware(self):
args = self.create_router_args(
worker_urls=["http://localhost:8000"],
dp_aware=True,
)
self.run_router_process(args)
def test_launch_router_with_empty_worker_urls_with_dp_aware(self):
args = self.create_router_args(
worker_urls=[],
dp_aware=True,
)
self.run_router_process(args)
def test_launch_router_common_with_dp_aware_service_discovery(self):
# Test launch router with bot srevice_discovery and dp_aware enabled
# Should fail since service_discovery and dp_aware is conflict
args = self.create_router_args(
worker_urls=["http://localhost:8000"],
dp_aware=True,
service_discovery=True,
selector=["app=test-worker"],
)
def run_router():
try:
from sglang_router.launch_router import launch_router
router = launch_router(args)
if router is None:
return 1
return 0
except Exception as e:
print(e)
return 1
process = multiprocessing.Process(target=run_router)
try:
process.start()
# Wait 3 seconds
time.sleep(3)
# Should fail since service_discovery and dp_aware is conflict
self.assertFalse(process.is_alive())
finally:
terminate_process(process)
def test_launch_router_pd_mode_basic(self):
"""Test basic PD router functionality without actually starting servers."""
# This test just verifies the PD router can be created and configured
# without actually starting it (which would require real prefill/decode servers)
from sglang_router import Router
from sglang_router.launch_router import RouterArgs
from sglang_router_rs import PolicyType
# Test RouterArgs parsing for PD mode
# Simulate the parsed args structure from argparse with action="append"
args = self.create_router_args(
pd_disaggregation=True,
policy="power_of_two", # PowerOfTwo is only valid in PD mode
prefill=[
["http://prefill1:8080", "9000"],
["http://prefill2:8080", "none"],
],
decode=[
["http://decode1:8081"],
["http://decode2:8081"],
],
worker_urls=[], # Empty for PD mode
)
router_args = RouterArgs.from_cli_args(args)
self.assertTrue(router_args.pd_disaggregation)
self.assertEqual(router_args.policy, "power_of_two")
self.assertEqual(len(router_args.prefill_urls), 2)
self.assertEqual(len(router_args.decode_urls), 2)
# Verify the parsed URLs and bootstrap ports
self.assertEqual(router_args.prefill_urls[0], ("http://prefill1:8080", 9000))
self.assertEqual(router_args.prefill_urls[1], ("http://prefill2:8080", None))
self.assertEqual(router_args.decode_urls[0], "http://decode1:8081")
self.assertEqual(router_args.decode_urls[1], "http://decode2:8081")
# Test Router creation in PD mode
router = Router(
worker_urls=[], # Empty for PD mode
pd_disaggregation=True,
prefill_urls=[
("http://prefill1:8080", 9000),
("http://prefill2:8080", None),
],
decode_urls=["http://decode1:8081", "http://decode2:8081"],
policy=PolicyType.CacheAware,
host="127.0.0.1",
port=3001,
)
self.assertIsNotNone(router)
def test_policy_validation(self):
"""Test that policy validation works correctly for PD and regular modes."""
from sglang_router.launch_router import RouterArgs, launch_router
# Test 1: PowerOfTwo requires at least 2 workers
args = self.create_router_args(
pd_disaggregation=False,
policy="power_of_two",
worker_urls=["http://localhost:8000"], # Only 1 worker
)
# Should raise error
with self.assertRaises(ValueError) as cm:
launch_router(args)
self.assertIn(
"Power-of-two policy requires at least 2 workers",
str(cm.exception),
)
# Test 2: PowerOfTwo with sufficient workers should succeed
args = self.create_router_args(
pd_disaggregation=False,
policy="power_of_two",
worker_urls=["http://localhost:8000", "http://localhost:8001"], # 2 workers
)
# This should not raise an error (validation passes)
# Test 3: All policies now work in both modes
# Regular mode with RoundRobin
args = self.create_router_args(
pd_disaggregation=False,
policy="round_robin",
worker_urls=["http://localhost:8000"],
)
# This should not raise validation error
# PD mode with RoundRobin (now supported!)
args = self.create_router_args(
pd_disaggregation=True,
policy="round_robin",
prefill=[["http://prefill1:8080", "9000"]],
decode=[["http://decode1:8081"]],
worker_urls=[],
)
# This should not raise validation error
def test_pd_service_discovery_args_parsing(self):
"""Test PD service discovery CLI argument parsing."""
import argparse
from sglang_router.launch_router import RouterArgs
parser = argparse.ArgumentParser()
RouterArgs.add_cli_args(parser)
args = parser.parse_args(
[
"--pd-disaggregation",
"--service-discovery",
"--prefill-selector",
"app=sglang",
"component=prefill",
"--decode-selector",
"app=sglang",
"component=decode",
"--service-discovery-port",
"8000",
"--service-discovery-namespace",
"production",
"--policy",
"cache_aware",
]
)
router_args = RouterArgs.from_cli_args(args)
self.assertTrue(router_args.pd_disaggregation)
self.assertTrue(router_args.service_discovery)
self.assertEqual(
router_args.prefill_selector, {"app": "sglang", "component": "prefill"}
)
self.assertEqual(
router_args.decode_selector, {"app": "sglang", "component": "decode"}
)
self.assertEqual(router_args.service_discovery_port, 8000)
self.assertEqual(router_args.service_discovery_namespace, "production")
def test_regular_service_discovery_args_parsing(self):
"""Test regular mode service discovery CLI argument parsing."""
import argparse
from sglang_router.launch_router import RouterArgs
parser = argparse.ArgumentParser()
RouterArgs.add_cli_args(parser)
args = parser.parse_args(
[
"--service-discovery",
"--selector",
"app=sglang-worker",
"environment=staging",
"--service-discovery-port",
"8000",
"--policy",
"round_robin",
]
)
router_args = RouterArgs.from_cli_args(args)
self.assertFalse(router_args.pd_disaggregation)
self.assertTrue(router_args.service_discovery)
self.assertEqual(
router_args.selector, {"app": "sglang-worker", "environment": "staging"}
)
self.assertEqual(router_args.prefill_selector, {})
self.assertEqual(router_args.decode_selector, {})
def test_empty_worker_urls_args_parsing(self):
"""Test that router accepts no worker URLs and defaults to empty list."""
import argparse
from sglang_router.launch_router import RouterArgs
parser = argparse.ArgumentParser()
RouterArgs.add_cli_args(parser)
# Test with no --worker-urls argument at all
args = parser.parse_args(["--policy", "random", "--port", "30000"])
router_args = RouterArgs.from_cli_args(args)
self.assertEqual(router_args.worker_urls, [])
# Test with explicit empty --worker-urls
args = parser.parse_args(["--worker-urls", "--policy", "random"])
router_args = RouterArgs.from_cli_args(args)
self.assertEqual(router_args.worker_urls, [])
if __name__ == "__main__":
unittest.main()

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import socket
import subprocess
import time
import unittest
from types import SimpleNamespace
import requests
from sglang.srt.utils import kill_process_tree
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,
policy: str = "cache_aware",
max_payload_size: int = None,
api_key: str = None,
log_dir: str = None,
service_discovery: bool = False,
selector: list = None,
service_discovery_port: int = 80,
service_discovery_namespace: str = None,
prometheus_port: int = None,
prometheus_host: str = None,
dp_aware: bool = False,
# Router retry/CB tuning (optional)
router_retry_max_retries: int = None,
router_retry_initial_backoff_ms: int = None,
router_retry_max_backoff_ms: int = None,
router_retry_backoff_multiplier: float = None,
router_retry_jitter_factor: float = None,
router_cb_failure_threshold: int = None,
router_cb_success_threshold: int = None,
router_cb_timeout_duration_secs: int = None,
router_cb_window_duration_secs: int = None,
):
"""
Launch the router server process.
Args:
model: Model path/name
base_url: Server base URL
dp_size: Data parallel size
timeout: Server launch timeout
policy: Router policy, one of "cache_aware", "round_robin", "random"
max_payload_size: Maximum payload size in bytes
api_key: API key for the router
log_dir: Directory to store log files. If None, logs are only output to console.
service_discovery: Enable Kubernetes service discovery
selector: List of label selectors in format ["key1=value1", "key2=value2"]
service_discovery_port: Port to use for service discovery
service_discovery_namespace: Kubernetes namespace to watch for pods. If None, watches all namespaces.
prometheus_port: Port to expose Prometheus metrics. If None, Prometheus metrics are disabled.
prometheus_host: Host address to bind the Prometheus metrics server.
dp_aware: Enable data parallelism aware routing strategy.
"""
_, 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),
"--router-eviction-interval",
"5",
"--router-policy",
policy,
"--allow-auto-truncate",
]
if api_key is not None:
command.extend(["--api-key", api_key])
command.extend(["--router-api-key", api_key])
if max_payload_size is not None:
command.extend(["--router-max-payload-size", str(max_payload_size)])
if service_discovery:
command.append("--router-service-discovery")
if selector:
command.extend(["--router-selector"] + selector)
if service_discovery_port != 80:
command.extend(["--router-service-discovery-port", str(service_discovery_port)])
if service_discovery_namespace:
command.extend(
["--router-service-discovery-namespace", service_discovery_namespace]
)
if prometheus_port is not None:
command.extend(["--router-prometheus-port", str(prometheus_port)])
if prometheus_host is not None:
command.extend(["--router-prometheus-host", prometheus_host])
if log_dir is not None:
command.extend(["--log-dir", log_dir])
if dp_aware:
command.append("--router-dp-aware")
# Append router retry/CB tuning flags if provided
def _add(flag: str, val):
if val is not None:
command.extend([flag, str(val)])
_add("--router-retry-max-retries", router_retry_max_retries)
_add("--router-retry-initial-backoff-ms", router_retry_initial_backoff_ms)
_add("--router-retry-max-backoff-ms", router_retry_max_backoff_ms)
_add("--router-retry-backoff-multiplier", router_retry_backoff_multiplier)
_add("--router-retry-jitter-factor", router_retry_jitter_factor)
_add("--router-cb-failure-threshold", router_cb_failure_threshold)
_add("--router-cb-success-threshold", router_cb_success_threshold)
_add("--router-cb-timeout-duration-secs", router_cb_timeout_duration_secs)
_add("--router-cb-window-duration-secs", router_cb_window_duration_secs)
process = subprocess.Popen(command, stdout=None, stderr=None)
start_time = time.perf_counter()
with requests.Session() as session:
while time.perf_counter() - start_time < timeout:
try:
response = session.get(f"{base_url}/health")
if response.status_code == 200:
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,
api_key: str = None,
):
_, 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",
]
if api_key is not None:
command.extend(["--api-key", api_key])
process = subprocess.Popen(command, stdout=None, stderr=None)
# intentionally don't wait and defer the job to the router health check
return process
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.perf_counter()
while process.poll() is None:
print(f"Terminating process {process.pid}")
if time.perf_counter() - 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")
class TestLaunchServer(unittest.TestCase):
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...")
# DP size = 2
self.process = popen_launch_router(
self.model,
self.base_url,
dp_size=2,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
policy="cache_aware",
)
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 = 0.635
passed = score >= THRESHOLD
msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
self.assertGreaterEqual(score, THRESHOLD, msg)
def test_2_add_and_remove_worker(self):
print("Running test_2_add_and_remove_worker...")
# 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", # use round robin to make sure every worker processes requests
)
# 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 to the router. It will be used by the 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)
# 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 = 0.635
passed = score >= THRESHOLD
msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
self.assertGreaterEqual(score, THRESHOLD, msg)
# 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 = 0.635
passed = score >= THRESHOLD
msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
self.assertGreaterEqual(score, THRESHOLD, msg)
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 to the router. It will be used by the 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 = 0.635
passed = score >= THRESHOLD
msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
self.assertGreaterEqual(score, THRESHOLD, msg)
def test_4_payload_size(self):
print("Running test_4_payload_size...")
# Start router with 1MB limit
self.process = popen_launch_router(
self.model,
self.base_url,
dp_size=1,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
policy="round_robin",
max_payload_size=1 * 1024 * 1024, # 1MB limit
)
# Test case 1: Payload just under 1MB should succeed
payload_0_5_mb = {
"text": "x" * int(0.5 * 1024 * 1024), # 0.5MB of text
"temperature": 0.0,
}
with requests.Session() as session:
response = session.post(
f"{self.base_url}/generate",
json=payload_0_5_mb,
headers={"Content-Type": "application/json"},
)
self.assertEqual(
response.status_code,
200,
f"0.5MB payload should succeed but got status {response.status_code}",
)
# Test case 2: Payload over 1MB should fail
payload_1_plus_mb = {
"text": "x" * int((1.2 * 1024 * 1024)), # 1.2MB of text
"temperature": 0.0,
}
with requests.Session() as session:
response = session.post(
f"{self.base_url}/generate",
json=payload_1_plus_mb,
headers={"Content-Type": "application/json"},
)
self.assertEqual(
response.status_code,
413, # Payload Too Large
f"1.2MB payload should fail with 413 but got status {response.status_code}",
)
def test_5_api_key(self):
print("Running test_5_api_key...")
self.process = popen_launch_router(
self.model,
self.base_url,
dp_size=1,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
policy="round_robin",
api_key="correct_api_key",
)
# Test case 1: request without api key should fail
with requests.Session() as session:
response = session.post(
f"{self.base_url}/generate",
json={"text": "Kanye west is, ", "temperature": 0},
)
print(f"status code: {response.status_code}, response: {response.text}")
self.assertEqual(
response.status_code,
401,
"Request without api key should fail with 401",
)
# Test case 2: request with invalid api key should fail
with requests.Session() as session:
response = requests.post(
f"{self.base_url}/generate",
json={"text": "Kanye west is, ", "temperature": 0},
headers={"Authorization": "Bearer 123"},
)
print(f"status code: {response.status_code}, response: {response.text}")
self.assertEqual(
response.status_code,
401,
"Request with invalid api key should fail with 401",
)
# Test case 3: request with correct api key should succeed
with requests.Session() as session:
response = session.post(
f"{self.base_url}/generate",
json={"text": "Kanye west is ", "temperature": 0},
headers={"Authorization": "Bearer correct_api_key"},
)
print(f"status code: {response.status_code}, response: {response.text}")
self.assertEqual(
response.status_code, 200, "Request with correct api key should succeed"
)
def test_6_mmlu_with_dp_aware(self):
print("Running test_6_mmlu_with_dp_aware...")
# DP size = 2
self.process = popen_launch_router(
self.model,
self.base_url,
dp_size=2,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
policy="cache_aware",
dp_aware=True,
)
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 = 0.635
passed = score >= THRESHOLD
msg = f"dp aware MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
self.assertGreaterEqual(score, THRESHOLD, msg)
def test_7_add_and_remove_worker_with_dp_aware(self):
print("Running test_7_add_and_remove_worker_with_dp_aware...")
# Set 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", # make sure every worker processes requests
dp_aware=True, # dp aware strategy should work well with RR
)
# 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 the /add_worker API to add it to 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)
# 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 = 0.635
passed = score >= THRESHOLD
msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
self.assertGreaterEqual(score, THRESHOLD, msg)
# 4. Use the /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 = 0.635
passed = score >= THRESHOLD
msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
self.assertGreaterEqual(score, THRESHOLD, msg)
# 6. Start another worker with api_key set
terminate_and_wait(worker_process) # terminate the old worker process
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,
api_key="correct_api_key",
)
self.other_process.append(worker_process)
# 7. Use the /add_worker API to add it to the router
# Should fail since the router would contact the worker's
# /get_server_info endpoint for the dp_size info, but it
# has no knowledge of the api key
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.assertNotEqual(response.status_code, 200)
def test_8_lazy_fault_tolerance_with_dp_aware(self):
print("Running test_8_lazy_fault_tolerance_with_dp_aware...")
# Set 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",
dp_aware=True,
)
# 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 the /add_worker API to add it to 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 = 0.635
passed = score >= THRESHOLD
msg = f"MMLU test {'passed' if passed else 'failed'} with score {score:.3f} (threshold: {THRESHOLD})"
self.assertGreaterEqual(score, THRESHOLD, msg)
def test_9_payload_size_with_dp_aware(self):
print("Running test_9_payload_size_with_dp_aware...")
# Start the router with 1MB limit
self.process = popen_launch_router(
self.model,
self.base_url,
dp_size=1,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
policy="round_robin",
max_payload_size=1 * 1024 * 1024, # 1MB limit
dp_aware=True,
)
# Test case 1: Payload just under 1MB should succeed
payload_0_5_mb = {
"text": "x" * int(0.5 * 1024 * 1024), # 0.5MB of text
"temperature": 0.0,
}
with requests.Session() as session:
response = session.post(
f"{self.base_url}/generate",
json=payload_0_5_mb,
headers={"Content-Type": "application/json"},
)
self.assertEqual(
response.status_code,
200,
f"0.5MB payload should succeed but got status {response.status_code}",
)
# Test case 2: Payload over 1MB should fail
payload_1_plus_mb = {
"text": "x" * int((1.2 * 1024 * 1024)), # 1.2MB of text
"temperature": 0.0,
}
with requests.Session() as session:
response = session.post(
f"{self.base_url}/generate",
json=payload_1_plus_mb,
headers={"Content-Type": "application/json"},
)
self.assertEqual(
response.status_code,
413, # Payload Too Large
f"1.2MB payload should fail with 413 but got status {response.status_code}",
)
def test_10_api_key_with_dp_aware(self):
print("Running test_10_api_key_with_dp_aware...")
self.process = popen_launch_router(
self.model,
self.base_url,
dp_size=1,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
policy="round_robin",
api_key="correct_api_key",
dp_aware=True,
)
# Test case 1: request without api key should fail
with requests.Session() as session:
response = session.post(
f"{self.base_url}/generate",
json={"text": "Kanye west is, ", "temperature": 0},
)
print(f"status code: {response.status_code}, response: {response.text}")
self.assertEqual(
response.status_code,
401,
f"Request without api key should fail with 401 but got status {response.status_code}",
)
# Test case 2: request with invalid api key should fail
with requests.Session() as session:
response = requests.post(
f"{self.base_url}/generate",
json={"text": "Kanye west is, ", "temperature": 0},
headers={"Authorization": "Bearer 123"},
)
print(f"status code: {response.status_code}, response: {response.text}")
self.assertEqual(
response.status_code,
401,
f"Request without api key should fail with 401 but got status {response.status_code}",
)
# Test case 3: request with correct api key should succeed
with requests.Session() as session:
response = session.post(
f"{self.base_url}/generate",
json={"text": "Kanye west is ", "temperature": 0},
headers={"Authorization": "Bearer correct_api_key"},
)
print(f"status code: {response.status_code}, response: {response.text}")
self.assertEqual(
response.status_code,
200,
f"Request with correct api key should succeed but got status {response.status_code}",
)
if __name__ == "__main__":
unittest.main()