AReaL/arealite/launcher/sglang_server.py

156 lines
5.0 KiB
Python

import os
import subprocess
import sys
import time
import uuid
from typing import Optional
import requests
from arealite.api.cli_args import (
ClusterSpecConfig,
NameResolveConfig,
SGLangConfig,
parse_cli_args,
to_structured_cfg,
)
from arealite.api.io_struct import AllocationMode, AllocationType
from arealite.utils.launcher import TRITON_CACHE_PATH
from arealite.utils.network import find_free_ports, gethostip
from realhf.base import logging, name_resolve, names
logger = logging.getLogger("SGLangServer Wrapper")
def launch_server_cmd(command: str) -> subprocess.Popen:
"""
Execute a shell command and return its process handle.
"""
# Replace newline continuations and split the command string.
command = command.replace("\\\n", " ").replace("\\", " ")
parts = command.split()
_env = os.environ.copy()
# To avoid DirectoryNotEmpty error caused by triton
triton_cache_path = _env.get("TRITON_CACHE_PATH", TRITON_CACHE_PATH)
unique_triton_cache_path = os.path.join(triton_cache_path, str(uuid.uuid4()))
_env["TRITON_CACHE_PATH"] = unique_triton_cache_path
return subprocess.Popen(
parts,
text=True,
env=_env,
stdout=sys.stdout,
stderr=subprocess.STDOUT,
)
def wait_for_server(base_url: str, timeout: Optional[int] = None) -> None:
"""Wait for the server to be ready by polling the /v1/models endpoint.
Args:
base_url: The base URL of the server
timeout: Maximum time to wait in seconds. None means wait forever.
"""
start_time = time.time()
while True:
try:
response = requests.get(
f"{base_url}/v1/models",
headers={"Authorization": "Bearer None"},
)
if response.status_code == 200:
time.sleep(5)
break
if timeout and time.time() - start_time > timeout:
raise TimeoutError("Server did not become ready within timeout period")
except requests.exceptions.RequestException:
time.sleep(1)
class SGLangServerWrapper:
def __init__(
self,
experiment_name: str,
trial_name: str,
sglang_config: SGLangConfig,
tp_size: int,
n_gpus_per_node: int,
):
self.experiment_name = experiment_name
self.trial_name = trial_name
self.config = sglang_config
self.tp_size = tp_size
self.server_process = None
self.n_gpus_per_node = n_gpus_per_node
def run(self):
gpus_per_server = len(os.getenv("CUDA_VISIBLE_DEVICES").split(","))
server_local_idx = (
int(os.getenv("CUDA_VISIBLE_DEVICES").split(",")[0]) // gpus_per_server
)
n_servers_per_node = max(1, self.n_gpus_per_node // gpus_per_server)
ports_per_server = 40000 // n_servers_per_node
port_range = (
server_local_idx * ports_per_server + 10000,
(server_local_idx + 1) * ports_per_server + 10000,
)
server_port, dist_init_port = find_free_ports(2, port_range)
dist_init_addr = f"localhost:{dist_init_port}"
host_ip = gethostip()
cmd = SGLangConfig.build_cmd(
self.config,
tp_size=self.tp_size,
base_gpu_id=0,
host=host_ip,
port=server_port,
dist_init_addr=dist_init_addr,
)
self.server_process = launch_server_cmd(cmd)
wait_for_server(f"http://{host_ip}:{server_port}")
name = names.gen_servers(self.experiment_name, self.trial_name)
name_resolve.add_subentry(name, f"{host_ip}:{server_port}")
logger.info(f"SGLang server launched at: http://{host_ip}:{server_port}")
return_code = self.server_process.wait()
logger.info(
f"SGLang server at http://{host_ip}:{server_port} exits, returncode={return_code}"
)
def __del__(self):
if self.server_process and self.server_process.poll() is None:
logger.info("Terminating SGLang server process...")
self.server_process.terminate()
self.server_process.wait()
logger.info("SGLang server process terminated.")
def main(argv):
config, _ = parse_cli_args(argv)
config.sglang = to_structured_cfg(config.sglang, SGLangConfig)
config.cluster = to_structured_cfg(config.cluster, ClusterSpecConfig)
config.cluster.name_resolve = to_structured_cfg(
config.cluster.name_resolve, NameResolveConfig
)
name_resolve.reconfigure(config.cluster.name_resolve)
allocation_mode = config.allocation_mode
allocation_mode = AllocationMode.from_str(allocation_mode)
assert allocation_mode.type_ == AllocationType.DECOUPLED_SGLANG
tp_size = allocation_mode.gen_tp_size
sglang_server = SGLangServerWrapper(
config.experiment_name,
config.trial_name,
config.sglang,
tp_size,
n_gpus_per_node=config.cluster.n_gpus_per_node,
)
sglang_server.run()
if __name__ == "__main__":
main(sys.argv[1:])