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multi_api_server.py
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"""
# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""
import argparse
import os
import subprocess
import sys
import time
from fastdeploy.platforms import current_platform
from fastdeploy.utils import find_free_ports, get_logger, is_port_available
logger = get_logger("multi_api_server", "multi_api_server.log")
def start_servers(
server_count=None,
device_count=None,
server_args=None,
ports=None,
metrics_ports=None,
controller_ports=None,
):
ports = ports.split(",")
if not check_param(ports, server_count):
return
if metrics_ports != "-1":
metrics_ports = metrics_ports.split(",")
if not check_param(metrics_ports, server_count):
return
if controller_ports != "-1":
controller_ports = controller_ports.split(",")
if not check_param(controller_ports, server_count):
return
else:
controller_ports = [-1] * server_count
logger.info(f"Starting servers on ports: {ports} with args: {server_args} and metrics ports: {metrics_ports}")
port_idx = {}
for i in range(len(server_args)):
if server_args[i] == "--engine-worker-queue-port":
port_idx["engine_worker_queue_port"] = i + 1
if server_args[i] == "--cache-queue-port":
port_idx["cache_queue_port"] = i + 1
if server_args[i] == "--pd-comm-port":
port_idx["pd_comm_port"] = i + 1
if server_args[i] == "--rdma-comm-ports":
port_idx["rdma_comm_ports"] = i + 1
if "engine_worker_queue_port" not in port_idx:
port = find_free_ports(num_ports=server_count)
server_args += ["--engine-worker-queue-port", ",".join(map(str, port))]
port_idx["engine_worker_queue_port"] = len(server_args) - 1
logger.info(f"No --engine-worker-queue-port specified, using random ports: {port}")
engine_worker_queue_port = server_args[port_idx["engine_worker_queue_port"]].split(",")
if not check_param(engine_worker_queue_port, server_count):
return
if "cache_queue_port" not in port_idx:
port = find_free_ports(num_ports=server_count)
server_args += ["--cache-queue-port", ",".join(map(str, port))]
port_idx["cache_queue_port"] = len(server_args) - 1
logger.info(f"No --cache-queue-port specified, using random ports: {port}")
cache_queue_port = server_args[port_idx["cache_queue_port"]].split(",")
if not check_param(cache_queue_port, server_count):
return
if "pd_comm_port" not in port_idx:
port = find_free_ports(num_ports=server_count)
server_args += ["--pd-comm-port", ",".join(map(str, port))]
port_idx["pd_comm_port"] = len(server_args) - 1
logger.info(f"No --pd-comm-port specified, using random ports: {port}")
pd_comm_port = server_args[port_idx["pd_comm_port"]].split(",")
if not check_param(pd_comm_port, server_count):
return
if "rdma_comm_ports" not in port_idx:
port = find_free_ports(num_ports=device_count)
server_args += ["--rdma-comm-ports", ",".join(map(str, port))]
port_idx["rdma_comm_ports"] = len(server_args) - 1
logger.info(f"No --rdma-comm-ports specified, using random ports: {port}")
rdma_comm_ports = server_args[port_idx["rdma_comm_ports"]].split(",")
if not check_param(rdma_comm_ports, device_count):
return
logger.info(f"Modified server_args: {server_args}")
processes = []
for i in range(server_count):
port = int(ports[i])
controller_port = int(controller_ports[i])
env = os.environ.copy()
env["FD_ENABLE_MULTI_API_SERVER"] = "1"
env["FD_LOG_DIR"] = env.get("FD_LOG_DIR", "log") + f"/log_{i}"
if "PROMETHEUS_MULTIPROC_DIR" in env:
prom_dir = env.get("PROMETHEUS_MULTIPROC_DIR")
prom_dir_i = os.path.join(os.path.dirname(prom_dir), os.path.basename(prom_dir) + f"_dp{i}")
# Create the directory if it doesn't exist
if not os.path.exists(prom_dir_i):
os.makedirs(prom_dir_i, exist_ok=True)
env["PROMETHEUS_MULTIPROC_DIR"] = prom_dir_i
logger.info(f"Set PROMETHEUS_MULTIPROC_DIR for DP {i}: {prom_dir_i}")
cmd = [
sys.executable,
"-m",
"fastdeploy.entrypoints.openai.api_server",
*server_args,
"--port",
str(port),
"--controller-port",
str(controller_port),
"--local-data-parallel-id",
str(i),
]
if metrics_ports != "-1":
cmd += ["--metrics-port", metrics_ports[i]]
# 启动子进程
proc = subprocess.Popen(cmd, env=env)
processes.append(proc)
logger.info(f"Starting servers #{i+1} (PID: {proc.pid}) port: {port} | command: {' '.join(cmd)}")
return processes
def check_param(ports, num_servers):
logger.info(f"check param {ports}, {num_servers}")
assert len(ports) == num_servers, "Number of ports must match num-servers"
for port in ports:
logger.info(f"check port {port}")
if not is_port_available("0.0.0.0", int(port)):
raise RuntimeError(f"Port {port} is not available.")
return True
def main():
parser = argparse.ArgumentParser()
parser.add_argument("--ports", default="8000,8002", type=str, help="ports to the http server")
parser.add_argument("--num-servers", default=2, type=int, help="number of workers")
parser.add_argument("--metrics-ports", default="-1", type=str, help="ports for metrics server")
parser.add_argument("--controller-ports", default="-1", type=str, help="ports for controller server port")
parser.add_argument("--args", nargs=argparse.REMAINDER, help="remaining arguments are passed to api_server.py")
args = parser.parse_args()
logger.info(f"Launching MultiAPIServer with command: {' '.join(sys.argv)}")
device_count = 0
if current_platform.is_cuda():
if os.getenv("CUDA_VISIBLE_DEVICES") is None:
raise ValueError("Please manually set CUDA_VISIBLE_DEVICES when launching multi-api-server.")
device_count = len(os.getenv("CUDA_VISIBLE_DEVICES").split(","))
elif current_platform.is_xpu():
if os.getenv("XPU_VISIBLE_DEVICES") is None:
raise ValueError("Please manually set XPU_VISIBLE_DEVICES when launching multi-api-server.")
device_count = len(os.getenv("XPU_VISIBLE_DEVICES").split(","))
processes = start_servers(
server_count=args.num_servers,
device_count=device_count,
server_args=args.args,
ports=args.ports,
metrics_ports=args.metrics_ports,
controller_ports=args.controller_ports,
)
try:
while True:
time.sleep(1)
except KeyboardInterrupt:
for proc in processes:
proc.terminate()
for proc in processes:
proc.wait()
logger.info("All servers stopped.")
if __name__ == "__main__":
main()