提交 e7e89990 编写于 作者: G guru4elephant

add web serve quick start

上级 e1c29095
......@@ -16,8 +16,8 @@ from flask import Flask, request, abort
from paddle_serving_client import Client
class PluginService(object):
def __init__(self, name="default_service", model="",
port=9091, concurrency=10):
def __init__(self, name="default_service",
model="", port=9091, concurrency=10):
self.name = name
self.port = port
self.model = model
......@@ -31,9 +31,11 @@ class PluginService(object):
self.client_service = Client()
self.client_service.load_client_config(
"{}/serving_server_conf.prototxt".format(self.model))
self.client_service.connect(["127.0.0.1:9292"])
# TODO(guru4elephant): we need to specify the serving port later
self.client_service.connect(["127.0.0.1:{}".format(self.port+1)])
@app_instance.route('/PaddleServing/v1.0/prediction', methods=['POST'])
service_name = "/" + self.name + "/prediction"
@app_instance.route(service_name, methods=['POST'])
def get_prediction():
if not request.json:
abort(400)
......@@ -42,8 +44,13 @@ class PluginService(object):
feed, fetch = self.preprocess(request.json, request.json["fetch"])
fetch_map = self.client_service.predict(feed=feed, fetch=fetch)
fetch_map = self.postprocess(feed=request.json, fetch=fetch, fetch_map=fetch_map)
app_instance.run(host="127.0.0.1", port=self.port,
threaded=False, processes=1)
return fetch_map
import socket
localIP = socket.gethostbyname(socket.gethostname())
print("http://{}:{}{}".format(localIP, self.port, service_name))
app_instance.run(host="127.0.0.1", port=self.port, threaded=False, processes=1)
def preprocess(self, feed={}, fetch=[]):
return feed, fetch
......
# Copyright (c) 2020 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.
"""
Usage:
Host a trained paddle model with one line command
Example:
python -m paddle_serving_server.web_serve --model ./serving_server_model --port 9292
"""
import argparse
from multiprocessing import Pool, Process
from plugin_service import PluginService
def parse_args():
parser = argparse.ArgumentParser("web_serve")
parser.add_argument("--thread", type=int, default=10, help="Concurrency of server")
parser.add_argument("--model", type=str, default="", help="Model for serving")
parser.add_argument("--port", type=int, default=9292, help="Port the server")
parser.add_argument("--workdir", type=str, default="workdir", help="Working dir of current service")
parser.add_argument("--device", type=str, default="cpu", help="Type of device")
parser.add_argument("--name", type=str, default="default", help="Default service name")
return parser.parse_args()
def start_web_service(args):
model = args.model
port = args.port
name = args.name
web_service = PluginService(name=name, model=model, port=port)
web_service.start_service()
def start_standard_model(args):
thread_num = args.thread
model = args.model
port = args.port
workdir = args.workdir
device = args.device
if model == "":
print("You must specify your serving model")
exit(-1)
import paddle_serving_server as serving
op_maker = serving.OpMaker()
read_op = op_maker.create('general_reader')
general_infer_op = op_maker.create('general_infer')
general_response_op = op_maker.create('general_response')
op_seq_maker = serving.OpSeqMaker()
op_seq_maker.add_op(read_op)
op_seq_maker.add_op(general_infer_op)
op_seq_maker.add_op(general_response_op)
server = serving.Server()
server.set_op_sequence(op_seq_maker.get_op_sequence())
server.set_num_threads(thread_num)
server.load_model_config(model)
server.prepare_server(workdir=workdir, port=port + 1, device=device)
server.run_server()
if __name__ == "__main__":
args = parse_args()
p_serving = Process(target=start_standard_model, args=(args,))
p_web_service = Process(target=start_web_service, args=(args,))
p_serving.start()
p_web_service.start()
p_web_service.join()
p_serving.join()
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