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ieemoo-ai-searchv2/ieemoo-ai-searchv2.py
2022-11-22 16:26:31 +08:00

97 lines
3.9 KiB
Python
Executable File

import sys
import argparse
#from utils.retrieval_index import EvaluteMap
from utils.tools import EvaluteMap
from utils.retrieval_feature import AntiFraudFeatureDataset
from utils.monitor import Moniting
from utils.updateObs import *
from utils.config import cfg
from utils.tools import createNet
from flask import request,Flask
from utils.forsegmentation import analysis
from gevent.pywsgi import WSGIServer
import os, base64, stat, shutil, json, time
sys.path.append('RAFT')
sys.path.append('RAFT/core')
sys.path.append('RAFT/core/utils')
from RAFT.analysis_video import *
import logging.config
from skywalking import agent, config
from threading import Thread
SW_SERVER = os.environ.get('SW_AGENT_COLLECTOR_BACKEND_SERVICES')
SW_SERVICE_NAME = os.environ.get('SW_AGENT_NAME')
if SW_SERVER and SW_SERVICE_NAME:
config.init() #采集服务的地址,给自己的服务起个名称
#config.init(collector="123.60.56.51:11800", service='ieemoo-ai-search') #采集服务的地址,给自己的服务起个名称
agent.start()
os.environ["CUDA_VISIBLE_DEVICES"] = '0'
app = Flask(__name__)
parser = argparse.ArgumentParser()
#parser.add_argument('--model', default='../module/ieemoo-ai-search/model/now/raft-things.pth',help="restore checkpoint")
parser.add_argument('--model', default='../module/ieemoo-ai-search/model/now/raft-small.pth',help="restore checkpoint")
#parser.add_argument('--small', action='store_true', help='use small model')
parser.add_argument('--small', type=bool, default=True, help='use small model')
parser.add_argument('--mixed_precision', action='store_true', help='use mixed precision')
parser.add_argument('--alternate_corr', action='store_true', help='use efficent correlation implementation')
opt, unknown = parser.parse_known_args()
'''
status 状态码
00: 视频未解析成功(视频截取错误)
01: 未纳入监查列表
02: 未检测出商品
03: 异常输出
04: 正确识别
'''
status = ['00', '01', '02', '03', '04']
net, transform, ms = createNet()
raft_model = raft_init_model(opt)
def setup_logging(path):
if os.path.exists(path):
with open(path, 'r') as f:
config = json.load(f)
logging.config.dictConfig(config)
logger = logging.getLogger("root")
return logger
logger = setup_logging('utils/logging.json')
@app.route('/searchv2', methods=['POST'])
def search():
pre_status = False
try:
video_name = request.form.get('video_name')
logger.info('get video '+video_name)
ocr_file_path = os.sep.join([cfg.Ocrtxt, video_name.split('.')[0]+'.txt'])
video_extra_info = request.form.get('video_extra_info')
if not video_extra_info is None:
with open(ocr_file_path, 'w') as f:
f.write(video_extra_info)
video_data = request.files['video']
videoPath = os.sep.join([cfg.VIDEOPATH, video_name])
video_data.save(videoPath)
uuid_barcode = video_name.split('.')[0]
barcode_name = uuid_barcode.split('_')[-1]
if Moniting(barcode_name).search() == 'nomatch':
state = status[1]
analysis_video(raft_model, videoPath, '',uuid_barcode,None,net=net, transform=transform,ms=ms, match=False)
else:
state = analysis_video(raft_model, videoPath, '',uuid_barcode,None,net=net, transform=transform,ms=ms, match=True)
result = uuid_barcode+'_'+state #参数修改返回结果
except Exception as e:
logger.warning(e) #异常返回00
thread = Thread(target=AddObs, kwargs={'file_path':videoPath, 'status':status[3]})
thread.start()
return uuid_barcode+'_'+status[3] #参数修改返回00
thread = Thread(target=AddObs, kwargs={'file_path':videoPath, 'status':state})
thread.start()
logger.info(result)
print('result >>>>> {}'.format(result))
return result
if __name__ == '__main__':
app.run(host='0.0.0.0', port=8085)