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#!/usr/bin/python3
# -*- coding: utf-8 -*-
# Author: xurongzhong#126.com
# CreateDate: 2018-3-31
import argparse
import shutil
import os
import subprocess
import time
import re
from pathlib import Path
import sys
import shutil
import json
import pprint
import numpy as np
import zmail
import data_common
import servers
import count
import others
description = '''
功能：执行比对测试
活体示例：
python3 run_server.py liveness -t batch1.7.5
python3 run_server.py liveness -t batch1.7.6
python3 run_server.py liveness -t base
python3 run_server.py liveness -t bug
gaze示例：
python3 run_server.py gaze -t little -w -b /opt/test_tools/faceunlock_test_general_meil
landmark示例：
$ python3 run_server.py landmark -d /home/andrew/code/tmp/sensetime -w
比对示例：
$ python3 run_server.py verify -w -d /home/andrew/code/data/common/verify/china_500 -e jpg
$ python3 run_server.py verify -w -t vivo-verify-100
$ python3 run_server.py verify -w -d /home/andrew/code/data/common/verify/india_32/ -e yuv
检测示例：
$ python3 run_server.py detect -w -d /home/andrew/code/data/test/检测
睁闭眼示例：
$ python3 run_server.py eyestate -w -d /home/andrew/code/data/common/bug/Eye_state/FACEUNLOCK-1150
测试工具的目录：
活体：/opt/test_tools/faceunlock_test_general_meil
其他：/opt/test_tools/base/faceunlock_test_general_meil，即默认目录。
'''
parser = argparse.ArgumentParser(description=description,
formatter_class=argparse.RawTextHelpFormatter)
parser.add_argument('test_type', action="store", help=u'测试类型')
parser.add_argument('-d', action='store', dest='directory', default=None,
help='数据集目录')
parser.add_argument('-b', action='store', dest='base',
default='/opt/test_tools/release/linux-x86_64',
help='比对工具目录, 默认为/opt/test_tools/base/faceunlock_test_general_meil')
parser.add_argument('-e', action='store', dest='ext', default='',
help='文件扩展名，默认为ir')
parser.add_argument('-r', action='store', dest='recipients',
default='lixiaoxue_vendor@sensetime.com;xurongzhong@sensetime.com',
help='邮件接收者')
parser.add_argument('-s', action='store', dest='score', default=0.99,
type=float, help='分数阀值，默认0.99')
parser.add_argument('-t', action='store', dest='data_type', default='',
help='数据集类型')
parser.add_argument('-w', action="store_true", default=False, help=u'是否等待结束')
parser.add_argument('-o', action='store', dest='output', default='output',
help='输出目录')
parser.add_argument('--version', action='version',
version='%(prog)s 1.0 Rongzhong xu 2018 04 26')
options = parser.parse_args()
types = {
"verify": {
'name': 'verify',
'process': 'sample_verify',
'cmd':"nohup ./run -r output/i_enroll.txt output/i_real.txt > {}.log 2>&1 &".format(options.test_type),
'vivo-verify-100':'/home/andrew/code/data/tof/base_test_data/vivo-verify-100',
'vivo-verify-452':'/home/andrew/code/data/tof/base_test_data/vivo-verify-452',
'vivo-verify-611':'/home/andrew/code/data/tof/base_test_data/vivo-verify-611',
'little':'/home/andrew/code/data/tof/little_test_data/little_verify',
'bug':'/home/andrew/code/data/tof/bug/verify',
'file_type':'ir',
},
"gaze": {
'file_type':'ir',
'name': 'gaze_mn',
'process': 'sample_gaze_mn',
'flag':'/gaze/',
'cmd':"nohup ./run -f output/files.txt > {}.log 2>&1 &".format(options.test_type),
#'base':'/home/andrew/code/data/tof/base_test_data/vivo-gaze/20180418_a.m.-gaze',
'base':'/home/andrew/code/data/tof/base_test_data/vivo-gaze',
'little':'/home/andrew/code/data/tof/little_test_data/little_gaze',
'bug':'/home/andrew/code/data/tof/bug/gaze',
'nocase':'/home/andrew/code/data/tof/vivo3D_batch_test/gaze_batch/nocase(0423_0430_false2.2)',
'case':'/home/andrew/code/data/tof/vivo3D_batch_test/gaze_batch/0418_0419_0501_case',
'demo1.7.8':'/home/andrew/code/data/tof/vivo3D_batch_test/gaze_batch/demo_1.7.8--gaze_2.6.0_ceshi_20180430',
},
"liveness": {
'file_type':'ir,depth',
'name': 'liveness',
'process': 'sample_liveness',
'flag':'photo/',
'cmd': "nohup ./run -l output/files.txt > {}.log 2>&1 &".format(options.test_type),
'bug':"/home/andrew/code/data/tof/bug/liveness",
'base':'/home/andrew/code/data/tof/base_test_data/vivo-liveness',
'batch1.7.5':'/home/andrew/code/data/tof/vivo3D_batch_test/liveness_batch/demo_1.7.5_test',
'batch1.7.6':'/home/andrew/code/data/tof/vivo3D_batch_test/liveness_batch/demo_1.7.6_test',
'batch1.7.7':'/home/andrew/code/data/tof/vivo3D_batch_test/demo_1.7.7_test',
'little':'/home/andrew/code/data/data_set/2d/little/liveness',
},
"detect": {
'file_type':'ir',
'name': 'detect',
'process': 'sample_detect',
'flag':'photo/',
'cmd': "nohup ./run -d output/files.txt > {}.log 2>&1 &".format(options.test_type),
},
"eyestate": {
'file_type':'ir',
'name': 'eyestate',
'process': 'sample_eyestate',
'flag':'photo/',
'cmd': "nohup ./run -e output/files.txt > {}.log 2>&1 &".format(options.test_type),
},
"landmark":{
'file_type':'ir',
'name': 'detect',
'process': 'sample_align',
'flag':'/little_photo/',
'cmd':"nohup ./run -m output/files.txt > {}.log 2>&1 &".format(options.test_type),
},
}
tool = options.base
now = time.strftime("%Y-%m-%d_%H-%M-%S", time.localtime())
if options.directory is None:
if not options.data_type:
print("data_type不能为空")
exit(1)
options.directory = types[options.test_type][options.data_type]
file_name = "{}{}{}".format(tool, os.sep, "output/files.txt")
label_name = "{}{}{}".format(tool, os.sep, "output/labels.txt")
config_name = "{}{}{}".format(tool, os.sep, "config.json")
data_version = Path(options.directory).name
raw_config = Path(options.directory).parent / "config" / (data_version + ".json")
if raw_config.is_file():
shutil.copy2(raw_config, config_name)
# 检查配置文件，确认模型都存在
d = json.load(open(config_name))
print('\n{}\n'.format(config_name))
print('#'*80)
print('\n')
pprint.pprint(d)
for item in d['model']:
path = d['model'][item]
if not Path(options.base.rstrip(os.sep) + os.sep + path).exists():
print("Path: {} not exist".format(path))
sys.exit(0)
if options.ext:
types[options.test_type]['file_type'] = options.ext
if options.test_type != 'verify':
data_common.get_filelistandlabel(
options.directory,
types[options.test_type]['flag'],
filetype=types[options.test_type]['file_type'],
file_name=file_name,
label_name=label_name)
else:
file_name = "{}{}{}".format(tool, os.sep, "output/i_real.txt")
servers.build_verify_input(options.directory, tool + '/output',
filetype=types[options.test_type]['file_type'])
configs = open(config_name).read()
search = re.search('{0}.*?(\d+.\d+.\d+)'.format(types[options.test_type]['name']),
configs)
if not search:
print("Error: Can not find version!")
exit(1)
version = search.group(1)
print(types[options.test_type]['name'], version)
cmd1 = "cd {}".format(tool)
directory = "{0}{1}result{1}{2}-{3}-{4}-{5}".format(
tool, os.sep, options.test_type, now, options.data_type, version)
data_common.check_directory(directory)
shutil.copyfile(file_name,
"{}{}{}".format(directory, os.sep,os.path.basename(file_name)))
shutil.copyfile(label_name,
"{}{}{}".format(directory, os.sep,os.path.basename(label_name)))
shutil.copyfile(config_name,
"{}{}{}".format(directory, os.sep,os.path.basename(config_name)))
# anlyse result
if options.test_type == 'detect':
result = "{0}{1}{2}{1}{2}_output%files.txt.txt".format(
tool, os.sep, options.test_type)
else:
result = "{0}{1}{2}{1}{2}_output%files.txt.csv".format(
tool, os.sep, options.test_type)
if options.test_type == 'verify':
result = "{0}{1}{2}{1}{2}_score_output%i_enroll.txt.csv".format(
tool, os.sep, options.test_type)
if Path(result).exists():
os.remove(result)
cmd = "{} && {}".format(cmd1,types[options.test_type]['cmd'])
print(cmd)
subprocess.call(cmd,shell=True)
print("Please see result in {}".format(directory))
# wait for result
if not options.w:
exit(0)
print(result)
time.sleep(3)
if not Path(result).exists():
servers.wait_until_stop('sample')
# 如果比对工具有错，直接退出执行。
tool_log = "{}{}{}.log".format(
options.base.rstrip(os.sep), os.sep,options.test_type)
text = open(tool_log).read()
if 'faceunlock' in text or 'tmp' in text:
print('\n')
print("#"*30 + " ERROR " + "#"*30)
print(text)
sys.exit(1)
new_result = "{0}{1}{2}-result.csv".format(directory, os.sep, version)
print(result)
print(new_result)
time.sleep(1)
shutil.copyfile(result, new_result)
error_name = "{0}{1}{2}----result.xlsx".format(directory, os.sep, version)
if options.test_type == 'detect':
# 生成图片
names = data_common.file2list(result,basename=True)
data_common.output_file('/home/andrew/code/tmp/detection_results.txt', names)
subprocess.call("cd /home/andrew/code/tmp/facedet-profile && rm -rf cache",
shell=True)
subprocess.check_output("cd /home/andrew/code/tmp/facedet-profile && python3 get_roc.py > {}/log.txt".format(directory),
shell=True)
print("copyinig")
src = "/home/andrew/code/tmp/facedet-profile/roc.png"
dst = "{}/{}-roc.png".format(directory, version)
time.sleep(0.5)
shutil.copyfile(src, dst)
if options.test_type != 'verify':
values = "{0}{1}{2}-values.csv".format(directory, os.sep, version)
maps = data_common.concat_file(new_result, file_name, sep=',')
data_common.output_file(values, maps)
if options.test_type == 'liveness':
new_result_ = "{0}{1}{2}-result_.csv".format(directory, os.sep, version)
shutil.copyfile(result, new_result_)
cmd = "sed -i 's#-1#1#' {}".format(new_result_)
subprocess.call(cmd,shell=True)
time.sleep(3)
if options.data_type == 'base':
replace = '/home/andrew/code/data/tof/base_test_data/vivo-liveness/'
else:
replace = ''
df1, df2, df3, df4 = servers.get_liveness_server_result(
new_result, file_name, label_name, score=options.score,
replace=replace, error_name=error_name, type_=options.data_type)
roc = "{0}{1}{2}-roc.txt".format(directory, os.sep, version)
fprs = [0.0+0.1*p for p in np.arange(1,10)]
count.roc(new_result, label_name, output=roc, fprs=fprs)
t1 = '参数：\n{}\n结果目录：\n{}\n配置文件：\n{}\nROC：\n{}\n'.format(
" ".join(sys.argv), directory, open(config_name).read(), open(roc).read())
t2 = 'FAR_FRR：\n{}\n分类统计：\n{}'.format(df4.to_string(), df3.to_string())
print("sending email")
recipients = options.recipients.split(';')
if others.send_mail(recipients,"活体比对测试结果", t1 + t2, files=[error_name]):
print("发送成功")
if options.test_type == 'gaze':
fprs = [0.3,0.25,0.2,0.15,0.1,0.05,0.02,0.01,0.001]
roc = "{0}{1}{2}-roc.txt".format(directory, os.sep, version)
count.roc(result, label_name, fprs=fprs, output=roc, )
servers.get_gaze_server_result(new_result, file_name, label_name,
error_name=error_name, type_=options.data_type)
if options.test_type == 'eyestate':
servers.get_eye_server_result(values, error_name=error_name,)
if options.test_type == 'verify':
person_name = "{}{}{}".format(tool, os.sep, "output/i_enroll.txt")
print(person_name)
shutil.copyfile(person_name,
"{}{}{}".format(directory, os.sep, os.path.basename(person_name)))
roc = "{0}{1}{2}-roc.txt".format(directory, os.sep, version)
count.verify_roc(result, label_name, output=roc, )
servers.get_verify_server_result(
person_name, file_name, new_result,
replace_file=options.directory.rstrip(os.sep) + os.sep,
replace_name=options.base + '/output/enroll_list/',
error_name=error_name,
)
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