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258 lines (187 loc) · 9.18 KB
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# -*-coding:utf-8-*-
import os
import time
from threading import Thread
import scipy.io as scio
import numpy as np
from DataProcessing.CsiToAmplitudeAndPhase import getAmplitudesAndPhasesLength
from DataProcessing.DataCalculate import DataCalculate
from DataProcessing.Normalize import Normalize
def dataProcessOfFixedFiles(path, path_p, path_ap, path_p2, path_ap2, doneN, totalN,
begin_time): # path:.../new targetpath:../demo.tfrecords
files2 = os.listdir(path)
for f2 in files2:
# f2:eatting settig ...
files3 = os.listdir(path + '/' + f2)
for f3 in files3:
# f3:1 2 3...
l = int(f3) - 1
files4 = os.listdir(path + '/' + f2 + '/' + f3)
for f4 in files4:
if '.mat' in f4:
# f4:1_1.mat 2_2.mat...
result = DataCalculate(path + '/' + f2 + '/' + f3 + '/' + f4)
'''
经过去噪等算法处理之后的数据
'''
ap = result[0]
p = result[1]
ap2 = result[2]
p2 = result[3]
N = result[4]
label = [l] * N
ap = ap.reshape(N, -1)
ap2 = ap2.reshape(N, -1)
p = p.reshape(N, -1)
p2 = p2.reshape(N, -1)
# 拼接后的数据
# x = np.concatenate((ap.reshape(N, -1), p.reshape(N, -1)), axis=1)
# lenght = x.shape[0]
for i in range(N):
ap[i] = Normalize(ap[i])
p[i] = Normalize(p[i])
ap2[i] = Normalize(ap2[i])
p2[i] = Normalize(p2[i])
scio.savemat(path_ap + '/' + f2 + '-' + f3 + '-' + f4, {'x': ap, 'y': label})
scio.savemat(path_ap2 + '/' + f2 + '-' + f3 + '-' + f4, {'x': ap2, 'y': label})
scio.savemat(path_p + '/' + f2 + '-' + f3 + '-' + f4, {'x': p, 'y': label})
scio.savemat(path_p2 + '/' + f2 + '-' + f3 + '-' + f4, {'x': p2, 'y': label})
doneN += N
now_time = time.time()
secod = round(now_time - begin_time, 2)
fenzhong = int(secod / 60)
secod = round(secod - fenzhong * 60, 2)
xiaoshi = int(fenzhong / 60)
fenzhong = fenzhong - xiaoshi * 60
persent = round((doneN / totalN) * 100, 2)
str1 = '已进行：' + str(persent) + '% 用时：' + str(xiaoshi) + '小时' + str(fenzhong) + '分钟' + str(
secod) + '秒 预计还需：'
secod = int((secod * totalN) / doneN)
fenzhong = int(secod / 60)
secod = secod - fenzhong * 60
xiaoshi = int(fenzhong / 60)
fenzhong = fenzhong - xiaoshi * 60
str2 = str(xiaoshi) + '小时' + str(fenzhong) + '分钟' + str(secod) + '秒'
print str1 + str2 + 'dataProcessOfFixedFiles-' + f2 + '-' + f3 + '-' + f4
print 'success:' + path
def dataProcessOfOpenAndSemiFiles(path, path_p, path_ap, path_p2,
path_ap2, doneN, totalN,
begin_time): # path:.../new targetpath:../demo.tfrecords
files3 = os.listdir(path)
for f3 in files3:
# f3:1 2 3...
files4 = os.listdir(path + '/' + f3)
l = int(f3) - 1
for f4 in files4:
if '.mat' in f4:
# f4:1_1.mat 2_2.mat...
result = DataCalculate(path + '/' + f3 + '/' + f4)
ap = result[0]
p = result[1]
ap2 = result[2]
p2 = result[3]
N = result[4]
label = [l] * N
ap = ap.reshape(N, -1)
ap2 = ap2.reshape(N, -1)
p = p.reshape(N, -1)
p2 = p2.reshape(N, -1)
# 拼接后的数据
# x = np.concatenate((ap.reshape(N, -1), p.reshape(N, -1)), axis=1)
# lenght = x.shape[0]
for i in range(N):
ap[i] = Normalize(ap[i])
p[i] = Normalize(p[i])
ap2[i] = Normalize(ap2[i])
p2[i] = Normalize(p2[i])
scio.savemat(path_ap + '/' + f3 + '-' + f4, {'x': ap, 'y': label})
scio.savemat(path_ap2 + '/' + f3 + '-' + f4, {'x': ap2, 'y': label})
scio.savemat(path_p + '/' + f3 + '-' + f4, {'x': p, 'y': label})
scio.savemat(path_p2 + '/' + f3 + '-' + f4, {'x': p2, 'y': label})
doneN += N
now_time = time.time()
secod = round(now_time - begin_time, 2)
fenzhong = int(secod / 60)
secod = round(secod - fenzhong * 60, 2)
xiaoshi = int(fenzhong / 60)
fenzhong = fenzhong - xiaoshi * 60
persent = round((doneN / totalN) * 100, 2)
str1 = '已进行：' + str(persent) + '% 用时：' + str(xiaoshi) + '小时' + str(fenzhong) + '分钟' + str(
secod) + '秒 预计还需：'
secod = int((secod * totalN) / doneN)
fenzhong = int(secod / 60)
secod = secod - fenzhong * 60
xiaoshi = int(fenzhong / 60)
fenzhong = fenzhong - xiaoshi * 60
str2 = str(xiaoshi) + '小时' + str(fenzhong) + '分钟' + str(secod) + '秒'
print str1 + str2 + 'dataProcessOfOpenAndSemiFiles-' + path + '-' + f3 + '-' + f4
print('success:' + path)
def getSemiOrOpenLength(path):
N = 0
files3 = os.listdir(path)
for f3 in files3:
# f3:1 2 3...
files4 = os.listdir(path + '/' + f3)
l = int(f3) - 1
for f4 in files4:
if '.mat' in f4:
N += getAmplitudesAndPhasesLength(path + '/' + f3 + '/' + f4)
return N
def getDataLength(fixed_path, open_path, semi_path):
N = 0
files2 = os.listdir(fixed_path)
for f2 in files2:
# f2:eatting settig ...
files3 = os.listdir(fixed_path + '/' + f2)
for f3 in files3:
# f3:1 2 3...
l = int(f3) - 1
files4 = os.listdir(fixed_path + '/' + f2 + '/' + f3)
for f4 in files4:
if '.mat' in f4:
# print('dataProcessOfFixedFiles-' + f2 + '-' + f3 + '-' + f4)
# f4:1_1.mat 2_2.mat...
N += getAmplitudesAndPhasesLength(fixed_path + '/' + f2 + '/' + f3 + '/' + f4)
print 'N of fixed:' + str(N)
N2 = getSemiOrOpenLength(open_path)
print 'N of open:' + str(N2)
N3 = getSemiOrOpenLength(semi_path)
print 'N of semi:' + str(N3)
return N + N2 + N3
if __name__ == '__main__':
'''
N of fixed:39600968
N of open:7476236
N of semi:12373101
total N:59450305
'''
path_fixed = '/media/xue/软件/CSI/RawMatData/fixed'
path_open = '/media/xue/软件/CSI/RawMatData/open'
path_semi = '/media/xue/软件/CSI/RawMatData/semi'
# N = getDataLength(path_fixed, path_open, path_semi)
# print 'total N:' + str(N)
beagin_time = time.time()
'''
dataProcessOfFixedFiles(path='/media/xue/软件/CSI/RawMatData/fixed',
path_ap='/media/xue/软件/CSI/MatData/AmplitudeWithOutNoiseRemoval',
path_ap2='/media/xue/软件/CSI/MatData/AmplitudeWithNoiseRemoval',
path_p='/media/xue/软件/CSI/MatData/PhaseWithOutNoiseRemoval',
path_p2='/media/xue/软件/CSI/MatData/PhaseWithNoiseRemoval',
begin_time=beagin_time, doneN=0, totalN=59450305)
'''
'''
dataProcessOfOpenAndSemiFiles(path='/media/xue/Data Storage/CSI/RawMatData/open',
path_ap='/media/xue/Data Storage/CSI/MatData/AmplitudeWithOutNoiseRemoval',
path_ap2='/media/xue/Data Storage/CSI/MatData/AmplitudeWithNoiseRemoval',
path_p='/media/xue/Data Storage/CSI/MatData/PhaseWithOutNoiseRemoval',
path_p2='/media/xue/Data Storage/CSI/MatData/PhaseWithNoiseRemoval',
begin_time=beagin_time, doneN=39600968, totalN=59450305
)
'''
dataProcessOfOpenAndSemiFiles(path='/media/xue/Data Storage/CSI/RawMatData/semi',
path_ap='/media/xue/Data Storage/CSI/MatData/AmplitudeWithOutNoiseRemoval',
path_ap2='/media/xue/Data Storage/CSI/MatData/AmplitudeWithNoiseRemoval',
path_p='/media/xue/Data Storage/CSI/MatData/PhaseWithOutNoiseRemoval',
path_p2='/media/xue/Data Storage/CSI/MatData/PhaseWithNoiseRemoval',
begin_time=beagin_time, doneN=39600968 + 7476236, totalN=59450305
)
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