#?Copyright?2015?The?TensorFlow?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.
#?==============================================================================

“““Converts?MNIST?data?to?TFRecords?file?format?with?Example?protos.“““
from?__future__?import?absolute_import
from?__future__?import?division
from?__future__?import?print_function

import?argparse
import?os
import?sys
from?datetime?import?datetime
from?scipy.io?import?loadmat

import?tensorflow?as?tf

from?imutils.face_utils?import?FaceAligner
from?imutils.face_utils?import?rect_to_bb
import?argparse
import?imutils
import?dlib
import?cv2
import?pandas?as?pd
import?numpy?as?np
import?skimage.io?as?io
from?tqdm?import?tqdm

from?sklearn.model_selection?import?train_test_split
FLAGS?=?None

def?_int64_feature（value）:
????return?tf.train.Feature（int64_list=tf.train.Int64List（value=[value]））


def?_bytes_feature（value）:
????return?tf.train.Feature（bytes_list=tf.train.BytesList（value=[value]））


def?convert_to（data_set?name）:
????“““Converts?a?dataset?to?tfrecords.“““
????file_name?=?data_set.file_name
????genders?=?data_set.gender
????ages?=?data_set.age
????face_score?=?data_set.score
????second_face_score?=?data_set.second_score
????num_examples?=?data_set.shape[0]
????base_dir?=?“data/imdb_crop“

????#?initialize?dlib‘s?face?detector?（HOG-based）?and?then?create
????#?the?facial?landmark?predictor?and?the?face?aligner
????shape_predictor?=?‘shape_predictor_68_face_landmarks.dat‘
????detector?=?dlib.get_frontal_face_detector（）
????predictor?=?dlib.shape_predictor（shape_predictor）
????fa?=?FaceAligner（predictor?desiredFaceWidth=64）

????error=0
????total=0
????#?if?images.shape[0]?!=?num_examples:
????#?????raise?ValueError（‘Images?size?%d?does?not?match?label?size?%d.‘?%
????#??????????????????????（images.shape[0]?num_examples））
????#?rows?=?images.shape[1]
????#?cols?=?images.shape[2]
????#?depth?=?images.shape[3]

????filename?=?os.path.join（name?+?‘.tfrecords‘）
????print（‘Writing‘?filename）
????with?tf.python_io.TFRecordWriter（filename）?as?writer:
????????for?index?in?tqdm（range（num_examples））:
????????????if?face_score[index]?????????????????continue
????????????#?if?（~np.isnan（second_face_score[index]））?and?second_face_score[index]?>?0.0:
????????????#?????continue
????????????if?~（0?<=?ages[index]?<=?100）:
????????????????continue

????????????if?np.isnan（genders[index]）:
????????????????continue

????????????try:
????????????????#?image_raw?=?io.imread（o

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-03-06?12:15??Age-Gender-Estimate-TF-master\
?????文件????????1063??2018-03-06?12:15??Age-Gender-Estimate-TF-master\LICENSE
?????文件????????5920??2018-03-06?12:15??Age-Gender-Estimate-TF-master\README.md
?????文件????????6930??2018-03-06?12:15??Age-Gender-Estimate-TF-master\convert_to_records.py
?????文件???????10643??2018-03-06?12:15??Age-Gender-Estimate-TF-master\convert_to_records_multiCPU.py
?????文件????????4926??2018-03-06?12:15??Age-Gender-Estimate-TF-master\demo.py
?????目錄???????????0??2018-03-06?12:15??Age-Gender-Estimate-TF-master\demo\
?????文件?????1119763??2018-03-06?12:15??Age-Gender-Estimate-TF-master\demo\demo.gif
?????文件??????218316??2018-03-06?12:15??Age-Gender-Estimate-TF-master\demo\demo.jpg
?????文件???????58018??2018-03-06?12:15??Age-Gender-Estimate-TF-master\demo\demo1.jpg
?????文件???????29944??2018-03-06?12:15??Age-Gender-Estimate-TF-master\demo\demo2.jpg
?????文件????????4903??2018-03-06?12:15??Age-Gender-Estimate-TF-master\eval.py
?????文件???????12956??2018-03-06?12:15??Age-Gender-Estimate-TF-master\inception_resnet_v1.py
?????文件????????9063??2018-03-06?12:15??Age-Gender-Estimate-TF-master\inception_resnet_v1.pyc
?????文件????????5527??2018-03-06?12:15??Age-Gender-Estimate-TF-master\inspect_checkpoint.py
?????文件??????370329??2018-03-06?12:15??Age-Gender-Estimate-TF-master\libboost_python.so.1.65.1
?????文件????????1316??2018-03-06?12:15??Age-Gender-Estimate-TF-master\model_transfer.py
?????目錄???????????0??2018-03-06?12:15??Age-Gender-Estimate-TF-master\models\
?????文件???????????0??2018-03-06?12:15??Age-Gender-Estimate-TF-master\models\Put?pretrained?model?here
?????文件????????5553??2018-03-06?12:15??Age-Gender-Estimate-TF-master\print_parameter.ipynb
?????文件???????47396??2018-03-06?12:15??Age-Gender-Estimate-TF-master\read_images.ipynb
?????文件???????19029??2018-03-06?12:15??Age-Gender-Estimate-TF-master\resnet_model.py
?????文件????????1658??2018-03-06?12:15??Age-Gender-Estimate-TF-master\saved_model.py
?????文件????99693937??2018-03-06?12:15??Age-Gender-Estimate-TF-master\shape_predictor_68_face_landmarks.dat
?????文件????????6492??2018-03-06?12:15??Age-Gender-Estimate-TF-master\test.py
?????文件????????7643??2018-03-06?12:15??Age-Gender-Estimate-TF-master\train.py
?????目錄???????????0??2018-03-06?12:15??Age-Gender-Estimate-TF-master\train_log\
?????文件??????107935??2018-03-06?12:15??Age-Gender-Estimate-TF-master\train_log\train_log.jpg
?????文件????????4638??2018-03-06?12:15??Age-Gender-Estimate-TF-master\utils.py