import?tensorflow?as?tf??
import?numpy?as?np??
import?os??
import?cv2
from?skimage?import?transform?
import?skimage.io?as?io??

file_dir=‘E:/TensorFlow/Project_TF/flower_tfrecord/data‘
save_dir=‘E:/TensorFlow/Project_TF/flower_tfrecord/data/tfrecord/‘

file_dir_test=‘E:/TensorFlow/Project_TF/flower_tfrecord/data/test‘


#%%
def?rename（file_dirname）:
????‘‘‘將網上爬下來的圖片重命名（更好的觀看）‘‘‘
????i=0
????for?file?in?os.listdir（file_dir）:??#獲取該路徑文件下的所有圖片
????????src?=?os.path.join（os.path.abspath（file_dir）?file）?#目標文件夾+圖片的名稱
????????dst?=?os.path.join（os.path.abspath（file_dir）??name+str（i）?+?‘.jpg‘）#目標文件夾+新的圖片的名稱
????????os.rename（src?dst）
????????i=i+1??
????????
#rename（file_dir+‘/roses‘‘rose‘）
#rename（file_dir+‘/sunflowers‘‘sunflower‘）
#rename（file_dir+‘/daisy‘‘daisy‘）
#rename（file_dir+‘/dandelion‘‘dandelion‘）
#rename（file_dir+‘/tulips‘‘tulips‘）

#%%

‘‘‘要將圖片的路徑完整的保存下來‘‘‘?
def?get_files（file_dir）:?
????roses=[]
????label_roses=[]
????
????sunflowers=[]
????label_sunflowers=[]
????
????tulips=[]
????label_tulips=[]
????
????daisy=[]
????label_daisy=[]
????
????dandelion=[]
????label_dandelion=[]

????for?file?in?os.listdir（file_dir+‘/roses‘）:??#獲取該路徑文件下的所有圖片
????????roses.append（file_dir+‘/roses‘?+‘/‘+file）??#將圖片存入一個列表中
????????label_roses.append（0）?#?將roses的標簽設為0
?????
????for?file?in?os.listdir（file_dir+‘/sunflowers‘）:
???????sunflowers.append（file_dir+‘/sunflowers‘?+‘/‘+file）
???????label_sunflowers.append（1）?????#?將sunflower的標簽設為1?
??????
????for?file?in?os.listdir（file_dir+‘/tulips‘）:
???????tulips.append（file_dir+‘/tulips‘?+‘/‘+file）
???????label_tulips.append（2）?????
???????
????for?file?in?os.listdir（file_dir+‘/daisy‘）:
???????daisy.append（file_dir+‘/daisy‘?+‘/‘+file）
???????label_daisy.append（3）????
??
????for?file?in?os.listdir（file_dir+‘/dandelion‘）:
???????dandelion.append（file_dir+‘/dandelion‘?+‘/‘+file）
???????label_dandelion.append（4）????
?????????
???????
????print（‘There?are?%d?roses?\n?There?are?%d?sunflowers?\n?There?are?%d?roses?\n?‘
??????????‘There?are?%d?daisy?\n?There?are?%d?dandelion?\n‘
??????????%（len（roses）?len（sunflowers）len（tulips）len（daisy）len（dandelion）））??
????
#把cat和dog合起來組成一個list（img和lab）
????image_list?=?np.hstack（（roses?sunflowerstulipsdaisydandelion））
????label_list?=?np.hstack（（label_roses?label_sunflowerslabel_tulipslabel_daisylabel_dandelion））

????#利用shuffle打亂順序
????temp?=?np.array（[image_list?label_list]）?#轉換成2維矩陣
????temp?=?temp.transpose（）?#轉置
????np.random.shuffle（temp）?#按行隨機打亂順序


????#從打亂的temp中再取出list（img和lab）
????image_list?=?list（temp[:?0]）??#取出第0列數據，即圖片
????label_list?=?list（temp[:?1]）?#取出第0列數據，即標簽
????label_list?=?[int（i）?for?i?in?label_list]?#轉換成int數據類型
????return?image_list?label_list??
??
????
#%%????
def?int64_feature（value）:??
??“““Wrapper?for?inserting?int64?features?into?Example?proto.“““??
??if?not?isinstance（value?list）:???#標簽的轉化形式
????value?=?[value]??
??return?tf.train.Feature（i

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-05-07?21:17??flower_tfrecord\
?????目錄???????????0??2018-04-07?20:59??flower_tfrecord\.spyproject\
?????文件??????????62??2018-04-07?20:59??flower_tfrecord\.spyproject\codestyle.ini
?????文件??????????64??2018-04-07?20:59??flower_tfrecord\.spyproject\encoding.ini
?????文件??????????92??2018-04-07?20:59??flower_tfrecord\.spyproject\vcs.ini
?????文件?????????488??2018-05-14?16:08??flower_tfrecord\.spyproject\workspace.ini
?????目錄???????????0??2018-05-07?15:00??flower_tfrecord\data\
?????目錄???????????0??2018-05-10?08:57??flower_tfrecord\data\recognize_one\
?????目錄???????????0??2018-05-10?08:57??flower_tfrecord\data\recognize_one\dandelion\
?????文件???????22312??2016-01-11?14:10??flower_tfrecord\data\recognize_one\dandelion\dandelion76.jpg
?????目錄???????????0??2018-05-10?11:11??flower_tfrecord\data\recognize_one\roses\
?????文件???????19953??2016-01-11?14:11??flower_tfrecord\data\recognize_one\roses\rose213.jpg
?????文件???????27085??2016-01-11?14:11??flower_tfrecord\data\recognize_one\roses\rose4.jpg
?????目錄???????????0??2018-05-10?10:47??flower_tfrecord\data\recognize_one\sunflowers\
?????文件??????116402??2018-05-10?10:47??flower_tfrecord\data\recognize_one\sunflowers\guazi.jpg
?????文件???????31729??2018-04-16?15:17??flower_tfrecord\data\recognize_one\sunflowers\timg.jpg
?????目錄???????????0??2018-05-10?09:01??flower_tfrecord\data\recognize_one\tulips\
?????文件???????26533??2018-05-10?09:01??flower_tfrecord\data\recognize_one\tulips\timg.jpg
?????文件???????24363??2018-05-08?20:00??flower_tfrecord\data\recognize_one\tulips\tulips.jpg
?????目錄???????????0??2018-05-09?20:30??flower_tfrecord\data\test\
?????目錄???????????0??2018-05-09?20:32??flower_tfrecord\data\test\dandelion\
?????目錄???????????0??2018-05-09?20:32??flower_tfrecord\data\test\roses\
?????目錄???????????0??2018-05-09?20:33??flower_tfrecord\data\test\sunflowers\
?????目錄???????????0??2018-05-09?20:33??flower_tfrecord\data\test\tulips\
?????目錄???????????0??2018-05-10?09:15??flower_tfrecord\data\tfrecord\
?????文件????????9783??2018-05-10?09:15??flower_tfrecord\data_tfrecord.py
?????文件????????3061??2018-05-10?10:40??flower_tfrecord\evaluate_one_image.py
?????目錄???????????0??2018-05-09?23:28??flower_tfrecord\logs\
?????文件???????12620??2018-05-09?11:09??flower_tfrecord\model.py
?????目錄???????????0??2018-05-08?09:45??flower_tfrecord\TensorBoard\
?????目錄???????????0??2018-05-09?22:51??flower_tfrecord\TensorBoard\train\
............此處省略7個文件信息