import?os
import?numpy?as?np
import?tensorflow?as?tf
class?ConfigFactory（object）:
????def?__init__（self?name=‘networks‘lr_base?=?0.001batch_size?=?8total_iters=100model_path?=?“/data0/chenrui/model_path“）:
????????self.name?=?name
????????self.batch_size?=?batch_size
????????self.total_iters?=?total_iters#迭代次數
????????
????????self.lr_base?=?lr_base#學習率
????????self.lr_decay?=?0.99#學習率
????????self.model_path?=?model_path
????????self.log_router?=?model_path?+?“/“+?self.name?+?“/log/“??#日志路徑
????????self.ckpt_router?=model_path?+?“/“+?self.name?+?“/ckpts/“?#模型路徑
????????self.result_router?=?model_path?+?“/“+?self.name?+?“/result/“??????#輸出結果路徑
????????if?not?os.path.exists（model_path+‘/‘+self.name）:
????????????os.makedirs（self.log_router+“train/“）
????????????os.makedirs（self.log_router+“val/“）
????????????os.makedirs（self.ckpt_router）
????????????os.makedirs（self.result_router）
????def?display_configs（self）:
????????msg?=?‘‘‘
????????------------?infor?of?%s?model?-----------------------------------------
????????batch?size??????????????:?%s
????????learing?rate?base???????:?%f
????????learing?rate?decay??????:?%f
????????iter?num????????????????:?%s
????????log?router??????????????:?%s
????????ckpt?router?????????????:?%s
????????result?router???????????:?%s
????????------------------------------------------------------------------------
????????‘‘‘?%?（self.name?self.batch_size?self.lr_base?self.lr_decay??self.total_iters??self.log_router?self.ckpt_routerself.result_router）
????????print（msg）
????????return?msg
????
????def?_debug_info（self）:
????????variables_names?=?[[v.name?v.get_shape（）.as_list（）]?for?v?in?tf.trainable_variables（）]
????????print?（“Trainable?Variables:“）
????????tot_params?=?0
????????self.var_log?=?open（self.result_router?+?r‘variables.logs‘?mode=‘a+‘?encoding=‘utf-8‘）
????????for?i?in?variables_names:
????????????var_params?=?np.prod（np.array（i[1]））
????????????tot_params?+=?var_params

????????????self.var_log.writelines（str（i[0]）?+?‘??‘?+?str（i[1]）?+?‘??‘?+?str（var_params?）?+?‘\n‘）
????????????print?（i[0]?i[1]?var_params）
????????print?（“Total?number?of?Trainable?Parameters:?“?str（tot_params/1000.0）+“K“）??
????????self.var_log.writelines（“Total?number?of?Trainable?Parameters:?“?+?str（tot_params/1000.0）+“K“）
????????self.var_log.close（）
????def?data_iterator（selfdatalabel）:#產生迭代數據

????????num_examples?=?data.shape[0]
????????num_batch?=?num_examples?//?self.batch_size#//取的是結果的最小整數
????????num_total?=?num_batch?*?self.batch_size
????????while?True:
????????????perm?=?np.arange（num_examples）
????????????np.random.shuffle（perm）
????????????shuf_data?=?data[perm]
????????????shuf_label?=?label[perm]
????????????for?i?in?range（0?num_total?self.batch_size）:
????????????????batch_data?=?shuf_data[i:i?+?self.batch_size]
????????????????batch_label?=?shuf_label[i:i?+?self.batch_size]
????????????????yield?batch_data?batch_label
???????????

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----

?????文件????????517??2019-05-29?21:57??MSCNN\ckpts\checkpoint

?????文件??????96184??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-50.data-00000-of-00001

?????文件???????1815??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-50.index

?????文件?????213328??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-50.meta

?????文件??????96184??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-60.data-00000-of-00001

?????文件???????1815??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-60.index

?????文件?????213328??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-60.meta

?????文件??????96184??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-70.data-00000-of-00001

?????文件???????1815??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-70.index

?????文件?????213328??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-70.meta

?????文件??????96184??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-80.data-00000-of-00001

?????文件???????1815??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-80.index

?????文件?????213328??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-80.meta

?????文件??????96184??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-90.data-00000-of-00001

?????文件???????1815??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-90.index

?????文件?????213328??2019-05-29?21:57??MSCNN\ckpts\dehaze_cnn.ckpt-90.meta

?????文件???????3075??2019-05-29?21:43??MSCNN\config.py

?????文件???????8062??2019-05-29?21:58??MSCNN\mscnn.py

?????文件???????4661??2019-05-29?21:55??MSCNN\mscnn_data.py

?????文件???????5614??2019-05-29?21:42??MSCNN\ops.py

?????文件??????81512??2019-05-29?21:57??MSCNN\result\105.jpg

?????文件??????50461??2019-05-29?21:57??MSCNN\result\canyon1.jpg

?????文件??????52215??2019-05-29?21:57??MSCNN\result\canyon2.jpg

?????文件??????78753??2019-05-29?21:57??MSCNN\result\forest1.jpg

?????文件??????58789??2019-05-29?21:57??MSCNN\result\nampikin.jpg

?????文件??????57533??2019-05-29?21:57??MSCNN\result\shan.jpg

?????文件?????429902??2019-05-29?21:57??MSCNN\result\tiananmen1.png

?????文件?????597681??2019-05-29?21:57??MSCNN\result\tree2.png

?????目錄??????????0??2019-05-29?21:57??MSCNN\ckpts

?????目錄??????????0??2019-05-29?21:57??MSCNN\result

............此處省略4個文件信息