import??torch
from????torch?import?nn





class?AE（nn.Module）:



????def?__init__（self）:
????????super（AE?self）.__init__（）


????????#?[b?784]?=>?[b?20]
????????self.encoder?=?nn.Sequential（
????????????nn.Linear（784?256）
????????????nn.ReLU（）
????????????nn.Linear（256?64）
????????????nn.ReLU（）
????????????nn.Linear（64?20）
????????????nn.ReLU（）
????????）
????????#?[b?20]?=>?[b?784]
????????self.decoder?=?nn.Sequential（
????????????nn.Linear（20?64）
????????????nn.ReLU（）
????????????nn.Linear（64?256）
????????????nn.ReLU（）
????????????nn.Linear（256?784）
????????????nn.Sigmoid（）
????????）


????def?forward（self?x）:
????????“““

????????:param?x:?[b?1?28?28]
????????:return:
????????“““
????????batchsz?=?x.size（0）
????????#?flatten
????????x?=?x.view（batchsz?784）
????????#?encoder
????????x?=?self.encoder（x）
????????#?decoder
????????x?=?self.decoder（x）
????????#?reshape
????????x?=?x.view（batchsz?1?28?28）

????????return?x?None

?屬性????????????大小?????日期????時(shí)間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2019-03-27?00:58??DeepLearningTutorials-master\
?????文件???????????5??2019-03-27?00:58??DeepLearningTutorials-master\.gitignore
?????目錄???????????0??2019-03-27?00:58??DeepLearningTutorials-master\AutoEncoder實(shí)戰(zhàn)\
?????文件??????????18??2019-03-27?00:58??DeepLearningTutorials-master\AutoEncoder實(shí)戰(zhàn)\.gitignore
?????文件?????3654768??2019-03-27?00:58??DeepLearningTutorials-master\AutoEncoder實(shí)戰(zhàn)\AutoEncoders.pdf
?????文件?????????969??2019-03-27?00:58??DeepLearningTutorials-master\AutoEncoder實(shí)戰(zhàn)\ae.py
?????文件????????1710??2019-03-27?00:58??DeepLearningTutorials-master\AutoEncoder實(shí)戰(zhàn)\main.py
?????文件????????1468??2019-03-27?00:58??DeepLearningTutorials-master\AutoEncoder實(shí)戰(zhàn)\vae.py
?????目錄???????????0??2019-03-27?00:58??DeepLearningTutorials-master\Cifar10與ResNet18實(shí)戰(zhàn)\
?????文件??????????18??2019-03-27?00:58??DeepLearningTutorials-master\Cifar10與ResNet18實(shí)戰(zhàn)\.gitignore
?????目錄???????????0??2019-03-27?00:58??DeepLearningTutorials-master\Cifar10與ResNet18實(shí)戰(zhàn)\.idea\
?????文件?????????453??2019-03-27?00:58??DeepLearningTutorials-master\Cifar10與ResNet18實(shí)戰(zhàn)\.idea\Cifar10與ResNet18實(shí)戰(zhàn).iml
?????文件?????????300??2019-03-27?00:58??DeepLearningTutorials-master\Cifar10與ResNet18實(shí)戰(zhàn)\.idea\modules.xml
?????文件?????????183??2019-03-27?00:58??DeepLearningTutorials-master\Cifar10與ResNet18實(shí)戰(zhàn)\.idea\vcs.xml
?????文件????????9390??2019-03-27?00:58??DeepLearningTutorials-master\Cifar10與ResNet18實(shí)戰(zhàn)\.idea\workspace.xml
?????文件????????1706??2019-03-27?00:58??DeepLearningTutorials-master\Cifar10與ResNet18實(shí)戰(zhàn)\lenet5.py
?????文件????????2370??2019-03-27?00:58??DeepLearningTutorials-master\Cifar10與ResNet18實(shí)戰(zhàn)\main.py
?????文件????????2459??2019-03-27?00:58??DeepLearningTutorials-master\Cifar10與ResNet18實(shí)戰(zhàn)\resnet.py
?????文件???????????0??2019-03-27?00:58??DeepLearningTutorials-master\Cifar10與ResNet18實(shí)戰(zhàn)\考慮到大家的GPU較小，我們這里的ResNet18是閹割版
?????目錄???????????0??2019-03-27?00:58??DeepLearningTutorials-master\Lesson01-初見(jiàn)PyTorch\
?????文件?????????353??2019-03-27?00:58??DeepLearningTutorials-master\Lesson01-初見(jiàn)PyTorch\autograd_demo.py
?????文件?????????317??2019-03-27?00:58??DeepLearningTutorials-master\Lesson01-初見(jiàn)PyTorch\demo.lua
?????文件??????935770??2019-03-27?00:58??DeepLearningTutorials-master\Lesson01-初見(jiàn)PyTorch\lesson1.pdf
?????文件?????????546??2019-03-27?00:58??DeepLearningTutorials-master\Lesson01-初見(jiàn)PyTorch\lesson1.py
?????目錄???????????0??2019-03-27?00:58??DeepLearningTutorials-master\Lesson02-開(kāi)發(fā)環(huán)境準(zhǔn)備\
?????文件??????971247??2019-03-27?00:58??DeepLearningTutorials-master\Lesson02-開(kāi)發(fā)環(huán)境準(zhǔn)備\lesson2.pdf
?????文件??????????83??2019-03-27?00:58??DeepLearningTutorials-master\Lesson02-開(kāi)發(fā)環(huán)境準(zhǔn)備\main.py
?????文件?????????809??2019-03-27?00:58??DeepLearningTutorials-master\README.md
?????目錄???????????0??2019-03-27?00:58??DeepLearningTutorials-master\lesson03-簡(jiǎn)單回歸案例\
?????文件??????766408??2019-03-27?00:58??DeepLearningTutorials-master\lesson03-簡(jiǎn)單回歸案例\lesson3.pdf
?????目錄???????????0??2019-03-27?00:58??DeepLearningTutorials-master\lesson04-簡(jiǎn)單回歸案例-PyTorch求解\
............此處省略132個(gè)文件信息