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550 lines
416 KiB
Plaintext
550 lines
416 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# AutoEncoder\n",
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"\n",
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"![autoencoder](./images/autoencoder2.png)\n",
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"\n",
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"지도학습은 단순히 말해 입력 x와 정답 y 사이의 관계를 찾는 것이고, 비지도 학습은 정답이 없는 채로 x를 예측하는 것이다.\n",
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"\n",
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"즉 오토인코더에서는 입력도 x, 정답도 x로 설계된 신경망이다.\n",
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"\n",
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"단, 신경망은 범용근사자(univeral function approximator)로서 근사치를 출력하므로 x와 똑같은 출력을 내긴 힘들다.\n",
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"\n",
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"그러므로 오찻값에도 x를 얼마나 복원했는지를 뜻하는 복원오차, 혹은 정보손실값(reconstruction loss)이라는 용어를 사용한다.\n",
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"\n",
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"오토인코더는 입력과 출력의 크기는 같지만 중간으로 갈수록 신경망의 차원이 줄어든다.\n",
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"\n",
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"작은 차원으로 압축된 표현을 잠재변수(latent variable)라 하고, 간단히 z라고 한다.\n",
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"\n",
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"잠재 변수의 앞뒤를 구분하여 앞부분을 인코더(encoder), 뒷부분을 디코더(decoder)라고 한다.\n",
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"\n",
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"인코더는 정보를 받아 압축하고, 디코더는 압축된 표현을 풀어 입력을 복원하는 역할을 한다.\n",
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"\n",
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"오토인코더에서는 필연적으로 정보의 손실이 일어나지만 이는 중요한 정보만 남겨두는 일종의 데이터 가공이라고 볼 수 있다. \n",
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"\n",
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"이런 특징으로 인해 오토인코더는 주로 복잡한 비선형 데이터의 차원을 줄이는 용도로 쓰인다."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Import"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\pinb\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\tqdm\\auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
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" from .autonotebook import tqdm as notebook_tqdm\n"
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]
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}
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],
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"source": [
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"import torch\n",
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"import torchvision\n",
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"import torch.nn.functional as F\n",
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"from torch import nn, optim\n",
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"from torchvision import transforms, datasets\n",
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"\n",
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"import matplotlib.pyplot as plt\n",
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"from mpl_toolkits.mplot3d import Axes3D #생성되는 이미지를 관찰하기 위함입니다. 3차원 플롯을 그리는 용도입니다.\n",
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"from matplotlib import cm # 데이터포인트에 색상을 입히는 것에 사용됩니다.\n",
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"import numpy as np"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Hyper Params"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Using Device: cuda\n"
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]
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}
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],
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"source": [
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"# 하이퍼파라미터 준비\n",
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"EPOCH = 10\n",
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"BATCH_SIZE = 64\n",
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"USE_CUDA = torch.cuda.is_available()\n",
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"DEVICE = torch.device(\"cuda\" if USE_CUDA else \"cpu\")\n",
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"print(\"Using Device:\", DEVICE)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Dataset (Fashion-MNIST)\n",
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"\n",
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"![fation-mnist](./images/fashionmnist.jpg)\n",
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"* Fashion-MNIST는 총 70,000개의 그레이스케일 이미지로 구성된다. \n",
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"* 60,000개는 학습용 데이터, 10,000개는 테스트용 데이터 \n",
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"* 데이터셋은 10가지 범주로 구성 ('티셔츠/탑', '바지', '풀오버', '드레스', '코트', '샌들', '셔츠', '스니커즈', '가방', '앵클 부츠' 등)\n",
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"* 각 이미지는 28x28x1 크기"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-images-idx3-ubyte.gz\n",
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"Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-images-idx3-ubyte.gz to ./.data/FashionMNIST\\raw\\train-images-idx3-ubyte.gz\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"100%|██████████| 26421880/26421880 [00:06<00:00, 4076925.90it/s]\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Extracting ./.data/FashionMNIST\\raw\\train-images-idx3-ubyte.gz to ./.data/FashionMNIST\\raw\n",
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"\n",
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"Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-labels-idx1-ubyte.gz\n",
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"Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-labels-idx1-ubyte.gz to ./.data/FashionMNIST\\raw\\train-labels-idx1-ubyte.gz\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"100%|██████████| 29515/29515 [00:00<00:00, 118201.02it/s]\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Extracting ./.data/FashionMNIST\\raw\\train-labels-idx1-ubyte.gz to ./.data/FashionMNIST\\raw\n",
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"\n",
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"Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-images-idx3-ubyte.gz\n",
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"Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-images-idx3-ubyte.gz to ./.data/FashionMNIST\\raw\\t10k-images-idx3-ubyte.gz\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"100%|██████████| 4422102/4422102 [00:03<00:00, 1360040.16it/s]\n"
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]
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},
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Extracting ./.data/FashionMNIST\\raw\\t10k-images-idx3-ubyte.gz to ./.data/FashionMNIST\\raw\n",
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"\n",
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"Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-labels-idx1-ubyte.gz\n",
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"Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-labels-idx1-ubyte.gz to ./.data/FashionMNIST\\raw\\t10k-labels-idx1-ubyte.gz\n"
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]
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},
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"100%|██████████| 5148/5148 [00:00<?, ?it/s]"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Extracting ./.data/FashionMNIST\\raw\\t10k-labels-idx1-ubyte.gz to ./.data/FashionMNIST\\raw\n",
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"\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"\n"
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]
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}
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],
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"source": [
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"# Fashion MNIST 데이터셋 불러오기 (학습데이터만 사용)\n",
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"trainset = datasets.FashionMNIST(\n",
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" root = './.data/', \n",
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" train = True,\n",
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" download = True,\n",
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" transform = transforms.ToTensor()\n",
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")\n",
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"train_loader = torch.utils.data.DataLoader(\n",
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" dataset = trainset,\n",
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" batch_size = BATCH_SIZE,\n",
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" shuffle = True,\n",
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" num_workers = 2\n",
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")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Autoencoder Network"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"# 오토인코더 모듈 정의\n",
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"class Autoencoder(nn.Module):\n",
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" def __init__(self):\n",
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" super(Autoencoder, self).__init__()\n",
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"\n",
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" #인코더는 간단한 신경망으로 분류모델처럼 생겼습니다.\n",
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" self.encoder = nn.Sequential( # nn.Sequential을 사용해 encoder와 decoder 두 모듈로 묶어줍니다.\n",
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" nn.Linear(28*28, 128), #차원을 28*28에서 점차 줄여나갑니다.\n",
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" nn.ReLU(),\n",
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" nn.Linear(128, 64),\n",
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" nn.ReLU(),\n",
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" nn.Linear(64, 12),\n",
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" nn.ReLU(),\n",
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" nn.Linear(12, 3), # 입력의 특징을 3차원으로 압축합니다 (출력값이 바로 잠재변수가 됩니다.)\n",
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" )\n",
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" self.decoder = nn.Sequential(\n",
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" nn.Linear(3, 12), #디코더는 차원을 점차 28*28로 복원합니다.\n",
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" nn.ReLU(),\n",
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" nn.Linear(12, 64),\n",
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" nn.ReLU(),\n",
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" nn.Linear(64, 128),\n",
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" nn.ReLU(),\n",
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" nn.Linear(128, 28*28),\n",
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" nn.Sigmoid(), # 픽셀당 0과 1 사이로 값을 출력하는 sigmoid()함수를 추가합니다.\n",
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" )\n",
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"\n",
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" def forward(self, x):\n",
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" encoded = self.encoder(x) # encoder는 encoded라는 잠재변수를 만들고\n",
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" decoded = self.decoder(encoded) # decoder를 통해 decoded라는 복원이미지를 만듭니다.\n",
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" return encoded, decoded"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"autoencoder = Autoencoder().to(DEVICE)\n",
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"optimizer = torch.optim.Adam(autoencoder.parameters(), lr=0.005) \n",
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"# Adam()을 최적화함수로 사용합니다. Adam은 SGD의 변형함수이며 학습중인 기울기를 참고하여 학습 속도를 자동으로 변화시킵니다.\n",
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"criterion = nn.MSELoss() #원본값과 디코더에서 나온 값의 차이를 계산하기 위해 평균제곱오차(Mean Squared Loss) 오차함수를 사용합니다."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Data Normalize"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"# 원본 이미지를 시각화 하기 (첫번째 열)\n",
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"view_data = trainset.data[:5].view(-1, 28*28)\n",
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"# 복원이 어떻게 되는지 관찰하기 위해 5개의 이미지를 가져와 바로 넣어보겠습니다.\n",
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"view_data = view_data.type(torch.FloatTensor)/255.\n",
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"#픽셀의 색상값이 0~255이므로 모델이 인식하는 0부터 1사이의 값으로 만들기 위해 255로 나눠줍니다."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Train"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"# 학습하기 위한 함수\n",
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"def train(autoencoder, train_loader):\n",
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" autoencoder.train()\n",
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" for step, (x, label) in enumerate(train_loader):\n",
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" x = x.view(-1, 28*28).to(DEVICE)\n",
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" y = x.view(-1, 28*28).to(DEVICE) #x(입력)와 y(대상 레이블)모두 원본이미지(x)인 것을 주의해야 합니다.\n",
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" label = label.to(DEVICE)\n",
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"\n",
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" encoded, decoded = autoencoder(x)\n",
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"\n",
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" loss = criterion(decoded, y) # decoded와 원본이미지(y) 사이의 평균제곱오차를 구합니다\n",
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" optimizer.zero_grad() #기울기에 대한 정보를 초기화합니다.\n",
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" loss.backward() # 기울기를 구합니다.\n",
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" optimizer.step() #최적화를 진행합니다."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[Epoch 1]\n"
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]
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x200 with 10 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[Epoch 2]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x200 with 10 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[Epoch 3]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 500x200 with 10 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
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{
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"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
|
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"[Epoch 4]\n"
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]
|
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x200 with 10 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[Epoch 5]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x200 with 10 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[Epoch 6]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x200 with 10 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[Epoch 7]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x200 with 10 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[Epoch 8]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 500x200 with 10 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[Epoch 9]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x200 with 10 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[Epoch 10]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 500x200 with 10 Axes>"
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]
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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}
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],
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"source": [
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"#학습하기\n",
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"for epoch in range(1, EPOCH+1):\n",
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" train(autoencoder, train_loader)\n",
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"\n",
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" # 디코더에서 나온 이미지를 시각화 하기\n",
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" # 앞서 시각화를 위해 남겨둔 5개의 이미지를 한 이폭만큼 학습을 마친 모델에 넣어 복원이미지를 만듭니다.\n",
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" test_x = view_data.to(DEVICE)\n",
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" _, decoded_data = autoencoder(test_x)\n",
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"\n",
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" # 원본과 디코딩 결과 비교해보기\n",
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" f, a = plt.subplots(2, 5, figsize=(5, 2))\n",
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" print(\"[Epoch {}]\".format(epoch))\n",
|
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" for i in range(5):\n",
|
|
" img = np.reshape(view_data.data.numpy()[i],(28, 28)) #파이토치 텐서를 넘파이로 변환합니다.\n",
|
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" a[0][i].imshow(img, cmap='gray')\n",
|
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" a[0][i].set_xticks(()); a[0][i].set_yticks(())\n",
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"\n",
|
|
" for i in range(5):\n",
|
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" img = np.reshape(decoded_data.to(\"cpu\").data.numpy()[i], (28, 28)) \n",
|
|
" # CUDA를 사용하면 모델 출력값이 GPU에 남아있으므로 .to(\"cpu\") 함수로 일반메모리로 가져와 numpy행렬로 변환합니다.\n",
|
|
" # cpu를 사용할때에도 같은 코드를 사용해도 무방합니다.\n",
|
|
" a[1][i].imshow(img, cmap='gray')\n",
|
|
" a[1][i].set_xticks(()); a[1][i].set_yticks(())\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"참고: 도서 '펭귄브로의 3분 딥러닝 파이토치맛' ( 깃허브 : https://github.com/keon/3-min-pytorch )"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.11"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|