{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# **2장 사전 훈련된 신경망**\n", "## 2 사이클 Gen\n", "- (`horse2zebra_0.4.0.pth`) 1,068 개의 말, 1,335 개의 얼룩말 사진 훈련셋 데이터" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torch.nn as nn\n", "\n", "class ResNetBlock(nn.Module): # <1>\n", "\n", " def __init__(self, dim):\n", " super(ResNetBlock, self).__init__()\n", " self.conv_block = self.build_conv_block(dim)\n", "\n", " def build_conv_block(self, dim):\n", " conv_block = []\n", "\n", " conv_block += [nn.ReflectionPad2d(1)]\n", "\n", " conv_block += [nn.Conv2d(dim, dim, kernel_size=3, padding=0, bias=True),\n", " nn.InstanceNorm2d(dim),\n", " nn.ReLU(True)]\n", "\n", " conv_block += [nn.ReflectionPad2d(1)]\n", "\n", " conv_block += [nn.Conv2d(dim, dim, kernel_size=3, padding=0, bias=True),\n", " nn.InstanceNorm2d(dim)]\n", "\n", " return nn.Sequential(*conv_block)\n", "\n", " def forward(self, x):\n", " out = x + self.conv_block(x) # <2>\n", " return out" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "class ResNetGenerator(nn.Module):\n", "\n", " def __init__(self, input_nc=3, output_nc=3, ngf=64, n_blocks=9): # <3> \n", "\n", " assert(n_blocks >= 0)\n", " super(ResNetGenerator, self).__init__()\n", "\n", " self.input_nc = input_nc\n", " self.output_nc = output_nc\n", " self.ngf = ngf\n", "\n", " model = [nn.ReflectionPad2d(3),\n", " nn.Conv2d(input_nc, ngf, kernel_size=7, padding=0, bias=True),\n", " nn.InstanceNorm2d(ngf),\n", " nn.ReLU(True)]\n", "\n", " n_downsampling = 2\n", " for i in range(n_downsampling):\n", " mult = 2**i\n", " model += [nn.Conv2d(ngf * mult, ngf * mult * 2, kernel_size=3,\n", " stride=2, padding=1, bias=True),\n", " nn.InstanceNorm2d(ngf * mult * 2),\n", " nn.ReLU(True)]\n", "\n", " mult = 2**n_downsampling\n", " for i in range(n_blocks):\n", " model += [ResNetBlock(ngf * mult)]\n", "\n", " for i in range(n_downsampling):\n", " mult = 2**(n_downsampling - i)\n", " model += [nn.ConvTranspose2d(ngf * mult, int(ngf * mult / 2),\n", " kernel_size=3, stride=2,\n", " padding=1, output_padding=1,\n", " bias=True),\n", " nn.InstanceNorm2d(int(ngf * mult / 2)),\n", " nn.ReLU(True)]\n", "\n", " model += [nn.ReflectionPad2d(3)]\n", " model += [nn.Conv2d(ngf, output_nc, kernel_size=7, padding=0)]\n", " model += [nn.Tanh()]\n", "\n", " self.model = nn.Sequential(*model)\n", "\n", " def forward(self, input): # <3>\n", " return self.model(input)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ResNetGenerator(\n", " (model): Sequential(\n", " (0): ReflectionPad2d((3, 3, 3, 3))\n", " (1): Conv2d(3, 64, kernel_size=(7, 7), stride=(1, 1))\n", " (2): InstanceNorm2d(64, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (3): ReLU(inplace=True)\n", " (4): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n", " (5): InstanceNorm2d(128, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (6): ReLU(inplace=True)\n", " (7): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n", " (8): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (9): ReLU(inplace=True)\n", " (10): ResNetBlock(\n", " (conv_block): Sequential(\n", " (0): ReflectionPad2d((1, 1, 1, 1))\n", " (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (2): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (3): ReLU(inplace=True)\n", " (4): ReflectionPad2d((1, 1, 1, 1))\n", " (5): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (6): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " )\n", " )\n", " (11): ResNetBlock(\n", " (conv_block): Sequential(\n", " (0): ReflectionPad2d((1, 1, 1, 1))\n", " (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (2): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (3): ReLU(inplace=True)\n", " (4): ReflectionPad2d((1, 1, 1, 1))\n", " (5): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (6): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " )\n", " )\n", " (12): ResNetBlock(\n", " (conv_block): Sequential(\n", " (0): ReflectionPad2d((1, 1, 1, 1))\n", " (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (2): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (3): ReLU(inplace=True)\n", " (4): ReflectionPad2d((1, 1, 1, 1))\n", " (5): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (6): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " )\n", " )\n", " (13): ResNetBlock(\n", " (conv_block): Sequential(\n", " (0): ReflectionPad2d((1, 1, 1, 1))\n", " (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (2): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (3): ReLU(inplace=True)\n", " (4): ReflectionPad2d((1, 1, 1, 1))\n", " (5): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (6): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " )\n", " )\n", " (14): ResNetBlock(\n", " (conv_block): Sequential(\n", " (0): ReflectionPad2d((1, 1, 1, 1))\n", " (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (2): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (3): ReLU(inplace=True)\n", " (4): ReflectionPad2d((1, 1, 1, 1))\n", " (5): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (6): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " )\n", " )\n", " (15): ResNetBlock(\n", " (conv_block): Sequential(\n", " (0): ReflectionPad2d((1, 1, 1, 1))\n", " (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (2): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (3): ReLU(inplace=True)\n", " (4): ReflectionPad2d((1, 1, 1, 1))\n", " (5): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (6): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " )\n", " )\n", " (16): ResNetBlock(\n", " (conv_block): Sequential(\n", " (0): ReflectionPad2d((1, 1, 1, 1))\n", " (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (2): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (3): ReLU(inplace=True)\n", " (4): ReflectionPad2d((1, 1, 1, 1))\n", " (5): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (6): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " )\n", " )\n", " (17): ResNetBlock(\n", " (conv_block): Sequential(\n", " (0): ReflectionPad2d((1, 1, 1, 1))\n", " (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (2): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (3): ReLU(inplace=True)\n", " (4): ReflectionPad2d((1, 1, 1, 1))\n", " (5): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (6): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " )\n", " )\n", " (18): ResNetBlock(\n", " (conv_block): Sequential(\n", " (0): ReflectionPad2d((1, 1, 1, 1))\n", " (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (2): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (3): ReLU(inplace=True)\n", " (4): ReflectionPad2d((1, 1, 1, 1))\n", " (5): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1))\n", " (6): InstanceNorm2d(256, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " )\n", " )\n", " (19): ConvTranspose2d(256, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), output_padding=(1, 1))\n", " (20): InstanceNorm2d(128, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (21): ReLU(inplace=True)\n", " (22): ConvTranspose2d(128, 64, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), output_padding=(1, 1))\n", " (23): InstanceNorm2d(64, eps=1e-05, momentum=0.1, affine=False, track_running_stats=False)\n", " (24): ReLU(inplace=True)\n", " (25): ReflectionPad2d((3, 3, 3, 3))\n", " (26): Conv2d(64, 3, kernel_size=(7, 7), stride=(1, 1))\n", " (27): Tanh()\n", " )\n", ")" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 학습된 데이터를 호출\n", "netG = ResNetGenerator()\n", "model_path = 'data/ch02/horse2zebra_0.4.0.pth'\n", "model_data = torch.load(model_path)\n", "netG.load_state_dict(model_data)\n", "netG.eval() # eval 모드에서 실행" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from PIL import Image\n", "img = Image.open(\"data/ch02/horse.jpg\")\n", "img.resize((300,200))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from torchvision import transforms\n", "preprocess = transforms.Compose([\n", " transforms.Resize(256), transforms.ToTensor()])\n", "\n", "img_t = preprocess(img) # 사진 이미지를 전처리 작업\n", "batch_t = torch.unsqueeze(img_t, 0)\n", "batch_out = netG(batch_t)\n", "\n", "out_t = (batch_out.data.squeeze() + 1.0) / 2.0\n", "out_img = transforms.ToPILImage()(out_t)\n", "# out_img.save('data/ch02/zebra.jpg')\n", "out_img" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": 4 }