From 96cd7bc678f8adf150f2b7ee5efa6913f5473840 Mon Sep 17 00:00:00 2001 From: Yudong An Date: Sun, 2 Jul 2023 21:34:38 +0800 Subject: [PATCH] first commit --- LICENSE | 674 ++ README.md | 118 +- src/app.py | 183 + src/copy_data.py | 32 + src/models.py | 276 + src/static/.gitignore | 23 + src/static/README.md | 23 + src/static/babel.config.js | 5 + src/static/jsconfig.json | 19 + src/static/package-lock.json | 10093 +++++++++++++++++++++ src/static/package.json | 32 + src/static/public/favicon.ico | Bin 0 -> 4286 bytes src/static/public/index.html | 18 + src/static/src/App.vue | 29 + src/static/src/assets/logo.png | Bin 0 -> 6849 bytes src/static/src/components/HelloWorld.vue | 66 + src/static/src/main.js | 19 + src/static/src/router/index.js | 27 + src/static/src/store/index.js | 12 + src/static/src/views/About.vue | 0 src/static/src/views/Home.vue | 100 + src/static/vue.config.js | 4 + src/train.py | 313 + src/utils.py | 259 + 24 files changed, 12324 insertions(+), 1 deletion(-) create mode 100644 LICENSE create mode 100644 src/app.py create mode 100644 src/copy_data.py create mode 100644 src/models.py create mode 100644 src/static/.gitignore create mode 100644 src/static/README.md create mode 100644 src/static/babel.config.js create mode 100644 src/static/jsconfig.json create mode 100644 src/static/package-lock.json create mode 100644 src/static/package.json create mode 100644 src/static/public/favicon.ico create mode 100644 src/static/public/index.html create mode 100644 src/static/src/App.vue create mode 100644 src/static/src/assets/logo.png create mode 100644 src/static/src/components/HelloWorld.vue create mode 100644 src/static/src/main.js create mode 100644 src/static/src/router/index.js create mode 100644 src/static/src/store/index.js create mode 100644 src/static/src/views/About.vue create mode 100644 src/static/src/views/Home.vue create mode 100644 src/static/vue.config.js create mode 100644 src/train.py create mode 100644 src/utils.py diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..f288702 --- /dev/null +++ b/LICENSE @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU General Public License is a free, copyleft license for +software and other kinds of works. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. 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If not, see . + +Also add information on how to contact you by electronic and paper mail. + + If the program does terminal interaction, make it output a short +notice like this when it starts in an interactive mode: + + Copyright (C) + This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. + This is free software, and you are welcome to redistribute it + under certain conditions; type `show c' for details. + +The hypothetical commands `show w' and `show c' should show the appropriate +parts of the General Public License. Of course, your program's commands +might be different; for a GUI interface, you would use an "about box". + + You should also get your employer (if you work as a programmer) or school, +if any, to sign a "copyright disclaimer" for the program, if necessary. +For more information on this, and how to apply and follow the GNU GPL, see +. + + The GNU General Public License does not permit incorporating your program +into proprietary programs. If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. diff --git a/README.md b/README.md index a201933..77d9baf 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,118 @@ -# style-transfer-app +# 风格转换应用 +该项目是一个风格转换应用，使用Vue.js和axios构建前端，后端使用Python的Flask框架。该应用允许用户上传两张图片，一张作为风格图片，另一张作为内容图片，并生成一张风格转换后的图片。 + +## 依赖安装 + +在运行该应用程序之前，请确保已安装以下软件和库： + +- Python 3.x +- PyTorch （仅在1.11版本测试） +- torchvision +- Flask +- flask_cors + +你可以使用pip命令安装它们： + +``` +pip install torch torchvision Flask flask_cors tqdm +``` + +安装前端依赖： + +```bash +cd src/static +npm install +``` + +## 运行应用程序 + +要运行该应用程序，请按照以下步骤操作： + +1. 在应用程序所在的目录中打开终端或命令提示符，确保已下载好相关u数据集及模型。 +2. 运行以下命令启动应用程序： + +``` +python app.py +``` + +3. 应用程序将在本地主机上的默认端口（通常是http://127.0.0.1:5000/）上启动。 + +4. 安装前端依赖： + +```bash +cd static +npm install +``` + +5. 启动前端应用： + +```bash +npm run serve +``` + +## 使用方法 + +1. 打开浏览器并访问前端应用地址：`http://localhost:8080/`。 +2. 页面会显示一个标题和两个图片上传框，分别对应风格图片和内容图片。 +3. 点击第一个图片上传框，选择一个图片作为风格图片，支持JPEG和PNG格式。 +4. 点击第二个图片上传框，选择一个图片作为内容图片，同样支持JPEG和PNG格式。 +5. 在选择完两张图片后，点击“生成”按钮。 +6. 等待一段时间，风格转换后的图片会在页面中显示出来。 + +## 注意事项 + +- 确保您的电脑上已经安装了Node.js和Python。 +- 该应用仅支持JPEG和PNG格式的图片。 +- 图片上传可能需要一定时间，取决于图片大小和网络速度。 +- 风格转换后的图片会覆盖之前生成的结果，刷新页面将清除之前的结果。 + +## 技术实现 + +- 前端使用Vue.js框架构建，通过axios进行与后端的HTTP通信。 +- 后端使用Python的Flask框架，接收前端上传的图片，进行风格转换并返回结果。 +- 风格转换算法可能需要一定时间，请耐心等待。 + +## 下载链接 + +- [coco数据集](http://images.cocodataset.org/zips/train2017.zip) +- [wikiart数据集](https://www.kaggle.com/datasets/ipythonx/wikiart-gangogh-creating-art-gan) +- [基于vgg19训练的模型](https://pan.immiq.top/s/ZgSi9kY4yYiLWzb) + +## 训练模型 + +1. 环境设置 + +要运行该代码，你需要满足以下环境要求： + +- Python 3.6+ +- PyTorch （仅在1.11下测试） +- torchvision +- numpy +- OpenCV +- tqdm +- matplotlib +- horovod + +可以使用以下命令安装所需的依赖项： + +```shell +pip install torch torchvision numpy opencv-python tqdm matplotlib horovod +``` + +2. 将内容图像和风格图像分别放置文件夹中，参考注释修改train.py中的数据集路径。 + +3. 运行以下命令开始训练模型： + +```shell +python train.py +``` + +训练过程将持续多个周期（epochs），可以在代码中设置训练参数来控制训练的细节。 + +4. 训练完成后，模型将被保存在以下路径： + +- MetaNet模型：'/root/autodl-tmp/improve/models/model_name.pth' +- TransformNet模型：'/root/autodl-tmp/improve/models/model_name_transform_net.pth' + +请将上述路径中的'model_name'替换为你自己的模型名称。 \ No newline at end of file diff --git a/src/app.py b/src/app.py new file mode 100644 index 0000000..753def4 --- /dev/null +++ b/src/app.py @@ -0,0 +1,183 @@ +from glob import glob +from tqdm import tqdm + +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch.optim as optim +import torchvision +import torchvision.transforms as transforms +import torchvision.models as models + +from models import * +from utils import * + +import subprocess +from flask import Flask, request, send_file, make_response +from flask_cors import CORS + +app = Flask(__name__) +CORS(app) # 添加CORS支持 + +# 定义MetaNet类，继承自nn.Module + + +class MetaNet(nn.Module): + def __init__(self, param_dict): + super(MetaNet, self).__init__() + self.param_num = len(param_dict) + self.hidden = nn.Linear(1920, 128 * self.param_num) + self.fc_dict = {} + for i, (name, params) in enumerate(param_dict.items()): + self.fc_dict[name] = i + setattr(self, 'fc{}'.format(i + 1), nn.Linear(128, params)) + + def forward(self, mean_std_features): + hidden = F.relu(self.hidden(mean_std_features)) + filters = {} + for name, i in self.fc_dict.items(): + fc = getattr(self, 'fc{}'.format(i + 1)) + filters[name] = fc(hidden[:, i * 128:(i + 1) * 128]) + return list(filters.values()) + + def forward2(self, mean_std_features): + hidden = F.relu(self.hidden(mean_std_features)) + filters = {} + for name, i in self.fc_dict.items(): + fc = getattr(self, 'fc{}'.format(i + 1)) + filters[name] = fc(hidden[:, i * 128:(i + 1) * 128]) + return filters + + +width = 256 + +# 定义数据转换的操作 +data_transform = transforms.Compose([ + transforms.RandomResizedCrop(width, scale=(256 / 480, 1), ratio=(1, 1)), + transforms.ToTensor(), + tensor_normalizer +]) + + +@app.route('/style-transfer', methods=['POST']) +def style_transfer(): + # 获取上传的文件 + style_image = request.files['style_image'] + content_image = request.files['content_image'] + + # 保存上传的文件 + style_path = 'style.jpg' + content_path = 'content.jpg' + style_image.save(style_path) + content_image.save(content_path) + + # 读取style_image，并使用vgg_model提取其特征 + style_image = read_image( + style_path, + target_width=256).to(device) + style_features = vgg_model(style_image) + style_mean_std = mean_std(style_features) + + num_batches = 50 + + # 使用tqdm显示训练进度 + with tqdm(enumerate(content_data_loader), total=num_batches) as pbar: + for batch, (content_images, _) in pbar: + x = content_images.cpu().numpy() + if (x.min(-1).min(-1) == x.max(-1).max(-1)).any(): + continue + + optimizer.zero_grad() + + # 使用metanet获取权重 + weights = metanet.forward2(mean_std(style_features)) + transform_net.set_weights(weights, 0) + + content_images = content_images.to(device) + transformed_images = transform_net(content_images) + + content_features = vgg_model(content_images) + transformed_features = vgg_model(transformed_images) + transformed_mean_std = mean_std(transformed_features) + + # 计算内容损失 + content_loss = content_weight * \ + F.mse_loss(transformed_features[2], content_features[2]) + + # 计算风格损失 + style_loss = style_weight * \ + F.mse_loss(transformed_mean_std, style_mean_std.expand_as(transformed_mean_std)) + + y = transformed_images + # 计算总变差损失 + tv_loss = tv_weight * (torch.sum(torch.abs(y[:, :, :, :-1] - y[:, :, :, 1:])) + torch.sum( + torch.abs(y[:, :, :-1, :] - y[:, :, 1:, :]))) + + loss = content_loss + style_loss + tv_loss + + loss.backward() + optimizer.step() + + if batch > num_batches: + break + + content_image = read_image(content_path) + content_image = tuple(content_image) # Convert the tensor to a tuple + content_image = torch.stack(content_image).to(device) + + transformed_image = transform_net(content_image) + + torchvision.utils.save_image(transformed_image, 'pics/result.jpg') + + # 返回输出图片给前端 + result_path = 'pics/result.jpg' + return send_file(result_path, mimetype='image/jpeg') + + +if __name__ == '__main__': + # 加载预训练的vgg19模型，并将其部分特征提取层赋值给vgg_model + vgg19_model = models.vgg19(pretrained=True) + vgg_model = VGG(vgg19_model.features[:36]).to(device).eval() + + base = 32 + # 创建一个TransformNet实例，base参数为32 + transform_net = TransformNet(base).to(device) + # 获取transform_net的参数字典 + transform_net.get_param_dict() + + # 创建MetaNet实例，使用transform_net的参数字典作为输入 + metanet = MetaNet(transform_net.get_param_dict()).to(device) + + # 创建content_dataset数据集 + content_dataset = torchvision.datasets.ImageFolder( + '/root/autodl-tmp/coco', transform=data_transform) + + style_weight = 50 + content_weight = 1 + tv_weight = 1e-6 + batch_size = 4 + + trainable_params = {} + trainable_param_shapes = {} + + # 遍历vgg_model、transform_net和metanet的参数，将需要训练的参数添加到trainable_params字典中 + for model in [vgg_model, transform_net, metanet]: + for name, param in model.named_parameters(): + if param.requires_grad: + trainable_params[name] = param + trainable_param_shapes[name] = param.shape + + # 使用Adam优化器，学习率为1e-3，对trainable_params中的参数进行优化 + optimizer = optim.Adam(trainable_params.values(), 1e-3) + + # 创建content_data_loader，用于加载content_dataset的数据 + content_data_loader = torch.utils.data.DataLoader( + content_dataset, batch_size=batch_size, shuffle=True) + + # 加载预训练的metanet和transform_net模型的权重 + metanet.load_state_dict(torch.load( + 'models-std/metanet_base32_style50_tv1e-06_tagnohvd.pth')) + transform_net.load_state_dict(torch.load( + 'models-std/metanet_base32_style50_tv1e-06_tagnohvd_transform_net.pth')) + + app.run() diff --git a/src/copy_data.py b/src/copy_data.py new file mode 100644 index 0000000..c55f186 --- /dev/null +++ b/src/copy_data.py @@ -0,0 +1,32 @@ +import os +import random +import shutil + +def copy_images(dataset_dir, target_dir, percentage): + for root, dirs, files in os.walk(dataset_dir): + for file in files: + if random.random() <= percentage: + # 构建源文件路径和目标文件路径 + source_path = os.path.join(root, file) + relative_path = os.path.relpath(source_path, dataset_dir) + target_path = os.path.join(target_dir, relative_path) + + # 创建目标文件所在的文件夹 + os.makedirs(os.path.dirname(target_path), exist_ok=True) + + # 复制文件 + shutil.copy2(source_path, target_path) + +# 指定数据集目录和目标目录 +dataset_dir_1 = '/root/autodl-tmp/wikiart/wikiart/images' +target_dir_1 = '/root/autodl-tmp/wikiart-small/wikiart/images' + +dataset_dir_2 = '/root/autodl-tmp/coco' +target_dir_2 = '/root/autodl-tmp/coco-small' + +# 指定要复制的图像百分比（1%） +percentage = 0.01 + +# 复制图像到目标目录 +copy_images(dataset_dir_1, target_dir_1, percentage) +copy_images(dataset_dir_2, target_dir_2, percentage) diff --git a/src/models.py b/src/models.py new file mode 100644 index 0000000..80db4ec --- /dev/null +++ b/src/models.py @@ -0,0 +1,276 @@ +from collections import defaultdict + +import numpy as np + +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch.optim as optim +import torch.utils.data.distributed as distributed +import torchvision +import torchvision.transforms as transforms +import torchvision.models as models + +from utils import * + +device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + + +class VGG(nn.Module): + def __init__(self, features): + """ + 初始化VGG模型 + + Args: + features (nn.Module): VGG模型的特征提取部分 + """ + super(VGG, self).__init__() + self.features = features + self.layer_name_mapping = { + '3': "relu1_2", + '8': "relu2_2", + '17': "relu3_3", + '26': "relu4_3" + } # 定义VGG模型中各层的名称映射 + for p in self.parameters(): + p.requires_grad = False # 冻结模型的参数，使其不可训练 + + def forward(self, x): + """ + VGG模型的前向传播 + + Args: + x (torch.Tensor): 输入张量 + + Returns: + List[torch.Tensor]: 指定层的输出列表 + """ + outs = [] + for name, module in self.features._modules.items(): + x = module(x) + if name in self.layer_name_mapping: + outs.append(x) # 提取指定层的输出 + return outs + + +class MyConv2D(nn.Module): + def __init__(self, in_channels, out_channels, kernel_size=3, stride=1): + """ + 初始化自定义的二维卷积层 + + Args: + in_channels (int): 输入通道数 + out_channels (int): 输出通道数 + kernel_size (int or tuple): 卷积核大小，默认为3 + stride (int or tuple): 步长，默认为1 + """ + super(MyConv2D, self).__init__() + self.weight = torch.zeros( + (out_channels, + in_channels, + kernel_size, + kernel_size)).to(device) # 创建卷积核权重 + self.bias = torch.zeros(out_channels).to(device) # 创建卷积核偏置 + + self.in_channels = in_channels # 输入通道数 + self.out_channels = out_channels # 输出通道数 + self.kernel_size = (kernel_size, kernel_size) # 卷积核大小 + self.stride = (stride, stride) # 步长 + + def forward(self, x): + return F.conv2d(x, self.weight, self.bias, self.stride) # 执行卷积运算 + + def extra_repr(self): + """ + 返回额外的模块信息字符串 + + Returns: + str: 模块信息字符串 + """ + s = ('{in_channels}, {out_channels}, kernel_size={kernel_size}' + ', stride={stride}') # 打印额外的模块信息 + return s.format(**self.__dict__) + + +class ResidualBlock(nn.Module): + def __init__(self, channels): + """ + 初始化残差块 + + Args: + channels (int): 输入和输出通道数 + """ + super(ResidualBlock, self).__init__() + self.conv = nn.Sequential( + *ConvLayer(channels, channels, kernel_size=3, stride=1), + *ConvLayer(channels, channels, kernel_size=3, stride=1, relu=False) + ) # 定义残差块的卷积层序列 + + def forward(self, x): + """ + 执行残差块的前向传播 + + Args: + x (tensor): 输入张量 + + Returns: + tensor: 输出张量 + """ + return self.conv(x) + x # 执行残差块的前向传播，加上输入张量 + + +def ConvLayer(in_channels, out_channels, kernel_size=3, stride=1, + upsample=None, instance_norm=True, relu=True, trainable=False): + """ + 构建卷积层的序列 + + Args: + in_channels (int): 输入通道数 + out_channels (int): 输出通道数 + kernel_size (int): 卷积核大小 + stride (int): 步长 + upsample (int or None): 上采样因子，默认为None + instance_norm (bool): 是否使用实例归一化层，默认为True + relu (bool): 是否使用ReLU激活函数，默认为True + trainable (bool): 是否使用可训练的卷积层，默认为False + + Returns: + list: 卷积层序列 + """ + layers = [] + if upsample: + layers.append( + nn.Upsample( + mode='nearest', + scale_factor=upsample)) # 上采样操作 + layers.append(nn.ReflectionPad2d(kernel_size // 2)) # 反射填充 + if trainable: + layers.append( + nn.Conv2d( + in_channels, + out_channels, + kernel_size, + stride)) # 可训练的卷积层 + else: + layers.append( + MyConv2D( + in_channels, + out_channels, + kernel_size, + stride)) # 自定义的卷积层 + if instance_norm: + layers.append(nn.InstanceNorm2d(out_channels)) # 实例归一化层 + if relu: + layers.append(nn.ReLU()) # ReLU激活函数 + return layers # 返回卷积层序列 + + +class TransformNet(nn.Module): + def __init__(self, base=8): + super(TransformNet, self).__init__() + self.base = base + self.weights = [] # 权重列表 + self.downsampling = nn.Sequential( + *ConvLayer(3, base, kernel_size=9, trainable=True), # 下采样层 + *ConvLayer(base, base * 2, kernel_size=3, stride=2), + *ConvLayer(base * 2, base * 4, kernel_size=3, stride=2), + ) + self.residuals = nn.Sequential( + *[ResidualBlock(base * 4) for i in range(5)]) # 残差块 + self.upsampling = nn.Sequential( + * + ConvLayer( + base * + 4, + base * + 2, + kernel_size=3, + upsample=2), # 上采样层 + * + ConvLayer( + base * + 2, + base, + kernel_size=3, + upsample=2), + * + ConvLayer( + base, + 3, + kernel_size=9, + instance_norm=False, + relu=False, + trainable=True), + ) + self.get_param_dict() + + def forward(self, X): + y = self.downsampling(X) # 下采样 + y = self.residuals(y) # 残差块 + y = self.upsampling(y) # 上采样 + return y + + def get_param_dict(self): + param_dict = defaultdict(int) # 参数字典 + + def dfs(module, name): + for name2, layer in module.named_children(): + dfs(layer, '%s.%s' % (name, name2) if name != '' else name2) + if module.__class__ == MyConv2D: + param_dict[name] += int(np.prod(module.weight.shape)) + param_dict[name] += int(np.prod(module.bias.shape)) + dfs(self, '') + return param_dict + + def set_my_attr(self, name, value): + target = self + for x in name.split('.'): + if x.isnumeric(): + target = target.__getitem__(int(x)) + else: + target = getattr(target, x) + + n_weight = np.prod(target.weight.shape) + target.weight = value[:n_weight].view(target.weight.shape) # 设置权重 + target.bias = value[n_weight:].view(target.bias.shape) # 设置偏置项 + + def set_weights(self, weights, i=0): + for name, param in weights.items(): + self.set_my_attr(name, weights[name][i]) # 设置权重 + + +class MetaNet(nn.Module): + def __init__(self, param_dict): + """ + MetaNet模型的构造函数 + + Args: + param_dict (dict): 参数字典，包含线性层名称和对应的输出维度 + """ + super(MetaNet, self).__init__() + self.param_num = len(param_dict) # 参数数量 + self.hidden = nn.Linear(1920, 128 * self.param_num) # 隐藏层 + + self.fc_dict = {} + for i, (name, params) in enumerate(param_dict.items()): + self.fc_dict[name] = i + setattr(self, 'fc{}'.format(i + 1), nn.Linear(128, params)) + + def forward(self, mean_std_features): + """ + MetaNet模型的前向传播 + + Args: + mean_std_features (torch.Tensor): 均值和标准差特征向量，形状为 (batch_size, 1920) + + Returns: + dict: 线性层输出字典，包含线性层名称和对应的输出张量 + """ + hidden = F.relu(self.hidden(mean_std_features)) # 隐藏层 + + filters = {} + for name, i in self.fc_dict.items(): + fc = getattr(self, 'fc{}'.format(i + 1)) + filters[name] = fc(hidden[:, i * 128:(i + 1) * 128]) # 线性层 + + return filters diff --git a/src/static/.gitignore b/src/static/.gitignore new file mode 100644 index 0000000..403adbc --- /dev/null +++ b/src/static/.gitignore @@ -0,0 +1,23 @@ +.DS_Store +node_modules +/dist + + +# local env files +.env.local +.env.*.local + +# Log files +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* + +# Editor directories and files +.idea +.vscode +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? diff --git a/src/static/README.md b/src/static/README.md new file mode 100644 index 0000000..c196550 --- /dev/null +++ b/src/static/README.md @@ -0,0 +1,23 @@ +# numb + +## Project setup + +``` +npm install +``` + +### Compiles and hot-reloads for development + +``` +npm run serve +``` + +### Compiles and minifies for production + +``` +npm run build +``` + +### Customize configuration + +See [Configuration Reference](https://cli.vuejs.org/config/). diff --git a/src/static/babel.config.js b/src/static/babel.config.js new file mode 100644 index 0000000..c94e729 --- /dev/null +++ b/src/static/babel.config.js @@ -0,0 +1,5 @@ +module.exports = { + presets: [ + '@vue/cli-plugin-babel/preset' + ] +} diff --git a/src/static/jsconfig.json b/src/static/jsconfig.json new file mode 100644 index 0000000..4aafc5f --- /dev/null +++ b/src/static/jsconfig.json @@ -0,0 +1,19 @@ +{ + "compilerOptions": { + "target": "es5", + "module": "esnext", + "baseUrl": "./", + "moduleResolution": "node", + "paths": { + "@/*": [ + "src/*" + ] + }, + "lib": [ + "esnext", + "dom", + "dom.iterable", + "scripthost" + ] + } +} diff --git a/src/static/package-lock.json b/src/static/package-lock.json new file mode 100644 index 0000000..962d5b6 --- /dev/null +++ b/src/static/package-lock.json @@ -0,0 +1,10093 @@ +{ + "name": "numb", + "version": "0.1.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "numb", + "version": "0.1.0", + "dependencies": { + "axios": "^1.4.0", + "core-js": "^3.8.3", + "element-ui": "^2.15.13", + "vue": "^2.6.14", + 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+

{{ msg }}

+

+ For a guide and recipes on how to configure / customize this project,
+ check out the + vue-cli documentation. +

+

Installed CLI Plugins

+ +

Essential Links

+ +

Ecosystem

+ +
+ + + + + + diff --git a/src/static/src/main.js b/src/static/src/main.js new file mode 100644 index 0000000..fee005f --- /dev/null +++ b/src/static/src/main.js @@ -0,0 +1,19 @@ +import Vue from 'vue' +import App from './App.vue' +import router from './router' +import store from './store' +import axios from 'axios' +import VueAxios from 'vue-axios' + +import ElementUI from 'element-ui'; +import 'element-ui/lib/theme-chalk/index.css'; + +Vue.config.productionTip = false +Vue.use(ElementUI); +Vue.use(VueAxios, axios) + +new Vue({ + router, + store, + render: h => h(App) +}).$mount('#app') diff --git a/src/static/src/router/index.js b/src/static/src/router/index.js new file mode 100644 index 0000000..b4d1bc3 --- /dev/null +++ b/src/static/src/router/index.js @@ -0,0 +1,27 @@ +import Vue from 'vue' +import VueRouter from 'vue-router' +import Home from '../views/Home.vue' + +Vue.use(VueRouter) + +const routes = [ + { + path: '/', + name: 'Home', + component: Home + }, + { + path: '/About', + name: 'About', + // route level code-splitting + // this generates a separate chunk (about.[hash].js) for this route + // which is lazy-loaded when the route is visited. + component: () => import(/* webpackChunkName: "about" */ '../views/About.vue') + } +] + +const router = new VueRouter({ + routes +}) + +export default router diff --git a/src/static/src/store/index.js b/src/static/src/store/index.js new file mode 100644 index 0000000..542aa5c --- /dev/null +++ b/src/static/src/store/index.js @@ -0,0 +1,12 @@ +import Vue from 'vue' +import Vuex from 'vuex' + +Vue.use(Vuex) + +export default new Vuex.Store({ + state: {}, + getters: {}, + mutations: {}, + actions: {}, + modules: {} +}) diff --git a/src/static/src/views/About.vue b/src/static/src/views/About.vue new file mode 100644 index 0000000..e69de29 diff --git a/src/static/src/views/Home.vue b/src/static/src/views/Home.vue new file mode 100644 index 0000000..f192a1b --- /dev/null +++ b/src/static/src/views/Home.vue @@ -0,0 +1,100 @@ + + + + + + \ No newline at end of file diff --git a/src/static/vue.config.js b/src/static/vue.config.js new file mode 100644 index 0000000..66a2706 --- /dev/null +++ b/src/static/vue.config.js @@ -0,0 +1,4 @@ +const {defineConfig} = require('@vue/cli-service') +module.exports = defineConfig({ + transpileDependencies: true +}) diff --git a/src/train.py b/src/train.py new file mode 100644 index 0000000..50f3db4 --- /dev/null +++ b/src/train.py @@ -0,0 +1,313 @@ +import random +from glob import glob +import multiprocessing +import pathlib +from collections import defaultdict + +import numpy as np +import cv2 +from tqdm import tqdm +from pprint import pprint + +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch.optim as optim +import torch.utils.data.distributed as distributed +import torchvision +import torchvision.transforms as transforms +import torchvision.models as models + +from PIL import Image +import matplotlib.pyplot as plt + +import horovod.torch as hvd + +from models import * +from utils import * + +display = pprint # 定义pprint别名为display + +hvd.init() # 初始化Horovod +torch.cuda.set_device(hvd.local_rank()) # 设置当前设备为Horovod本地排名对应的GPU设备 + +device = torch.device( + "cuda:%s" % + hvd.local_rank() if torch.cuda.is_available() else "cpu") # 根据是否有可用的GPU设备选择设备类型 + +torch.multiprocessing.set_sharing_strategy( + 'file_system') # 设置PyTorch多进程共享策略为文件系统 + + +is_hvd = False # 是否使用Horovod进行分布式训练 +tag = 'nohvd' # 标签 +base = 32 # TransformNet的基础通道数 +style_weight = 50 # 风格损失的权重 +content_weight = 1 # 内容损失的权重 +tv_weight = 1e-6 # 总变差损失的权重 +epochs = 22 # 训练的轮数 + +batch_size = 32 # 批处理大小 +width = 256 # 图像的宽度 + +verbose_hist_batch = 100 # 打印训练过程中的历史损失的批次间隔 +verbose_image_batch = 800 # 打印生成图像的批次间隔 + +# 模型名称 +model_name = 'metanet_base{}_style{}_tv{}_tag{}'.format( + base, style_weight, tv_weight, tag) +rank = hvd.rank() if hasattr(hvd, 'rank') else None # 获取当前进程的排名 + +# 打印模型名称和当前进程的排名 +print('model_name: {}, rank: {}'.format(model_name, rank)) + + +def remove_directory(path): + # 删除目录及其内容 + try: + path = pathlib.Path(path) + path.unlink(missing_ok=True) # 删除文件或空目录 + if path.is_dir(): + for child in path.iterdir(): + remove_directory(child) # 递归删除子目录或文件 + path.rmdir() # 删除目录 + except Exception as e: + # 处理异常情况 + print(f"Failed to remove {path}: {e}") + + +# 删除隐藏文件 +hidden_files = pathlib.Path('runs').glob('*/.AppleDouble') +for file in hidden_files: + remove_directory(file) + +# 删除模型保存目录 +model_path = pathlib.Path('runs') / model_name +remove_directory(model_path) + +# 创建预训练的VGG19模型 +vgg19 = models.vgg19(pretrained=True) +vgg_features = vgg19.features[:36] # 选择要提取特征的VGG层次 +vgg = VGG(vgg_features).to(device).eval() # 构建截断的VGG网络，用于提取特征 + +# 创建TransformNet模型 +transform_net = TransformNet(base).to(device) +transform_net_param_dict = transform_net.get_param_dict() # 获取TransformNet模型的参数字典 + +# 创建MetaNet模型 +metanet = MetaNet(transform_net_param_dict).to(device) + +# 数据预处理的转换操作 +data_transform = transforms.Compose([ + transforms.RandomResizedCrop(width, scale=( + 256 / 480, 1), ratio=(1, 1)), # 随机裁剪图像 + transforms.ToTensor(), # 转换为张量 + tensor_normalizer # 标准化 +]) + +style_dataset = torchvision.datasets.ImageFolder( + '/root/autodl-tmp/wikiart/wikiart/images', # 风格图像数据集路径 + transform=data_transform) # 数据集的变换操作 +content_dataset = torchvision.datasets.ImageFolder( + '/root/autodl-tmp/coco', transform=data_transform) # 内容图像数据集路径 + +if is_hvd: + # 创建分布式训练的采样器 + train_sampler = distributed.DistributedSampler( + content_dataset, num_replicas=hvd.size(), rank=hvd.rank()) + + # 创建数据加载器，用于加载内容数据集 + content_data_loader = torch.utils.data.DataLoader( + content_dataset, + batch_size=batch_size, + num_workers=multiprocessing.cpu_count(), + sampler=train_sampler) +else: + # 创建数据加载器，用于加载内容数据集 + content_data_loader = torch.utils.data.DataLoader( + content_dataset, + batch_size=batch_size, + shuffle=True, + num_workers=multiprocessing.cpu_count()) + +if not is_hvd or hvd.rank() == 0: + # 打印风格数据集信息和内容数据集信息 + print(style_dataset) + print('-' * 20) + print(content_dataset) + +# 设置模型为评估模式 +metanet.eval() +transform_net.eval() + +# 创建随机张量 +rands = torch.rand(4, 3, 256, 256).to(device) + +# 提取随机张量的特征 +features = vgg(rands) + +# 使用MetaNet计算特征的权重 +weights = metanet(mean_std(features)) + +# 将权重设置到TransformNet模型中 +transform_net.set_weights(weights) + +# 使用TransformNet对随机张量进行变换 +with torch.no_grad(): + transformed_images = transform_net(torch.rand(4, 3, 256, 256).to(device)) + +# 打印特征的形状 +if not is_hvd or hvd.rank() == 0: + print('Features:') + display([x.shape for x in features]) + + # 打印权重的形状 + print('Weights:') + display([x.shape for x in weights.values()]) + + # 打印变换后图像的形状 + print('Transformed Images:') + display(transformed_images.shape) + +visualization_style_image = random.choice( + style_dataset)[0].unsqueeze(0).to(device) # 随机选择一个风格图像进行可视化 +visualization_content_images = torch.stack([random.choice( + content_dataset)[0] for i in range(4)]).to(device) # 随机选择4个内容图像进行可视化 + +if not is_hvd or hvd.rank() == 0: + for f in glob('runs/*/.AppleDouble'): + remove_directory(f) # 删除隐藏文件 + + remove_directory('runs/' + model_name) # 删除模型保存目录 + +visualization_style_image = random.choice( + style_dataset)[0].unsqueeze(0).to(device) # 随机选择一个风格图像，并将其转换为张量，并移到指定设备上 +visualization_content_images = torch.stack( + [random.choice(content_dataset)[0] for i in range(4)]).to(device) # 随机选择4个内容图像，并将它们转换为张量，并移到指定设备上 + +del rands, features, weights, transformed_images # 删除不再需要的变量，释放内存 + +trainable_params = {} # 可训练参数的字典 +trainable_param_shapes = {} # 可训练参数的形状字典 +for model in [vgg, transform_net, metanet]: + for name, param in model.named_parameters(): + if param.requires_grad: + trainable_params[name] = param # 将可训练参数添加到字典中 + trainable_param_shapes[name] = param.shape # 记录可训练参数的形状 + +# 创建Adam优化器，并传入可训练参数的值列表和学习率 +optimizer = optim.Adam(trainable_params.values(), lr=1e-3) + +if is_hvd: + # 使用Horovod分布式优化器 + optimizer = hvd.DistributedOptimizer( + optimizer, named_parameters=trainable_params.items()) + + # 合并TransformNet和MetaNet的状态字典 + params = transform_net.state_dict() + params.update(metanet.state_dict()) + + # 使用Horovod广播模型参数 + hvd.broadcast_parameters(params, root_rank=0) + +# 内容数据加载器的批次数 +n_batch = len(content_data_loader) + +# 设置MetaNet和TransformNet为训练模式 +metanet.train() +transform_net.train() + +for epoch in range(epochs): + smoother = defaultdict(Smooth) # 平滑器，用于计算平均损失 + with tqdm(enumerate(content_data_loader), total=n_batch) as pbar: # 使用tqdm显示进度条 + for batch, (content_images, _) in pbar: + n_iter = epoch * n_batch + batch # 当前迭代次数 + + if batch % 20 == 0: + style_image = random.choice(style_dataset)[0].unsqueeze( + 0).to(device) # 每20个批次随机选择一个风格图像，并将其转换为张量，并移到指定设备上 + style_features = vgg(style_image) # 提取风格图像的特征 + style_mean_std = mean_std(style_features) # 计算风格特征的均值和标准差 + + x = content_images.cpu().numpy() # 将内容图像转移到CPU并转换为NumPy数组 + if (x.min(-1).min(-1) == x.max(-1).max(-1) + ).any(): # 如果存在像素值全相等的图像，则跳过该批次 + continue + + optimizer.zero_grad() # 梯度清零 + + weights = metanet(mean_std(style_features)) # 使用meta网络计算权重 + transform_net.set_weights(weights, 0) # 将权重设置到转换网络中的第一个模块 + + content_images = content_images.to(device) # 将内容图像移动到指定设备上 + transformed_images = transform_net( + content_images) # 使用转换网络对内容图像进行转换 + + content_features = vgg(content_images) # 提取内容图像的特征 + transformed_features = vgg(transformed_images) # 提取转换后图像的特征 + transformed_mean_std = mean_std( + transformed_features) # 计算转换后特征的均值和标准差 + + content_loss = content_weight * \ + F.mse_loss( + transformed_features[2], + content_features[2]) # 计算内容损失 + + style_loss = style_weight * \ + F.mse_loss( + transformed_mean_std, + style_mean_std.expand_as(transformed_mean_std)) # 计算风格损失 + + y = transformed_images + tv_loss = tv_weight * (torch.sum(torch.abs(y[:, :, :, :-1] - y[:, :, :, 1:])) + + torch.sum(torch.abs(y[:, :, :-1, :] - y[:, :, 1:, :]))) # 计算总变差损失 + + loss = content_loss + style_loss + tv_loss # 总损失 + + loss.backward() # 反向传播计算梯度 + optimizer.step() # 更新模型参数 + + smoother['content_loss'] += content_loss.item() # 累加内容损失 + smoother['style_loss'] += style_loss.item() # 累加风格损失 + smoother['tv_loss'] += tv_loss.item() # 累加总变差损失 + smoother['loss'] += loss.item() # 累加总损失 + + max_value = max([x.max().item() + for x in weights.values()]) # 计算权重的最大值 + + s = 'Epoch: {} '.format(epoch + 1) # 当前的epoch + # 平滑后的内容损失 + s += 'Content: {:.2f} '.format(smoother['content_loss']) + s += 'Style: {:.1f} '.format(smoother['style_loss']) # 平滑后的风格损失 + s += 'Loss: {:.2f} '.format(smoother['loss']) # 平滑后的总损失 + s += 'Max: {:.2f}'.format(max_value) # 权重的最大值 + + if (batch + 1) % verbose_image_batch == 0: + transform_net.eval() # 设置转换网络为评估模式 + visualization_transformed_images = transform_net( + visualization_content_images) # 使用转换网络对可视化内容图像进行转换 + transform_net.train() # 设置转换网络为训练模式 + visualization_transformed_images = torch.cat( + [style_image, visualization_transformed_images]) # 将风格图像与可视化转换图像拼接起来 + del visualization_transformed_images # 删除变量，释放内存 + + pbar.set_description(s) # 更新进度条描述 + + del transformed_images, weights # 删除变量，释放内存 + + if not is_hvd or hvd.rank() == 0: + torch.save(metanet.state_dict(), + '/root/autodl-tmp/improve/checkpoints/{}_{}.pth'.format(model_name, + epoch + 1)) # 保存meta网络的模型参数 + torch.save( + transform_net.state_dict(), + '/root/autodl-tmp/improve/checkpoints/{}_transform_net_{}.pth'.format( + model_name, + epoch + 1)) # 保存转换网络的模型参数 + + torch.save( + metanet.state_dict(), + '/root/autodl-tmp/improve/models/{}.pth'.format(model_name)) # 保存meta网络的模型参数 + torch.save( + transform_net.state_dict(), + '/root/autodl-tmp/improve/models/{}_transform_net.pth'.format(model_name)) # 保存转换网络的模型参数 diff --git a/src/utils.py b/src/utils.py new file mode 100644 index 0000000..e272135 --- /dev/null +++ b/src/utils.py @@ -0,0 +1,259 @@ +import numpy as np +import cv2 + +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch.optim as optim +import torch.utils.data.distributed as distributed +import torchvision +import torchvision.transforms as transforms +import torchvision.models as models + +from PIL import Image +import matplotlib.pyplot as plt + +cnn_normalization_mean = [0.485, 0.456, 0.406] # 图像归一化的均值 +cnn_normalization_std = [0.229, 0.224, 0.225] # 图像归一化的标准差 +tensor_normalizer = transforms.Normalize( + mean=cnn_normalization_mean, + std=cnn_normalization_std) # 创建图像张量的标准化转换器 +epsilon = 1e-5 # 避免除以零的小量 + + +def preprocess_image( + image, + target_width=None, + resize=True, + center_crop=True, + normalize=True): + """ + 预处理图像，包括调整大小、剪裁、转换为张量并进行标准化 + + Args: + image (PIL.Image.Image): 输入的图像 + target_width (int): 目标宽度 (default: None) + resize (bool): 是否调整大小 (default: True) + center_crop (bool): 是否居中裁剪 (default: True) + normalize (bool): 是否标准化 (default: True) + + Returns: + torch.Tensor or None: 预处理后的图像张量，如果发生异常则返回 None + + Raises: + RuntimeError: 当图像尺寸过大导致内存溢出时 + """ + transforms_list = [] + + if resize and target_width: + transforms_list.append(transforms.Resize(target_width)) # 调整图像大小 + + if center_crop and target_width: + transforms_list.append(transforms.CenterCrop(target_width)) # 居中裁剪 + + transforms_list.append(transforms.ToTensor()) # 转换为张量 + + if normalize: + transforms_list.append(tensor_normalizer) # 标准化 + + transform = transforms.Compose(transforms_list) + + try: + return transform(image).unsqueeze(0) # 添加一维作为批处理维度 + except RuntimeError: + # 处理图像尺寸过大导致的内存溢出异常 + print("Error: Image size too large.") + return None + + +def image_to_tensor(image, target_width=None): + """ + 将图像转换为张量 + + Args: + image (numpy.ndarray): 输入的图像数组 + target_width (int): 目标宽度 (default: None) + + Returns: + torch.Tensor or None: 预处理后的图像张量，如果发生异常则返回 None + + Raises: + ValueError: 当输入图像为无效类型或尺寸时 + """ + try: + image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) # 转换颜色通道顺序为RGB + image = Image.fromarray(image) # 将数组转换为图像 + return preprocess_image(image, target_width) # 预处理图像 + except ValueError as e: + print(f"Error: Invalid input image. {str(e)}") + return None + + +def read_image(path, target_width=None): + """ + 从文件路径读取图像并进行预处理 + + Args: + path (str): 图像文件的路径 + target_width (int): 目标宽度 (default: None) + + Returns: + torch.Tensor or None: 预处理后的图像张量，如果发生异常则返回 None + + Raises: + FileNotFoundError: 当文件路径指定的图像文件不存在 + ValueError: 当输入图像尺寸无效或预处理过程中发生异常 + """ + try: + image = Image.open(path) # 打开图像文件 + return preprocess_image(image, target_width) # 预处理图像 + except FileNotFoundError: + print(f"Error: Image file not found at path: {path}") + return None + except ValueError as e: + print(f"Error: Invalid input image. {str(e)}") + return None + + +def recover_image(tensor): + """ + 将张量转换回图像 + + Args: + tensor (torch.Tensor): 输入的张量 + + Returns: + numpy.ndarray: 恢复后的图像数组 + """ + image = tensor.to(torch.uint8).detach( + ).cpu().numpy() # 将张量转移到CPU并转换为NumPy数组 + image = image * np.array(cnn_normalization_std).reshape((1, 3, 1, 1)) + \ + np.array(cnn_normalization_mean).reshape((1, 3, 1, 1)) + return ( + image.transpose( + 0, + 2, + 3, + 1) * + 255.).clip( + 0, + 255).astype( + np.uint8)[0] + + +def recover_tensor(tensor): + """ + 将张量进行反标准化 + + Args: + tensor (torch.Tensor): 输入的张量 + + Returns: + torch.Tensor: 反标准化后的张量，数值在0和1之间 + """ + mean = torch.tensor(cnn_normalization_mean).reshape( + (1, 3, 1, 1)).to( + tensor.device) + std = torch.tensor(cnn_normalization_std).reshape( + (1, 3, 1, 1)).to( + tensor.device) + + tensor = tensor * std + mean # 反标准化 + tensor = torch.clamp(tensor, 0, 1) # 对张量进行裁剪，确保数值在0和1之间 + + return tensor + + +def imshow(tensor, title=None): + """ + 显示图像张量 + + Args: + tensor (torch.Tensor): 输入的张量 + title (str or None): 图像的标题 (default: None) + """ + image = recover_image(tensor) # 将张量转换为图像 + image = image.astype(np.uint8) # 将图像数组转换为无符号整数类型 + image = np.clip(image, 0, 255) # 对图像进行裁剪，确保数值在0和255之间 + image = image[..., ::-1] # 调整图像的颜色通道顺序为RGB + plt.imshow(image) # 显示图像 + if title is not None: + plt.title(title) # 设置标题 + plt.show() # 显示图像 + + +def mean_std(features, epsilon=1e-5): + """ + 计算特征的均值和标准差 + + Args: + features (List[torch.Tensor]): 特征列表 + epsilon (float): 避免除以零的小值 (default: 1e-5) + + Returns: + torch.Tensor: 均值和标准差的张量 + """ + mean_std_features = [] + for x in features: + x = x.view(*x.shape[:2], -1) # 重塑形状以便计算均值和方差 + x = torch.cat([x.mean(-1), + torch.sqrt(x.var(-1) + epsilon)], + dim=-1) # 计算均值和标准差 + n = x.shape[0] + # 【mean, ..., std, ...] to [mean, std, ...] + x2 = x.view(n, 2, -1).transpose(2, + 1).contiguous().view(n, -1) # 重排张量的顺序 + mean_std_features.append(x2) # 添加到列表中 + mean_std_features = torch.cat(mean_std_features, dim=-1) # 按维度拼接张量 + return mean_std_features # 返回均值和标准差的张量 + + +class Smooth: + def __init__(self, window_size=100): + """ + 初始化Smooth类 + + Args: + window_size (int): 平滑窗口的大小 (default: 100) + """ + self.window_size = window_size # 平滑窗口的大小 + self.data = np.zeros( + (self.window_size, 1), dtype=np.float32) # 存储数据的数组 + self.index = 0 # 当前索引 + + def __iadd__(self, x): + """ + 实现+=运算符重载 + + Args: + x (float): 要添加到数据数组中的值 + + Returns: + Smooth: 更新后的Smooth对象 + """ + if self.index == 0: + self.data[:] = x + self.data[self.index % self.window_size] = x # 更新数据数组中的值 + self.index += 1 # 增加索引 + return self + + def __float__(self): + """ + 实现float()函数转换 + + Returns: + float: 数据的平均值 + """ + return float(self.data.mean()) # 返回数据的平均值 + + def __format__(self, f): + """ + 实现格式化输出 + + Args: + f (str): 格式字符串 + + Returns: + str: 格式化后的平均值字符串 + """ + return self.__float__().__format__(f) # 格式化输出平均值