{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "5VIGyIus8Vr7" }, "source": [ "Take a look at the [repository](https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix) for more information" ] }, { "cell_type": "markdown", "metadata": { "id": "7wNjDKdQy35h" }, "source": [ "# Install" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TRm-USlsHgEV", "outputId": "6fe038b2-3f90-40c9-b6d5-3f4a4efd5b9e" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Cloning into 'pytorch-CycleGAN-and-pix2pix'...\n", "remote: Enumerating objects: 2513, done.\u001b[K\n", "remote: Total 2513 (delta 0), reused 0 (delta 0), pack-reused 2513\u001b[K\n", "Receiving objects: 100% (2513/2513), 8.20 MiB | 19.75 MiB/s, done.\n", "Resolving deltas: 100% (1575/1575), done.\n" ] } ], "source": [ "!git clone https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Pt3igws3eiVp" }, "outputs": [], "source": [ "import os\n", "os.chdir('pytorch-CycleGAN-and-pix2pix/')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "z1EySlOXwwoa", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4f5f7b65-42a1-4bb7-9cd1-252f472ff943" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: torch>=1.4.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 1)) (2.1.0+cu121)\n", "Requirement already satisfied: torchvision>=0.5.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 2)) (0.16.0+cu121)\n", "Collecting dominate>=2.4.0 (from -r requirements.txt (line 3))\n", " Downloading dominate-2.9.1-py2.py3-none-any.whl (29 kB)\n", "Collecting visdom>=0.1.8.8 (from -r requirements.txt (line 4))\n", " Downloading visdom-0.2.4.tar.gz (1.4 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m 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setproctitle-1.3.3 smmap-5.0.1 visdom-0.2.4 wandb-0.16.3\n" ] } ], "source": [ "!pip install -r requirements.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "8daqlgVhw29P" }, "source": [ "# Datasets\n", "\n", "Download one of the official datasets with:\n", "\n", "- `bash ./datasets/download_cyclegan_dataset.sh [apple2orange, summer2winter_yosemite, horse2zebra, monet2photo, cezanne2photo, ukiyoe2photo, vangogh2photo, maps, cityscapes, facades, iphone2dslr_flower, ae_photos]`\n", "\n", "Or use your own dataset by creating the appropriate folders and adding in the images.\n", "\n", "- Create a dataset folder under `/dataset` for your dataset.\n", "- Create subfolders `testA`, `testB`, `trainA`, and `trainB` under your dataset's folder. Place any images you want to transform from a to b (cat2dog) in the `testA` folder, images you want to transform from b to a (dog2cat) in the `testB` folder, and do the same for the `trainA` and `trainB` folders." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vrdOettJxaCc", "outputId": "6538498e-2c1d-4fd7-c176-830f226b4d53" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Specified [summer2winter_yosemite]\n", "WARNING: timestamping does nothing in combination with -O. See the manual\n", "for details.\n", "\n", "--2024-02-08 11:53:24-- http://efrosgans.eecs.berkeley.edu/cyclegan/datasets/summer2winter_yosemite.zip\n", "Resolving efrosgans.eecs.berkeley.edu (efrosgans.eecs.berkeley.edu)... 128.32.244.190\n", "Connecting to efrosgans.eecs.berkeley.edu (efrosgans.eecs.berkeley.edu)|128.32.244.190|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 132640856 (126M) [application/zip]\n", "Saving to: ‘./datasets/summer2winter_yosemite.zip’\n", "\n", "./datasets/summer2w 100%[===================>] 126.50M 2.27MB/s in 77s \n", "\n", "2024-02-08 11:54:42 (1.64 MB/s) - ‘./datasets/summer2winter_yosemite.zip’ saved [132640856/132640856]\n", "\n", "Archive: ./datasets/summer2winter_yosemite.zip\n", " creating: ./datasets/summer2winter_yosemite/trainA/\n", " inflating: ./datasets/summer2winter_yosemite/trainA/2014-07-01 10:31:48.jpg \n", " inflating: ./datasets/summer2winter_yosemite/trainA/2015-07-01 23:43:46.jpg \n", " inflating: 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./datasets/summer2winter_yosemite/testA/2016-05-15 14:34:51.jpg \n", " inflating: ./datasets/summer2winter_yosemite/testA/2015-07-08 02:02:31.jpg \n", " inflating: ./datasets/summer2winter_yosemite/testA/2011-05-23 17:46:40.jpg \n", " inflating: ./datasets/summer2winter_yosemite/testA/2016-06-07 20:22:20.jpg \n", " inflating: ./datasets/summer2winter_yosemite/testA/2013-08-17 03:43:50.jpg \n" ] } ], "source": [ "!bash ./datasets/download_cyclegan_dataset.sh summer2winter_yosemite" ] }, { "cell_type": "markdown", "metadata": { "id": "gdUz4116xhpm" }, "source": [ "# Pretrained models\n", "\n", "Download one of the official pretrained models with:\n", "\n", "- `bash ./scripts/download_cyclegan_model.sh [apple2orange, orange2apple, summer2winter_yosemite, winter2summer_yosemite, horse2zebra, zebra2horse, monet2photo, style_monet, style_cezanne, style_ukiyoe, style_vangogh, sat2map, map2sat, cityscapes_photo2label, cityscapes_label2photo, facades_photo2label, facades_label2photo, iphone2dslr_flower]`\n", "\n", "Or add your own pretrained model to `./checkpoints/{NAME}_pretrained/latest_net_G.pt`" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "B75UqtKhxznS", "outputId": "1302bce6-9521-45c6-db03-4a1ec68a0426", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Note: available models are apple2orange, orange2apple, summer2winter_yosemite, winter2summer_yosemite, horse2zebra, zebra2horse, monet2photo, style_monet, style_cezanne, style_ukiyoe, style_vangogh, sat2map, map2sat, cityscapes_photo2label, cityscapes_label2photo, facades_photo2label, facades_label2photo, iphone2dslr_flower\n", "Specified [summer2winter_yosemite]\n", "WARNING: timestamping does nothing in combination with -O. See the manual\n", "for details.\n", "\n", "--2024-02-08 12:02:45-- http://efrosgans.eecs.berkeley.edu/cyclegan/pretrained_models/summer2winter_yosemite.pth\n", "Resolving efrosgans.eecs.berkeley.edu (efrosgans.eecs.berkeley.edu)... 128.32.244.190\n", "Connecting to efrosgans.eecs.berkeley.edu (efrosgans.eecs.berkeley.edu)|128.32.244.190|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 45575747 (43M)\n", "Saving to: ‘./checkpoints/summer2winter_yosemite_pretrained/latest_net_G.pth’\n", "\n", "./checkpoints/summe 100%[===================>] 43.46M 13.0MB/s in 3.9s \n", "\n", "2024-02-08 12:02:49 (11.1 MB/s) - ‘./checkpoints/summer2winter_yosemite_pretrained/latest_net_G.pth’ saved [45575747/45575747]\n", "\n" ] } ], "source": [ "!bash ./scripts/download_cyclegan_model.sh summer2winter_yosemite" ] }, { "cell_type": "code", "source": [], "metadata": { "id": "huWAdOMnoWsG" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "yFw1kDQBx3LN" }, "source": [ "# Training\n", "\n", "- `python train.py --dataroot ./datasets/horse2zebra --name horse2zebra --model cycle_gan`\n", "\n", "Change the `--dataroot` and `--name` to your own dataset's path and model's name. Use `--gpu_ids 0,1,..` to train on multiple GPUs and `--batch_size` to change the batch size. I've found that a batch size of 16 fits onto 4 V100s and can finish training an epoch in ~90s.\n", "\n", "Once your model has trained, copy over the last checkpoint to a format that the testing model can automatically detect:\n", "\n", "Use `cp ./checkpoints/horse2zebra/latest_net_G_A.pth ./checkpoints/horse2zebra/latest_net_G.pth` if you want to transform images from class A to class B and `cp ./checkpoints/horse2zebra/latest_net_G_B.pth ./checkpoints/horse2zebra/latest_net_G.pth` if you want to transform images from class B to class A.\n" ] }, { "cell_type": "code", "source": [ "\n", "!python train.py --dataroot ./datasets/summer2winter_yosemite --name summer2winter_yosemite --model cycle_gan --n_epochs 1 --gpu_ids -1\n", "\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "bx3EzFAPJcIP", "outputId": "f87ba2b2-2a14-409c-d6a3-aa2477a174fe" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "----------------- Options ---------------\n", " batch_size: 1 \n", " beta1: 0.5 \n", " checkpoints_dir: ./checkpoints \n", " continue_train: False \n", " crop_size: 256 \n", " dataroot: ./datasets/summer2winter_yosemite\t[default: None]\n", " dataset_mode: unaligned \n", " direction: AtoB \n", " display_env: main \n", " display_freq: 400 \n", " display_id: 1 \n", " display_ncols: 4 \n", " display_port: 8097 \n", " display_server: http://localhost \n", " display_winsize: 256 \n", " epoch: latest \n", " epoch_count: 1 \n", " gan_mode: lsgan \n", " gpu_ids: -1 \t[default: 0]\n", " init_gain: 0.02 \n", " init_type: normal \n", " input_nc: 3 \n", " isTrain: True \t[default: None]\n", " lambda_A: 10.0 \n", " lambda_B: 10.0 \n", " lambda_identity: 0.5 \n", " load_iter: 0 \t[default: 0]\n", " load_size: 286 \n", " lr: 0.0002 \n", " lr_decay_iters: 50 \n", " lr_policy: linear \n", " max_dataset_size: inf \n", " model: cycle_gan \n", " n_epochs: 1 \t[default: 100]\n", " n_epochs_decay: 100 \n", " n_layers_D: 3 \n", " name: summer2winter_yosemite \t[default: experiment_name]\n", " ndf: 64 \n", " netD: basic \n", " netG: resnet_9blocks \n", " ngf: 64 \n", " no_dropout: True \n", " no_flip: False \n", " no_html: False \n", " norm: instance \n", " num_threads: 4 \n", " output_nc: 3 \n", " phase: train \n", " pool_size: 50 \n", " preprocess: resize_and_crop \n", " print_freq: 100 \n", " save_by_iter: False \n", " save_epoch_freq: 5 \n", " save_latest_freq: 5000 \n", " serial_batches: False \n", " suffix: \n", " update_html_freq: 1000 \n", " use_wandb: False \n", " verbose: False \n", " wandb_project_name: CycleGAN-and-pix2pix \n", "----------------- End -------------------\n", "dataset [UnalignedDataset] was created\n", "/usr/local/lib/python3.10/dist-packages/torch/utils/data/dataloader.py:557: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n", " warnings.warn(_create_warning_msg(\n", "The number of training images = 1252\n", "initialize network with normal\n", "initialize network with normal\n", "initialize network with normal\n", "initialize network with normal\n", "model [CycleGANModel] was created\n", "---------- Networks initialized -------------\n", "[Network G_A] Total number of parameters : 11.378 M\n", "[Network G_B] Total number of parameters : 11.378 M\n", "[Network D_A] Total number of parameters : 2.765 M\n", "[Network D_B] Total number of parameters : 2.765 M\n", "-----------------------------------------------\n", "Setting up a new session...\n", "create web directory ./checkpoints/summer2winter_yosemite/web...\n", "/usr/local/lib/python3.10/dist-packages/torch/optim/lr_scheduler.py:136: UserWarning: Detected call of `lr_scheduler.step()` before `optimizer.step()`. In PyTorch 1.1.0 and later, you should call them in the opposite order: `optimizer.step()` before `lr_scheduler.step()`. Failure to do this will result in PyTorch skipping the first value of the learning rate schedule. See more details at https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate\n", " warnings.warn(\"Detected call of `lr_scheduler.step()` before `optimizer.step()`. \"\n", "learning rate 0.0002000 -> 0.0001980\n", "(epoch: 1, iters: 100, time: 32.253, data: 0.151) D_A: 0.321 G_A: 0.420 cycle_A: 2.995 idt_A: 1.012 D_B: 0.327 G_B: 0.293 cycle_B: 2.264 idt_B: 1.359 \n", "(epoch: 1, iters: 200, time: 31.883, data: 0.002) D_A: 0.265 G_A: 0.588 cycle_A: 3.319 idt_A: 1.210 D_B: 0.248 G_B: 0.234 cycle_B: 2.594 idt_B: 1.637 \n" ] } ] }, { "cell_type": "code", "source": [ "import torch\n", "\n", "# Path to the pre-trained model checkpoint\n", "checkpoint_path = \"/content/pytorch-CycleGAN-and-pix2pix/datasets/summer2winter_yosemite/trainB\"\n", "\n", "# Load the checkpoint\n", "checkpoint = torch.load(checkpoint_path, map_location=torch.device('cpu'))\n", "\n", "# Check the keys of the checkpoint dictionary\n", "print(\"Keys in the checkpoint:\", checkpoint.keys())\n", "\n", "# Check the value associated with 'epoch'\n", "print(\"Number of epochs trained:\", checkpoint['epoch'])\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 392 }, "id": "AlRwnZg5a2Ux", "outputId": "a03557ff-86df-4083-80ee-360e89359c45" }, "execution_count": null, "outputs": [ { "output_type": "error", "ename": "IsADirectoryError", "evalue": "[Errno 21] Is a directory: '/content/pytorch-CycleGAN-and-pix2pix/datasets/summer2winter_yosemite/trainB'", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mIsADirectoryError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;31m# Load the checkpoint\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mcheckpoint\u001b[0m \u001b[0;34m=\u001b[0m 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datasets/horse2zebra/testA --name horse2zebra_pretrained --model test --no_dropout`\n", "\n", "Change the `--dataroot` and `--name` to be consistent with your trained model's configuration.\n", "\n", "> from https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix:\n", "> The option --model test is used for generating results of CycleGAN only for one side. This option will automatically set --dataset_mode single, which only loads the images from one set. On the contrary, using --model cycle_gan requires loading and generating results in both directions, which is sometimes unnecessary. The results will be saved at ./results/. Use --results_dir {directory_path_to_save_result} to specify the results directory.\n", "\n", "> For your own experiments, you might want to specify --netG, --norm, --no_dropout to match the generator architecture of the trained model." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "uCsKkEq0yGh0" }, "outputs": [], "source": [ "!python test.py --dataroot datasets/summer2winter_yosemite/testA --name summer2winter_yosemite_pretrained --model test --no_dropout --gpu_ids -1" ] }, { "cell_type": "markdown", "metadata": { "id": "OzSKIPUByfiN" }, "source": [ "# Visualize" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "9Mgg8raPyizq" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "img = plt.imread('./results/summer2winter_yosemite_pretrained/test_latest/images/n02381460_1010_fake.png')\n", "plt.imshow(img)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "0G3oVH9DyqLQ" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "img = plt.imread('./results/summer2winter_yosemite_pretrained/test_latest/images/n02381460_1010_real.png')\n", "plt.imshow(img)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "4qB2l5I9iJae" }, "outputs": [], "source": [ "!python test.py --dataroot datasets/summer2winter_yosemite/testA --name summer2winter_yosemite_pretrained --model test --no_dropout\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "0Lat1K2CituK" }, "outputs": [], "source": [ "!python test.py --dataroot new_test --name summer2winter_yosemite_pretrained --model test --no_dropout" ] }, { "cell_type": "code", "source": [ "import os\n", "\n", "# Define the path to the folder\n", "folder_path = \"/content/pytorch-CycleGAN-and-pix2pix/datasets/summer2winter_yosemite/trainB\"\n", "\n", "# List all files in the folder\n", "files = os.listdir(folder_path)\n", "\n", "# Iterate over each file and remove it\n", "for file_name in files:\n", " file_path = os.path.join(folder_path, file_name)\n", " os.remove(file_path)\n", "\n", "print(\"Folder emptied successfully.\")" ], "metadata": { "id": "4paCTw4hfe0i", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "e7d5099b-b24e-4e30-e77d-2bac3669bc99" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Folder emptied successfully.\n" ] } ] } ], "metadata": { "accelerator": "GPU", "colab": { "provenance": [], "gpuType": "T4" }, "environment": { "name": "tf2-gpu.2-3.m74", "type": "gcloud", "uri": "gcr.io/deeplearning-platform-release/tf2-gpu.2-3:m74" }, "kernelspec": { "display_name": "Python 3", "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": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }