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Update train.ipynb
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@neuralchen
neuralchen committed Apr 22, 2022
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185 changes: 112 additions & 73 deletions train.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "train.ipynb",
"provenance": [],
"collapsed_sections": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "fC7QoKePuJWu"
},
"source": [
"#Training Demo\n",
"This is a simple example for training the SimSwap 224*224 with VGGFace2-224.\n",
"\n",
"Code path: https://github.com/neuralchen/SimSwap\n",
"If you like the SimSwap project, please star it!\n",
"Paper path: https://arxiv.org/pdf/2106.06340v1.pdf or https://dl.acm.org/doi/10.1145/3394171.3413630"
],
"metadata": {
"id": "fC7QoKePuJWu"
}
]
},
{
"cell_type": "code",
"source": [
"!nvidia-smi"
],
"execution_count": 1,
"metadata": {
"id": "J8WrNaQHuUGC"
},
"execution_count": null,
"outputs": []
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fri Apr 22 12:19:42 2022 \n",
"+-----------------------------------------------------------------------------+\n",
"| NVIDIA-SMI 456.71 Driver Version: 456.71 CUDA Version: 11.1 |\n",
"|-------------------------------+----------------------+----------------------+\n",
"| GPU Name TCC/WDDM | Bus-Id Disp.A | Volatile Uncorr. ECC |\n",
"| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n",
"|===============================+======================+======================|\n",
"| 0 TITAN Xp WDDM | 00000000:01:00.0 On | N/A |\n",
"| 23% 36C P8 15W / 250W | 1135MiB / 12288MiB | 4% Default |\n",
"+-------------------------------+----------------------+----------------------+\n",
" \n",
"+-----------------------------------------------------------------------------+\n",
"| Processes: |\n",
"| GPU GI CI PID Type Process name GPU Memory |\n",
"| ID ID Usage |\n",
"|=============================================================================|\n",
"| 0 N/A N/A 1232 C+G Insufficient Permissions N/A |\n",
"| 0 N/A N/A 1240 C+G Insufficient Permissions N/A |\n",
"| 0 N/A N/A 1528 C+G ...y\\ShellExperienceHost.exe N/A |\n",
"| 0 N/A N/A 7296 C+G Insufficient Permissions N/A |\n",
"| 0 N/A N/A 8280 C+G C:\\Windows\\explorer.exe N/A |\n",
"| 0 N/A N/A 9532 C+G ...artMenuExperienceHost.exe N/A |\n",
"| 0 N/A N/A 9896 C+G ...5n1h2txyewy\\SearchApp.exe N/A |\n",
"| 0 N/A N/A 11040 C+G ...2txyewy\\TextInputHost.exe N/A |\n",
"| 0 N/A N/A 11424 C+G Insufficient Permissions N/A |\n",
"| 0 N/A N/A 13112 C+G ...icrosoft VS Code\\Code.exe N/A |\n",
"| 0 N/A N/A 18720 C+G ...-2.9.15\\GitHubDesktop.exe N/A |\n",
"| 0 N/A N/A 22996 C+G ...bbwe\\Microsoft.Photos.exe N/A |\n",
"| 0 N/A N/A 23512 C+G ...me\\Application\\chrome.exe N/A |\n",
"| 0 N/A N/A 25892 C+G Insufficient Permissions N/A |\n",
"+-----------------------------------------------------------------------------+\n"
]
}
],
"source": [
"!nvidia-smi"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Z6BtQIgWuoqt"
},
"source": [
"Installation\n",
"All file changes made by this notebook are temporary. You can try to mount your own google drive to store files if you want."
],
"metadata": {
"id": "Z6BtQIgWuoqt"
}
]
},
{
"cell_type": "markdown",
"source": [
"#Get Scripts"
],
"metadata": {
"id": "wdQJ9d8N8Tnf"
}
},
"source": [
"#Get Scripts"
]
},
{
"cell_type": "code",
"source": [
"!git clone https://github.com/neuralchen/SimSwap\n",
"!cd SimSwap && git pull"
],
"execution_count": null,
"metadata": {
"id": "9jZWwt97uvIe"
},
"execution_count": null,
"outputs": []
"outputs": [],
"source": [
"!git clone https://github.com/neuralchen/SimSwap\n",
"!cd SimSwap && git pull"
]
},
{
"cell_type": "markdown",
"source": [
"# Install Blocks"
],
"metadata": {
"id": "ATLrrbso8Y-Y"
}
},
"source": [
"# Install Blocks"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "rwvbPhtOvZAL"
},
"outputs": [],
"source": [
"!pip install googledrivedownloader\n",
"!pip install timm\n",
"!wget -P SimSwap/arcface_model https://github.com/neuralchen/SimSwap/releases/download/1.0/arcface_checkpoint.tar"
],
"metadata": {
"id": "rwvbPhtOvZAL"
},
"execution_count": null,
"outputs": []
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hleVtHIJ_QUK"
},
"source": [
"#Download the Training Dataset\n",
"We employ the cropped VGGFace2-224 dataset for this toy training demo.\n",
Expand All @@ -106,47 +130,62 @@
"***Please check the dataset in dir /content/TrainingData***\n",
"\n",
"***If dataset already exists in /content/TrainingData, please do not run blow scripts!***\n"
],
"metadata": {
"id": "hleVtHIJ_QUK"
}
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "h2tyjBl0Llxp"
},
"outputs": [],
"source": [
"!wget --load-cookies /tmp/cookies.txt \"https://docs.google.com/uc?export=download&confirm=$(wget --quiet --save-cookies /tmp/cookies.txt --keep-session-cookies --no-check-certificate 'https://docs.google.com/uc?export=download&id=19pWvdEHS-CEG6tW3PdxdtZ5QEymVjImc' -O- | sed -rn 's/.*confirm=([0-9A-Za-z_]+).*/\\1\\n/p')&id=19pWvdEHS-CEG6tW3PdxdtZ5QEymVjImc\" -O /content/TrainingData/vggface2_crop_arcfacealign_224.tar && rm -rf /tmp/cookies.txt\n",
"%%cd /content/\n",
"%cd /content/\n",
"!tar -xzvf /content/TrainingData/vggface2_crop_arcfacealign_224.tar\n",
"!rm /content/TrainingData/vggface2_crop_arcfacealign_224.tar"
],
"metadata": {
"id": "h2tyjBl0Llxp"
},
"execution_count": null,
"outputs": []
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "o5SNDWzA8LjJ"
},
"source": [
"#Trainig\n",
"Batch size must larger than 1!"
],
"metadata": {
"id": "o5SNDWzA8LjJ"
}
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "XCxHa4oW507s"
},
"outputs": [],
"source": [
"%cd /content/SimSwap\n",
"!ls\n",
"!python train.py --name simswap224_test --gpu_ids 0 --dataset /content/TrainingData/vggface2_crop_arcfacealign_224 --Gdeep False"
],
"metadata": {
"id": "XCxHa4oW507s"
},
"execution_count": null,
"outputs": []
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"collapsed_sections": [],
"name": "train.ipynb",
"provenance": []
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python",
"version": "3.8.5"
}
]
}
},
"nbformat": 4,
"nbformat_minor": 0
}

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