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inu-ai/stablediffusionui_voldemort_autocast_improvements.ipynb

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stablediffusionui_voldemort_autocast_improvements.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"private_outputs": true,
"provenance": [],
"collapsed_sections": [],
"name": "stablediffusionui_free_tier.ipynb",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU",
"gpuClass": "standard"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/thx-pw/c12d82b065b3d70e28feb6e3f358e1e0/stablediffusionui_voldemort_autocast_improvements.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"It runs and moves in order from the top.\n",
"Settings include model changes.\n",
">上から順に実行して動きます。\n",
">設定はモデル変更などがあります。"
],
"metadata": {
"id": "urkXwu2KwQn0"
}
},
{
"cell_type": "markdown",
"source": [
"Adapted from（参考元）: \n",
"\n",
"\n",
"https://colab.research.google.com/drive/1kw3egmSn-KgWsikYvOMjJkVDsPLjEMzl\n",
"https://colab.research.google.com/github/TheLastBen/fast-stable-diffusion/blob/main/fast_stable_diffusion_AUTOMATIC1111.ipynb"
],
"metadata": {
"id": "gfKvWAVnz8OB"
}
},
{
"cell_type": "code",
"source": [
"#@title Clone webUI repository.（webUIリポジトリのクローン）\n",
"!git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui --quiet\n",
"%cd /content/stable-diffusion-webui"
],
"metadata": {
"id": "sBbcB4vwj_jm",
"cellView": "form"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"#@title Download the model from Hugging Face.（Hugging Faceからモデルをダウンロード）\n",
"\n",
"models_dict = {\n",
" \"trinart_characters_19m\" : \"https://huggingface.co/naclbit/trinart_characters_19.2m_stable_diffusion_v1/blob/main/trinart_characters_it4_v1.ckpt\",\n",
" \"trinart2_step115000\" : \"https://huggingface.co/naclbit/trinart_stable_diffusion_v2/blob/main/trinart2_step115000.ckpt\",\n",
" \"trinart2_step95000\" : \"https://huggingface.co/naclbit/trinart_stable_diffusion_v2/blob/main/trinart2_step95000.ckpt\",\n",
" \"trinart2_step60000\" : \"https://huggingface.co/naclbit/trinart_stable_diffusion_v2/blob/main/trinart2_step60000.ckpt\",\n",
" \"waifu-v13-float32\" : \"https://huggingface.co/hakurei/waifu-diffusion-v1-3/blob/main/wd-v1-3-float32.ckpt\",\n",
" \"waifu-v13-float16\" : \"https://huggingface.co/hakurei/waifu-diffusion-v1-3/blob/main/wd-v1-3-float16.ckpt\",\n",
" \"waifu-v12-prune\" : \"https://huggingface.co/crumb/pruned-waifu-diffusion/blob/main/model-pruned.ckpt\",\n",
" \"stable-v15\" : \"https://huggingface.co/runwayml/stable-diffusion-v1-5/blob/main/v1-5-pruned-emaonly.ckpt\",\n",
" \"stable-v15-inpainting\" : \"https://huggingface.co/runwayml/stable-diffusion-inpainting/blob/main/sd-v1-5-inpainting.ckpt\",\n",
" \"stable-v14\" : \"https://huggingface.co/CompVis/stable-diffusion-v-1-4-original/blob/main/sd-v1-4.ckpt\",\n",
" \"tohoku-v1\" : \"https://huggingface.co/shirayu/sd-tohoku-v1/blob/main/sd-tohoku-v1.model.ckpt\", \n",
" \"robo-v1\" : \"https://huggingface.co/nousr/robo-diffusion/blob/main/models/robo-diffusion-v1.ckpt\",\n",
" \"eva-v22-notHD\" : \"https://huggingface.co/crumb/eva-model-ckpt/blob/main/eva-fusion-v2.22-notHD.ckpt\",\n",
" \"eva-v21\" : \"https://huggingface.co/crumb/eva-model-ckpt/blob/main/eva-fusion-v2.1.ckpt\",\n",
" \"icon\" : \"https://huggingface.co/crumb/icon-diffusion-ckpt/blob/main/icon-diffusion.ckpt\",\n",
" \"arcane-v3\" : \"https://huggingface.co/nitrosocke/Arcane-Diffusion/blob/main/arcane-diffusion-v3.ckpt\",\n",
" \"arcane-v2\" : \"https://huggingface.co/nitrosocke/Arcane-Diffusion/blob/main/arcane-diffusion-v2.ckpt\",\n",
" \"eldenring-v2\" : \"https://huggingface.co/nitrosocke/elden-ring-diffusion/blob/main/eldenring-v2-pruned.ckpt\",\n",
" \"eldenring-v1\" : \"https://huggingface.co/nitrosocke/elden-ring-diffusion/blob/main/eldenring-v1-pruned.ckpt\",\n",
" \"hiten_girl_anime_8k_wallpaper_4k\" : \"https://huggingface.co/BumblingOrange/Hiten/blob/main/Hiten%20girl_anime_8k_wallpaper_4k.ckpt\",\n",
"}\n",
"\n",
"vaes_dict = {\n",
" \"trinart_characters_19m\" : \"https://huggingface.co/naclbit/trinart_characters_19.2m_stable_diffusion_v1/blob/main/autoencoder_kl-f8-trinart_characters.ckpt\",\n",
" \"waifu-v14-anime2\" : \"https://huggingface.co/hakurei/waifu-diffusion-v1-4/blob/main/vae/kl-f8-anime2.ckpt\",\n",
" \"waifu-v14-anime1\" : \"https://huggingface.co/hakurei/waifu-diffusion-v1-4/blob/main/vae/kl-f8-anime.ckpt\",\n",
" \"sd-vae-ft-mse\" : \"https://huggingface.co/stabilityai/sd-vae-ft-mse-original/blob/main/vae-ft-mse-840000-ema-pruned.ckpt\",\n",
" \"sd-vae-ft-ema\" : \"https://huggingface.co/stabilityai/sd-vae-ft-ema-original/blob/main/vae-ft-ema-560000-ema-pruned.ckpt\",\n",
"}\n",
"\n",
"hypernetworks_dict = {\n",
" \"zelda\" : \"https://huggingface.co/wavymulder/zelda-diffusion-HN/blob/main/zeldaBOTW.pt\",\n",
"}\n",
"\n",
"model = \"trinart_characters_19m\" #@param ['trinart_characters_19m', 'trinart2_step115000', 'trinart2_step95000', 'trinart2_step60000', 'waifu-v13-float32', 'waifu-v13-float16', 'waifu-v12-prune', 'stable-v15', 'stable-v15-inpainting', 'stable-v14', 'tohoku-v1', 'robo-v1', 'eva-v22-notHD', 'eva-v21', 'icon', 'arcane-v3', 'arcane-v2', 'eldenring-v2', 'eldenring-v1', 'hiten_girl_anime_8k_wallpaper_4k']\n",
"#@markdown get a token from Hugging Face. https://huggingface.co/settings/tokens （Hugging Faceからトークンを取得）\n",
"user_token = \"\" #@param {type:\"string\"}\n",
"download_vae = True #@param {type:\"boolean\"}\n",
"vae = \"trinart_characters_19m\" #@param ['trinart_characters_19m', 'waifu-v14-anime2', 'waifu-v14-anime1', 'sd-vae-ft-mse', 'sd-vae-ft-ema']\n",
"download_hypernetwork = False #@param {type:\"boolean\"}\n",
"hypernetwork = \"zelda\" #@param ['zelda']\n",
"if user_token != \"\":\n",
" user_header = f\"\\\"Authorization: Bearer {user_token}\\\"\"\n",
"else:\n",
" user_header = \"\"\n",
"\n",
"model_url = models_dict[model].replace(\"/blob/\", \"/resolve/\")\n",
"!wget --header={user_header} {model_url} -O /content/stable-diffusion-webui/models/Stable-diffusion/{model}.ckpt\n",
"\n",
"vae_url = vaes_dict[vae].replace(\"/blob/\", \"/resolve/\")\n",
"#vae_config_url = vae_url.rsplit(\"/\", 1)[0] + \"/config.yaml\"\n",
"if download_vae:\n",
" !wget --header={user_header} {vae_url} -O /content/stable-diffusion-webui/models/Stable-diffusion/{model}.vae.pt\n",
"# !wget --header={user_header} {vae_config_url} -O /content/stable-diffusion-webui/models/Stable-diffusion/{model}.yaml\n",
"\n",
"hypernetwork_url = hypernetworks_dict[hypernetwork].replace(\"/blob/\", \"/resolve/\")\n",
"if download_hypernetwork:\n",
" import os\n",
" os.makedirs(\"/content/stable-diffusion-webui/models/hypernetworks/\", exist_ok=True)\n",
" !wget --header={user_header} {hypernetwork_url} -O /content/stable-diffusion-webui/models/hypernetworks/{hypernetwork}.pt\n",
" \n",
"!wget -q https://gist.githubusercontent.com/thx-pw/7489e7ffe873519bfa18498f68a98564/raw/e14a5b35293f7f66fa926dbc715cfa4ceae11c55/styles.csv -O /content/stable-diffusion-webui/styles.csv\n",
"\n",
"localization = \"ja_JP\" #@param ['None', 'ar_AR', 'es_ES', 'fr-FR', 'ja_JP', 'ko_KR', 'ru_RU', 'tr_TR', 'zh_CN']\n",
"!echo '{\"localization\":' > \"/content/stable-diffusion-webui/config.json\"\n",
"!echo '\"'{localization}'\"' >> \"/content/stable-diffusion-webui/config.json\"\n",
"!echo '}' >> \"/content/stable-diffusion-webui/config.json\""
],
"metadata": {
"id": "CT_J9L7oqLxG",
"cellView": "form"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"#@title Download the model from Google Drive.（Google Driveからモデルをダウンロード）\n",
"\n",
"import os\n",
"import glob\n",
"from google.colab import drive # type: ignore\n",
"\n",
"use_google_drive = False #@param {type:\"boolean\"}\n",
"sd_webui_gdrive = \"/content/drive/MyDrive/sd/stable-diffusion-webui\" #@param {type:\"string\"}\n",
"sd_webui_colab = \"/content/stable-diffusion-webui\"\n",
"\n",
"create_directory_gdrive = False #@param {type:\"boolean\"}\n",
"#@markdown Find and copy the following files from the stable-diffusion-webui(sd_webui_gdrive) directory.\n",
"#@markdown > stable-diffusion-webui(sd_webui_gdrive)ディレクトリから以下のファイルを見つけてコピーします。\n",
"\n",
"#@markdown + models/Stable-diffusion/\\*.ckpt\n",
"#@markdown + models/Stable-diffusion/\\*.vae.pt\n",
"#@markdown + embeddings/\\*.pt\n",
"#@markdown + embeddings/\\*.bin\n",
"#@markdown + models/hypernetworks/*.pt\n",
"#@markdown + styles.csv\n",
"#@markdown + config.json\n",
"#@markdown + ui-config.json\n",
"#@markdown + /content/drive/MyDrive/model.ckpt\n",
"#@markdown + /content/drive/MyDrive/AI/models/*.ckpt\n",
"\n",
"model_checkpoints = \"models/Stable-diffusion\"\n",
"model_vaes = \"models/Stable-diffusion\"\n",
"textual_inversion_embeddings = \"embeddings\"\n",
"hypernetworks = \"models/hypernetworks\"\n",
"config_list = [\"styles.csv\", \"config.json\", \"ui-config.json\"]\n",
"\n",
"model_checkpoints_gdrive = os.path.join(sd_webui_gdrive, model_checkpoints)\n",
"model_vaes_gdrive = os.path.join(sd_webui_gdrive, model_vaes)\n",
"textual_inversion_embeddings_gdrive = os.path.join(sd_webui_gdrive, textual_inversion_embeddings)\n",
"hypernetworks_gdrive = os.path.join(sd_webui_gdrive, hypernetworks)\n",
"\n",
"model_checkpoints_colab = os.path.join(sd_webui_colab, model_checkpoints)\n",
"model_vaes_colab = os.path.join(sd_webui_colab, model_vaes)\n",
"textual_inversion_embeddings_colab = os.path.join(sd_webui_colab, textual_inversion_embeddings)\n",
"hypernetworks_colab = os.path.join(sd_webui_colab, hypernetworks)\n",
"\n",
"if use_google_drive:\n",
" drive.mount(\"/content/drive\")\n",
"\n",
" ckpt_path = \"/content/drive/MyDrive/model.ckpt\"\n",
" if os.path.exists(ckpt_path):\n",
" !cp {ckpt_path} {model_checkpoints_colab}\n",
" for model_checkpoint in glob.glob(f\"/content/drive/MyDrive/AI/models/*.ckpt\"):\n",
" !cp {model_checkpoint} {model_checkpoints_colab}\n",
" \n",
" for config in config_list:\n",
" config_gdrive = os.path.join(sd_webui_gdrive, config)\n",
" if os.path.exists(config_gdrive):\n",
" !cp {config_gdrive} {sd_webui_colab}\n",
"\n",
" if create_directory_gdrive:\n",
" os.makedirs(model_checkpoints_gdrive, exist_ok=True)\n",
" os.makedirs(model_vaes_gdrive, exist_ok=True)\n",
" os.makedirs(textual_inversion_embeddings_gdrive, exist_ok=True)\n",
" os.makedirs(hypernetworks_gdrive, exist_ok=True)\n",
" os.makedirs(hypernetworks_colab, exist_ok=True)\n",
"\n",
" for model_checkpoint in glob.glob(f\"{model_checkpoints_gdrive}/*.ckpt\"):\n",
" !cp {model_checkpoint} {model_checkpoints_colab}\n",
"\n",
" for model_vae in glob.glob(f\"{model_vaes_gdrive}/*.vae.pt\"):\n",
" !cp {model_vae} {model_vaes_colab}\n",
"\n",
" files = glob.glob(f\"{textual_inversion_embeddings_gdrive}/*.pt\")\n",
" files.extend(glob.glob(f\"{textual_inversion_embeddings_gdrive}/*.bin\"))\n",
" for textual_inversion_embedding in files:\n",
" !cp {textual_inversion_embedding} {textual_inversion_embeddings_colab}\n",
"\n",
" for hypernetwork in glob.glob(f\"{hypernetworks_gdrive}/*.pt\"):\n",
" !cp {hypernetwork} {hypernetworks_colab}\n",
" "
],
"metadata": {
"cellView": "form",
"id": "EpphvH4Hubl_"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"#@title Installing Requirements from https://colab.research.google.com/github/TheLastBen/fast-stable-diffusion/blob/main/fast_stable_diffusion_AUTOMATIC1111.ipynb\n",
"!COMMANDLINE_ARGS=\"--exit\" REQS_FILE=\"requirements.txt\" python launch.py\n",
"!git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui-aesthetic-gradients extensions/aesthetic-gradients --quiet\n",
"!git clone https://github.com/yfszzx/stable-diffusion-webui-images-browser extensions/images-browser --quiet\n",
"!git clone https://github.com/deforum-art/deforum-for-automatic1111-webui/ extensions/deforum\n",
"\n",
"!git clone https://github.com/timojl/clipseg repositories/clipseg\n",
"!wget -q -O scripts/txt2mask.py https://raw.githubusercontent.com/ThereforeGames/txt2mask/main/scripts/txt2mask.py\n",
"\n",
"!wget -q https://github.com/TheLastBen/fast-stable-diffusion/raw/main/Dependencies/Dependencies_AUT.1\n",
"!wget -q https://github.com/TheLastBen/fast-stable-diffusion/raw/main/Dependencies/Dependencies_AUT.2\n",
"!mv Dependencies_AUT.1 Dependencies_AUT.7z.001\n",
"!mv Dependencies_AUT.2 Dependencies_AUT.7z.002\n",
"!7z x Dependencies_AUT.7z.001\n",
"\n",
"!cp -r ./usr/local/lib/python3.7/dist-packages /usr/local/lib/python3.7/\n",
"!rm -r ./usr\n",
"!rm Dependencies_AUT.7z.001\n",
"!rm Dependencies_AUT.7z.002\n",
" \n",
"!wget -q -O repositories/stable-diffusion/ldm/modules/attention.py https://raw.githubusercontent.com/TheLastBen/fast-stable-diffusion/main/precompiled/attention.py\n",
"\n",
"!pip install -qq scikit-image --upgrade\n",
"!pip install -qq tensorflow tensorflow-io\n",
"!pip install -qq git+https://github.com/KichangKim/DeepDanbooru.git@edf73df4cdaeea2cf00e9ac08bd8a9026b7a7b26#egg=deepdanbooru\n",
"\n",
"import time\n",
"from subprocess import getoutput\n",
"from IPython.display import clear_output\n",
"\n",
"def xformers():\n",
" s = getoutput('nvidia-smi')\n",
" if 'T4' in s:\n",
" gpu = 'T4'\n",
" elif 'P100' in s:\n",
" gpu = 'P100'\n",
" elif 'V100' in s:\n",
" gpu = 'V100'\n",
" elif 'A100' in s:\n",
" gpu = 'A100'\n",
"\n",
" while True:\n",
" try: \n",
" gpu=='T4'or gpu=='P100'or gpu=='V100'or gpu=='A100'\n",
" break\n",
" except:\n",
" pass\n",
" print('it seems that your GPU is not supported at the moment')\n",
" time.sleep(5)\n",
"\n",
" if (gpu=='T4'):\n",
" %pip install -qq https://github.com/TheLastBen/fast-stable-diffusion/raw/main/precompiled/T4/xformers-0.0.13.dev0-py3-none-any.whl\n",
" \n",
" elif (gpu=='P100'):\n",
" %pip install -qq https://github.com/TheLastBen/fast-stable-diffusion/raw/main/precompiled/P100/xformers-0.0.13.dev0-py3-none-any.whl\n",
"\n",
" elif (gpu=='V100'):\n",
" %pip install -qq https://github.com/TheLastBen/fast-stable-diffusion/raw/main/precompiled/V100/xformers-0.0.13.dev0-py3-none-any.whl\n",
"\n",
" elif (gpu=='A100'):\n",
" %pip install -qq https://github.com/TheLastBen/fast-stable-diffusion/raw/main/precompiled/A100/xformers-0.0.13.dev0-py3-none-any.whl\n",
"\n",
" clear_output()\n",
" print('\u001b[1;32mDone!')\n",
"\n",
"xformers()\n"
],
"metadata": {
"cellView": "form",
"id": "xzGnq4uoi__n"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"#@title Launch the webUI.（webUIの起動）\n",
"\n",
"username = \"user\" #@param {type:\"string\"}\n",
"password = \"pass\" #@param {type:\"string\"}\n",
"tunnel = \"gradio\" #@param [\"ngrok\", \"gradio\"]\n",
"#@markdown get a token from for ngrok. https://dashboard.ngrok.com/get-started/your-authtoken （ngrokからトークンを取得）\n",
"ngrok_authtoken = \"\" #@param {type:\"string\"}\n",
"ngrok_region = \"jp\" #@param [\"us\", \"eu\", \"au\", \"ap\", \"sa\", \"jp\", \"in\"]\n",
"\n",
"\n",
"common_args = f\"--disable-safe-unpickle --update-check --deepdanbooru --gradio-debug --gradio-auth {username}:{password}\"\n",
"if tunnel == \"ngrok\":\n",
" !COMMANDLINE_ARGS=\"{common_args} --ngrok {ngrok_authtoken} --ngrok-region {ngrok_region}\" REQS_FILE=\"requirements.txt\" python launch.py\n",
"else:\n",
" !COMMANDLINE_ARGS=\"{common_args} --share\" REQS_FILE=\"requirements.txt\" python launch.py\n"
],
"metadata": {
"id": "R-xAdMA5wxXd",
"cellView": "form"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"#@title Save to zip file with same password as cell above. （上のセルと同じパスワードでzipファイルに保存）\n",
"\n",
"%cd /content/stable-diffusion-webui\n",
"!zip -er --password={password} outputs.zip outputs "
],
"metadata": {
"id": "gBt5g_Dn0NFo",
"cellView": "form"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"#@title Save the zip file to Google Drive. （Google Driveにzipファイルを保存）\n",
"from google.colab import drive \n",
"drive_path = \"/content/drive\"\n",
"drive.mount(drive_path, force_remount=False)\n",
"\n",
"!cp \"/content/stable-diffusion-webui/outputs.zip\" \"/content/drive/MyDrive\""
],
"metadata": {
"id": "zNEgJfbhDwI6",
"cellView": "form"
},
"execution_count": null,
"outputs": []
}
]
}
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