{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8cd9b419-e368-4416-9ec8-370de5db7e22",
   "metadata": {},
   "outputs": [],
   "source": [
    "# web-uiのインストール ※初回のみ実行\n",
    "%cd /notebooks\n",
    "!git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui\n",
    "%cd /notebooks/stable-diffusion-webui"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7754e8bf-d149-4e3e-9115-e954639c1a12",
   "metadata": {},
   "outputs": [],
   "source": [
    "# googleドライブからファイルダウンロードするのに必要なツールのインストール ※初回のみ実行\n",
    "!pip install gdown\n",
    "!pip install --upgrade gdown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2fe03bfa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# install xformers\n",
    "# https://rentry.co/paperspace_de_xformers\n",
    "from pathlib import Path\n",
    "%cd /notebooks/\n",
    "! mkdir lora\n",
    "\n",
    "%cd lora\n",
    "! git clone https://github.com/kohya-ss/sd-scripts.git\n",
    "! git clone https://github.com/derrian-distro/LoRA_Easy_Training_Scripts.git\n",
    "\n",
    "%cd /notebooks/lora/sd-scripts\n",
    "! cp ~/LoRA_Easy_Training_Scripts/lora_train_command_line.py ./\n",
    "! apt install python3.10 python3.10-dev -y\n",
    "! pip3.10 install setuptools\n",
    "! apt autoremove python3-yaml python3-lxml --purge -y\n",
    "! curl https://bootstrap.pypa.io/get-pip.py | python3.10\n",
    "! pip3.10 install lxml\n",
    "! pip3.10 install -U torch==1.12.1+cu116 torchvision==0.13.1+cu116 --extra-index-url https://download.pytorch.org/whl/cu116\n",
    "! pip3.10 install `grep 'fairscale==' requirements.txt` --no-build-isolation\n",
    "! pip3.10 install gradio==3.16.2 altair==4.2.2 easygui requests timm==0.4.12 \"tensorflow<2.11\" huggingface-hub\n",
    "! pip3.10 install -r requirements.txt\n",
    "! pip3.10 install -U --pre triton\n",
    "! pip3.10 uninstall accelerate -y;pip3.10 install accelerate\n",
    "! pip3.10 install -U https://github.com/ninele7/xfromers_builds/releases/download/3393900949/xformers-0.0.14.dev0-cp310-cp310-linux_x86_64.whl\n",
    "! sed -i 's/^accelerate.*//g' /notebooks/stable-diffusion-webui/requirements_versions.txt\n",
    "d = Path(\"/root/.cache/huggingface/accelerate\")\n",
    "if not d.exists():\n",
    "    d.mkdir(parents=True)\n",
    "p = d / Path(\"default_config.yaml\")\n",
    "p.write_text(\"\"\"command_file: null\n",
    "commands: null\n",
    "compute_environment: LOCAL_MACHINE\n",
    "deepspeed_config: {}\n",
    "distributed_type: 'NO'\n",
    "downcast_bf16: 'no'\n",
    "dynamo_backend: 'NO'\n",
    "fsdp_config: {}\n",
    "gpu_ids: all\n",
    "machine_rank: 0\n",
    "main_process_ip: null\n",
    "main_process_port: null\n",
    "main_training_function: main\n",
    "megatron_lm_config: {}\n",
    "mixed_precision: fp16\n",
    "num_machines: 1\n",
    "num_processes: 1\n",
    "rdzv_backend: static\n",
    "same_network: true\n",
    "tpu_name: null\n",
    "tpu_zone: null\n",
    "use_cpu: false\"\"\")\n",
    "\n",
    "! echo FINISHED!\n",
    "! date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "22601392",
   "metadata": {},
   "outputs": [],
   "source": [
    "# install extensions\n",
    "%cd /notebooks/stable-diffusion-webui/extensions\n",
    "!git clone https://github.com/kohya-ss/sd-webui-additional-networks\n",
    "!git clone https://github.com/Mikubill/sd-webui-controlnet.git\n",
    "!git clone https://github.com/yfszzx/stable-diffusion-webui-images-browser\t\n",
    "!git clone https://github.com/toriato/stable-diffusion-webui-wd14-tagger.git\n",
    "!git clone https://github.com/toriato/stable-diffusion-webui-daam.git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f34e111a-28d7-456e-bb38-c142c781a680",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 各モデルのダウンロード ※初回のみ実行\n",
    "# ※なにかしらのモデルが入っていないとweb-uiは起動しません\n",
    "%cd /notebooks/stable-diffusion-webui/models/Stable-diffusion\n",
    "!curl -OL https://huggingface.co/Defpoint/Defmix-v2.0/resolve/main/Defmix-v2.0.safetensors # 2.1GB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0eb13e70",
   "metadata": {},
   "outputs": [],
   "source": [
    "## download models\n",
    "\n",
    "### CKPT\n",
    "%cd /notebooks/stable-diffusion-webui/models/Stable-diffusion/\n",
    "#!curl -OL https://huggingface.co/syaimu/7th_Layer/resolve/main/7th_anime_v3/7th_anime_v3_B.safetensors # \n",
    "#!curl -OL https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/Models/AbyssOrangeMix3/AOM3A1.safetensors # 2.13 GB\n",
    "#!curl -OL https://huggingface.co/gsdf/Counterfeit-V2.5/resolve/main/Counterfeit-V2.5.safetensors # 7.7 GB\n",
    "#!curl -OL https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/Models/ElyOrangeMix/ElyNightOrangeMix.ckpt # 4.27 GB\n",
    "#!curl -OL https://huggingface.co/Defpoint/Defmix-v2.0/resolve/main/Defmix-v2.0.safetensors # 2.1GB\n",
    "\n",
    "### VAE\n",
    "%cd /notebooks/stable-diffusion-webui/models/VAE/\n",
    "!curl -OL https://huggingface.co/andite/anything-v4.0/resolve/main/anything-v4.0.vae.pt\n",
    "\n",
    "### EMBEDDING\n",
    "%cd /notebooks/stable-diffusion-webui/embeddings/\n",
    "#!curl -OL https://huggingface.co/datasets/Nerfgun3/bad_prompt/resolve/main/bad_prompt_version2.pt\n",
    "!curl -OL https://huggingface.co/datasets/gsdf/EasyNegative/resolve/main/EasyNegative.safetensors\n",
    "#!curl -OL https://huggingface.co/nick-x-hacker/bad-artist/resolve/main/bad-artist.pt\n",
    "\n",
    "### LoRA\n",
    "%cd /notebooks/stable-diffusion-webui/extensions/sd-webui-additional-networks/models/lora/\n",
    "#!curl -OL https://huggingface.co/yui-futao/LoRA-fto/resolve/main/fto-v43.safetensors\n",
    "\n",
    "### ControlNet\n",
    "%cd /notebooks/stable-diffusion-webui/extensions/sd-webui-controlnet/models\n",
    "#!curl -OL https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_canny-fp16.safetensors\n",
    "#!curl -OL https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_depth-fp16.safetensors\n",
    "#!curl -OL https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_normal-fp16.safetensors\n",
    "#!curl -OL https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_openpose-fp16.safetensors\n",
    "#!curl -OL https://huggingface.co/webui/ControlNet-modules-safetensors/resolve/main/control_seg-fp16.safetensors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d7a0b98-720c-4d6f-bf51-966114128c63",
   "metadata": {},
   "outputs": [],
   "source": [
    "# config.json の復元\n",
    "%cd /notebooks/stable-diffusion-webui/\n",
    "!curl -OL https://huggingface.co/datasets/yui-futao/notebooks/raw/main/config.json\n",
    "!curl -OL https://huggingface.co/datasets/yui-futao/notebooks/raw/main/ui-config.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "837b2843",
   "metadata": {},
   "outputs": [],
   "source": [
    "!cd; git clone https://github.com/doHub1/dotfiles.git; cd dotfiles; bash install.sh; cd /notebooks/ #DOT\n",
    "!cp /usr/share/zoneinfo/Asia/Tokyo /etc/localtime #TZ=JST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca0e037f-4f6d-4122-9b4e-0ce8853e2bf3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# web-uiの起動\n",
    "# ログイン用のユーザーネームとパスワードは --gradio-auth ユーザーネーム:パスワード となる。書き換え推奨。\n",
    "%cd /notebooks/stable-diffusion-webui\n",
    "!python launch.py\\\n",
    "--gradio-auth <gradio_username>:<gradio_password>\\\n",
    "--share\\\n",
    "--xformers\\\n",
    "--no-half-vae\\\n",
    "--skip-version-check\\\n",
    "--enable-insecure-extension-access"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9b447c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "!watch -d -n 10 \"ls -lh /notebooks/stable-diffusion-webui/outputs/ |grep 2023 & du -h /notebooks/stable-diffusion-webui/outputs/ |grep 2023\""
   ]
  }
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