in-painting with stable diffusion using diffusers with canvas drawing.ipynb

in-painting-with-stable-diffusion-using-diffusers-with-canvas-drawing.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/thx-pw/dc08b4367f4136e1d93361a1ea84d51b/in-painting-with-stable-diffusion-using-diffusers-with-canvas-drawing.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# HuggingFaceにログインする必要がなくなりました。（2023年2月5日）"
      ],
      "metadata": {
        "id": "d4zHW4d3U8II"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# パッケージのインストールやモデルの読み込み（2分くらい）\n"
      ],
      "metadata": {
        "id": "n8F_XVlBTdwK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#@title diffusersなどパッケージのインストール\n",
        "!pip install -qq diffusers[torch]==0.12.1 transformers==4.26.0 ftfy==6.1.1 accelerate==0.16.0"
      ],
      "metadata": {
        "id": "UvcotwslAhdt",
        "cellView": "form",
        "outputId": "1a5d5aef-53b4-4f1c-a8e4-7d36184edc43",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m604.0/604.0 KB\u001b[0m \u001b[31m9.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.6/7.6 MB\u001b[0m \u001b[31m25.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title RealESRGANパッケージのインストール\n",
        "!git clone https://github.com/xinntao/Real-ESRGAN.git --quiet\n",
        "%cd /content/Real-ESRGAN\n",
        "# Set up the environment\n",
        "!pip install -qq basicsr==1.4.2 facexlib==0.2.5 gfpgan==1.3.8 -r requirements.txt\n",
        "!python setup.py -q develop\n",
        "# Download the pre-trained model\n",
        "!wget -q https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth -P experiments/pretrained_models\n",
        "%cd /content"
      ],
      "metadata": {
        "cellView": "form",
        "id": "bg8h5cWzT6FA",
        "outputId": "83435e10-e8aa-4a25-8e89-380513559f0c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "fatal: destination path 'Real-ESRGAN' already exists and is not an empty directory.\n",
            "/content/Real-ESRGAN\n",
            "/content\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "MODEL_NAME = \"JosephusCheung/ACertainThing\" #@param [\"hakurei/waifu-diffusion\", \"runwayml/stable-diffusion-v1-5\", \"CompVis/stable-diffusion-v1-4\", \"naclbit/trinart_stable_diffusion_v2,diffusers-115k\", \"naclbit/trinart_stable_diffusion_v2,diffusers-95k\", \"naclbit/trinart_stable_diffusion_v2,diffusers-60k\", \"JosephusCheung/ACertainThing\"] {allow-input: true}\n",
        "\n",
        "#@title StableDiffusionのモデル読み込み\n",
        "\n",
        "import PIL\n",
        "import torch\n",
        "from diffusers import (\n",
        "  StableDiffusionInpaintPipelineLegacy\n",
        ")\n",
        "\n",
        "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
        "\n",
        "pipe = StableDiffusionInpaintPipelineLegacy.from_pretrained(\n",
        "    MODEL_NAME,\n",
        "    torch_dtype=torch.float16,\n",
        "    low_cpu_mem_usage=True\n",
        ").to(device)\n",
        "pipe.enable_attention_slicing()\n",
        "pipe.safety_checker.forward = lambda clip_input, images:(images, [False]*len(images))\n",
        "\n",
        "def inpaint(p, init_image, mask_image=None, strength=0.75, num_inference_steps=50, guidance_scale=7.5, generator=None, num_samples=1, n_iter=1):\n",
        "    all_images = []\n",
        "    for _ in range(n_iter):\n",
        "        with torch.autocast(device):\n",
        "            images = pipe(\n",
        "                prompt=[p] * num_samples,\n",
        "                init_image=init_image,\n",
        "                mask_image=mask_image,\n",
        "                strength=strength,\n",
        "                num_inference_steps=num_inference_steps,\n",
        "                guidance_scale=guidance_scale,\n",
        "                generator=generator,\n",
        "            )\n",
        "        for sample, nsfw_content_detected in zip(images[\"images\"], images[\"nsfw_content_detected\"]):\n",
        "            if not nsfw_content_detected:\n",
        "                im  = PIL.Image.composite(sample, init_image, mask_image.convert('L'))\n",
        "                all_images.append(im)\n",
        "            else:\n",
        "                all_images.append(sample)\n",
        "    return all_images"
      ],
      "metadata": {
        "id": "fBYYWtX7BEoC",
        "cellView": "form"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "IyJ9Au11yzN6",
        "cellView": "form"
      },
      "outputs": [],
      "source": [
        "#@title キャンバスでお絵描きする機能の読み込み\n",
        "from IPython.display import display, Javascript, HTML\n",
        "from google.colab import files\n",
        "from google.colab.output import eval_js\n",
        "from base64 import b64encode, b64decode\n",
        "import os\n",
        "import cv2\n",
        "import numpy as np\n",
        "\n",
        "class CanvasControl(object):\n",
        "  def __init__(self, width, height, id):\n",
        "    self.id = id\n",
        "    self.width = width\n",
        "    self.height = height\n",
        "    self.upload_filename = f'/content/uploaded_{id}.png'\n",
        "    self.save_filename = f'/content/saved_{id}.png'\n",
        "\n",
        "    self.init_html()\n",
        "    self.init_js()\n",
        "\n",
        "    if id == 'mask_image':\n",
        "      self.imread('/content/saved_init_image.png', id='init_image')\n",
        "    \n",
        "    if os.path.isfile(self.save_filename):\n",
        "      self.imread(self.save_filename)\n",
        "    elif os.path.isfile(self.upload_filename):\n",
        "      self.imread(self.upload_filename)\n",
        "    else:\n",
        "      if id == 'mask_image':\n",
        "        img = self.grab_cut_first()\n",
        "      else:\n",
        "        img = self.get_white_screen()\n",
        "      cv2.imwrite(self.save_filename, img)\n",
        "      self.imread(self.save_filename)\n",
        "\n",
        "  def get_white_screen(self):\n",
        "      img = np.zeros((self.height, self.width, 3), np.uint8)\n",
        "      img.fill(255)\n",
        "      return img\n",
        "\n",
        "  def grab_cut_first(self):\n",
        "      img = cv2.imread('/content/saved_init_image.png')\n",
        "      mask = np.zeros(img.shape[:2],np.uint8)\n",
        "      rect = (1, 1, self.width, self.height)\n",
        "      bgdModel = np.zeros((1,65),np.float64)\n",
        "      fgdModel = np.zeros((1,65),np.float64)\n",
        "      cv2.grabCut(img,mask,rect,bgdModel,fgdModel,5,cv2.GC_INIT_WITH_RECT)\n",
        "      mask2 = np.where((mask==2)|(mask==0),0,1).astype('uint8')\n",
        "      white = self.get_white_screen()\n",
        "      img = white*mask2[:,:,np.newaxis]\n",
        "      return img\n",
        "\n",
        "  def grab_cut_imwrite(self, filename):\n",
        "      img = self.grab_cut_first()\n",
        "      cv2.imwrite(filename, img)\n",
        "      self.imread(filename)\n",
        "\n",
        "  def init_html(self):\n",
        "    grab_cut = '' if self.id == 'mask_image' else 'hidden'\n",
        "    \n",
        "    html = f'''\n",
        "      <div id=\"stage\">\n",
        "        <canvas id=\"init_image\"></canvas>\n",
        "        <canvas id=\"mask_image\"></canvas>\n",
        "      </div>\n",
        "      <div>\n",
        "        <label for=\"strokeColor\">ペンの色</label>\n",
        "        <input type=\"color\" value=\"#FFFFFF\" id=\"strokeColor\">\n",
        "        <label for=\"fillColor\">塗りつぶしの色</label>\n",
        "        <input type=\"color\" value=\"#000000\" id=\"fillColor\">\n",
        "      </div>\n",
        "      <div class=\"slidecontainer\">\n",
        "      <label for=\"lineWidth\" id=\"lineWidthLabel\">16px</label>\n",
        "        <input type=\"range\" min=\"1\" max=\"64\" value=\"16\" class=\"slider\" id=\"lineWidth\">\n",
        "      </div>\n",
        "      <div>\n",
        "        <button id=\"fill_screen\">塗りつぶし</button>\n",
        "        <button id=\"negative_positive_inversion\">ネガポジ反転</button>\n",
        "        <button id=\"grab_cut\" {grab_cut}>グラブカット</button>\n",
        "      </div>\n",
        "      <div>\n",
        "        <button id=\"upload_uploaded_image\">画像アップロード -> uploaded_{self.id}.png</button>\n",
        "        <button id=\"load_uploaded_image\">アップした画像を読み込み -> uploaded_{self.id}.png</button>\n",
        "      </div>\n",
        "      <div>\n",
        "        <button id=\"save_saved_image\">描いた画像を保存 -> saved_{self.id}.png</button>\n",
        "        <button id=\"load_saved_image\">描いた画像を読み込み -> saved_{self.id}.png</button>\n",
        "      </div>\n",
        "    '''\n",
        "    css = '''\n",
        "      <style>\n",
        "        #stage {\n",
        "          width: %spx;\n",
        "          height: %spx;\n",
        "          position: relative;\n",
        "          border: 2px solid black;\n",
        "        }\n",
        "        canvas { position: absolute; }\n",
        "        #mask_image { z-index: 2; }\n",
        "        #init_image { z-index: 1; }\n",
        "      </style>\n",
        "    ''' % (self.width, self.height)\n",
        "    html_css = HTML(html + css)\n",
        "    display(html_css)\n",
        "\n",
        "  def init_js(self):\n",
        "    js = Javascript('''\n",
        "    async function drawImage(id, width, height, read_filename, write_filename) {\n",
        "      const canvas = document.getElementById(id);\n",
        "      canvas.width = width;\n",
        "      canvas.height = height;\n",
        "      const ctx = canvas.getContext('2d');\n",
        "      const strokeColor = document.querySelector('#strokeColor');\n",
        "      const fillColor = document.querySelector('#fillColor');\n",
        "      const slider = document.getElementById(\"lineWidth\");\n",
        "      ctx.strokeStyle = strokeColor.getAttribute('value');\n",
        "      ctx.fillStyle = fillColor.getAttribute('value');\n",
        "      ctx.lineWidth = slider.getAttribute('value');\n",
        "      if (id == 'mask_image') {\n",
        "        ctx.globalAlpha = 0.5;\n",
        "      }\n",
        "      function updateStroke(event){\n",
        "        ctx.strokeStyle = event.target.value;\n",
        "        strokeColor.setAttribute(\"value\", event.target.value); \n",
        "      }\n",
        "      function updateFillColor(event){\n",
        "        ctx.fillStyle = event.target.value;\n",
        "        fillColor.setAttribute(\"value\", event.target.value); \n",
        "      }\n",
        "      slider.oninput = function() {\n",
        "        ctx.lineWidth = this.value;\n",
        "        slider.setAttribute(\"value\", this.value); \n",
        "        lineWidthLabel.innerHTML = `${this.value}px`;\n",
        "      }\n",
        "      strokeColor.addEventListener(\"change\", updateStroke, false);\n",
        "      fillColor.addEventListener(\"change\", updateFillColor, false);\n",
        "      \n",
        "      const fill_screen_button = document.querySelector('#fill_screen')\n",
        "      const negative_positive_inversion_button = document.querySelector('#negative_positive_inversion')\n",
        "      const grab_cut_button = document.querySelector('#grab_cut')\n",
        "      const upload_uploaded_image_button = document.querySelector('#upload_uploaded_image')\n",
        "      const load_uploaded_image_button = document.querySelector('#load_uploaded_image')\n",
        "      const save_saved_image_button = document.querySelector('#save_saved_image')\n",
        "      const load_saved_image_button = document.querySelector('#load_saved_image')\n",
        "      const mouse = {x: 0, y: 0}\n",
        "      canvas.addEventListener('mousemove', function(e) {\n",
        "        mouse.x = e.pageX - this.offsetLeft\n",
        "        mouse.y = e.pageY - this.offsetTop\n",
        "      })\n",
        "      canvas.onmousedown = ()=>{\n",
        "        ctx.beginPath()\n",
        "        ctx.moveTo(mouse.x, mouse.y)\n",
        "        canvas.addEventListener('mousemove', onPaint)\n",
        "      }\n",
        "      canvas.onmouseup = ()=>{\n",
        "        canvas.removeEventListener('mousemove', onPaint)\n",
        "      }\n",
        "      const onPaint = ()=>{\n",
        "        ctx.lineTo(mouse.x, mouse.y)\n",
        "        ctx.stroke()\n",
        "      }\n",
        "\n",
        "      fill_screen_button.onclick = ()=>{\n",
        "        ctx.clearRect(0, 0, canvas.width, canvas.height);\n",
        "        ctx.fillRect(0, 0, canvas.width, canvas.height);\n",
        "      }\n",
        "\n",
        "      negative_positive_inversion_button.onclick = ()=>{\n",
        "        const src = ctx.getImageData(0, 0, canvas.width, canvas.height);\n",
        "        const dst = ctx.createImageData(canvas.width, canvas.height);\n",
        "\n",
        "        //ネガポジ変換\n",
        "        for (let i = 0; i < src.data.length; i=i+4) {\n",
        "            dst.data[i]   = 255 - src.data[i];    //R\n",
        "            dst.data[i+1] = 255 - src.data[i+1];  //G\n",
        "            dst.data[i+2] = 255 - src.data[i+2];  //B\n",
        "            dst.data[i+3] = src.data[i+3];        //A\n",
        "        }\n",
        "        ctx.putImageData(dst, 0, 0);\n",
        "      }\n",
        "\n",
        "      grab_cut_button.onclick = async ()=>{\n",
        "        const result = await google.colab.kernel.invokeFunction(\n",
        "          'notebook.grab_cut', // The callback name.\n",
        "          [read_filename], // The arguments.\n",
        "          {}); // kwargs\n",
        "      }\n",
        "\n",
        "      upload_uploaded_image_button.onclick = async ()=>{\n",
        "        const result = await google.colab.kernel.invokeFunction(\n",
        "          'notebook.upload', // The callback name.\n",
        "          {}); // kwargs\n",
        "        load_uploaded_image_button.onclick()\n",
        "      }\n",
        "\n",
        "      load_uploaded_image_button.onclick = async ()=>{\n",
        "        const result = await google.colab.kernel.invokeFunction(\n",
        "          'notebook.imread', // The callback name.\n",
        "          [read_filename], // The arguments.\n",
        "          {}); // kwargs\n",
        "        save_saved_image_button.onclick()\n",
        "      }\n",
        "      \n",
        "      save_saved_image_button.onclick = async ()=>{\n",
        "        const result = await google.colab.kernel.invokeFunction(\n",
        "          'notebook.imwrite', // The callback name.\n",
        "          [write_filename], // The arguments.\n",
        "          {}); // kwargs\n",
        "      }\n",
        "\n",
        "      load_saved_image_button.onclick = async ()=>{\n",
        "        const result = await google.colab.kernel.invokeFunction(\n",
        "          'notebook.imread', // The callback name.\n",
        "          [write_filename], // The arguments.\n",
        "          {}); // kwargs\n",
        "      }\n",
        "\n",
        "      fill_screen_button.onclick()\n",
        "    }\n",
        "    ''')\n",
        "    display(js)\n",
        "    eval_js(f'drawImage(\"{self.id}\", \"{self.width}\", \"{self.height}\", \"{self.upload_filename}\", \"{self.save_filename}\")') \n",
        "\n",
        "  def imwrite(self, filename):\n",
        "    js = Javascript('''\n",
        "    async function writeImage(id) {\n",
        "      const canvas = document.getElementById(id);\n",
        "      const ctx = canvas.getContext('2d');\n",
        "      const backupData = ctx.getImageData(0, 0, canvas.width, canvas.height);\n",
        "      if (id == 'mask_image') {\n",
        "        const imageData = ctx.getImageData(0, 0, canvas.width, canvas.height);\n",
        "        const data = imageData.data;\n",
        "        for(let i = 0; i < data.length; i += 4){ \n",
        "          data[i + 3] = 255;\n",
        "        }\n",
        "        imageData.data = data;\n",
        "        ctx.putImageData(imageData, 0, 0); \n",
        "      }\n",
        "      const png = canvas.toDataURL('image/png');\n",
        "      if (id == 'mask_image') {\n",
        "        ctx.putImageData(backupData, 0, 0); \n",
        "      }\n",
        "\n",
        "      return png;\n",
        "    }\n",
        "    ''')\n",
        "\n",
        "    display(js)\n",
        "    data = eval_js(f'writeImage(\"{self.id}\")')\n",
        "    binary = b64decode(data.split(',')[1])\n",
        "    with open(filename, 'wb') as f:\n",
        "      f.write(binary)\n",
        "\n",
        "  def imread(self, filename, id=None):\n",
        "    if id is None:\n",
        "      id = self.id\n",
        "    js = Javascript('''\n",
        "    async function showImage(id, data, width, height) {\n",
        "      const canvas = document.getElementById(id);\n",
        "      const ctx = canvas.getContext('2d');\n",
        "      const strokeColor = document.querySelector('#strokeColor');\n",
        "      const fillColor = document.querySelector('#fillColor');\n",
        "      const slider = document.getElementById(\"lineWidth\");\n",
        "      const image = new Image();\n",
        "      image.src = data;\n",
        "      image.onload = () => {\n",
        "        canvas.width = width;\n",
        "        canvas.height = height;\n",
        "        if (id == 'mask_image') {\n",
        "          ctx.globalAlpha = 0.5;\n",
        "        }\n",
        "        ctx.drawImage(image, 0, 0, width, height);\n",
        "        ctx.strokeStyle = strokeColor.getAttribute('value');\n",
        "        ctx.fillStyle = fillColor.getAttribute('value');\n",
        "        ctx.lineWidth = slider.getAttribute('value');\n",
        "      };\n",
        "    }\n",
        "    ''')\n",
        "\n",
        "    image = cv2.imread(filename)\n",
        "    scaled_img = self.resize_and_pad(image, (self.height,  self.width), 127)\n",
        "    height, width = scaled_img.shape[:2]\n",
        "    ret, data = cv2.imencode('.png', scaled_img)\n",
        "    data = b64encode(data) \n",
        "    data = data.decode()\n",
        "    data = 'data:image/png;base64,' + data\n",
        "\n",
        "    display(js)\n",
        "    eval_js(f'showImage(\"{id}\", \"{data}\", \"{width}\", \"{height}\")') \n",
        "\n",
        "  def upload(self):\n",
        "    uploaded = files.upload()\n",
        "    uploaded = list(uploaded.keys())\n",
        "    assert len(uploaded) == 1\n",
        "    os.rename(uploaded[0], self.upload_filename) \n",
        "  \n",
        "  def resize_and_pad(self, img, size, padColor=0):\n",
        "    h, w = img.shape[:2]\n",
        "    sh, sw = size\n",
        "\n",
        "    # interpolation method\n",
        "    if h > sh or w > sw: # shrinking image\n",
        "        interp = cv2.INTER_AREA\n",
        "    else: # stretching image\n",
        "        interp = cv2.INTER_CUBIC\n",
        "\n",
        "    # aspect ratio of image\n",
        "    aspect = w/h  # if on Python 2, you might need to cast as a float: float(w)/h\n",
        "\n",
        "    # compute scaling and pad sizing\n",
        "    if aspect > 1: # horizontal image\n",
        "        new_w = sw\n",
        "        new_h = np.round(new_w/aspect).astype(int)\n",
        "        pad_vert = (sh-new_h)/2\n",
        "        pad_top, pad_bot = np.floor(pad_vert).astype(int), np.ceil(pad_vert).astype(int)\n",
        "        pad_left, pad_right = 0, 0\n",
        "    elif aspect < 1: # vertical image\n",
        "        new_h = sh\n",
        "        new_w = np.round(new_h*aspect).astype(int)\n",
        "        pad_horz = (sw-new_w)/2\n",
        "        pad_left, pad_right = np.floor(pad_horz).astype(int), np.ceil(pad_horz).astype(int)\n",
        "        pad_top, pad_bot = 0, 0\n",
        "    else: # square image\n",
        "        new_h, new_w = sh, sw\n",
        "        pad_left, pad_right, pad_top, pad_bot = 0, 0, 0, 0\n",
        "\n",
        "    # set pad color\n",
        "    if len(img.shape) is 3 and not isinstance(padColor, (list, tuple, np.ndarray)): # color image but only one color provided\n",
        "        padColor = [padColor]*3\n",
        "\n",
        "    # scale and pad\n",
        "    scaled_img = cv2.resize(img, (new_w, new_h), interpolation=interp)\n",
        "    scaled_img = cv2.copyMakeBorder(scaled_img, pad_top, pad_bot, pad_left, pad_right, borderType=cv2.BORDER_CONSTANT, value=padColor)\n",
        "\n",
        "    return scaled_img\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# ここから操作して画像をアップロードしたりする"
      ],
      "metadata": {
        "id": "6U_3IfftUQLw"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "NiHN30LLzNdi",
        "cellView": "form",
        "outputId": "9f703b09-bae9-4f2f-eeda-1697de544612",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 759
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "      <div id=\"stage\">\n",
              "        <canvas id=\"init_image\"></canvas>\n",
              "        <canvas id=\"mask_image\"></canvas>\n",
              "      </div>\n",
              "      <div>\n",
              "        <label for=\"strokeColor\">ペンの色</label>\n",
              "        <input type=\"color\" value=\"#FFFFFF\" id=\"strokeColor\">\n",
              "        <label for=\"fillColor\">塗りつぶしの色</label>\n",
              "        <input type=\"color\" value=\"#000000\" id=\"fillColor\">\n",
              "      </div>\n",
              "      <div class=\"slidecontainer\">\n",
              "      <label for=\"lineWidth\" id=\"lineWidthLabel\">16px</label>\n",
              "        <input type=\"range\" min=\"1\" max=\"64\" value=\"16\" class=\"slider\" id=\"lineWidth\">\n",
              "      </div>\n",
              "      <div>\n",
              "        <button id=\"fill_screen\">塗りつぶし</button>\n",
              "        <button id=\"negative_positive_inversion\">ネガポジ反転</button>\n",
              "        <button id=\"grab_cut\" hidden>グラブカット</button>\n",
              "      </div>\n",
              "      <div>\n",
              "        <button id=\"upload_uploaded_image\">画像アップロード -> uploaded_init_image.png</button>\n",
              "        <button id=\"load_uploaded_image\">アップした画像を読み込み -> uploaded_init_image.png</button>\n",
              "      </div>\n",
              "      <div>\n",
              "        <button id=\"save_saved_image\">描いた画像を保存 -> saved_init_image.png</button>\n",
              "        <button id=\"load_saved_image\">描いた画像を読み込み -> saved_init_image.png</button>\n",
              "      </div>\n",
              "    \n",
              "      <style>\n",
              "        #stage {\n",
              "          width: 512px;\n",
              "          height: 512px;\n",
              "          position: relative;\n",
              "          border: 2px solid black;\n",
              "        }\n",
              "        canvas { position: absolute; }\n",
              "        #mask_image { z-index: 2; }\n",
              "        #init_image { z-index: 1; }\n",
              "      </style>\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function drawImage(id, width, height, read_filename, write_filename) {\n",
              "      const canvas = document.getElementById(id);\n",
              "      canvas.width = width;\n",
              "      canvas.height = height;\n",
              "      const ctx = canvas.getContext('2d');\n",
              "      const strokeColor = document.querySelector('#strokeColor');\n",
              "      const fillColor = document.querySelector('#fillColor');\n",
              "      const slider = document.getElementById(\"lineWidth\");\n",
              "      ctx.strokeStyle = strokeColor.getAttribute('value');\n",
              "      ctx.fillStyle = fillColor.getAttribute('value');\n",
              "      ctx.lineWidth = slider.getAttribute('value');\n",
              "      if (id == 'mask_image') {\n",
              "        ctx.globalAlpha = 0.5;\n",
              "      }\n",
              "      function updateStroke(event){\n",
              "        ctx.strokeStyle = event.target.value;\n",
              "        strokeColor.setAttribute(\"value\", event.target.value); \n",
              "      }\n",
              "      function updateFillColor(event){\n",
              "        ctx.fillStyle = event.target.value;\n",
              "        fillColor.setAttribute(\"value\", event.target.value); \n",
              "      }\n",
              "      slider.oninput = function() {\n",
              "        ctx.lineWidth = this.value;\n",
              "        slider.setAttribute(\"value\", this.value); \n",
              "        lineWidthLabel.innerHTML = `${this.value}px`;\n",
              "      }\n",
              "      strokeColor.addEventListener(\"change\", updateStroke, false);\n",
              "      fillColor.addEventListener(\"change\", updateFillColor, false);\n",
              "      \n",
              "      const fill_screen_button = document.querySelector('#fill_screen')\n",
              "      const negative_positive_inversion_button = document.querySelector('#negative_positive_inversion')\n",
              "      const grab_cut_button = document.querySelector('#grab_cut')\n",
              "      const upload_uploaded_image_button = document.querySelector('#upload_uploaded_image')\n",
              "      const load_uploaded_image_button = document.querySelector('#load_uploaded_image')\n",
              "      const save_saved_image_button = document.querySelector('#save_saved_image')\n",
              "      const load_saved_image_button = document.querySelector('#load_saved_image')\n",
              "      const mouse = {x: 0, y: 0}\n",
              "      canvas.addEventListener('mousemove', function(e) {\n",
              "        mouse.x = e.pageX - this.offsetLeft\n",
              "        mouse.y = e.pageY - this.offsetTop\n",
              "      })\n",
              "      canvas.onmousedown = ()=>{\n",
              "        ctx.beginPath()\n",
              "        ctx.moveTo(mouse.x, mouse.y)\n",
              "        canvas.addEventListener('mousemove', onPaint)\n",
              "      }\n",
              "      canvas.onmouseup = ()=>{\n",
              "        canvas.removeEventListener('mousemove', onPaint)\n",
              "      }\n",
              "      const onPaint = ()=>{\n",
              "        ctx.lineTo(mouse.x, mouse.y)\n",
              "        ctx.stroke()\n",
              "      }\n",
              "\n",
              "      fill_screen_button.onclick = ()=>{\n",
              "        ctx.clearRect(0, 0, canvas.width, canvas.height);\n",
              "        ctx.fillRect(0, 0, canvas.width, canvas.height);\n",
              "      }\n",
              "\n",
              "      negative_positive_inversion_button.onclick = ()=>{\n",
              "        const src = ctx.getImageData(0, 0, canvas.width, canvas.height);\n",
              "        const dst = ctx.createImageData(canvas.width, canvas.height);\n",
              "\n",
              "        //ネガポジ変換\n",
              "        for (let i = 0; i < src.data.length; i=i+4) {\n",
              "            dst.data[i]   = 255 - src.data[i];    //R\n",
              "            dst.data[i+1] = 255 - src.data[i+1];  //G\n",
              "            dst.data[i+2] = 255 - src.data[i+2];  //B\n",
              "            dst.data[i+3] = src.data[i+3];        //A\n",
              "        }\n",
              "        ctx.putImageData(dst, 0, 0);\n",
              "      }\n",
              "\n",
              "      grab_cut_button.onclick = async ()=>{\n",
              "        const result = await google.colab.kernel.invokeFunction(\n",
              "          'notebook.grab_cut', // The callback name.\n",
              "          [read_filename], // The arguments.\n",
              "          {}); // kwargs\n",
              "      }\n",
              "\n",
              "      upload_uploaded_image_button.onclick = async ()=>{\n",
              "        const result = await google.colab.kernel.invokeFunction(\n",
              "          'notebook.upload', // The callback name.\n",
              "          {}); // kwargs\n",
              "        load_uploaded_image_button.onclick()\n",
              "      }\n",
              "\n",
              "      load_uploaded_image_button.onclick = async ()=>{\n",
              "        const result = await google.colab.kernel.invokeFunction(\n",
              "          'notebook.imread', // The callback name.\n",
              "          [read_filename], // The arguments.\n",
              "          {}); // kwargs\n",
              "        save_saved_image_button.onclick()\n",
              "      }\n",
              "      \n",
              "      save_saved_image_button.onclick = async ()=>{\n",
              "        const result = await google.colab.kernel.invokeFunction(\n",
              "          'notebook.imwrite', // The callback name.\n",
              "          [write_filename], // The arguments.\n",
              "          {}); // kwargs\n",
              "      }\n",
              "\n",
              "      load_saved_image_button.onclick = async ()=>{\n",
              "        const result = await google.colab.kernel.invokeFunction(\n",
              "          'notebook.imread', // The callback name.\n",
              "          [write_filename], // The arguments.\n",
              "          {}); // kwargs\n",
              "      }\n",
              "\n",
              "      fill_screen_button.onclick()\n",
              "    }\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function showImage(id, data, width, height) {\n",
              "      const canvas = document.getElementById(id);\n",
              "      const ctx = canvas.getContext('2d');\n",
              "      const strokeColor = document.querySelector('#strokeColor');\n",
              "      const fillColor = document.querySelector('#fillColor');\n",
              "      const slider = document.getElementById(\"lineWidth\");\n",
              "      const image = new Image();\n",
              "      image.src = data;\n",
              "      image.onload = () => {\n",
              "        canvas.width = width;\n",
              "        canvas.height = height;\n",
              "        if (id == 'mask_image') {\n",
              "          ctx.globalAlpha = 0.5;\n",
              "        }\n",
              "        ctx.drawImage(image, 0, 0, width, height);\n",
              "        ctx.strokeStyle = strokeColor.getAttribute('value');\n",
              "        ctx.fillStyle = fillColor.getAttribute('value');\n",
              "        ctx.lineWidth = slider.getAttribute('value');\n",
              "      };\n",
              "    }\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-5b904434-aee5-4945-892b-1e6d25435b3b\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-5b904434-aee5-4945-892b-1e6d25435b3b\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script>// Copyright 2017 Google LLC\n",
              "//\n",
              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
              "// you may not use this file except in compliance with the License.\n",
              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
              "(function(scope) {\n",
              "function span(text, styleAttributes = {}) {\n",
              "  const element = document.createElement('span');\n",
              "  element.textContent = text;\n",
              "  for (const key of Object.keys(styleAttributes)) {\n",
              "    element.style[key] = styleAttributes[key];\n",
              "  }\n",
              "  return element;\n",
              "}\n",
              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
              "\n",
              "function _uploadFiles(inputId, outputId) {\n",
              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
              "  outputElement.steps = steps;\n",
              "\n",
              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
              "  const next = steps.next(outputElement.lastPromiseValue);\n",
              "  return Promise.resolve(next.value.promise).then((value) => {\n",
              "    // Cache the last promise value to make it available to the next\n",
              "    // step of the generator.\n",
              "    outputElement.lastPromiseValue = value;\n",
              "    return next.value.response;\n",
              "  });\n",
              "}\n",
              "\n",
              "/**\n",
              " * Generator function which is called between each async step of the upload\n",
              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
              " */\n",
              "function* uploadFilesStep(inputId, outputId) {\n",
              "  const inputElement = document.getElementById(inputId);\n",
              "  inputElement.disabled = false;\n",
              "\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
              "    inputElement.addEventListener('change', (e) => {\n",
              "      resolve(e.target.files);\n",
              "    });\n",
              "  });\n",
              "\n",
              "  const cancel = document.createElement('button');\n",
              "  inputElement.parentElement.appendChild(cancel);\n",
              "  cancel.textContent = 'Cancel upload';\n",
              "  const cancelPromise = new Promise((resolve) => {\n",
              "    cancel.onclick = () => {\n",
              "      resolve(null);\n",
              "    };\n",
              "  });\n",
              "\n",
              "  // Wait for the user to pick the files.\n",
              "  const files = yield {\n",
              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
              "      action: 'starting',\n",
              "    }\n",
              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
              "    return {\n",
              "      response: {\n",
              "        action: 'complete',\n",
              "      }\n",
              "    };\n",
              "  }\n",
              "\n",
              "  for (const file of files) {\n",
              "    const li = document.createElement('li');\n",
              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
              "    li.append(span(\n",
              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
              "        `last modified: ${\n",
              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
              "    const percent = span('0% done');\n",
              "    li.appendChild(percent);\n",
              "\n",
              "    outputElement.appendChild(li);\n",
              "\n",
              "    const fileDataPromise = new Promise((resolve) => {\n",
              "      const reader = new FileReader();\n",
              "      reader.onload = (e) => {\n",
              "        resolve(e.target.result);\n",
              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
              "    });\n",
              "    // Wait for the data to be ready.\n",
              "    let fileData = yield {\n",
              "      promise: fileDataPromise,\n",
              "      response: {\n",
              "        action: 'continue',\n",
              "      }\n",
              "    };\n",
              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
              "    let position = 0;\n",
              "    do {\n",
              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
              "      const chunk = new Uint8Array(fileData, position, length);\n",
              "      position += length;\n",
              "\n",
              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
              "      yield {\n",
              "        response: {\n",
              "          action: 'append',\n",
              "          file: file.name,\n",
              "          data: base64,\n",
              "        },\n",
              "      };\n",
              "\n",
              "      let percentDone = fileData.byteLength === 0 ?\n",
              "          100 :\n",
              "          Math.round((position / fileData.byteLength) * 100);\n",
              "      percent.textContent = `${percentDone}% done`;\n",
              "\n",
              "    } while (position < fileData.byteLength);\n",
              "  }\n",
              "\n",
              "  // All done.\n",
              "  yield {\n",
              "    response: {\n",
              "      action: 'complete',\n",
              "    }\n",
              "  };\n",
              "}\n",
              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
              "  _uploadFilesContinue,\n",
              "};\n",
              "})(self);\n",
              "</script> "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saving 00112-2134761605-(safe_1.2), masterpiece, best quality, high quality, absurdres, rabbit 1girl.png to 00112-2134761605-(safe_1.2), masterpiece, best quality, high quality, absurdres, rabbit 1girl.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function showImage(id, data, width, height) {\n",
              "      const canvas = document.getElementById(id);\n",
              "      const ctx = canvas.getContext('2d');\n",
              "      const strokeColor = document.querySelector('#strokeColor');\n",
              "      const fillColor = document.querySelector('#fillColor');\n",
              "      const slider = document.getElementById(\"lineWidth\");\n",
              "      const image = new Image();\n",
              "      image.src = data;\n",
              "      image.onload = () => {\n",
              "        canvas.width = width;\n",
              "        canvas.height = height;\n",
              "        if (id == 'mask_image') {\n",
              "          ctx.globalAlpha = 0.5;\n",
              "        }\n",
              "        ctx.drawImage(image, 0, 0, width, height);\n",
              "        ctx.strokeStyle = strokeColor.getAttribute('value');\n",
              "        ctx.fillStyle = fillColor.getAttribute('value');\n",
              "        ctx.lineWidth = slider.getAttribute('value');\n",
              "      };\n",
              "    }\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function writeImage(id) {\n",
              "      const canvas = document.getElementById(id);\n",
              "      const ctx = canvas.getContext('2d');\n",
              "      const backupData = ctx.getImageData(0, 0, canvas.width, canvas.height);\n",
              "      if (id == 'mask_image') {\n",
              "        const imageData = ctx.getImageData(0, 0, canvas.width, canvas.height);\n",
              "        const data = imageData.data;\n",
              "        for(let i = 0; i < data.length; i += 4){ \n",
              "          data[i + 3] = 255;\n",
              "        }\n",
              "        imageData.data = data;\n",
              "        ctx.putImageData(imageData, 0, 0); \n",
              "      }\n",
              "      const png = canvas.toDataURL('image/png');\n",
              "      if (id == 'mask_image') {\n",
              "        ctx.putImageData(backupData, 0, 0); \n",
              "      }\n",
              "\n",
              "      return png;\n",
              "    }\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function writeImage(id) {\n",
              "      const canvas = document.getElementById(id);\n",
              "      const ctx = canvas.getContext('2d');\n",
              "      const backupData = ctx.getImageData(0, 0, canvas.width, canvas.height);\n",
              "      if (id == 'mask_image') {\n",
              "        const imageData = ctx.getImageData(0, 0, canvas.width, canvas.height);\n",
              "        const data = imageData.data;\n",
              "        for(let i = 0; i < data.length; i += 4){ \n",
              "          data[i + 3] = 255;\n",
              "        }\n",
              "        imageData.data = data;\n",
              "        ctx.putImageData(imageData, 0, 0); \n",
              "      }\n",
              "      const png = canvas.toDataURL('image/png');\n",
              "      if (id == 'mask_image') {\n",
              "        ctx.putImageData(backupData, 0, 0); \n",
              "      }\n",
              "\n",
              "      return png;\n",
              "    }\n",
              "    "
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "#@title 初期画像のアップロード、お絵描きも可能\n",
        "from google.colab import output\n",
        "ccii = CanvasControl(id=\"init_image\", width=512, height=512)\n",
        "output.register_callback('notebook.upload', ccii.upload)\n",
        "output.register_callback('notebook.imread', ccii.imread)\n",
        "output.register_callback('notebook.imwrite', ccii.imwrite)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title マスク画像の作成、読み込みも可能　※白い領域が描き換わる\n",
        "from google.colab import output\n",
        "ccmi = CanvasControl(id=\"mask_image\", width=512, height=512)\n",
        "output.register_callback('notebook.upload', ccmi.upload)\n",
        "output.register_callback('notebook.grab_cut', ccmi.grab_cut_imwrite)\n",
        "output.register_callback('notebook.imread', ccmi.imread)\n",
        "output.register_callback('notebook.imwrite', ccmi.imwrite)"
      ],
      "metadata": {
        "id": "PGUlzjvsDCK8",
        "cellView": "form",
        "outputId": "c6beb634-3d69-468e-a8a4-eab4673092a8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 661
        }
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "      <div id=\"stage\">\n",
              "        <canvas id=\"init_image\"></canvas>\n",
              "        <canvas id=\"mask_image\"></canvas>\n",
              "      </div>\n",
              "      <div>\n",
              "        <label for=\"strokeColor\">ペンの色</label>\n",
              "        <input type=\"color\" value=\"#FFFFFF\" id=\"strokeColor\">\n",
              "        <label for=\"fillColor\">塗りつぶしの色</label>\n",
              "        <input type=\"color\" value=\"#000000\" id=\"fillColor\">\n",
              "      </div>\n",
              "      <div class=\"slidecontainer\">\n",
              "      <label for=\"lineWidth\" id=\"lineWidthLabel\">16px</label>\n",
              "        <input type=\"range\" min=\"1\" max=\"64\" value=\"16\" class=\"slider\" id=\"lineWidth\">\n",
              "      </div>\n",
              "      <div>\n",
              "        <button id=\"fill_screen\">塗りつぶし</button>\n",
              "        <button id=\"negative_positive_inversion\">ネガポジ反転</button>\n",
              "        <button id=\"grab_cut\" >グラブカット</button>\n",
              "      </div>\n",
              "      <div>\n",
              "        <button id=\"upload_uploaded_image\">画像アップロード -> uploaded_mask_image.png</button>\n",
              "        <button id=\"load_uploaded_image\">アップした画像を読み込み -> uploaded_mask_image.png</button>\n",
              "      </div>\n",
              "      <div>\n",
              "        <button id=\"save_saved_image\">描いた画像を保存 -> saved_mask_image.png</button>\n",
              "        <button id=\"load_saved_image\">描いた画像を読み込み -> saved_mask_image.png</button>\n",
              "      </div>\n",
              "    \n",
              "      <style>\n",
              "        #stage {\n",
              "          width: 512px;\n",
              "          height: 512px;\n",
              "          position: relative;\n",
              "          border: 2px solid black;\n",
              "        }\n",
              "        canvas { position: absolute; }\n",
              "        #mask_image { z-index: 2; }\n",
              "        #init_image { z-index: 1; }\n",
              "      </style>\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function drawImage(id, width, height, read_filename, write_filename) {\n",
              "      const canvas = document.getElementById(id);\n",
              "      canvas.width = width;\n",
              "      canvas.height = height;\n",
              "      const ctx = canvas.getContext('2d');\n",
              "      const strokeColor = document.querySelector('#strokeColor');\n",
              "      const fillColor = document.querySelector('#fillColor');\n",
              "      const slider = document.getElementById(\"lineWidth\");\n",
              "      ctx.strokeStyle = strokeColor.getAttribute('value');\n",
              "      ctx.fillStyle = fillColor.getAttribute('value');\n",
              "      ctx.lineWidth = slider.getAttribute('value');\n",
              "      if (id == 'mask_image') {\n",
              "        ctx.globalAlpha = 0.5;\n",
              "      }\n",
              "      function updateStroke(event){\n",
              "        ctx.strokeStyle = event.target.value;\n",
              "        strokeColor.setAttribute(\"value\", event.target.value); \n",
              "      }\n",
              "      function updateFillColor(event){\n",
              "        ctx.fillStyle = event.target.value;\n",
              "        fillColor.setAttribute(\"value\", event.target.value); \n",
              "      }\n",
              "      slider.oninput = function() {\n",
              "        ctx.lineWidth = this.value;\n",
              "        slider.setAttribute(\"value\", this.value); \n",
              "        lineWidthLabel.innerHTML = `${this.value}px`;\n",
              "      }\n",
              "      strokeColor.addEventListener(\"change\", updateStroke, false);\n",
              "      fillColor.addEventListener(\"change\", updateFillColor, false);\n",
              "      \n",
              "      const fill_screen_button = document.querySelector('#fill_screen')\n",
              "      const negative_positive_inversion_button = document.querySelector('#negative_positive_inversion')\n",
              "      const grab_cut_button = document.querySelector('#grab_cut')\n",
              "      const upload_uploaded_image_button = document.querySelector('#upload_uploaded_image')\n",
              "      const load_uploaded_image_button = document.querySelector('#load_uploaded_image')\n",
              "      const save_saved_image_button = document.querySelector('#save_saved_image')\n",
              "      const load_saved_image_button = document.querySelector('#load_saved_image')\n",
              "      const mouse = {x: 0, y: 0}\n",
              "      canvas.addEventListener('mousemove', function(e) {\n",
              "        mouse.x = e.pageX - this.offsetLeft\n",
              "        mouse.y = e.pageY - this.offsetTop\n",
              "      })\n",
              "      canvas.onmousedown = ()=>{\n",
              "        ctx.beginPath()\n",
              "        ctx.moveTo(mouse.x, mouse.y)\n",
              "        canvas.addEventListener('mousemove', onPaint)\n",
              "      }\n",
              "      canvas.onmouseup = ()=>{\n",
              "        canvas.removeEventListener('mousemove', onPaint)\n",
              "      }\n",
              "      const onPaint = ()=>{\n",
              "        ctx.lineTo(mouse.x, mouse.y)\n",
              "        ctx.stroke()\n",
              "      }\n",
              "\n",
              "      fill_screen_button.onclick = ()=>{\n",
              "        ctx.clearRect(0, 0, canvas.width, canvas.height);\n",
              "        ctx.fillRect(0, 0, canvas.width, canvas.height);\n",
              "      }\n",
              "\n",
              "      negative_positive_inversion_button.onclick = ()=>{\n",
              "        const src = ctx.getImageData(0, 0, canvas.width, canvas.height);\n",
              "        const dst = ctx.createImageData(canvas.width, canvas.height);\n",
              "\n",
              "        //ネガポジ変換\n",
              "        for (let i = 0; i < src.data.length; i=i+4) {\n",
              "            dst.data[i]   = 255 - src.data[i];    //R\n",
              "            dst.data[i+1] = 255 - src.data[i+1];  //G\n",
              "            dst.data[i+2] = 255 - src.data[i+2];  //B\n",
              "            dst.data[i+3] = src.data[i+3];        //A\n",
              "        }\n",
              "        ctx.putImageData(dst, 0, 0);\n",
              "      }\n",
              "\n",
              "      grab_cut_button.onclick = async ()=>{\n",
              "        const result = await google.colab.kernel.invokeFunction(\n",
              "          'notebook.grab_cut', // The callback name.\n",
              "          [read_filename], // The arguments.\n",
              "          {}); // kwargs\n",
              "      }\n",
              "\n",
              "      upload_uploaded_image_button.onclick = async ()=>{\n",
              "        const result = await google.colab.kernel.invokeFunction(\n",
              "          'notebook.upload', // The callback name.\n",
              "          {}); // kwargs\n",
              "        load_uploaded_image_button.onclick()\n",
              "      }\n",
              "\n",
              "      load_uploaded_image_button.onclick = async ()=>{\n",
              "        const result = await google.colab.kernel.invokeFunction(\n",
              "          'notebook.imread', // The callback name.\n",
              "          [read_filename], // The arguments.\n",
              "          {}); // kwargs\n",
              "        save_saved_image_button.onclick()\n",
              "      }\n",
              "      \n",
              "      save_saved_image_button.onclick = async ()=>{\n",
              "        const result = await google.colab.kernel.invokeFunction(\n",
              "          'notebook.imwrite', // The callback name.\n",
              "          [write_filename], // The arguments.\n",
              "          {}); // kwargs\n",
              "      }\n",
              "\n",
              "      load_saved_image_button.onclick = async ()=>{\n",
              "        const result = await google.colab.kernel.invokeFunction(\n",
              "          'notebook.imread', // The callback name.\n",
              "          [write_filename], // The arguments.\n",
              "          {}); // kwargs\n",
              "      }\n",
              "\n",
              "      fill_screen_button.onclick()\n",
              "    }\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function showImage(id, data, width, height) {\n",
              "      const canvas = document.getElementById(id);\n",
              "      const ctx = canvas.getContext('2d');\n",
              "      const strokeColor = document.querySelector('#strokeColor');\n",
              "      const fillColor = document.querySelector('#fillColor');\n",
              "      const slider = document.getElementById(\"lineWidth\");\n",
              "      const image = new Image();\n",
              "      image.src = data;\n",
              "      image.onload = () => {\n",
              "        canvas.width = width;\n",
              "        canvas.height = height;\n",
              "        if (id == 'mask_image') {\n",
              "          ctx.globalAlpha = 0.5;\n",
              "        }\n",
              "        ctx.drawImage(image, 0, 0, width, height);\n",
              "        ctx.strokeStyle = strokeColor.getAttribute('value');\n",
              "        ctx.fillStyle = fillColor.getAttribute('value');\n",
              "        ctx.lineWidth = slider.getAttribute('value');\n",
              "      };\n",
              "    }\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function showImage(id, data, width, height) {\n",
              "      const canvas = document.getElementById(id);\n",
              "      const ctx = canvas.getContext('2d');\n",
              "      const strokeColor = document.querySelector('#strokeColor');\n",
              "      const fillColor = document.querySelector('#fillColor');\n",
              "      const slider = document.getElementById(\"lineWidth\");\n",
              "      const image = new Image();\n",
              "      image.src = data;\n",
              "      image.onload = () => {\n",
              "        canvas.width = width;\n",
              "        canvas.height = height;\n",
              "        if (id == 'mask_image') {\n",
              "          ctx.globalAlpha = 0.5;\n",
              "        }\n",
              "        ctx.drawImage(image, 0, 0, width, height);\n",
              "        ctx.strokeStyle = strokeColor.getAttribute('value');\n",
              "        ctx.fillStyle = fillColor.getAttribute('value');\n",
              "        ctx.lineWidth = slider.getAttribute('value');\n",
              "      };\n",
              "    }\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function showImage(id, data, width, height) {\n",
              "      const canvas = document.getElementById(id);\n",
              "      const ctx = canvas.getContext('2d');\n",
              "      const strokeColor = document.querySelector('#strokeColor');\n",
              "      const fillColor = document.querySelector('#fillColor');\n",
              "      const slider = document.getElementById(\"lineWidth\");\n",
              "      const image = new Image();\n",
              "      image.src = data;\n",
              "      image.onload = () => {\n",
              "        canvas.width = width;\n",
              "        canvas.height = height;\n",
              "        if (id == 'mask_image') {\n",
              "          ctx.globalAlpha = 0.5;\n",
              "        }\n",
              "        ctx.drawImage(image, 0, 0, width, height);\n",
              "        ctx.strokeStyle = strokeColor.getAttribute('value');\n",
              "        ctx.fillStyle = fillColor.getAttribute('value');\n",
              "        ctx.lineWidth = slider.getAttribute('value');\n",
              "      };\n",
              "    }\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function writeImage(id) {\n",
              "      const canvas = document.getElementById(id);\n",
              "      const ctx = canvas.getContext('2d');\n",
              "      const backupData = ctx.getImageData(0, 0, canvas.width, canvas.height);\n",
              "      if (id == 'mask_image') {\n",
              "        const imageData = ctx.getImageData(0, 0, canvas.width, canvas.height);\n",
              "        const data = imageData.data;\n",
              "        for(let i = 0; i < data.length; i += 4){ \n",
              "          data[i + 3] = 255;\n",
              "        }\n",
              "        imageData.data = data;\n",
              "        ctx.putImageData(imageData, 0, 0); \n",
              "      }\n",
              "      const png = canvas.toDataURL('image/png');\n",
              "      if (id == 'mask_image') {\n",
              "        ctx.putImageData(backupData, 0, 0); \n",
              "      }\n",
              "\n",
              "      return png;\n",
              "    }\n",
              "    "
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "import PIL\n",
        "\n",
        "prompt = \"concept idea, kawaii, beautiful face\" #@param {type: \"string\"}\n",
        "strength=0.5 #@param {type:\"slider\", min:0, max:1, step:0.01}\n",
        "num_inference_steps= 20 #@param {type:\"slider\", min:1, max:200, step:1}\n",
        "guidance_scale= 10 #@param {type:\"slider\", min:1, max:20, step:0.1}\n",
        "num_samples = 4 #@param [1, 2, 3, 4] {type:\"raw\"}\n",
        "n_iter = 1 #@param [1, 2, 3, 4] {type:\"raw\"}\n",
        "random_seed = True #@param {type:\"boolean\"}\n",
        "seed = 1000 #@param {type:\"raw\"}\n",
        "\n",
        "if random_seed is True:\n",
        "    seed = int.from_bytes(os.urandom(2), \"big\")\n",
        "print(f\"Using seed: {seed}\")\n",
        "\n",
        "init_image = PIL.Image.open('/content/saved_init_image.png').convert(\"RGB\")\n",
        "mask_image = PIL.Image.open('/content/saved_mask_image.png').convert(\"RGB\")\n",
        "\n",
        "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
        "generator = torch.Generator(device=device).manual_seed(seed) # change the seed to get different results\n",
        "images = inpaint(prompt, init_image, mask_image, strength=strength, num_inference_steps=num_inference_steps, guidance_scale=guidance_scale, generator=generator, num_samples=num_samples, n_iter=n_iter)\n",
        "torch.cuda.empty_cache()\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "for image in images:\n",
        "    plt.figure()\n",
        "    plt.axis('off')\n",
        "    plt.imshow(image)"
      ],
      "metadata": {
        "id": "VT4oGaN8EPk8",
        "cellView": "form",
        "outputId": "8ac2c70f-20b1-4fcc-cd9f-f6df4f17cba1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 990,
          "referenced_widgets": [
            "eb196f7b062f45d4aefa23a1e6566d8c",
            "9908981d5be14be3808f8849d4087c04",
            "a9d273966f784818880dceab3911c97c",
            "5c31dfaa678c4b84a22958e13d34a416",
            "cbcf6e17fdbd480b83b4273f8d25bff2",
            "c785f1907ca544f399feba68a469f21a",
            "6d1ef63f5dbf4ced96e902d1a4bb016c",
            "3d2a92287f974481a7cb084d5f87676f",
            "4de8736a433e4620bf83a16fcf4150be",
            "8db545230c69444b808ea77b632ca315",
            "b9c697b13d6a4778bad9ae98c20ed950"
          ]
        }
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Using seed: 20021\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/10 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "eb196f7b062f45d4aefa23a1e6566d8c"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title 初期画像へsample_number番目の画像をコピー\n",
        "sample_number = 2 #@param [1, 2, 3, 4] {type:\"raw\"}\n",
        "import os\n",
        "\n",
        "output_path = '/content/output/'\n",
        "os.makedirs(output_path, exist_ok=True)\n",
        "base_count = len(os.listdir(output_path))\n",
        "for i, image in enumerate(images):\n",
        "  image.save(f\"{output_path}/{base_count:08}.png\")\n",
        "  base_count += 1\n",
        "  if i ==  min(sample_number, len(images)) - 1:\n",
        "    image.save(\"/content/saved_init_image.png\")"
      ],
      "metadata": {
        "id": "EREDWQEk0gT3",
        "cellView": "form"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#@title RealESRGANで4倍に拡大\n",
        "%cd /content/Real-ESRGAN\n",
        "!python inference_realesrgan.py -n RealESRGAN_x4plus -i '/content/saved_init_image.png' -o '/content/output' --face_enhance\n",
        "%cd /content"
      ],
      "metadata": {
        "cellView": "form",
        "id": "arSz_MrgsXx8"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "colab": {
      "name": "in-painting with stable diffusion using diffusers with canvas drawing.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "gpuClass": "standard",
    "accelerator": "GPU",
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            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
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