{
 "cells": [
  {
   "cell_type": "raw",
   "id": "c6be22eb",
   "metadata": {},
   "source": [
    "---\n",
    "title: Toonify your Pics\n",
    "description: Creates a cartoon version of your pic(with download option)\n",
    "show-code: False\n",
    "params:\n",
    "    image_path:\n",
    "        input: file\n",
    "        label: Please upload a photo\n",
    "    output_dir:\n",
    "        output: dir\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c4481a3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_path = 'trump.jpg'\n",
    "output_dir = \"output_images\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a8803760",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import torch\n",
    "from PIL import Image\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56e86849",
   "metadata": {},
   "source": [
    "## This is the Toonify app that creates a cartoon version of any image you upload. \n",
    "## Upload an image by clicking the 'Browse' button or by 'Drag & Drop' and click 'Run' to toonify your image.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ddb89e68",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = torch.hub.load(\"bryandlee/animegan2-pytorch:main\", \"generator\", pretrained=\"paprika\")\n",
    "face2paint = torch.hub.load(\"bryandlee/animegan2-pytorch:main\", \"face2paint\", size=512)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43dccffa",
   "metadata": {},
   "outputs": [],
   "source": [
    "def toonify(img):\n",
    "    out = face2paint(model, img)\n",
    "    return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "71e9255d",
   "metadata": {},
   "outputs": [],
   "source": [
    "im = Image.open(image_path).convert('RGB')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a31f4c2c",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "toonify(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "33c1461a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#toonify(im).save(f\"{output_dir}/toonify.jpg\")\n",
    "#print(\"To download your toonified image, click the output files option at the top and click download\")"
   ]
  }
 ],
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