demos/PixelDrawer.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "Pixray PixelDraw",
      "provenance": [],
      "collapsed_sections": [],
      "machine_shape": "hm",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.10"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "2693365b16364d968dfe14a4f098d0a8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_eb809f416a9b41e28f162100e1ce8329",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_a3aef0f50324469586dc65dbc23b58e3",
              "IPY_MODEL_713cfb97e0bd45f6a8184b059c3a8192",
              "IPY_MODEL_f0c7e9a370124c1e96a4a4fb3143a581"
            ]
          }
        },
        "eb809f416a9b41e28f162100e1ce8329": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a3aef0f50324469586dc65dbc23b58e3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_ab0f031730d24cc0839f909efae4074b",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_0c4df0584e894b4ca43c0e0c1ace409c"
          }
        },
        "713cfb97e0bd45f6a8184b059c3a8192": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_84e08bc7836f427d9f35c3a8cdc1842a",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "info",
            "max": 1,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_a98cef23c47d4c578318fc1ffdbd1c27"
          }
        },
        "f0c7e9a370124c1e96a4a4fb3143a581": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_8ade733ef031406ba39c613e51c7934c",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 33/? [01:01&lt;00:00,  1.88s/it]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_dc781a25fce94a55ab59ea751da53de8"
          }
        },
        "ab0f031730d24cc0839f909efae4074b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "0c4df0584e894b4ca43c0e0c1ace409c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "84e08bc7836f427d9f35c3a8cdc1842a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "a98cef23c47d4c578318fc1ffdbd1c27": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": "20px",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "8ade733ef031406ba39c613e51c7934c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "dc781a25fce94a55ab59ea751da53de8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/dribnet/clipit/blob/master/demos/PixelDrawer.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rkq7339EiwxG"
      },
      "source": [
        "#Pixray PixelArt demo\n",
        "Using pixray to draw pixel art.\n",
        "\n",
        "![beruit.png](data:image/png;base64,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)\n",
        "<br>\n",
        "Beirut Skyline by <a href=\"https://twitter.com/gorillasu\">Ahmad Moussa</a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qQOvOhnKQ-Tu",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "cellView": "form",
        "outputId": "a203421b-69ab-4166-fd00-283f02582c00"
      },
      "source": [
        "#@title Setup\n",
        "\n",
        "#@markdown Please execute this cell by pressing the _Play_ button \n",
        "#@markdown on the left. For setup,\n",
        "#@markdown **you need to run this cell,\n",
        "#@markdown then choose Runtime -> Restart Runtime from the menu,\n",
        "#@markdown and then run the cell again**. It should remind you to\n",
        "#@markdown do this after the first run.\n",
        "\n",
        "#@markdown Setup can take 5-10 minutes, but once it is complete it usually does not need to be repeated\n",
        "#@markdown until you close the window.\n",
        "\n",
        "#@markdown **Note**: This installs the software on the Colab \n",
        "#@markdown notebook in the cloud and not on your computer.\n",
        "\n",
        "# https://stackoverflow.com/a/56727659/1010653\n",
        "\n",
        "# Add a gpu check\n",
        "# (this can get better over time)\n",
        "from google.colab import output\n",
        "\n",
        "nvidia_output = !nvidia-smi --query-gpu=memory.total --format=noheader,nounits,csv\n",
        "gpu_memory = int(nvidia_output[0])\n",
        "if gpu_memory < 14000:\n",
        "  output.eval_js('new Audio(\"https://upload.wikimedia.org/wikipedia/commons/0/05/Beep-09.ogg\").play()')\n",
        "  warning_string = f\"--> GPU check: ONLY {gpu_memory} MiB available: WARNING, THIS IS PROBABLY NOT ENOUGH <--\"\n",
        "  print(warning_string)\n",
        "  output.eval_js('alert(\"Warning - low GPU (see message)\")')\n",
        "else:\n",
        "  print(f\"GPU check: {gpu_memory} MiB available: this should be fine\")\n",
        "\n",
        "from IPython.utils import io\n",
        "with io.capture_output() as captured:\n",
        "  # this patch applied to fix torchtext dependency 11 Nov 2021\n",
        "  !pip install torch==1.9.0+cu111 torchtext==0.10.0 torchvision==0.10.0+cu111 -f https://download.pytorch.org/whl/torch/ -f https://download.pytorch.org/whl/torchvision/\n",
        "\n",
        "  !git clone https://github.com/openai/CLIP\n",
        "  # !pip install taming-transformers\n",
        "  !git clone https://github.com/CompVis/taming-transformers.git\n",
        "  !rm -Rf pixray\n",
        "  !git clone https://github.com/dribnet/pixray\n",
        "  !pip install ftfy regex tqdm omegaconf pytorch-lightning\n",
        "  !pip install kornia==0.6.1\n",
        "  !pip install imageio-ffmpeg   \n",
        "  !pip install einops\n",
        "  !pip install torch-optimizer\n",
        "  !pip install easydict\n",
        "  !pip install braceexpand\n",
        "  !pip install git+https://github.com/pvigier/perlin-numpy\n",
        "\n",
        "  # ClipDraw deps\n",
        "  !pip install svgwrite\n",
        "  !pip install svgpathtools\n",
        "  !pip install cssutils\n",
        "  !pip install numba\n",
        "  !pip install torch-tools\n",
        "  !pip install visdom\n",
        "\n",
        "  !git clone https://github.com/pixray/diffvg\n",
        "  %cd diffvg\n",
        "  # !ls\n",
        "  !git submodule update --init --recursive\n",
        "  !python setup.py install\n",
        "  %cd ..\n",
        "\n",
        "output.clear()\n",
        "import sys\n",
        "sys.path.append(\"pixray\")\n",
        "\n",
        "result_msg = \"setup complete\"\n",
        "import IPython\n",
        "import os\n",
        "if not os.path.isfile(\"first_init_complete\"):\n",
        "  # put stuff in here that should only happen once\n",
        "  !mkdir -p models\n",
        "  os.mknod(\"first_init_complete\")\n",
        "  result_msg = \"Please choose Runtime -> Restart Runtime from the menu, and then run Setup again\"\n",
        "\n",
        "js_code = f'''\n",
        "document.querySelector(\"#output-area\").appendChild(document.createTextNode(\"{result_msg}\"));\n",
        "'''\n",
        "js_code += '''\n",
        "for (rule of document.styleSheets[0].cssRules){\n",
        "  if (rule.selectorText=='body') break\n",
        "}\n",
        "rule.style.fontSize = '30px'\n",
        "'''\n",
        "display(IPython.display.Javascript(js_code))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "document.querySelector(\"#output-area\").appendChild(document.createTextNode(\"setup complete\"));\n",
              "\n",
              "for (rule of document.styleSheets[0].cssRules){\n",
              "  if (rule.selectorText=='body') break\n",
              "}\n",
              "rule.style.fontSize = '30px'\n"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XziodsCqVC2A",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321,
          "referenced_widgets": [
            "2693365b16364d968dfe14a4f098d0a8",
            "eb809f416a9b41e28f162100e1ce8329",
            "a3aef0f50324469586dc65dbc23b58e3",
            "713cfb97e0bd45f6a8184b059c3a8192",
            "f0c7e9a370124c1e96a4a4fb3143a581",
            "ab0f031730d24cc0839f909efae4074b",
            "0c4df0584e894b4ca43c0e0c1ace409c",
            "84e08bc7836f427d9f35c3a8cdc1842a",
            "a98cef23c47d4c578318fc1ffdbd1c27",
            "8ade733ef031406ba39c613e51c7934c",
            "dc781a25fce94a55ab59ea751da53de8"
          ]
        },
        "cellView": "form",
        "outputId": "93d551d7-e62b-44be-9822-2016f8a6592f"
      },
      "source": [
        "#@title Settings\n",
        "\n",
        "#@markdown Enter a description of what you want to draw - I usually add #pixelart to the prompt.\n",
        "#@markdown The renderer can also be swapped with other models such\n",
        "#@markdown as VQGAN or CLIPDraw. <br>\n",
        "\n",
        "prompts = \"Beirut Skyline. #pixelart\" #@param {type:\"string\"}\n",
        "\n",
        "aspect = \"widescreen\" #@param [\"widescreen\", \"square\"]\n",
        "\n",
        "drawer = \"pixel\" #@param [\"vqgan\", \"pixel\", \"line_sketch\", \"clipdraw\"]\n",
        "\n",
        "#@markdown When you have the settings you want, press the play button on the left.\n",
        "#@markdown The system will save these and start generating images below.\n",
        "\n",
        "#@markdown When that is done you can change these\n",
        "#@markdown settings and see if you get different results. Or if you get\n",
        "#@markdown impatient, just select \"Runtime -> Interrupt Execution\".\n",
        "#@markdown Note that the first time you run it may take a bit longer\n",
        "#@markdown as nessary files are downloaded.\n",
        "\n",
        "\n",
        "#@markdown\n",
        "#@markdown *Advanced: you can also edit this cell and add add additional\n",
        "#@markdown settings, combining settings from different notebooks.*\n",
        "\n",
        "\n",
        "# Simple setup\n",
        "import pixray\n",
        "\n",
        "# these are good settings for pixeldraw\n",
        "pixray.reset_settings()\n",
        "pixray.add_settings(prompts=prompts, aspect=aspect)\n",
        "pixray.add_settings(quality=\"better\", scale=2.5)\n",
        "pixray.add_settings(drawer=drawer)\n",
        "pixray.add_settings(display_clear=True)\n",
        "\n",
        "# by default we'll turn on textoff\n",
        "pixray.add_settings(vector_prompts=\"textoff2\")\n",
        "\n",
        "#### YOU CAN ADD YOUR OWN CUSTOM SETTING HERE ####\n",
        "# this is the example of how to run longer with less frequent display\n",
        "# pixray.add_settings(iterations=500, display_every=50)\n",
        "\n",
        "settings = pixray.apply_settings()\n",
        "pixray.do_init(settings)\n",
        "pixray.do_run(settings)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "iter: 20, loss: 2.73, losses: 0.885, 0.106, 0.754, 0.11, 0.764, 0.113 (-4=>2.662)\n",
            "iter: 30, loss: 2.64, losses: 0.854, 0.107, 0.721, 0.112, 0.73, 0.112 (-2=>2.545)\n"
          ]
        }
      ]
    }
  ]
}