iterinpaint_inference_diffusers.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/j-min/IterInpaint/blob/main/iterinpaint_inference_diffusers.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!nvidia-smi"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KaB53gWxHC3V",
        "outputId": "0038b78d-9219-427f-c5d4-3158b3d5aaa7"
      },
      "id": "KaB53gWxHC3V",
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Sat Apr 15 04:44:13 2023       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 525.85.12    Driver Version: 525.85.12    CUDA Version: 12.0     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   51C    P8    10W /  70W |      0MiB / 15360MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/j-min/IterInpaint"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kl9nVqUPHI7Q",
        "outputId": "fe95adcb-dd84-4ddc-9be5-acb4197ae126"
      },
      "id": "kl9nVqUPHI7Q",
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'IterInpaint'...\n",
            "remote: Enumerating objects: 136, done.\u001b[K\n",
            "remote: Counting objects: 100% (136/136), done.\u001b[K\n",
            "remote: Compressing objects: 100% (78/78), done.\u001b[K\n",
            "remote: Total 136 (delta 43), reused 127 (delta 36), pack-reused 0\u001b[K\n",
            "Receiving objects: 100% (136/136), 552.67 KiB | 5.70 MiB/s, done.\n",
            "Resolving deltas: 100% (43/43), done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cd IterInpaint"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AiiX-jPNHN0F",
        "outputId": "7aeb2b93-75a3-41bb-f25c-e5ef439f3a2d"
      },
      "id": "AiiX-jPNHN0F",
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/IterInpaint\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip uninstall -y torchtext"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TagEvTZ7HWyb",
        "outputId": "bcd95501-715b-466b-8487-530f0d0cf75d"
      },
      "id": "TagEvTZ7HWyb",
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found existing installation: torchtext 0.15.1\n",
            "Uninstalling torchtext-0.15.1:\n",
            "  Successfully uninstalled torchtext-0.15.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -r requirements.txt -q"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YHspy3ceHdv5",
        "outputId": "7a25c934-c24c-46d6-b092-868fa2ba38f4"
      },
      "id": "YHspy3ceHdv5",
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.7/62.7 kB\u001b[0m \u001b[31m463.0 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for rouge_score (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for antlr4-python3-runtime (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for pudb (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for test-tube (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for clip (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for urwid (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for validators (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for urwid_readline (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "cvxpy 1.3.1 requires setuptools>65.5.1, but you have setuptools 59.5.0 which is incompatible.\n",
            "arviz 0.15.1 requires setuptools>=60.0.0, but you have setuptools 59.5.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0m"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install diffusers"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sG-QbLCBHkwu",
        "outputId": "5d3f61f6-afb7-49de-b817-34123ae77322"
      },
      "id": "sG-QbLCBHkwu",
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: diffusers in /usr/local/lib/python3.9/dist-packages (0.15.0)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.9/dist-packages (from diffusers) (3.11.0)\n",
            "Requirement already satisfied: Pillow in /usr/local/lib/python3.9/dist-packages (from diffusers) (8.4.0)\n",
            "Requirement already satisfied: huggingface-hub>=0.13.2 in /usr/local/lib/python3.9/dist-packages (from diffusers) (0.13.4)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.9/dist-packages (from diffusers) (2022.10.31)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.9/dist-packages (from diffusers) (1.22.4)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.9/dist-packages (from diffusers) (6.3.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.9/dist-packages (from diffusers) (2.27.1)\n",
            "Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.9/dist-packages (from huggingface-hub>=0.13.2->diffusers) (4.65.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.9/dist-packages (from huggingface-hub>=0.13.2->diffusers) (4.5.0)\n",
            "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.9/dist-packages (from huggingface-hub>=0.13.2->diffusers) (23.0)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.9/dist-packages (from huggingface-hub>=0.13.2->diffusers) (6.0)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.9/dist-packages (from importlib-metadata->diffusers) (3.15.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.9/dist-packages (from requests->diffusers) (2022.12.7)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.9/dist-packages (from requests->diffusers) (3.4)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.9/dist-packages (from requests->diffusers) (1.26.15)\n",
            "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.9/dist-packages (from requests->diffusers) (2.0.12)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "id": "715d9263-6247-48ca-b82f-93fad3c6f89d",
      "metadata": {
        "tags": [],
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 86,
          "referenced_widgets": [
            "fa1e5163ecb24e23ba8a874ac506deb7",
            "8d22452e76754eff9253426b52519345",
            "a74eb06829064b55a38bf05e2ca9741d",
            "1e93e53913fc4e80986ee7f72cee1256",
            "d41ada48319c42e7b4e45f5399060295",
            "1b1b8096edd14deba27a731c218c1bdb",
            "466c1418462645d398557f20a999b876",
            "3515ff4ca71a46d3929cb5157c71ad03",
            "d9b76e155de3460f97ce8a7aa5ddcd15",
            "aeed7f2e18c34b0086abfc3e784e35c7",
            "47207cd3557940eaa199c2e8f0c77f57"
          ]
        },
        "id": "715d9263-6247-48ca-b82f-93fad3c6f89d",
        "outputId": "6868ff20-8ad2-4a0e-bea0-683a8b86e4a9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "The cache for model files in Transformers v4.22.0 has been updated. Migrating your old cache. This is a one-time only operation. You can interrupt this and resume the migration later on by calling `transformers.utils.move_cache()`.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0it [00:00, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "fa1e5163ecb24e23ba8a874ac506deb7"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "import torch\n",
        "from PIL import Image\n",
        "import matplotlib.pyplot as plt\n",
        "from diffusers import StableDiffusionInpaintPipeline"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "7ed7a385-1417-4b9b-8527-11585dc53378",
      "metadata": {
        "id": "7ed7a385-1417-4b9b-8527-11585dc53378"
      },
      "source": [
        "# Loading model from diffusers checkpoint"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "id": "71673c60-09f2-4a87-b2d4-dd4dbdf66472",
      "metadata": {
        "tags": [],
        "colab": {
          "base_uri": "https://localhost:8080/",
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        "id": "71673c60-09f2-4a87-b2d4-dd4dbdf66472",
        "outputId": "330cbe68-afee-4782-bf05-c39b38177b45"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)ain/model_index.json:   0%|          | 0.00/579 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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          "metadata": {}
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        {
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          "metadata": {}
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          "metadata": {}
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          "metadata": {}
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        {
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              "version_major": 2,
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              "model_id": "30fb5882ff004fdb95b432bd90c77403"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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              "Downloading (…)78e/unet/config.json:   0%|          | 0.00/1.45k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
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            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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              "Downloading (…)okenizer_config.json:   0%|          | 0.00/755 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
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              "Downloading pytorch_model.bin:   0%|          | 0.00/492M [00:00<?, ?B/s]"
            ],
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            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
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              "Downloading (…)on_pytorch_model.bin:   0%|          | 0.00/3.44G [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
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            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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              "model_id": "648d3106f6b44519bf0b4b1c2f5fc34a"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Cannot initialize model with low cpu memory usage because `accelerate` was not found in the environment. Defaulting to `low_cpu_mem_usage=False`. It is strongly recommended to install `accelerate` for faster and less memory-intense model loading. You can do so with: \n",
            "```\n",
            "pip install accelerate\n",
            "```\n",
            ".\n",
            "/usr/local/lib/python3.9/dist-packages/transformers/models/clip/feature_extraction_clip.py:28: FutureWarning: The class CLIPFeatureExtractor is deprecated and will be removed in version 5 of Transformers. Please use CLIPImageProcessor instead.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Disabled safety checker\n"
          ]
        }
      ],
      "source": [
        "model_id = 'j-min/IterInpaint-CLEVR'\n",
        "\n",
        "pipe = StableDiffusionInpaintPipeline.from_pretrained(model_id)\n",
        "pipe = pipe.to('cuda')\n",
        "\n",
        "def dummy(images, **kwargs):\n",
        "    return images, False\n",
        "pipe.safety_checker = dummy\n",
        "print(\"Disabled safety checker\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "5518f2e1-6857-4089-8cca-bff603faae32",
      "metadata": {
        "id": "5518f2e1-6857-4089-8cca-bff603faae32"
      },
      "source": [
        "# Define custom layout"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "id": "2870daed-abca-481c-af3b-30da93a6eabc",
      "metadata": {
        "tags": [],
        "id": "2870daed-abca-481c-af3b-30da93a6eabc"
      },
      "outputs": [],
      "source": [
        "layout_name = \"eight_objects_two_rows\"\n",
        "custom_annotations = [\n",
        "    {'x': 19,\n",
        "     'y': 61,\n",
        "     'width': 158,\n",
        "     'height': 169,\n",
        "     'label': 'blue metal cube'},\n",
        "    {'x': 183,\n",
        "      'y': 94,\n",
        "      'width': 103,\n",
        "      'height': 109,\n",
        "      'label': 'brown rubber sphere'},\n",
        "    {'x': 289,\n",
        "     'y': 112,\n",
        "     'width': 82,\n",
        "     'height': 77,\n",
        "     'label': 'gray metal sphere'},\n",
        "    {'x': 374,\n",
        "      'y': 128,\n",
        "      'width': 48,\n",
        "      'height': 46,\n",
        "      'label': 'yellow rubber cylinder'},\n",
        "    {'x': 22,\n",
        "      'y': 346,\n",
        "      'width': 82,\n",
        "      'height': 73,\n",
        "      'label': 'gray metal cylinder'},\n",
        "    {'x': 110,\n",
        "      'y': 326,\n",
        "      'width': 107,\n",
        "      'height': 102,\n",
        "      'label': 'cyan rubber sphere'},\n",
        "    {'x': 218,\n",
        "      'y': 313,\n",
        "      'width': 124,\n",
        "      'height': 125,\n",
        "      'label': 'green rubber cube'},\n",
        "    {'x': 343,\n",
        "      'y': 295,\n",
        "      'width': 164,\n",
        "      'height': 179,\n",
        "      'label': 'red metal cylinder'},\n",
        "]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "id": "987fcce2-4b37-4ed5-94f0-08206f9f8c65",
      "metadata": {
        "tags": [],
        "id": "987fcce2-4b37-4ed5-94f0-08206f9f8c65"
      },
      "outputs": [],
      "source": [
        "from ldm.viz_utils import plot_results, fig2img, show_images\n",
        "from ldm.gen_utils import encode_from_custom_annotation, iterinpaint_sample_diffusers"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "id": "2e3eba91-53bb-44f3-9d3d-3bbb99f32411",
      "metadata": {
        "tags": [],
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2e3eba91-53bb-44f3-9d3d-3bbb99f32411",
        "outputId": "b663acbf-172e-4fde-d533-22246128a9a8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0.037109375, 0.119140625, 0.345703125, 0.44921875], [0.357421875, 0.18359375, 0.55859375, 0.396484375], [0.564453125, 0.21875, 0.724609375, 0.369140625], [0.73046875, 0.25, 0.82421875, 0.33984375], [0.04296875, 0.67578125, 0.203125, 0.818359375], [0.21484375, 0.63671875, 0.423828125, 0.8359375], [0.42578125, 0.611328125, 0.66796875, 0.85546875], [0.669921875, 0.576171875, 0.990234375, 0.92578125]]\n",
            "['blue metal cube', 'brown rubber sphere', 'gray metal sphere', 'yellow rubber cylinder', 'gray metal cylinder', 'cyan rubber sphere', 'green rubber cube', 'red metal cylinder']\n"
          ]
        }
      ],
      "source": [
        "# 1) convert xywh to xyxy\n",
        "# 2) normalize coordinates\n",
        "scene = encode_from_custom_annotation(custom_annotations, size=512)\n",
        "\n",
        "print(scene['boxes_normalized'])\n",
        "print(scene['box_captions'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "id": "18c63608-c124-4701-94c2-923d9673da4d",
      "metadata": {
        "tags": [],
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "id": "18c63608-c124-4701-94c2-923d9673da4d",
        "outputId": "cc732453-693f-457b-fc86-39a76c630a5a"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=400x400 at 0x7FA4D9E9EF40>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 12
        }
      ],
      "source": [
        "layout_img = fig2img(plot_results(\n",
        "    Image.new('RGB', (512, 512), color='white'),\n",
        "    boxes=scene['boxes_normalized'],\n",
        "    captions=scene['box_captions'],\n",
        "    colors=['blue'] * len(scene['box_captions'])\n",
        "))\n",
        "layout_img.resize((400,400))"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Generate Image"
      ],
      "metadata": {
        "id": "mGk0ewoWJqSF"
      },
      "id": "mGk0ewoWJqSF"
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "id": "f2d145b5-b0fb-4cfb-8645-2ef2f9240c5e",
      "metadata": {
        "tags": [],
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 774,
          "referenced_widgets": [
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            "5a9efda922fd4630975d2b62de8be966",
            "76a197019bcd4e5096a82a8529ca7a06",
            "553718abfa494b4ab9453c75dae7a2ce",
            "9afd1d895802403e8b6cc2c7576f2577",
            "b750fd837c0149129615ec84380f0afd",
            "ea39b1145edf4e8ea9d41e421fc8182f",
            "eab637ba71ce419b9b5fc5e113e32c8f",
            "56e62e93bbba4f3593e2ea9a35b3d314",
            "b0ca03b0660f4837ad279bd1dfc75506",
            "1d0b67ba081343ce97800f9ed623d9af",
            "1619cf1dcf5245398a127363c122eb3a",
            "85180d60aaf34a6ea159781a037c0048",
            "bdbaf0e44e8246c88a5fc5737cff731d",
            "701b88869c414f3fa22fe065584d7638",
            "546f95e75b3344ada28d2834929edb09",
            "9e7ce64e6cfe484fa53589fe4b4ac587",
            "e51bdc98919040e7bf8c728dc70ef43c",
            "f7e6d5df330748219e4439c1fd780651",
            "161e020409f348c6af0a2a554252a790",
            "fb141d5317824a4faf7f52c999850678",
            "672b285f1fb44b06b3321d5f39a933ac",
            "3b5725cfa9504053a1c3a560f743a28a",
            "a28e9b4c36af41548753a305fb6a308d",
            "b79893561a0f4b6e907df98f1f22e759",
            "247460150f9b47209b28a762f511d90c"
          ]
        },
        "id": "f2d145b5-b0fb-4cfb-8645-2ef2f9240c5e",
        "outputId": "0481f7bd-1a0d-46f5-ec8c-10f34d777e18"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Initiailzed context image\n",
            "Iter:  1 total:  8\n",
            "Drawing  blue metal cube\n",
            "prompt: Add blue metal cube\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/50 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c3fddf121b294e51a11e64e681caf7c5"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Iter:  2 total:  8\n",
            "Drawing  brown rubber sphere\n",
            "prompt: Add brown rubber sphere\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/50 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "3092b74d8e0445eabff46c29cf140f35"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Iter:  3 total:  8\n",
            "Drawing  gray metal sphere\n",
            "prompt: Add gray metal sphere\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/50 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "206ae5d8331d4af196590d0451260256"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Iter:  4 total:  8\n",
            "Drawing  yellow rubber cylinder\n",
            "prompt: Add yellow rubber cylinder\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/50 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "40667e7601d04ede904fecbc8347abc7"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Iter:  5 total:  8\n",
            "Drawing  gray metal cylinder\n",
            "prompt: Add gray metal cylinder\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/50 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "62ca94bd5147486eb8a410c8084d1c37"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Iter:  6 total:  8\n",
            "Drawing  cyan rubber sphere\n",
            "prompt: Add cyan rubber sphere\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/50 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d1c94f53359b461a8f324e17b4d3a03b"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Iter:  7 total:  8\n",
            "Drawing  green rubber cube\n",
            "prompt: Add green rubber cube\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/50 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7580f4c50ea8405e8538cdf268361d62"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Iter:  8 total:  8\n",
            "Drawing  red metal cylinder\n",
            "prompt: Add red metal cylinder\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/50 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9afd1d895802403e8b6cc2c7576f2577"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Fill background\n",
            "prompt: Add gray background\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/50 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "546f95e75b3344ada28d2834929edb09"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "out = iterinpaint_sample_diffusers(pipe, scene, paste=True, verbose=True, size=512)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "id": "45e66303-2868-4cb5-83de-794058558842",
      "metadata": {
        "tags": [],
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 625
        },
        "id": "45e66303-2868-4cb5-83de-794058558842",
        "outputId": "f6300f92-c00e-4cf3-da31-a60e317b71a2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Context images\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1600x200 with 8 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Masks - Black: preserved | White: repainted\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x200 with 9 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Generated_images\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2700x200 with 9 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Generated_images - title: prompts\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2700x200 with 9 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "context_imgs = out['context_imgs']\n",
        "prompts = out['prompts']\n",
        "mask_imgs = out['mask_imgs']\n",
        "generated_images = out['generated_images']\n",
        "\n",
        "print('Context images')\n",
        "show_images(context_imgs)\n",
        "plt.show()\n",
        "plt.close()\n",
        "\n",
        "\n",
        "print('Masks - Black: preserved | White: repainted')\n",
        "show_images(mask_imgs, gray=True)\n",
        "plt.show()\n",
        "plt.close()\n",
        "\n",
        "\n",
        "print('Generated_images')\n",
        "show_images(generated_images, w=3)\n",
        "plt.show()\n",
        "plt.close()\n",
        "\n",
        "print('Generated_images - title: prompts')\n",
        "show_images(generated_images, w=3, title=prompts)\n",
        "plt.show()\n",
        "plt.close()"
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