deepfake.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/loSpaccaBit/AI/blob/main/deepfake.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "D3L8Lkyj-5gl"
      },
      "source": [
        "#Clone roop repo and install dependencies"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "0aHr4Fo-7IRy",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "9bc8f9ce-91d7-45b7-b0dc-df3c1805fe0b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "remote: Total 1534 (delta 0), reused 2 (delta 0), pack-reused 1528\u001b[K\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m254.7/254.7 kB\u001b[0m \u001b[31m28.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from astunparse>=1.6.0->tensorflow==2.13.0->-r requirements.txt (line 17)) (0.41.3)\n",
            "Collecting addict (from basicsr>=1.4.2->gfpgan==1.3.8->-r requirements.txt (line 21))\n",
            "  Downloading addict-2.4.0-py3-none-any.whl (3.8 kB)\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.10/dist-packages (from basicsr>=1.4.2->gfpgan==1.3.8->-r requirements.txt (line 21)) (0.18.3)\n",
            "Collecting filterpy (from facexlib>=0.2.5->gfpgan==1.3.8->-r requirements.txt (line 21))\n",
            "  Downloading filterpy-1.4.5.zip (177 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m178.0/178.0 kB\u001b[0m \u001b[31m25.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: numba in /usr/local/lib/python3.10/dist-packages (from facexlib>=0.2.5->gfpgan==1.3.8->-r requirements.txt (line 21)) (0.58.1)\n",
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            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->insightface==0.7.3->-r requirements.txt (line 6)) (0.12.1)\n",
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            "Requirement already satisfied: imageio>=2.4.1 in /usr/local/lib/python3.10/dist-packages (from scikit-image->insightface==0.7.3->-r requirements.txt (line 6)) (2.31.6)\n",
            "Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.10/dist-packages (from scikit-image->insightface==0.7.3->-r requirements.txt (line 6)) (2023.9.26)\n",
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            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.14,>=2.13->tensorflow==2.13.0->-r requirements.txt (line 17)) (3.5.1)\n",
            "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.14,>=2.13->tensorflow==2.13.0->-r requirements.txt (line 17)) (0.7.2)\n",
            "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.14,>=2.13->tensorflow==2.13.0->-r requirements.txt (line 17)) (3.0.1)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->insightface==0.7.3->-r requirements.txt (line 6)) (3.3.2)\n",
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            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->insightface==0.7.3->-r requirements.txt (line 6)) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->insightface==0.7.3->-r requirements.txt (line 6)) (2023.7.22)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->gfpgan==1.3.8->-r requirements.txt (line 21)) (3.1.2)\n",
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            "Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.7->gfpgan==1.3.8->-r requirements.txt (line 21)) (2.1.0)\n",
            "Requirement already satisfied: qudida>=0.0.4 in /usr/local/lib/python3.10/dist-packages (from albumentations->insightface==0.7.3->-r requirements.txt (line 6)) (0.0.4)\n",
            "Requirement already satisfied: opencv-python-headless>=4.1.1 in /usr/local/lib/python3.10/dist-packages (from albumentations->insightface==0.7.3->-r requirements.txt (line 6)) (4.8.1.78)\n",
            "Collecting humanfriendly>=9.1 (from coloredlogs->onnxruntime-gpu==1.15.1->-r requirements.txt (line 16))\n",
            "  Downloading humanfriendly-10.0-py2.py3-none-any.whl (86 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m86.8/86.8 kB\u001b[0m \u001b[31m13.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: wcwidth in /usr/local/lib/python3.10/dist-packages (from prettytable->insightface==0.7.3->-r requirements.txt (line 6)) (0.2.10)\n",
            "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->insightface==0.7.3->-r requirements.txt (line 6)) (1.3.2)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->insightface==0.7.3->-r requirements.txt (line 6)) (3.2.0)\n",
            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->onnxruntime-gpu==1.15.1->-r requirements.txt (line 16)) (1.3.0)\n",
            "Collecting tf-keras-nightly (from tb-nightly->gfpgan==1.3.8->-r requirements.txt (line 21))\n",
            "  Downloading tf_keras_nightly-2.16.0.dev2023111910-py3-none-any.whl (1.7 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.7/1.7 MB\u001b[0m \u001b[31m85.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: importlib-metadata>=6.6.0 in /usr/local/lib/python3.10/dist-packages (from yapf->gfpgan==1.3.8->-r requirements.txt (line 21)) (6.8.0)\n",
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            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.14,>=2.13->tensorflow==2.13.0->-r requirements.txt (line 17)) (4.9)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard<2.14,>=2.13->tensorflow==2.13.0->-r requirements.txt (line 17)) (1.3.1)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.10/dist-packages (from importlib-metadata>=6.6.0->yapf->gfpgan==1.3.8->-r requirements.txt (line 21)) (3.17.0)\n",
            "Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard<2.14,>=2.13->tensorflow==2.13.0->-r requirements.txt (line 17)) (2.1.3)\n",
            "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.10/dist-packages (from beautifulsoup4->gdown>=4.2.0->opennsfw2==0.10.2->-r requirements.txt (line 18)) (2.5)\n",
            "Requirement already satisfied: llvmlite<0.42,>=0.41.0dev0 in /usr/local/lib/python3.10/dist-packages (from numba->facexlib>=0.2.5->gfpgan==1.3.8->-r requirements.txt (line 21)) (0.41.1)\n",
            "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /usr/local/lib/python3.10/dist-packages (from requests->insightface==0.7.3->-r requirements.txt (line 6)) (1.7.1)\n",
            "Requirement already satisfied: pyasn1<0.6.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.14,>=2.13->tensorflow==2.13.0->-r requirements.txt (line 17)) (0.5.0)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.14,>=2.13->tensorflow==2.13.0->-r requirements.txt (line 17)) (3.2.2)\n",
            "Building wheels for collected packages: insightface, basicsr, filterpy\n",
            "  Building wheel for insightface (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for insightface: filename=insightface-0.7.3-cp310-cp310-linux_x86_64.whl size=1054319 sha256=efab9708e831a5558ca78f7897ab12027a78b3ab4a235e69dbc966ce4dfe6abf\n",
            "  Stored in directory: /root/.cache/pip/wheels/e3/d0/80/e3773fb8b6d1cca87ea1d33d9b1f20a223a6493c896da249b5\n",
            "  Building wheel for basicsr (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for basicsr: filename=basicsr-1.4.2-py3-none-any.whl size=214817 sha256=2ae7940a4b7c9705c01064e7f80f33517d4602a90884640223bb8b22b497c4f4\n",
            "  Stored in directory: /root/.cache/pip/wheels/38/83/99/2d8437cc652a01af27df5ff037a4075e95b52d67705c5f30ca\n",
            "  Building wheel for filterpy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for filterpy: filename=filterpy-1.4.5-py3-none-any.whl size=110458 sha256=72563942f90904e65a4718f589b8b1a2d1598270321713b54fabf5d2943b6a19\n",
            "  Stored in directory: /root/.cache/pip/wheels/0f/0c/ea/218f266af4ad626897562199fbbcba521b8497303200186102\n",
            "Successfully built insightface basicsr filterpy\n",
            "Installing collected packages: tk, lmdb, addict, tqdm, tkinterdnd2, tf-keras-nightly, tensorflow-estimator, protobuf, pillow, numpy, keras, humanfriendly, gast, darkdetect, yapf, opencv-python, onnx, customtkinter, coloredlogs, onnxruntime-gpu, tensorboard, tb-nightly, filterpy, tensorflow, facexlib, basicsr, opennsfw2, insightface, gfpgan\n",
            "  Attempting uninstall: tqdm\n",
            "    Found existing installation: tqdm 4.66.1\n",
            "    Uninstalling tqdm-4.66.1:\n",
            "      Successfully uninstalled tqdm-4.66.1\n",
            "  Attempting uninstall: tensorflow-estimator\n",
            "    Found existing installation: tensorflow-estimator 2.14.0\n",
            "    Uninstalling tensorflow-estimator-2.14.0:\n",
            "      Successfully uninstalled tensorflow-estimator-2.14.0\n",
            "  Attempting uninstall: protobuf\n",
            "    Found existing installation: protobuf 3.20.3\n",
            "    Uninstalling protobuf-3.20.3:\n",
            "      Successfully uninstalled protobuf-3.20.3\n",
            "  Attempting uninstall: pillow\n",
            "    Found existing installation: Pillow 9.4.0\n",
            "    Uninstalling Pillow-9.4.0:\n",
            "      Successfully uninstalled Pillow-9.4.0\n",
            "  Attempting uninstall: numpy\n",
            "    Found existing installation: numpy 1.23.5\n",
            "    Uninstalling numpy-1.23.5:\n",
            "      Successfully uninstalled numpy-1.23.5\n",
            "  Attempting uninstall: keras\n",
            "    Found existing installation: keras 2.14.0\n",
            "    Uninstalling keras-2.14.0:\n",
            "      Successfully uninstalled keras-2.14.0\n",
            "  Attempting uninstall: gast\n",
            "    Found existing installation: gast 0.5.4\n",
            "    Uninstalling gast-0.5.4:\n",
            "      Successfully uninstalled gast-0.5.4\n",
            "  Attempting uninstall: opencv-python\n",
            "    Found existing installation: opencv-python 4.8.0.76\n",
            "    Uninstalling opencv-python-4.8.0.76:\n",
            "      Successfully uninstalled opencv-python-4.8.0.76\n",
            "  Attempting uninstall: tensorboard\n",
            "    Found existing installation: tensorboard 2.14.1\n",
            "    Uninstalling tensorboard-2.14.1:\n",
            "      Successfully uninstalled tensorboard-2.14.1\n",
            "  Attempting uninstall: tensorflow\n",
            "    Found existing installation: tensorflow 2.14.0\n",
            "    Uninstalling tensorflow-2.14.0:\n",
            "      Successfully uninstalled tensorflow-2.14.0\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",
            "lida 0.0.10 requires fastapi, which is not installed.\n",
            "lida 0.0.10 requires kaleido, which is not installed.\n",
            "lida 0.0.10 requires python-multipart, which is not installed.\n",
            "lida 0.0.10 requires uvicorn, which is not installed.\n",
            "tensorflow-metadata 1.14.0 requires protobuf<4.21,>=3.20.3, but you have protobuf 4.23.4 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed addict-2.4.0 basicsr-1.4.2 coloredlogs-15.0.1 customtkinter-5.2.0 darkdetect-0.8.0 facexlib-0.3.0 filterpy-1.4.5 gast-0.4.0 gfpgan-1.3.8 humanfriendly-10.0 insightface-0.7.3 keras-2.13.1 lmdb-1.4.1 numpy-1.24.3 onnx-1.14.0 onnxruntime-gpu-1.15.1 opencv-python-4.8.0.74 opennsfw2-0.10.2 pillow-10.0.0 protobuf-4.23.4 tb-nightly-2.16.0a20231119 tensorboard-2.13.0 tensorflow-2.13.0 tensorflow-estimator-2.13.0 tf-keras-nightly-2.16.0.dev2023111910 tk-0.1.0 tkinterdnd2-0.3.0 tqdm-4.65.0 yapf-0.40.2\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "PIL",
                  "numpy"
                ]
              }
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "!git clone https://github.com/s0md3v/roop.git\n",
        "%cd roop\n",
        "!pip install -r requirements.txt"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jl9zIFZYGWTQ"
      },
      "source": [
        "#download model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "UQH2exUYGTbK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "76344b2b-35dc-41ba-e754-1784d0a732d8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2023-11-19 21:00:11--  https://huggingface.co/ezioruan/inswapper_128.onnx/resolve/main/inswapper_128.onnx\n",
            "Resolving huggingface.co (huggingface.co)... 3.163.189.90, 3.163.189.74, 3.163.189.114, ...\n",
            "Connecting to huggingface.co (huggingface.co)|3.163.189.90|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://cdn-lfs.huggingface.co/repos/40/3c/403ce23d3f5c02a28fcbe749205d5c8245b2812e6c948bae7abac24495779bc7/e4a3f08c753cb72d04e10aa0f7dbe3deebbf39567d4ead6dce08e98aa49e16af?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27inswapper_128.onnx%3B+filename%3D%22inswapper_128.onnx%22%3B&Expires=1700685471&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwMDY4NTQ3MX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy5odWdnaW5nZmFjZS5jby9yZXBvcy80MC8zYy80MDNjZTIzZDNmNWMwMmEyOGZjYmU3NDkyMDVkNWM4MjQ1YjI4MTJlNmM5NDhiYWU3YWJhYzI0NDk1Nzc5YmM3L2U0YTNmMDhjNzUzY2I3MmQwNGUxMGFhMGY3ZGJlM2RlZWJiZjM5NTY3ZDRlYWQ2ZGNlMDhlOThhYTQ5ZTE2YWY%7EcmVzcG9uc2UtY29udGVudC1kaXNwb3NpdGlvbj0qIn1dfQ__&Signature=uriT20ssdmz9Bv2NTKjp2szsz7aowo66nHZIq0B5xO%7E8lJO%7EdaYnla0bTqZsvw0qsb0-hqgDTUpz7PXSnng8PSpDYdiTt2eI8IpmmBi7s8nF9iKy6yE-QobXgzeFKvmi8e41-5c6PbKY-0dqU6piM79jdMeciXBqrk5oc3K6SXtzgL5lZdNKFhwnq2MsTqliw--%7EumjhY14xK1fjzUK-9fk0JFsoralMTZgZxk%7EzyRrSE1bmJ0gIizVX4dTKO8gzzVVCFYEtECu1kW0cwbR6zxCP8gn47-YjqGqkdX4snYt-WWbTe63%7EEZJaWFC1vZh5KKsUoMoDv24ZTTw971LZ2w__&Key-Pair-Id=KVTP0A1DKRTAX [following]\n",
            "--2023-11-19 21:00:11--  https://cdn-lfs.huggingface.co/repos/40/3c/403ce23d3f5c02a28fcbe749205d5c8245b2812e6c948bae7abac24495779bc7/e4a3f08c753cb72d04e10aa0f7dbe3deebbf39567d4ead6dce08e98aa49e16af?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27inswapper_128.onnx%3B+filename%3D%22inswapper_128.onnx%22%3B&Expires=1700685471&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwMDY4NTQ3MX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy5odWdnaW5nZmFjZS5jby9yZXBvcy80MC8zYy80MDNjZTIzZDNmNWMwMmEyOGZjYmU3NDkyMDVkNWM4MjQ1YjI4MTJlNmM5NDhiYWU3YWJhYzI0NDk1Nzc5YmM3L2U0YTNmMDhjNzUzY2I3MmQwNGUxMGFhMGY3ZGJlM2RlZWJiZjM5NTY3ZDRlYWQ2ZGNlMDhlOThhYTQ5ZTE2YWY%7EcmVzcG9uc2UtY29udGVudC1kaXNwb3NpdGlvbj0qIn1dfQ__&Signature=uriT20ssdmz9Bv2NTKjp2szsz7aowo66nHZIq0B5xO%7E8lJO%7EdaYnla0bTqZsvw0qsb0-hqgDTUpz7PXSnng8PSpDYdiTt2eI8IpmmBi7s8nF9iKy6yE-QobXgzeFKvmi8e41-5c6PbKY-0dqU6piM79jdMeciXBqrk5oc3K6SXtzgL5lZdNKFhwnq2MsTqliw--%7EumjhY14xK1fjzUK-9fk0JFsoralMTZgZxk%7EzyRrSE1bmJ0gIizVX4dTKO8gzzVVCFYEtECu1kW0cwbR6zxCP8gn47-YjqGqkdX4snYt-WWbTe63%7EEZJaWFC1vZh5KKsUoMoDv24ZTTw971LZ2w__&Key-Pair-Id=KVTP0A1DKRTAX\n",
            "Resolving cdn-lfs.huggingface.co (cdn-lfs.huggingface.co)... 18.65.229.83, 18.65.229.16, 18.65.229.35, ...\n",
            "Connecting to cdn-lfs.huggingface.co (cdn-lfs.huggingface.co)|18.65.229.83|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 554253681 (529M) [binary/octet-stream]\n",
            "Saving to: ‘inswapper_128.onnx’\n",
            "\n",
            "inswapper_128.onnx  100%[===================>] 528.58M  97.1MB/s    in 6.0s    \n",
            "\n",
            "2023-11-19 21:00:17 (87.6 MB/s) - ‘inswapper_128.onnx’ saved [554253681/554253681]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!wget https://huggingface.co/ezioruan/inswapper_128.onnx/resolve/main/inswapper_128.onnx -O inswapper_128.onnx\n",
        "!mkdir models\n",
        "!mv inswapper_128.onnx ./models"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nCKli1C-_EaO"
      },
      "source": [
        "#Deepfake"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lDYdfL3L71i1",
        "outputId": "c2e6efd8-1e39-4c85-9070-5fe6213e271c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Applied providers: ['CUDAExecutionProvider', 'CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}, 'CUDAExecutionProvider': {'device_id': '0', 'gpu_mem_limit': '18446744073709551615', 'gpu_external_alloc': '0', 'gpu_external_free': '0', 'gpu_external_empty_cache': '0', 'cudnn_conv_algo_search': 'EXHAUSTIVE', 'cudnn_conv1d_pad_to_nc1d': '0', 'arena_extend_strategy': 'kNextPowerOfTwo', 'do_copy_in_default_stream': '1', 'enable_cuda_graph': '0', 'cudnn_conv_use_max_workspace': '1', 'tunable_op_enable': '0', 'enable_skip_layer_norm_strict_mode': '0', 'tunable_op_tuning_enable': '0'}}\n",
            "find model: /root/.insightface/models/buffalo_l/1k3d68.onnx landmark_3d_68 ['None', 3, 192, 192] 0.0 1.0\n",
            "Applied providers: ['CUDAExecutionProvider', 'CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}, 'CUDAExecutionProvider': {'device_id': '0', 'gpu_mem_limit': '18446744073709551615', 'gpu_external_alloc': '0', 'gpu_external_free': '0', 'gpu_external_empty_cache': '0', 'cudnn_conv_algo_search': 'EXHAUSTIVE', 'cudnn_conv1d_pad_to_nc1d': '0', 'arena_extend_strategy': 'kNextPowerOfTwo', 'do_copy_in_default_stream': '1', 'enable_cuda_graph': '0', 'cudnn_conv_use_max_workspace': '1', 'tunable_op_enable': '0', 'enable_skip_layer_norm_strict_mode': '0', 'tunable_op_tuning_enable': '0'}}\n",
            "find model: /root/.insightface/models/buffalo_l/2d106det.onnx landmark_2d_106 ['None', 3, 192, 192] 0.0 1.0\n",
            "Applied providers: ['CUDAExecutionProvider', 'CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}, 'CUDAExecutionProvider': {'device_id': '0', 'gpu_mem_limit': '18446744073709551615', 'gpu_external_alloc': '0', 'gpu_external_free': '0', 'gpu_external_empty_cache': '0', 'cudnn_conv_algo_search': 'EXHAUSTIVE', 'cudnn_conv1d_pad_to_nc1d': '0', 'arena_extend_strategy': 'kNextPowerOfTwo', 'do_copy_in_default_stream': '1', 'enable_cuda_graph': '0', 'cudnn_conv_use_max_workspace': '1', 'tunable_op_enable': '0', 'enable_skip_layer_norm_strict_mode': '0', 'tunable_op_tuning_enable': '0'}}\n",
            "find model: /root/.insightface/models/buffalo_l/det_10g.onnx detection [1, 3, '?', '?'] 127.5 128.0\n",
            "Applied providers: ['CUDAExecutionProvider', 'CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}, 'CUDAExecutionProvider': {'device_id': '0', 'gpu_mem_limit': '18446744073709551615', 'gpu_external_alloc': '0', 'gpu_external_free': '0', 'gpu_external_empty_cache': '0', 'cudnn_conv_algo_search': 'EXHAUSTIVE', 'cudnn_conv1d_pad_to_nc1d': '0', 'arena_extend_strategy': 'kNextPowerOfTwo', 'do_copy_in_default_stream': '1', 'enable_cuda_graph': '0', 'cudnn_conv_use_max_workspace': '1', 'tunable_op_enable': '0', 'enable_skip_layer_norm_strict_mode': '0', 'tunable_op_tuning_enable': '0'}}\n",
            "find model: /root/.insightface/models/buffalo_l/genderage.onnx genderage ['None', 3, 96, 96] 0.0 1.0\n",
            "Applied providers: ['CUDAExecutionProvider', 'CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}, 'CUDAExecutionProvider': {'device_id': '0', 'gpu_mem_limit': '18446744073709551615', 'gpu_external_alloc': '0', 'gpu_external_free': '0', 'gpu_external_empty_cache': '0', 'cudnn_conv_algo_search': 'EXHAUSTIVE', 'cudnn_conv1d_pad_to_nc1d': '0', 'arena_extend_strategy': 'kNextPowerOfTwo', 'do_copy_in_default_stream': '1', 'enable_cuda_graph': '0', 'cudnn_conv_use_max_workspace': '1', 'tunable_op_enable': '0', 'enable_skip_layer_norm_strict_mode': '0', 'tunable_op_tuning_enable': '0'}}\n",
            "find model: /root/.insightface/models/buffalo_l/w600k_r50.onnx recognition ['None', 3, 112, 112] 127.5 127.5\n",
            "set det-size: (640, 640)\n",
            "100% 1168/1168 [00:02<00:00, 414.22it/s]\n",
            "[ROOP.CORE] Creating temporary resources...\n",
            "[ROOP.CORE] Extracting frames with 30 FPS...\n",
            "[ROOP.FACE-SWAPPER] Progressing...\n",
            "Processing:   0% 0/1168 [00:00<?, ?frame/s]Applied providers: ['CUDAExecutionProvider', 'CPUExecutionProvider'], with options: {'CPUExecutionProvider': {}, 'CUDAExecutionProvider': {'device_id': '0', 'gpu_mem_limit': '18446744073709551615', 'gpu_external_alloc': '0', 'gpu_external_free': '0', 'gpu_external_empty_cache': '0', 'cudnn_conv_algo_search': 'EXHAUSTIVE', 'cudnn_conv1d_pad_to_nc1d': '0', 'arena_extend_strategy': 'kNextPowerOfTwo', 'do_copy_in_default_stream': '1', 'enable_cuda_graph': '0', 'cudnn_conv_use_max_workspace': '1', 'tunable_op_enable': '0', 'enable_skip_layer_norm_strict_mode': '0', 'tunable_op_tuning_enable': '0'}}\n",
            "inswapper-shape: [1, 3, 128, 128]\n",
            "Processing: 100% 1168/1168 [01:51<00:00, 10.50frame/s, memory_usage=05.17GB, execution_providers=['CUDAExecutionProvider'], execution_threads=8]\n",
            "[ROOP.FACE-ENHANCER] Progressing...\n",
            "Processing: 100% 1168/1168 [06:54<00:00,  2.82frame/s, memory_usage=05.69GB, execution_providers=['CUDAExecutionProvider'], execution_threads=8]\n",
            "[ROOP.CORE] Creating video with 30 FPS...\n",
            "[ROOP.CORE] Restoring audio might cause issues as fps are not kept...\n",
            "[ROOP.CORE] Cleaning temporary resources...\n",
            "[ROOP.CORE] Processing to video succeed!\n"
          ]
        }
      ],
      "source": [
        "!python run.py --target /content/video.mp4 --output-video-quality 80 --source /content/io.jpeg -o /content/swapped.mp4 --execution-provider cuda --frame-processor face_swapper face_enhancer"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}