uploadingfacedataset.ipynb

{
  "nbformat": 4,
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  "metadata": {
    "colab": {
      "name": "Untitled12.ipynb",
      "provenance": [],
      "mount_file_id": "1Jfnt0o8aP_-tkvjeI3N6fDF_3AUBHgJH",
      "authorship_tag": "ABX9TyNG4/6Ad7xg5tWmfgo63YZ/",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/rahulkashyap14298/AI-Project/blob/master/uploadingfacedataset.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lLhuh5LF0Tus",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from google.colab import files\n",
        "my_file=files.upload()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qdI4MApThMF-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c542707d-1c62-4350-8675-e843ccad8a71"
      },
      "source": [
        "import cv2 \n",
        "import os \n",
        "import dlib\n",
        "from imutils import face_utils\n",
        "from PIL import Image\n",
        "import numpy as np\n",
        "import shutil\n",
        "import pandas as pd\n",
        "\n",
        " %reload_ext autoreload\n",
        "%autoreload 2\n",
        "%matplotlib inline\n",
        "from fastai.vision import *\n",
        "from fastai.metrics import error_rate\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "from google.colab.patches import cv2_imshow\n",
        "\n",
        "\n",
        "# Read the video from specified path \n",
        "cam = cv2.VideoCapture(\"/content/WhatsApp Video 2020-08-28 at 01.10.09.mp4\") \n",
        "\n",
        "try: \n",
        "\t\n",
        "\t# creating a folder named data \n",
        "\tif not os.path.exists('data'): \n",
        "\t\tos.makedirs('data') \n",
        "\n",
        "# if not created then raise error \n",
        "except OSError: \n",
        "\tprint ('Error: Creating directory of data') \n",
        "\n",
        "# frame \n",
        "currentframe = 0\n",
        "\n",
        "while(True): \n",
        "\t\n",
        "\t# reading from frame \n",
        "\tret,frame = cam.read() \n",
        "\n",
        "\tif ret: \n",
        "\t\t# if video is still left continue creating images \n",
        "\t\tname = './data/frame' + str(currentframe) + '.jpg'\n",
        "\t\tprint ('Creating...' + name) \n",
        "\n",
        "\t\t# writing the extracted images \n",
        "\t\tcv2.imwrite(name, frame) \n",
        "\n",
        "\t\t# increasing counter so that it will \n",
        "\t\t# show how many frames are created \n",
        "\t\tcurrentframe += 1\n",
        "\telse: \n",
        "\t\tbreak\n",
        "\n",
        "# Release all space and windows once done \n",
        "cam.release() \n",
        "cv2.destroyAllWindows() \n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
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          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Fvi5htlylWjc",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x=os.listdir(\"/content/data\")\n",
        "i=0\n",
        "while i<len(x):\n",
        " if os.path.isfile(\"/content/data/frame\"+str(i)+\".jpg\"):\n",
        "   colorImage  = Image.open(\"/content/data/frame\"+str(i)+\".jpg\")\n",
        "   transposed  = colorImage.transpose(Image.ROTATE_90)\n",
        "   transposed.save(\"/content/rotated_corect _data/rahul\"+str(i)+\".jpg\")\n",
        " i+=1"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oupRLTQSl652",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "face_detector = dlib.get_frontal_face_detector()   \n",
        "def face_finder(image_link):\n",
        "  img=cv2.imread(image_link)\n",
        "  frame = img\n",
        "  gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n",
        "  rects = face_detector(gray,0)\n",
        "  data=[]\n",
        "  for rect in rects:\n",
        "    (x1,y1,x2,y2) = face_utils.rect_to_bb(rect) \n",
        "    data.append([x1,y1,x2,y2])\n",
        "  return face_cropper(image_link,data)\n",
        "def face_cropper(image_link,rects):\n",
        "  cropped_images=[]\n",
        "  for rect in rects:\n",
        "    my_image=Image.open(image_link)\n",
        "    x1=rect[0]\n",
        "    y1=rect[1]\n",
        "    x2=rect[2]\n",
        "    y2=rect[3]\n",
        "    cropped_images.append(my_image.crop((x1,y1,x1+x2,y1+y2)))\n",
        "  return cropped_images"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WEx0UwBhmiKT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "files=[]\n",
        "for file in os.listdir(\"/content/rotated_corect _data\"):\n",
        "  file_name, file_extension = os.path.splitext(file)\n",
        "  if (file_extension in ['.png','.jpg']):\n",
        "    files.append(file)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yF5VUVCinNcM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "fans=[]\n",
        "i=0\n",
        "for x in files:\n",
        "  img=face_finder(\"/content/rotated_corect _data/rahul\"+str(i)+\".jpg\")\n",
        "  fans.append(img)\n",
        "  i+=1\n",
        "  \n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EkNvopvApsLL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "i=0\n",
        "for x in range(0,len(fans)):\n",
        "  if len(fans[x])==0:\n",
        "    continue\n",
        "  else:\n",
        "    fans[x][0].save(\"/content/itsme/rahul\"+str(i)+\".jpg\")\n",
        "    i+=1"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WK7cUVyLwEe_",
        "colab_type": "code",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "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",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 73
        },
        "outputId": "9d2ddc5e-282b-49bd-a8f3-6dc8e35a009a"
      },
      "source": [
        "from google.colab import files\n",
        "my_file=files.upload()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-30c60a96-a2a6-41d7-ab99-696921988df7\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-30c60a96-a2a6-41d7-ab99-696921988df7\">\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 src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving kaggle.json to kaggle.json\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CI1WZCd5yI8N",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "cred = pd.read_json(\"kaggle.json\",lines=True)\n",
        "os.environ['KAGGLE_USERNAME'] = cred.iloc[0][0]\n",
        "os.environ['KAGGLE_KEY'] = cred.iloc[0][1]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wEsEjkm5y8Is",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "5fab3680-b158-4e86-ba7e-3157b9e56639"
      },
      "source": [
        "!kaggle datasets download -d hereisburak/pins-face-recognition"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading pins-face-recognition.zip to /content\n",
            " 97% 361M/372M [00:05<00:00, 80.3MB/s]\n",
            "100% 372M/372M [00:05<00:00, 73.8MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UCeUq-4IzHpl",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "d438268b-9f14-4415-c8d0-79d77da0b1cb"
      },
      "source": [
        "!unzip \"pins-face-recognition.zip\""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner38_965.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner39_966.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner3_956.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner41_968.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner42_969.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner44_970.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner45_971.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner46_972.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner47_973.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner48_974.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner49_975.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner4_967.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner51_977.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner52_978.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner53_979.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner54_980.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner55_981.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner56_982.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner57_983.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner58_984.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner59_985.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner5_976.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner60_986.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner61_987.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner63_988.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner64_989.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner65_990.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner66_991.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner67_992.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner68_993.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner69_994.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner70_996.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner71_997.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner73_998.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner75_999.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner76_1000.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner78_1001.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner7_995.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner81_1003.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner83_1004.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner84_1005.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner85_1006.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner86_1007.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner87_1008.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner88_1009.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner89_1010.jpg  \n",
            "  inflating: 105_classes_pins_dataset/pins_Sophie Turner/Sophie Turner8_1002.jpg  \n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jkgux-X4zVMS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "j=0\n",
        "tfiles=os.listdir(\"/content/105_classes_pins_dataset\")\n",
        "for file in tfiles:\n",
        "  tfile1=os.listdir(\"/content/105_classes_pins_dataset/\"+file)\n",
        "  i=0\n",
        "  for x in tfile1:\n",
        "    if i==10:\n",
        "      break\n",
        "    else:\n",
        "      colorImage  = Image.open(\"/content/105_classes_pins_dataset/\"+file+\"/\"+x)\n",
        "      colorImage.save(\"/content/itsnotme/rahul\"+str(j)+\".jpg\")\n",
        "      i+=1\n",
        "      j+=1\n",
        "   \n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p0XHNLZiLdeF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "fcdb071a-3fdc-464a-ab8b-ff1d499e4abd"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'Dwayne Johnson30_1659.jpg'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V3RfFXVdNYJm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "directory = \"finaldataset\"\n",
        "parent_dir = \"/content/\"\n",
        "path = os.path.join(parent_dir, directory) \n",
        "os.mkdir(path) \n",
        "\n",
        "files = ['/content/itsme', '/content/itsnotme']\n",
        "for f in files:\n",
        "    shutil.move(f, '/content/finaldataset')\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uJSgr38yglSz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "shutil.make_archive(\"/content/facerecognition\", 'zip', \"/content/finaldataset\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7-ou3i0tgsZ6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "8d08fe1e-0c36-41cd-b47e-912c05445aa1"
      },
      "source": [
        "files = ['/content/facerecognition.zip']\n",
        "for f in files:\n",
        "    shutil.move(f, '/content/fdata')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'/content/facerecognition.zip'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 78
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KVXuWJbKj5So",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "1f0fcf38-195c-4da7-9023-b66a6fc7c4c0"
      },
      "source": [
        "!kaggle datasets init -p /content/fdata"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Data package template written to: /content/fdata/dataset-metadata.json\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ivo4jZS9kYYx",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 138
        },
        "outputId": "f4a764cf-7bdd-4a4b-a0bc-908b8b8cfbdc"
      },
      "source": [
        "!kaggle datasets create -p /content/fdata/"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Starting upload for file facerecognition.zip\n",
            "Warning: Looks like you're using an outdated API Version, please consider updating (server 1.5.6 / client 1.5.4)\n",
            "100% 11.2M/11.2M [00:09<00:00, 1.26MB/s]\n",
            "Upload successful: facerecognition.zip (11MB)\n",
            "Skipping folder: .ipynb_checkpoints; use '--dir-mode' to upload folders\n",
            "Your private Dataset is being created. Please check progress at https://www.kaggle.com/rahulkashyap14298/myfacesdata\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vBHvKBM5omAU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}