{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "mid_level_api.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOUmTF/UbE8pbEZg4lZJjyd",
      "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/bipinKrishnan/fastai_course/blob/master/mid_level_api.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "40u0Uw0xuLGj"
      },
      "source": [
        "!pip install fastai --upgrade"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8ciItdgMuOe_"
      },
      "source": [
        "from fastai.text.all import *\n",
        "from inspect import signature, getfullargspec"
      ],
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hPlhAKe_7hYX"
      },
      "source": [
        "## Decorators and function signature"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FxKckUMGzwm7"
      },
      "source": [
        "def decorator_func(func): \n",
        "  lis = [isinstance(3, signature(func).parameters[i].annotation) for i in getfullargspec(func)[0]]\n",
        "\n",
        "  return lis"
      ],
      "execution_count": 96,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9p9wbUFc1aDH"
      },
      "source": [
        "def sample_func(x: int, y: str): return x"
      ],
      "execution_count": 100,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rXU3eEUe3OfN",
        "outputId": "7c2329eb-b2a1-4eb4-a78f-c7e5ee76c766",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "decorator_func(sample_func)"
      ],
      "execution_count": 110,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[True, False]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 110
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "imXah_-TyJp0"
      },
      "source": [
        "def ffff(x: int, y: str, u: float, q: bool): return x, y, u, q"
      ],
      "execution_count": 64,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "86bvNGalxuZk",
        "outputId": "37d55ccf-1d03-47ad-d5a4-662f79009cb7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 156
        }
      },
      "source": [
        "for i in range(len(getfullargspec(ffff)[0])):\n",
        "  param = getfullargspec(ffff)[0][i]\n",
        "  \n",
        "  print(param, signature(ffff).parameters[param].annotation)\n",
        "\n",
        "  print(isinstance(2.0, signature(ffff).parameters[param].annotation))"
      ],
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "x <class 'int'>\n",
            "False\n",
            "y <class 'str'>\n",
            "False\n",
            "u <class 'float'>\n",
            "True\n",
            "q <class 'bool'>\n",
            "False\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AGsO8voMr7YJ",
        "outputId": "c2d70462-68a5-4506-d0be-c9babfb4dc23",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "def f(x:int): return x+3\n",
        "tfm = Transform(f)\n",
        "\n",
        "tfm(2.0), tfm(4), tfm(\"qwe\")"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2.0, 7, 'qwe')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1rWj1sJ_tsu5",
        "outputId": "16000405-d06d-4151-c3b4-701592088e12",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "@Transform\n",
        "def f1(x: str): return x+\" hello\"\n",
        "\n",
        "f1(2.0), f1(4), f1(\"qwe\")"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2.0, 4, 'qwe hello')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KKSS8-Beva-E",
        "outputId": "b705c958-5ad2-46fd-9380-10243b5629e4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "decorator_func(2), decorator_func(\"qwe\"), decorator_func(2.8)"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10, 'qwe', 2.8)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GQmeQ37Nvlsv",
        "outputId": "559a8b51-f860-4736-fd8f-8aa43ba5f9e3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "sig = signature(f)\n",
        "\n",
        "sig.parameters['x'].annotation"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "int"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YJAEM_xYvl3d"
      },
      "source": [
        "def sig(func): return signature(func).parameters['x'].annotation"
      ],
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NQPwP0gQw5H9",
        "outputId": "f0d253aa-3033-4e81-a3a8-4bd5d23e4201",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "sig(f)"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "int"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 71
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ve42Qg3-3hvT"
      },
      "source": [
        "def returns(func): return print(func()+\" + func @returns()\")"
      ],
      "execution_count": 157,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q-QjNO8A6fqj",
        "outputId": "5667f3f4-4ac1-4334-a5c2-7417bfce2f2b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "@returns\n",
        "def dec(): \n",
        "  return \"func dec()\""
      ],
      "execution_count": 159,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "func dec() + func @returns()\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X7udEF7Y6mPx"
      },
      "source": [
        "@Transform\n",
        "def f(x: int): return x+2"
      ],
      "execution_count": 165,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sviJ9jlF8cR5",
        "outputId": "18397691-25e8-404e-f0d2-294e22714240",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "f(3), f(2.0)"
      ],
      "execution_count": 166,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(5, 2.0)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 166
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "msD6fmqY9Q5K"
      },
      "source": [
        "## Siamese Pair"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QtVRkwPv_tCY"
      },
      "source": [
        "from fastai.vision.all import *\n",
        "import torch\n",
        "\n",
        "import re"
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bpvQiA9uDo66",
        "outputId": "06f5adf1-ad64-4959-a26b-778b5d8e14ef",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "path = untar_data(URLs.PETS)\n",
        "path.ls()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              ""
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(#2) [Path('/root/.fastai/data/oxford-iiit-pet/annotations'),Path('/root/.fastai/data/oxford-iiit-pet/images')]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jVuo8dBdDu7d",
        "outputId": "cadb76f2-e636-44e7-b26b-4de10eb98fec",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "files = get_image_files(path/'images')\n",
        "files"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(#7390) [Path('/root/.fastai/data/oxford-iiit-pet/images/Maine_Coon_92.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/boxer_146.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Siamese_77.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_177.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/samoyed_123.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/havanese_187.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/chihuahua_14.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Siamese_93.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/basset_hound_71.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Persian_16.jpg')...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SpcMc5YDD2gm"
      },
      "source": [
        "class SiameseImage(fastuple):\n",
        "  def show(self, ctx=None, **kwargs):\n",
        "    img1, img2, same_breed = self\n",
        "\n",
        "    if not isinstance(img1, Tensor):\n",
        "      if img2.size != img1.size: img2.resize(img1.size)\n",
        "      t1, t2 = tensor(img1), tensor(img2)\n",
        "      t1, t2 = t1.permute(2, 1, 0), t2.permute(2, 1, 0)\n",
        "    else: t1, t2 = img1, img2\n",
        "\n",
        "    line = t1.new_zeros(t1.shape[0], t1.shape[1], 10)\n",
        "\n",
        "    return show_image(torch.cat([t1, line, t2], dim=2), title=same_breed, ctx=ctx)"
      ],
      "execution_count": 114,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4TwaIkJJGzBj",
        "outputId": "e714b402-81d7-493a-f2b3-f80beda9b1e7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
        }
      },
      "source": [
        "img = PILImage.create(files[0])\n",
        "s = SiameseImage(img, img, True)\n",
        "\n",
        "s.show();"
      ],
      "execution_count": 115,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mqLD09qhHmOF",
        "outputId": "342d2686-44f3-4953-da1b-61dc2604b04a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 253
        }
      },
      "source": [
        "img1 = PILImage.create(files[1])\n",
        "s1 = SiameseImage(img, img1, False)\n",
        "\n",
        "s1.show();"
      ],
      "execution_count": 116,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DCgRppgeIE8Q",
        "outputId": "6b9616ea-5e1a-4d34-dee9-806d7414c722",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 200
        }
      },
      "source": [
        "s2 = Resize(224)(s1)\n",
        "s2.show()"
      ],
      "execution_count": 117,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f457d4cb908>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 117
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9X2vyM5EKXGN",
        "outputId": "09f570c2-f107-4c8e-b5bc-620048ca5f70",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "[re.match(r'^(.*)_\\d+.jpg$', fname.name).groups()[0] for fname in files[:5]]"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Maine_Coon', 'boxer', 'Siamese', 'wheaten_terrier', 'samoyed']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pDC0sqERJc-2"
      },
      "source": [
        "def label_func(fname): return re.match(r'^(.*)_\\d+.jpg$', fname.name).groups()[0]"
      ],
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q3wUsHGeKYXI",
        "outputId": "9b36a331-86e1-44c3-b282-69ad077ef50b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "label_func(files[0])"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'Maine_Coon'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RoHVDNuiK-EN",
        "outputId": "b971a036-b47e-4fdc-fb99-553994c8bf08",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "files[:4].map(label_func)"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(#4) ['Maine_Coon','boxer','Siamese','wheaten_terrier']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EFHsCAHpNwVc",
        "outputId": "18fcd9c6-5a64-4713-dd52-375654d02443",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "files.map(label_func).unique()"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(#37) ['Maine_Coon','boxer','Siamese','wheaten_terrier','samoyed','havanese','chihuahua','basset_hound','Persian','Egyptian_Mau'...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ydYi4qk1OWAV",
        "outputId": "555a4ad7-2d8a-40b3-8554-e1e4e44ff6e7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 680
        }
      },
      "source": [
        "dic = {l: L(f for f in files if label_func(f)==l) for l in files.map(label_func).unique()}\n",
        "dic"
      ],
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Abyssinian': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/Abyssinian_97.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Abyssinian_112.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Abyssinian_140.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Abyssinian_1.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Abyssinian_169.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Abyssinian_180.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Abyssinian_21.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Abyssinian_14.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Abyssinian_62.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Abyssinian_107.jpg')...],\n",
              " 'Bengal': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/Bengal_15.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bengal_162.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bengal_196.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bengal_172.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bengal_46.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bengal_195.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bengal_111.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bengal_74.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bengal_43.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bengal_177.jpg')...],\n",
              " 'Birman': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/Birman_59.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Birman_100.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Birman_148.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Birman_4.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Birman_81.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Birman_68.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Birman_10.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Birman_26.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Birman_161.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Birman_168.jpg')...],\n",
              " 'Bombay': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/Bombay_91.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bombay_136.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bombay_169.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bombay_167.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bombay_9.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bombay_32.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bombay_177.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bombay_24.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bombay_47.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Bombay_50.jpg')...],\n",
              " 'British_Shorthair': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/British_Shorthair_65.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/British_Shorthair_198.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/British_Shorthair_102.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/British_Shorthair_26.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/British_Shorthair_210.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/British_Shorthair_2.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/British_Shorthair_45.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/British_Shorthair_269.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/British_Shorthair_128.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/British_Shorthair_9.jpg')...],\n",
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              " 'Persian': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/Persian_16.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Persian_139.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Persian_182.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Persian_103.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Persian_120.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Persian_273.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Persian_107.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Persian_125.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Persian_72.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Persian_97.jpg')...],\n",
              " 'Ragdoll': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/Ragdoll_168.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Ragdoll_124.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Ragdoll_92.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Ragdoll_32.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Ragdoll_140.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Ragdoll_53.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Ragdoll_135.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Ragdoll_197.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Ragdoll_205.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Ragdoll_117.jpg')...],\n",
              " 'Russian_Blue': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/Russian_Blue_199.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Russian_Blue_63.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Russian_Blue_153.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Russian_Blue_108.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Russian_Blue_236.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Russian_Blue_38.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Russian_Blue_79.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Russian_Blue_109.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Russian_Blue_45.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Russian_Blue_244.jpg')...],\n",
              " 'Siamese': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/Siamese_77.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Siamese_93.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Siamese_146.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Siamese_206.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Siamese_19.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Siamese_113.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Siamese_26.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Siamese_23.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Siamese_207.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Siamese_194.jpg')...],\n",
              " 'Sphynx': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/Sphynx_160.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Sphynx_234.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Sphynx_242.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Sphynx_107.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Sphynx_117.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Sphynx_136.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Sphynx_24.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Sphynx_133.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Sphynx_55.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/Sphynx_33.jpg')...],\n",
              " 'american_bulldog': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/american_bulldog_25.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_bulldog_147.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_bulldog_208.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_bulldog_15.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_bulldog_184.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_bulldog_97.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_bulldog_87.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_bulldog_194.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_bulldog_63.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_bulldog_96.jpg')...],\n",
              " 'american_pit_bull_terrier': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_97.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_20.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_180.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_89.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_47.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_41.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_192.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_125.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_91.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_178.jpg')...],\n",
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              " 'beagle': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/beagle_155.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/beagle_107.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/beagle_180.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/beagle_8.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/beagle_176.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/beagle_92.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/beagle_147.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/beagle_95.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/beagle_133.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/beagle_16.jpg')...],\n",
              " 'boxer': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/boxer_146.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/boxer_88.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/boxer_141.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/boxer_31.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/boxer_7.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/boxer_64.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/boxer_159.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/boxer_153.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/boxer_15.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/boxer_6.jpg')...],\n",
              " 'chihuahua': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/chihuahua_14.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/chihuahua_147.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/chihuahua_105.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/chihuahua_142.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/chihuahua_2.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/chihuahua_195.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/chihuahua_58.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/chihuahua_137.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/chihuahua_156.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/chihuahua_140.jpg')...],\n",
              " 'english_cocker_spaniel': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_173.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_138.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_102.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_155.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_183.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_120.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_123.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_79.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_95.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_cocker_spaniel_31.jpg')...],\n",
              " 'english_setter': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/english_setter_81.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_setter_129.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_setter_60.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_setter_20.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_setter_82.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_setter_101.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_setter_84.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_setter_32.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_setter_73.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/english_setter_162.jpg')...],\n",
              " 'german_shorthaired': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/german_shorthaired_181.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/german_shorthaired_155.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/german_shorthaired_95.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/german_shorthaired_161.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/german_shorthaired_23.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/german_shorthaired_144.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/german_shorthaired_10.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/german_shorthaired_163.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/german_shorthaired_56.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/german_shorthaired_9.jpg')...],\n",
              " 'great_pyrenees': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/great_pyrenees_103.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/great_pyrenees_161.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/great_pyrenees_158.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/great_pyrenees_138.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/great_pyrenees_146.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/great_pyrenees_136.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/great_pyrenees_49.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/great_pyrenees_96.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/great_pyrenees_77.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/great_pyrenees_87.jpg')...],\n",
              " 'havanese': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/havanese_187.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/havanese_103.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/havanese_112.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/havanese_182.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/havanese_86.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/havanese_49.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/havanese_45.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/havanese_177.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/havanese_106.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/havanese_100.jpg')...],\n",
              " 'japanese_chin': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/japanese_chin_13.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/japanese_chin_6.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/japanese_chin_23.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/japanese_chin_61.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/japanese_chin_72.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/japanese_chin_153.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/japanese_chin_124.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/japanese_chin_196.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/japanese_chin_56.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/japanese_chin_194.jpg')...],\n",
              " 'keeshond': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/keeshond_177.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/keeshond_58.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/keeshond_49.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/keeshond_142.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/keeshond_183.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/keeshond_83.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/keeshond_135.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/keeshond_65.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/keeshond_171.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/keeshond_102.jpg')...],\n",
              " 'leonberger': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/leonberger_115.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/leonberger_114.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/leonberger_91.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/leonberger_73.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/leonberger_103.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/leonberger_149.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/leonberger_194.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/leonberger_56.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/leonberger_68.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/leonberger_122.jpg')...],\n",
              " 'miniature_pinscher': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_151.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_17.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_58.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_64.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_107.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_134.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_147.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_50.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_44.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/miniature_pinscher_108.jpg')...],\n",
              " 'newfoundland': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/newfoundland_143.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/newfoundland_188.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/newfoundland_31.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/newfoundland_157.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/newfoundland_71.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/newfoundland_172.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/newfoundland_76.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/newfoundland_15.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/newfoundland_36.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/newfoundland_59.jpg')...],\n",
              " 'pomeranian': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/pomeranian_58.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pomeranian_26.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pomeranian_69.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pomeranian_16.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pomeranian_121.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pomeranian_103.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pomeranian_3.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pomeranian_136.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pomeranian_119.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pomeranian_99.jpg')...],\n",
              " 'pug': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/pug_66.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pug_58.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pug_38.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pug_44.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pug_75.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pug_139.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pug_186.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pug_1.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pug_141.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/pug_82.jpg')...],\n",
              " 'saint_bernard': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/saint_bernard_118.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/saint_bernard_162.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/saint_bernard_95.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/saint_bernard_179.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/saint_bernard_178.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/saint_bernard_180.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/saint_bernard_143.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/saint_bernard_136.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/saint_bernard_132.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/saint_bernard_7.jpg')...],\n",
              " 'samoyed': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/samoyed_123.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/samoyed_165.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/samoyed_3.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/samoyed_6.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/samoyed_162.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/samoyed_82.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/samoyed_116.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/samoyed_45.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/samoyed_41.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/samoyed_171.jpg')...],\n",
              " 'scottish_terrier': (#199) [Path('/root/.fastai/data/oxford-iiit-pet/images/scottish_terrier_10.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/scottish_terrier_84.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/scottish_terrier_53.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/scottish_terrier_151.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/scottish_terrier_14.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/scottish_terrier_148.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/scottish_terrier_16.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/scottish_terrier_35.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/scottish_terrier_197.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/scottish_terrier_97.jpg')...],\n",
              " 'shiba_inu': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/shiba_inu_64.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/shiba_inu_172.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/shiba_inu_136.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/shiba_inu_180.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/shiba_inu_47.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/shiba_inu_186.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/shiba_inu_208.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/shiba_inu_182.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/shiba_inu_192.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/shiba_inu_196.jpg')...],\n",
              " 'staffordshire_bull_terrier': (#191) [Path('/root/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_67.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_85.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_151.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_70.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_131.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_130.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_101.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_129.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_104.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/staffordshire_bull_terrier_23.jpg')...],\n",
              " 'wheaten_terrier': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_177.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_173.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_84.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_89.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_146.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_57.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_61.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_28.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_151.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/wheaten_terrier_35.jpg')...],\n",
              " 'yorkshire_terrier': (#200) [Path('/root/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_128.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_180.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_154.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_67.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_29.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_27.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_197.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_92.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_6.jpg'),Path('/root/.fastai/data/oxford-iiit-pet/images/yorkshire_terrier_3.jpg')...]}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3cdZxZLGOyjr",
        "outputId": "701c779d-4120-4746-c98b-0ed2bcf66a80",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "splits = RandomSplitter()(files)\n",
        "splits"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((#5912) [4296,6719,5068,4116,307,5896,3396,4384,4087,6262...],\n",
              " (#1478) [6308,2734,5318,2271,3336,5392,4078,2410,5502,798...])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IUQEqyE3Sjw9",
        "outputId": "cf82105e-de01-47a0-9849-e84a5e27158d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "# L(f for f in files[splits[0]])\n",
        "\n",
        "def draw(f):\n",
        "  same = random.random() < 0.5\n",
        "  cls = label_func(f)\n",
        "\n",
        "  if not same:\n",
        "    print(cls)\n",
        "    cls = random.choice(L(l for l in files.map(label_func).unique() if l != cls))\n",
        "\n",
        "  return random.choice(dic[cls]),same \n",
        "\n",
        "draw(files[0])"
      ],
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Maine_Coon\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(Path('/root/.fastai/data/oxford-iiit-pet/images/saint_bernard_16.jpg'), False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 85
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YrXsB_kxUcgq",
        "outputId": "d4e33c5b-b35c-4b5a-c1ec-e835ee3c5324",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "random.choice(dic['Maine_Coon'])"
      ],
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Path('/root/.fastai/data/oxford-iiit-pet/images/Maine_Coon_213.jpg')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 89
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0Cmr6KWOQxA8"
      },
      "source": [
        "class SiameseTransform(Transform):\n",
        "  def __init__(self, files, label_func, splits):\n",
        "    self.labels = files.map(label_func)\n",
        "    self.lbl2files = {l: L(f for f in files if label_func(f)==l) for l in self.labels}\n",
        "    self.label_func = label_func\n",
        "    self.valid = {f: self._draw(f) for f in files[splits[1]]}\n",
        "\n",
        "  def encodes(self, f):\n",
        "    f2, t = self.valid.get(f, self._draw(f))\n",
        "    img1, img2 = PILImage.create(f), PILImage.create(f2)\n",
        "\n",
        "    return SiameseImage(img1, img2, t)\n",
        "\n",
        "  def _draw(self, f):\n",
        "    same = random.random() < 0.5\n",
        "    cls = self.label_func(f)\n",
        "\n",
        "    if not same:\n",
        "      cls = random.choice(L(l for l in self.labels if self.labels != cls))  \n",
        "\n",
        "    return random.choice(self.lbl2files[cls]), same\n"
      ],
      "execution_count": 106,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jGQO01FvVRi1"
      },
      "source": [
        "tfm = SiameseTransform(files, label_func, splits)"
      ],
      "execution_count": 118,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9A-rA3DPXJsm",
        "outputId": "9ff579c7-6a74-4403-b683-492263ae95f0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 263
        }
      },
      "source": [
        "tfm(files[1]).show()"
      ],
      "execution_count": 122,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f457d3ff198>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 122
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jr_TIJhiXeQ0"
      },
      "source": [
        "tls = TfmdLists(files, tfm, splits=splits)"
      ],
      "execution_count": 120,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C-L9NR1mZRyJ",
        "outputId": "80889b64-6a7e-4684-d536-1c23b5190ce0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 257
        }
      },
      "source": [
        "show_at(tls.valid, 1)"
      ],
      "execution_count": 125,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f457d77add8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 125
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q5gOCuECZWwU"
      },
      "source": [
        "dls = tls.dataloaders(after_item=[Resize(224), ToTensor],\n",
        "                      after_batch=[IntToFloatTensor, Normalize.from_stats(*imagenet_stats)])"
      ],
      "execution_count": 126,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LdjT-8zoaTNb",
        "outputId": "e7b86da6-523e-4355-b34b-aa679dad83ed",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        }
      },
      "source": [
        "x1, x2, y = dls.one_batch()\n",
        "\n",
        "x1.shape, x2.shape, y.shape"
      ],
      "execution_count": 134,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(torch.Size([64, 3, 224, 224]),\n",
              " torch.Size([64, 3, 224, 224]),\n",
              " torch.Size([64]))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 134
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dBFG6qJAaqHM"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}