{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "view-in-github"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/juliankolbe/classifier_demo/blob/main/bear_classifier.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Note: you may need to restart the kernel to use updated packages.\n"
          ]
        }
      ],
      "source": [
        "%pip install -Uqq gradio\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {
        "id": "qGImVcINGEXN"
      },
      "outputs": [],
      "source": [
        "from fastai.vision.all import *\n",
        "import gradio as gr"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "PILImage mode=RGB size=192x128"
            ]
          },
          "execution_count": 51,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "im = PILImage.create('images/grizzly.jpg')\n",
        "im.thumbnail((192,192))\n",
        "im\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "metadata": {},
      "outputs": [],
      "source": [
        "learn = load_learner('model.pkl')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
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\n",
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