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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "98d53c05"
   },
   "source": [
    "## Cats v Dogs Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a minimal example showing how to train a fastai model on Kaggle, and save it so you can use it in your app."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, import all the stuff we need from fastai:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|default_exp app"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "44eb0ad3"
   },
   "outputs": [],
   "source": [
    "#|export\n",
    "from fastai.vision.all import *\n",
    "import gradio as gr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "def is_cat(x): return x[0].isupper() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
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",
      "text/plain": [
       "PILImage mode=RGB size=192x128"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im = PILImage.create('cat.jpg')\n",
    "im.thumbnail((192,192))\n",
    "im"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "learn = load_learner('model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "('True', tensor(1), tensor([1.0530e-13, 1.0000e+00]))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.predict(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "labels = ['Dog','Cat']\n",
    "def classify_image(img):\n",
    "    img = PILImage.create(img)\n",
    "    pred,pred_idx,probs = learn.predict(img)\n",
    "    return {labels[i]: float(probs[i]) for i in range(len(labels))}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'Dog': 1.0529972076581129e-13, 'Cat': 1.0}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "re = classify_image(im)\n",
    "re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running on local URL:  http://127.0.0.1:7860\n",
      "\n",
      "To create a public link, set `share=True` in `launch()`.\n"
     ]
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#|export\n",
    "image = gr.components.Image()\n",
    "label = gr.components.Label(show_label=True)\n",
    "examples = ['dog.jpg','cat.jpg']\n",
    "\n",
    "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
    "intf.launch(inline=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Export successful\n"
     ]
    }
   ],
   "source": [
    "import nbdev\n",
    "nbdev.export.nb_export('hugging-space-model-app.ipynb', 'app')\n",
    "print('Export successful')"
   ]
  }
 ],
 "metadata": {
  "kaggle": {
   "accelerator": "gpu",
   "dataSources": [],
   "dockerImageVersionId": 30185,
   "isGpuEnabled": true,
   "isInternetEnabled": true,
   "language": "python",
   "sourceType": "notebook"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}