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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|deafult_export painters_app\n",
    "import gradio as gr\n",
    "from fastai.vision.all import *\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "image/png": 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",
      "text/plain": [
       "PILImage mode=RGB size=256x207"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im = PILImage.create('paintings_examples/pissarro1.jpeg')\n",
    "im.thumbnail((256,256))\n",
    "im"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "learn = load_learner('painters_model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 31.3 ms, sys: 18.5 ms, total: 49.8 ms\n",
      "Wall time: 27.1 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "('camille_pissarro',\n",
       " tensor(0),\n",
       " tensor([9.9945e-01, 5.0689e-04, 4.0332e-06, 9.0547e-07, 3.4768e-05]))"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time learn.predict(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "painters_categories = list(learn.dls.vocab)\n",
    "\n",
    "def classify_image(img):\n",
    "    pred, idx, probs = learn.predict(img)\n",
    "    return dict(zip(painters_categories, map(float, probs)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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": [
       "{'camille_pissarro': 0.9994533658027649,\n",
       " 'claude_monet': 0.000506893265992403,\n",
       " 'paul_cézanne': 4.033235200040508e-06,\n",
       " 'pierre-auguste_renoir': 9.054719498635677e-07,\n",
       " 'vincent_van_gogh': 3.4768181649269536e-05}"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classify_image(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running on local URL:  http://127.0.0.1:7861\n",
      "\n",
      "To create a public link, set `share=True` in `launch()`.\n"
     ]
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#| export\n",
    "image = gr.components.Image(shape=(192, 192))\n",
    "label = gr.components.Label()\n",
    "examples_dir = 'paintings_examples'\n",
    "\n",
    "examples = [os.path.join(examples_dir, file) for file in os.listdir(examples_dir)]\n",
    "\n",
    "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
    "intf.launch(inline=False)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
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