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   "cell_type": "code",
   "execution_count": 1,
   "id": "250fcb86",
   "metadata": {},
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   "source": [
    "#|default_exp app"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea967051",
   "metadata": {},
   "source": [
    "# Powerline app"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3f54ef95",
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "from fastai.vision.all import *\n",
    "import gradio as gr\n",
    "import skimage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d25179ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "learn = load_learner('model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d752f05b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "categories = ['power line down',\n",
    "             'power line arcing',\n",
    "             'palm tree after hurricane']\n",
    "\n",
    "def predict(img):\n",
    "    img = PILImage.create(img)\n",
    "    pred,idx,probs = learn.predict(img)\n",
    "    return dict(zip(categories, map(float, probs)))"
   ]
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      "/Users/hectortarrido-picart/mambaforge/envs/powerline-down-id/lib/python3.8/site-packages/gradio/inputs.py:257: UserWarning: Usage of gradio.inputs is deprecated, and will not be supported in the future, please import your component from gradio.components\n",
      "  warnings.warn(\n",
      "/Users/hectortarrido-picart/mambaforge/envs/powerline-down-id/lib/python3.8/site-packages/gradio/deprecation.py:40: UserWarning: `optional` parameter is deprecated, and it has no effect\n",
      "  warnings.warn(value)\n",
      "/Users/hectortarrido-picart/mambaforge/envs/powerline-down-id/lib/python3.8/site-packages/gradio/outputs.py:197: UserWarning: Usage of gradio.outputs is deprecated, and will not be supported in the future, please import your components from gradio.components\n",
      "  warnings.warn(\n",
      "/Users/hectortarrido-picart/mambaforge/envs/powerline-down-id/lib/python3.8/site-packages/gradio/deprecation.py:40: UserWarning: The 'type' parameter has been deprecated. Use the Number component instead.\n",
      "  warnings.warn(value)\n",
      "/Users/hectortarrido-picart/mambaforge/envs/powerline-down-id/lib/python3.8/site-packages/gradio/deprecation.py:40: UserWarning: `enable_queue` is deprecated in `Interface()`, please use it within `launch()` instead.\n",
      "  warnings.warn(value)\n"
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      "Running on local URL:  http://127.0.0.1:7862\n",
      "Running on public URL: https://93aea332a0c30fbbd1.gradio.live\n",
      "\n",
      "This share link expires in 72 hours. For free permanent hosting and GPU upgrades (NEW!), check out Spaces: https://huggingface.co/spaces\n"
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       "\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",
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       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
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       "</style>\n"
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       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
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       "    }\n",
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       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
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    {
     "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"
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     "output_type": "display_data"
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       "<IPython.core.display.HTML object>"
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     "metadata": {},
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   ],
   "source": [
    "#|export\n",
    "images = gr.inputs.Image(shape=(512, 512))\n",
    "labels = gr.outputs.Label()\n",
    "examples = ['powerline_down.jpg', 'powerline_tree.jpg']\n",
    "\n",
    "title = \"Power Line Disaster Classifier\"\n",
    "description = \"A classifier trained to identify power lines, trees and palm trees down after a storm with fastai. Created as a demo for fastai course for Apagon LLC.\"\n",
    "interpretation='default'\n",
    "enable_queue=True\n",
    "\n",
    "intf = gr.Interface(fn=predict,\n",
    "             inputs=images,\n",
    "             outputs=labels,\n",
    "                   examples=examples,\n",
    "                    title = title,\n",
    "                    description = description,\n",
    "                    interpretation = interpretation,\n",
    "                    enable_queue = enable_queue)\n",
    "\n",
    "intf.launch(share=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "edcc9a51",
   "metadata": {},
   "outputs": [],
   "source": [
    "# from nbdev.export import notebook2script\n",
    "# notebook2script('powerline app.ipynb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47733e23",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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