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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|default_exp app"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/petewin/.local/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "#|export\n",
    "from fastai.vision.all import *\n",
    "import gradio as gr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PILImage mode=RGB size=192x192"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im = PILImage.create('ind_grass.jpg')\n",
    "im.thumbnail((192,192))\n",
    "im"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "learn = load_learner('eh_native_plants.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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": [
       "('Indian Grass',\n",
       " TensorBase(1),\n",
       " TensorBase([1.4056e-04, 9.9943e-01, 8.0901e-05, 5.2122e-05, 2.9737e-04]))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.predict(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Arrowwood Viburnum', 'Indian Grass', 'Northern Bayberry', 'Potentilla Cinquefoil', 'River Birch']\n"
     ]
    }
   ],
   "source": [
    "labels = learn.dls.vocab\n",
    "print(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "labels = learn.dls.vocab\n",
    "\n",
    "def classify_image(img):\n",
    "    pred,pred_idx,probs = learn.predict(img)\n",
    "    return dict(zip(labels, map(float, probs)))"
   ]
  },
  {
   "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": [
       "{'Arrowwood Viburnum': 0.00014056272630114108,\n",
       " 'Indian Grass': 0.9994290471076965,\n",
       " 'Northern Bayberry': 8.09012635727413e-05,\n",
       " 'Potentilla Cinquefoil': 5.212216638028622e-05,\n",
       " 'River Birch': 0.0002973687369376421}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classify_image(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/petewin/mambaforge/lib/python3.10/site-packages/gradio/deprecation.py:43: UserWarning: You have unused kwarg parameters in Interface, please remove them: {'example': ['ind_grass.jpg', 'reed.jpg']}\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "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",
    "\n",
    "image = gr.Image(shape=(192,192))\n",
    "label = gr.Label()\n",
    "examples = ['ind_grass.jpg', 'reed.jpg']\n",
    "\n",
    "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, example=examples)\n",
    "intf.launch(inline=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nbdev.export import nb_export\n",
    "nb_export('app.py')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "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": "3.10.6"
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  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "f4702a165a03ade35e40e0221d250a3a44a346cfc16a49ce6d051d1595069b46"
   }
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 },
 "nbformat": 4,
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}