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FrankEscobar · Feb 21, 2021 · f0d3871 · f0d3871
commit f0d3871
Showing 1 changed file with 217 additions and 0 deletions.
diff --git a/PerroMapacheGatoCocheDeploy.ipynb b/PerroMapacheGatoCocheDeploy.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "happy-remedy",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: voila in c:\\users\\victor\\.conda\\envs\\fastai\\lib\\site-packages (0.2.7)\n",
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+      "Requirement already satisfied: six>=1.11.0 in c:\\users\\victor\\.conda\\envs\\fastai\\lib\\site-packages (from jsonschema!=2.5.0,>=2.4->nbformat->jupyter-server<2.0.0,>=0.3.0->voila) (1.15.0)\n",
+      "Requirement already satisfied: attrs>=17.4.0 in c:\\users\\victor\\.conda\\envs\\fastai\\lib\\site-packages (from jsonschema!=2.5.0,>=2.4->nbformat->jupyter-server<2.0.0,>=0.3.0->voila) (20.3.0)\n",
+      "Requirement already satisfied: pywinpty>=0.5 in c:\\users\\victor\\.conda\\envs\\fastai\\lib\\site-packages (from terminado>=0.8.3->jupyter-server<2.0.0,>=0.3.0->voila) (0.5.7)\n",
+      "Requirement already satisfied: webencodings in c:\\users\\victor\\.conda\\envs\\fastai\\lib\\site-packages (from bleach->nbconvert<7,>=6.0.0->voila) (0.5.1)\n",
+      "Requirement already satisfied: packaging in c:\\users\\victor\\.conda\\envs\\fastai\\lib\\site-packages (from bleach->nbconvert<7,>=6.0.0->voila) (20.9)\n",
+      "Requirement already satisfied: pyparsing>=2.0.2 in c:\\users\\victor\\.conda\\envs\\fastai\\lib\\site-packages (from packaging->bleach->nbconvert<7,>=6.0.0->voila) (2.4.7)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Enabling: voila\n",
+      "- Writing config: C:\\Users\\Victor\\.conda\\envs\\FastAI\\etc\\jupyter\n",
+      "    - Validating...\n",
+      "      voila 0.2.7 ok\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install voila\n",
+    "!jupyter serverextension enable --sys-prefix voila\n",
+    "import fastbook\n",
+    "fastbook.setup_book()\n",
+    "from fastbook import *\n",
+    "from fastai.vision.widgets import *\n",
+    "from fastai import *"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "front-independence",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<fastai.learner.Learner at 0x25304955b08>"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "learn_inf = load_learner('./export.pkl')\n",
+    "learn_inf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "potential-poetry",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a46c0541b0f741ebbb725e007329717e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "FileUpload(value={}, description='Upload')"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from fastai import *\n",
+    "btn_upload = vision.widgets.FileUpload()\n",
+    "out_pl = vision.widgets.Output()\n",
+    "btn_run = vision.widgets.Button(description='Clasificar')\n",
+    "lbl_prediction_a = widgets.Label()\n",
+    "lbl_prediction_b = widgets.Label()\n",
+    "btn_upload"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "infrared-treasury",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "def on_click_classify(change):\n",
+    "    img = PILImage.create(btn_upload.data[0])\n",
+    "    out_pl.clear_output()\n",
+    "    with out_pl: display(img.to_thumb(128,128))\n",
+    "    res_category,res_idx,res_probs = learn_inf.predict(img)\n",
+    "    lbl_prediction_a.value = f'Predicción: {res_category}, probabilidad: {(res_probs[res_idx]*100.0):.02f}%'    \n",
+    "    lbl_prediction_b.value = f'Coche: {(res_probs[0]*100.0):.02f}% '\n",
+    "    lbl_prediction_b.value += f'Estafa: {(res_probs[1]*100.0):.02f}% '\n",
+    "    lbl_prediction_b.value += f'Gato: {(res_probs[2]*100.0):.02f}% '\n",
+    "    lbl_prediction_b.value += f'Mapache: {(res_probs[3]*100.0):.02f}% '\n",
+    "    lbl_prediction_b.value += f'Perro: {(res_probs[4]*100.0):.02f}% '  \n",
+    "btn_run.on_click(on_click_classify)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "allied-people",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FileUpload(value={}, description='Upload')\n",
+      "Button(description='Clasificar', style=ButtonStyle())\n",
+      "Output()\n",
+      "Label(value='')\n",
+      "Label(value='')\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "83695b40705242b6803bf11b55dc7355",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "VBox(children=(Label(value='Selecciona tu cosa'), FileUpload(value={}, description='Upload'), Button(descripti…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#hide_output\n",
+    "print(btn_upload)\n",
+    "print(btn_run)\n",
+    "print(out_pl)\n",
+    "print(lbl_prediction_a)\n",
+    "print(lbl_prediction_b)\n",
+    "VBox([widgets.Label('Selecciona tu cosa'), \n",
+    "      btn_upload, btn_run, out_pl, lbl_prediction_a,lbl_prediction_b])"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.7.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}