basics.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# So easy, *voilà*!\n",
    "\n",
    "In this example notebook, we demonstrate how Voilà can render Jupyter notebooks with interactions requiring a roundtrip to the kernel."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Jupyter Widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install -qr requirements.txt\n",
    "# import torch\n",
    "from IPython.display import Image, clear_output  # to display images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Setup complete. Using torch 1.6.0 CPU\n"
     ]
    }
   ],
   "source": [
    "# clear_output()\n",
    "# print('Setup complete. Using torch %s %s' % (torch.__version__, torch.cuda.get_device_properties(0) if torch.cuda.is_available() else 'CPU'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.25, device='', exist_ok=False, img_size=640, iou_thres=0.45, name='exp', project='runs/detect', save_conf=False, save_txt=False, source='test/images', update=False, view_img=False, weights=['runs/train/yolov5x_results/weights/best.pt'])\n",
      "Using torch 1.6.0 CPU\n",
      "\n",
      "Fusing layers... \n",
      "Model Summary: 232 layers, 7251912 parameters, 0 gradients\n",
      "image 1/10 /Users/sankardheksit/Documents/wh_model/test/images/IMG_20201029_104650_jpg.rf.a016c5ccbf70c79f4b058131096be992.jpg: 640x640 1 damages, 1 dents, Done. (0.459s)\n",
      "image 2/10 /Users/sankardheksit/Documents/wh_model/test/images/IMG_20201029_105445_jpg.rf.8c46a0e304615e0965808190b550350c.jpg: 640x640 Done. (0.435s)\n",
      "image 3/10 /Users/sankardheksit/Documents/wh_model/test/images/IMG_20201029_105608_jpg.rf.0f0284fd56463b846a1395628bc20919.jpg: 640x640 2 dents, 3 scratchs, Done. (0.439s)\n",
      "image 4/10 /Users/sankardheksit/Documents/wh_model/test/images/IMG_20201029_111224_jpg.rf.36bb35b4b33b880df3d114ade940ebee.jpg: 640x640 2 dents, Done. (0.433s)\n",
      "image 5/10 /Users/sankardheksit/Documents/wh_model/test/images/IMG_20201029_112801_jpg.rf.f8c2d27e9f1712cb598875d7cf73c9db.jpg: 640x640 3 dents, 1 scratchs, Done. (0.441s)\n",
      "image 6/10 /Users/sankardheksit/Documents/wh_model/test/images/IMG_20201029_121750_jpg.rf.227bd30df772d8789c92106c2f7439ed.jpg: 640x640 1 scratchs, Done. (0.439s)\n",
      "image 7/10 /Users/sankardheksit/Documents/wh_model/test/images/IMG_20201029_121859_Bokeh_jpg.rf.492b0ea13c68b5bffa39ad79afd63a56.jpg: 640x640 1 dents, Done. (0.437s)\n",
      "image 8/10 /Users/sankardheksit/Documents/wh_model/test/images/IMG_20201029_122311_Bokeh_jpg.rf.0aa92f59843489a273109315abf53d34.jpg: 640x640 1 dents, Done. (0.434s)\n",
      "image 9/10 /Users/sankardheksit/Documents/wh_model/test/images/IMG_20201029_122639_Bokeh_jpg.rf.2ca0d94bd43b16459a6c338b23f8b2e1.jpg: 640x640 2 dents, 3 scratchs, Done. (0.437s)\n",
      "image 10/10 /Users/sankardheksit/Documents/wh_model/test/images/IMG_20201029_131644_Bokeh_jpg.rf.e3fb024c33fb18fb5f58949d54873b7d.jpg: 640x640 6 dents, 2 scratchs, Done. (0.441s)\n",
      "Results saved to runs/detect/exp\n",
      "Done. (4.501s)\n"
     ]
    }
   ],
   "source": [
    "!python detect.py --weights runs/train/yolov5x_results/weights/best.pt --img 640 --conf 0.25 --source test/images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "image/jpeg": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/jpeg": {
       "width": 600
      }
     },
     "execution_count": 13
    }
   ],
   "source": [
    "Image(filename='runs/detect/exp/IMG_20201029_104650_jpg.rf.a016c5ccbf70c79f4b058131096be992.jpg', width=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.8.3-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}