test-report.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3f2239e0-2c98-4dfc-86c4-1c5ce20af037",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "plt.rcdefaults()\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Example data\n",
    "hardware = ('RTX 4070 Super 12Gb', 'RTX 2070 8Gb', 'M1 Max 32-core GPU', 'M2 10-core GPU',  '3.2 Ghz 16-core i7 13700KF','M1 Max 10-core CPU', 'M2 8-core CPU', '2.4 Ghz 8-core i9', '3.2 Ghz 6-core i7 8700F')\n",
    "y_pos = np.arange(len(hardware))\n",
    "performance = np.array([7, 18, 21, 64, 126, 368, 530, 630, 863])\n",
    "\n",
    "ax.barh(y_pos, performance, align='center')\n",
    "ax.set_yticks(y_pos, labels=hardware)\n",
    "ax.invert_yaxis()  # labels read top-to-bottom\n",
    "ax.set_xlabel('Time of training per epoch in seconds (less = faster, log scale)')\n",
    "ax.set_title('Training time of VGG16 NN 34 mln of parameters (Log scale)')\n",
    "ax.set_xscale('log')\n",
    "\n",
    "# plt.show()\n",
    "plt.savefig('vgg16.png', bbox_inches='tight', pad_inches=1)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}