Buckets:
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "5664123b-d579-43c4-a919-e0e9a7ea6618", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 800x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "epochs = range(1, 21)\n", | |
| "loss = [5.0/(i*0.8) for i in epochs]\n", | |
| "\n", | |
| "plt.figure(figsize=(8,5))\n", | |
| "plt.plot(epochs, loss, marker='o', color='blue', linewidth=2)\n", | |
| "plt.title('Training Loss Curve', fontsize=14)\n", | |
| "plt.xlabel('Epoch', fontsize=12)\n", | |
| "plt.ylabel('Loss', fontsize=12)\n", | |
| "plt.grid(alpha=0.3)\n", | |
| "plt.savefig('training_loss.png')\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "8658c113-a096-4890-9f0c-c8fc1c39ee3a", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 800x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "epochs = range(1, 21)\n", | |
| "val_loss = [4.5/(i*0.9) for i in epochs]\n", | |
| "\n", | |
| "plt.figure(figsize=(8,5))\n", | |
| "plt.plot(epochs, val_loss, marker='o', color='green', linewidth=2)\n", | |
| "plt.title('Validation Loss Curve', fontsize=14)\n", | |
| "plt.xlabel('Epoch', fontsize=12)\n", | |
| "plt.ylabel('Validation Loss', fontsize=12)\n", | |
| "plt.grid(alpha=0.3)\n", | |
| "plt.savefig('validation_loss.png')\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "0a2ba2cd-d7c2-4486-97c9-b2ed6ee00f40", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 800x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "epochs = range(1, 21)\n", | |
| "train_loss = [5.0/(i*0.8) for i in epochs]\n", | |
| "val_loss = [4.5/(i*0.9) for i in epochs]\n", | |
| "\n", | |
| "plt.figure(figsize=(8,5))\n", | |
| "plt.plot(epochs, train_loss, label='Training Loss', color='blue')\n", | |
| "plt.plot(epochs, val_loss, label='Validation Loss', color='green')\n", | |
| "plt.title('Training vs Validation Loss', fontsize=14)\n", | |
| "plt.xlabel('Epoch', fontsize=12)\n", | |
| "plt.ylabel('Loss', fontsize=12)\n", | |
| "plt.legend()\n", | |
| "plt.grid(alpha=0.3)\n", | |
| "plt.savefig('train_vs_val_loss.png')\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "de0a9eee-5a05-4c77-9818-c158e208ba86", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 800x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "models = ['Lunar-RVC', 'Mangio-RVC', 'Other VC']\n", | |
| "speed = [20, 25, 35]\n", | |
| "\n", | |
| "plt.figure(figsize=(8,5))\n", | |
| "plt.bar(models, speed, color=['blue', 'green', 'orange'])\n", | |
| "plt.title('Inference Speed (ms/frame)', fontsize=14)\n", | |
| "plt.ylabel('ms/frame', fontsize=12)\n", | |
| "plt.grid(axis='y', alpha=0.3)\n", | |
| "plt.savefig('inference_speed.png')\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "id": "984e33bf-b282-45bd-a640-e73da87e704d", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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nIaH3o6m/gERFH1UgH9JIbt1icf3117vBNBrlrL6ALVu2dIOrdApXlUsdDDVKXSO+dcDWfJeqWtavX98dlHVq9K233nIj3sNHgB8KCtUKWTroq4p00UUXuYqwDvKq2GleT/V31GChjE6t1qxZ011DXX3+5NVXX3Wjpvv37x/zZ3awFFbUZUKntevVq+cCmWZemDlzpquSaTaEQzF4RyFSgVNdNVQV1+9QlVD9rt9++233OWiQWPjpdH3O6nusz14j0xU09bvWqXzNqavr0+t+ufPOO93IdQ38UZVeMyFs2LDBjd5XEFbFUVX8WD3xxBPu89Dz6jnVZnVFUD9PVfA1oEqhMKs+mvqSozCnAUraVtQlJiva3tPOcpCZBx980H3p0eAr9f3V56Lfs/YPVaPVVi2fNWtWRPcHBX0F/JtvvtnOPfdcq127tvsSoy8FGkileX71XOpzHk7BXV0NtP1rmwYSVrznxwIQ+zyqWcnsEqq6Qo6udKMrCekqPBUrVnTzQ+pKSeHXu9dcq8OHDw9q1Kjhnk9zQN52221uPsjQVZuizaOadg7OrK7alBnN/XnFFVekzn+puVh1VSNd6WrTpk1RHxN+ZSpdS13zcGpuT82hmpMrU2X2GrG+R82Dqceo/XofmqszqytTRaP7wq/mlNkVmmbNmuWugqQrj+nSupozVFfGOuOMM9w8qOFzzKb9PNq2beuuvhS6MlWnTp2CDz/8MN2VqXTlJV3XPjR3auvWraNeSSqW378uIfrggw+69mq+VV25SnPy6upcmms27WeVkdAVoPRvZvOoZiXaPKrhNJdqly5d3Hyp2o/0/hs3bux+r3ovaWle2RdeeMFdSU3ztWp9/U40R6yuOqarw+kSrGnNmzfPtePRRx+Nqd3A4SpJ/4l3WAaAg6WpoDTtEn/SEpOqyTpFryqnrrCV36nirjMZuiJaLNNuAYcr+qgCAPI9XYhA/Zc15VR+v+So+mdr2ix14yCkItHRRxUAcFjQTBA///xz6gUA8iv1JVY/4ptuuineTQHijlP/AA4LnPoHgMOPV6f+NVJVU8iE3zRCEgCyolkBCKkAcHjx7tS/pkdRH6O0lw8EAABAYvEuBSqYhq75DQAAgMTlXVDVpMmaVFwTNmvyZ43iPP7446Ouu3v3bncLvzqIro2sq9ZEu7Y0AAAA4kvdtLZt2+byXlZXhvNqMJXmjNNVOjQXnq5GkpKS4q7F/MUXX0S92on6tGodAAAA5C+6Cl2lSpXyT1BNa/Pmze5Sfrpe9tVXX51lRVWXt1P1VZemC7+EHQAAAPygSw8r3ynnlSpVKn+d+g+niY51jePVq1dHvb9w4cLuFu1xBFUAAAD/hE73x9JN06vpqdJSNwBdPu7YY4+Nd1MAAACQx7wKqrfffrubsPvHH390l8Dr0KGDFShQwLp16xbvpgEAACCPFfTtsnEKpbr8Xbly5axp06a2aNEi9/8AAABILF4F1SlTpsS7CQAAAPCEV6f+AQAAgBCCKgAAALxEUAUAAICXCKoAAADwEkEVAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAADgJYIqAAAAvERQBQAAgJcIqgAAAPASQRUAAABeIqgCAADASwRVAAAAeImgCgAAAC8RVAEAAOAlgioAAAC8RFAFAACAlwiqAAAA8BJBFQAAAF4iqAIAAMBLBFUAAAB4iaAKAAAALxWMdwPyu5SklHg3AQluSDAk3k0AAOCQoKIKAAAALxFUAQAA4CWCKgAAALxEUAUAAICXCKoAAADwEkEVAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAADgJYIqAAAAvERQBQAAgJcIqgAAAPASQRUAAABeKhjvBgA4/CUlxbsFSHRBEO8WAMgJKqoAAADwEkEVAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAADgJYIqAAAAvERQBQAAgJcIqgAAAPASQRUAAABeIqgCAADASwRVAAAAeImgCgAAAC8RVAEAAOAlgioAAAC8RFAFAACAlwiqAAAA8BJBFQAAAF4iqAIAAMBLBFUAAAB4iaAKAAAALxFUAQAA4CWCKgAAALxUMN4NAAAg0aWkpMS7CUhwQ4YMMR9RUQUAAICXCKoAAADwkrdBdeTIkZaUlGT9+vWLd1MAAAAQB14G1SVLlthTTz1l9erVi3dTAAAAECfeBdXt27dbjx49bNy4cVamTJl4NwcAAABx4t2o/5tuusnatGljLVu2tGHDhmW67u7du90tZOvWre7fAwcOuFtiRn0kmjzb1g9CMvsJ4iwf7CZAwhxLDmTjtbwKqlOmTLHly5e7U/+xGDFiRNQpPTZu3Gi7du2yvFCyQck8eR0gIxs2bDDfNWgQ7xYg0fm+m5QsybEEiXMs2bZtW/4Lqr/88ov17dvX5syZY0WKFInpMYMGDbL+/ftHVFQrV65s5cqVy7Odfuuy/1VxgXgpX768+W7Zsni3AInO990kdEYQSIRjSZEYc55XQXXZsmUuzZ9++umpy/bv328LFiywUaNGuVP8BQoUiHhM4cKF3S2t5ORkd8sTnE5CnOXZtn4QOO2KeMsHuwmQMMeS5Gy8ljdBtUWLFvb5559HLOvdu7fVrl3bBgwYkC6kAgAA4PDmTVAtUaKE1a1bN2JZ8eLF7aijjkq3HAAAAIc/ToYAAADAS95UVKOZN29evJsAAACAOKGiCgAAAC8RVAEAAOAlgioAAAC8RFAFAACAlwiqAAAA8BJBFQAAAF4iqAIAAMBLBFUAAAB4iaAKAAAALxFUAQAA4CWCKgAAALxEUAUAAICXCKoAAADwEkEVAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAADgJYIqAAAAvERQBQAAgJcIqgAAAPASQRUAAABeIqgCAADASwRVAAAAeImgCgAAAC8RVAEAAOAlgioAAAC8RFAFAACAlwiqAAAA8BJBFQAAAF4iqAIAAMBLBFUAAAB4iaAKAAAALxFUAQAA4CWCKgAAALxEUAUAAICXCKoAAADwEkEVAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAADgJYIqAAAAvERQBQAAgJcIqgAAAPASQRUAAABeIqgCAADASwRVAAAAeImgCgAAAC8RVAEAAOAlgioAAAC8RFAFAACAlwiqAAAA8BJBFQAAAF4iqAIAAMBLBFUAAAB4iaAKAAAALxFUAQAA4CWCKgAAALxEUAUAAICXCKoAAADwEkEVAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAABweAXV/fv325QpU+z666+3Dh062Oeff+6Wb9myxaZNm2a///57tp/zySeftHr16lnJkiXdrXHjxvbWW2/ltIkAAABItKC6efNma9KkiXXv3t0mT55sM2bMsI0bN7r7jjzySLvlllvssccey/bzVqpUyUaOHGnLli2zpUuX2vnnn2+XXnqprVq1KifNBAAAQKIF1YEDB7rw+Pbbb9uaNWssCILU+woUKGCdO3e2WbNmZft527VrZxdffLHVqFHDatasacOHD3fBd9GiRTlpJgAAAPKxgjl50GuvvWZ9+vSxCy64wP7888909ytkTpw48aAapq4FL7/8su3YscN1AYhm9+7d7haydetW9++BAwfcLU/Qyxdxlmfb+kFIZj9BnOWD3QRImGPJgWy8Vo6CqvqhVq1aNcP79+7da/v27cvJU7u+rgqmu3btctXU6dOnW506daKuO2LECEtJSUm3XN0Q9Pi8ULJByTx5HSAjGzZsMN81aBDvFiDR+b6baFwGkCjHkm3bth3aoFqtWjVbvnx5hve/8847GYbLrNSqVctWrFjhwvArr7xivXr1svnz50d9vkGDBln//v0jKqqVK1e2cuXK5dlOv3XZ/6q4QLyUL1/efLdsWbxbgETn+24SOiMIJMKxpEiRIoc2qF5zzTU2YMAAa968ubVo0cItS0pKcqfh7733Xps9e7aNHTs2J09thQoVsurVq7v/b9CggS1ZssQNzHrqqafSrVu4cGF3Sys5Odnd8gSnkxBnebatHwROuyLe8sFuAiTMsSQ5G6+Vo6Dat29fN5iqW7duVrp0abdMMwCov6pO+WvKqquvvtpyqx9DeD9UAAAAJIYcBVVVT8eNG+dOy+v0/HfffecCpboEdO3a1c4999wcNUan8lu3bm3HH3+8678wadIkmzdvnptdAAAAAIkl20F1586d1rNnT+vUqZP16NHDmjZtmqsdea+44gpbt26dlSpVyk3+r5Cq2QUAAACQWLIdVIsVK2bvvvuuq3zmtqeffjrXnxMAAAD5U456zqqK+vHHH+d+awAAAICDCaqjRo2yhQsX2j333GO//vprTp4CAAAAyP2gWr9+fRdQNeF+lSpV3BRRmrc0/KY+pgAAAECejvrXQCqN/AcAAAC8CqoTJ07M/ZYAAAAAYbhWBwAAAA6voKrrEqekpNiZZ55pxxxzjLvp/3UJVa5ZDAAAgLgE1d9++81OO+00F1S3b99uTZo0cbcdO3bY0KFD7fTTT3eT9gMAAAB52kd1wIABtn79envjjTfs4osvjrjvrbfesi5dutjAgQPt2WefzXHDAAAAkNhyVFGdPXu29evXL11IFV2x6pZbbrFZs2blRvsAAACQoHIUVHWKX31SM1KhQgW3DgAAAJCnQbVOnTo2efJk27NnT7r79u7d6+7TOgAAAECe91G97LLL3Cj/G2+80WrWrOmWf/PNNzZmzBhbuXKlTZ06NceNAgAAAHIUVDVYSqf2NWDqhhtuSL1KVRAEVr58eXvmmWesc+fOud1WAAAAJJAcBVW58sorrWfPnrZ06VL76aef3LIqVarYGWecYQUL5vhpAQAAAOegEqUC6VlnneVuAAAAQNwHU2mwlCqqGendu7e99NJLB9MuAAAAJLgcBdVHHnnEChcunOH9RYsWdesAAAAAeRpUNbpfl1DNSP369e3rr7/OcaMAAACAHAVVje7fvHlzhvdv2rTJzacKAAAA5GlQVTU1own/d+/ebZMmTcq04goAAAAckqCq+VO/+OILO++882zmzJm2Zs0ad5sxY4Y1b97cVq1a5dYBAAAA8nR6qtatW9vTTz9tffv2tfbt20d0CShRooSNGzfO2rRpk+NGAQAAAAc14X/Hjh1tzpw59v3337tl1apVswsvvNCFVQAAACBuE/6XLFnSOnXqdFANAAAAAKLJlWudvv/++/biiy/aunXrrHbt2q5LgC6nCgAAABzywVRDhw61YsWK2R9//BGxfPz48XbBBRfYhAkTbPbs2fboo49aw4YN7ccff8xxowAAAICYg+rcuXPdIKqjjz46ddnff/9t/fv3t9KlS7v7t23bZlOmTLHt27fbsGHDDlWbAQAAkABiPvX/7bffuoFS4TSQSqF0xIgR1qxZM7esa9eu9t5779k777yT+60FAABAwoi5oqorUR177LERy1RFTUpKsrZt20Ysb9CggeuvCgAAABzyoFqxYsV0/U7nz5/vTvvXqVMn3frqzwoAAAAc8qB6zjnn2DPPPGO//vprajV1xYoVrpqqqmq4lStXWuXKlXPcKAAAACBbo/537NjhJvXXrVWrVq5qOnjw4Ij19u3bZ9OmTUvtswoAAAAc0qCqeVGXLl1q11xzjdWsWdOuuuoqW7x4sVWvXj1ivUWLFrk+qt27d89RgwAAAIBsT/ivSuro0aMzXadp06buBgAAAORJRRUAAADISwRVAAAAeImgCgAAAC8RVAEAAOAlgioAAAC8RFAFAABA/g6q69evtwULFtj27dsjlu/du9f+9a9/uamrdAGA008/3WbMmHEo2goAAIAEEnNQHTlypHXp0sUKFSoUsfy2226z4cOH26ZNm+zkk0+2b775xjp16uRCLQAAAHDIg+r8+fOtXbt2EUF148aN9sQTT9hJJ51ka9assSVLltiXX35p5cqVs4ceeijHjQIAAABiDqq//PKLq5iGe+ONN+zAgQN2++23W+nSpVMvtdq7d2/75JNPcr+1AAAASBgxB9Vdu3bZkUceGbFs4cKFlpSUZC1atIhYrv6q6goAAAAAHPKgWrVqVVuxYkXEsrlz57oKauXKlSOWa8BV2bJlc9woAAAAIOag2rFjR3v22Wdt6tSprhuABlD99NNP1rVr13TrLlq0yE488cTcbisAAAASSMFYV7zzzjtt5syZ1q1bN3e6PwgCq1Wrlt19990R6/35559ueqo77rjjULQXAAAACSLmoFq8eHFbvHixTZ8+3Y3w1yn/9u3bW5EiRSLWW7t2raWkpFjnzp0PRXsBAACQIApma+WCBd1cqpmpV6+euwEAAAB5FlRDdu/ebR9++KF99dVXtnXrVitRooTVqVPHmjRpYoULFz6oBgEAAADZDqrql/qf//zHHnjgATf9lH4OUb/VMmXK2IABA9y8qvoZAAAAyJOg2qNHD5syZYrVqFHD+vTpY/Xr13fV1G3bttlnn31mkyZNsoEDB7pprF588cUcNwoAAACIOag+//zzLqSqWjpixAgrUKBAxP0aWDV48GC766677N///re1bt3aevbseSjaDAAAgAQQ8zyq48aNs2bNmtmDDz6YLqSmPllyso0cOdKtN3bs2NxsJwAAABJMzEF15cqV1qlTp5gvDqD1AQAAgEMeVPfu3ZtuztSMaOT/vn37ctwoAAAAIOagWr16dVuwYEFM6y5cuJBLqAIAACBvgqquNDV58mR78803M11P92u9rC4MAAAAAORKUL3tttusVq1abnT/dddd56qmmuxfc6nq3w8++MAt1/1aT+sDAAAAh3x6qmLFitn7779vV1xxhY0fP96efvrpdOsotLZs2dKee+45tz4AAACQJxP+ly9f3mbPnm2ffPKJzZw507788ks32b8m/T/ppJOsbdu21rhx4xw3BgAAAMhRUA1p1KiRuwEAAABx76MKAAAAeFlRveSSS7L1xElJSfb666/npE0AAABA7EH1jTfecBP+V6hQwQ2aiiWoZteIESNs2rRp9vXXX1vRokXt7LPPtgceeMDNIgAAAIDEEnNQrVixoq1du9aOPvpo6969u/3jH/9woTU3zZ8/32666SZr2LChu7LVXXfdZRdeeKEbtFW8ePFcfS0AAAAcJn1Uf/nlF5s7d66ddtppdt9991nlypXdVFQTJkxwI/9zg2YUuPLKK+3kk0+2+vXr28SJE+3nn3+2ZcuW5crzAwAA4DAd9d+sWTN3GzVqlM2aNcsmTZpkN998s914443WunVrV2lt166dFS5cOFcat2XLFvdv2bJlo96/e/dudwvRhQfkwIED7pYnGI6GOMuzbf0gJLOfIM7ywW4CJMyx5EA2XitH01MdccQRdumll7rb9u3bXb/SMWPG2GWXXWZDhw61wYMHW268iX79+lmTJk2sbt26UddRn9aUlJR0yzdu3Gi7du2yvFCyQck8eR0gIxs2bDDfNWgQ7xYg0fm+m5QsybEEiXMs2ZaNM/E5Cqohqma+/fbbbnT/p59+6gZbnXDCCZYb1Ff1iy++cJdmzcigQYOsf//+ERVVdUkoV65cnu30W5f9r4oLxIsuxOE7eu8g3nzfTUJnBIFEOJYUKVLk0AVVVTrnzJljkydPttdee8127tzp+qqOGzfOOnTokCuDntSdQLMMLFiwwCpVqpTheupiEK2bQXJysrvlCU4nIc7ybFs/CJx2Rbzlg90ESJhjSXI2XivmoPrRRx+5Pqkvv/yy/fnnn3bWWWfZ/fffb127dnUzAeQGTXvVp08fmz59us2bN8+qVq2aK88LAACA/CfmoNq0aVM3t+nFF19s3bp1Sz3Fr1H5ukVz+umnZ/t0v8KwuhKUKFHC1q9f75aXKlXKvTYAAAASR7ZO/f/999/26quvusFTWVVGNeH//v37s9WYJ5980v3bvHnziOWaAkvTVgEAACBxxBxUFRYPtViueAUAAIDEEHNQ7dWr16FtCQAAABCGcZAAAADwEkEVAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAADgJYIqAAAAvERQBQAAgJcIqgAAAPASQRUAAABeIqgCAADASwRVAAAAeImgCgAAAC8RVAEAAOAlgioAAAC8RFAFAACAlwiqAAAA8BJBFQAAAF4iqAIAAMBLBFUAAAB4iaAKAAAALxFUAQAA4CWCKgAAALxEUAUAAICXCKoAAADwEkEVAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAADgJYIqAAAAvERQBQAAgJcIqgAAAPASQRUAAABeIqgCAADASwRVAAAAeImgCgAAAC8RVAEAAOAlgioAAAC8RFAFAACAlwiqAAAA8BJBFQAAAF4iqAIAAMBLBFUAAAB4iaAKAAAALxFUAQAA4CWCKgAAALxEUAUAAICXCKoAAADwEkEVAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAADgJYIqAAAAvERQBQAAgJcIqgAAAPASQRUAAABeIqgCAADASwRVAAAAeImgCgAAAC8RVAEAAOAlgioAAAC8RFAFAACAlwiqAAAA8JJXQXXBggXWrl07O+644ywpKclee+21eDcJAAAAceJVUN2xY4fVr1/fRo8eHe+mAAAAIM4Kmkdat27tbgAAAIBXQTW7du/e7W4hW7dudf8eOHDA3RKvJo1ElGfb+kFIZj9BnOWD3QRImGPJgWy8Vr4OqiNGjLCUlJR0yzdu3Gi7du3KkzaUbFAyT14HyMiGDRvMdw0axLsFSHS+7yYlS3IsQeIcS7Zt25YYQXXQoEHWv3//iIpq5cqVrVy5cnm2029d9r8qLhAv5cuXN98tWxbvFiDR+b6bhM4IAolwLClSpEhiBNXChQu7W1rJycnulic4nYQ4y7Nt/SBw2hXxlg92EyBhjiXJ2Xgtdl0AAAB4yauK6vbt22316tWpP//www+2YsUKK1u2rB1//PFxbRsAAAASOKguXbrUzjvvvNSfQ/1Pe/XqZRMnToxjywAAAJDQQbV58+YWBEG8mwEAAAAP0EcVAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAADgJYIqAAAAvERQBQAAgJcIqgAAAPASQRUAAABeIqgCAADASwRVAAAAeImgCgAAAC8RVAEAAOAlgioAAAC8RFAFAACAlwiqAAAA8BJBFQAAAF4iqAIAAMBLBFUAAAB4iaAKAAAALxFUAQAA4CWCKgAAALxEUAUAAICXCKoAAADwEkEVAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAADgJYIqAAAAvERQBQAAgJcIqgAAAPASQRUAAABeIqgCAADASwRVAAAAeImgCgAAAC8RVAEAAOAlgioAAAC8RFAFAACAlwiqAAAA8BJBFQAAAF4iqAIAAMBLBFUAAAB4iaAKAAAALxFUAQAA4CWCKgAAALxEUAUAAICXCKoAAADwEkEVAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAADgJYIqAAAAvERQBQAAgJcIqgAAAPASQRUAAABeIqgCAADASwRVAAAAeImgCgAAAC8RVAEAAOAlgioAAAC8RFAFAACAlwiqAAAA8BJBFQAAAF4iqAIAAMBLXgbV0aNH2wknnGBFihSxRo0a2eLFi+PdJAAAACR6UJ06dar179/fhgwZYsuXL7f69etbq1atbMOGDfFuGgAAABI5qD788MN27bXXWu/eva1OnTo2ZswYK1asmD3zzDPxbhoAAADyUEHzyJ49e2zZsmU2aNCg1GXJycnWsmVL+/jjj9Otv3v3bncL2bJli/t38+bNduDAgTxp866kXXnyOkBGtL37Likp3i1AovN9N9m1i2MJEudYsnXrVvdvEAT5K6j+8ccftn//fjvmmGMiluvnr7/+Ot36I0aMsJSUlHTLq1SpckjbCfhkZJmR8W4C4L0yZeLdAsBvI0fm/bFk27ZtVqpUqfwTVLNLlVf1Zw1RFfWvv/6yo446ypIo4eQL+lZVuXJl++WXX6xkyZLxbg7gHfYRIHPsI/mPKqkKqccdd1yW63oVVI8++mgrUKCA/f777xHL9XOFChXSrV+4cGF3C1e6dOlD3k7kPv1x4Q8MkDH2ESBz7CP5S1aVVC8HUxUqVMgaNGhg7733XkSVVD83btw4rm0DAABA3vKqoio6ld+rVy8744wz7Mwzz7RHH33UduzY4WYBAAAAQOLwLqhedtlltnHjRvvXv/5l69evt1NPPdVmz56dboAVDg/quqE5c9N24QDwP+wjQObYRw5vSUEscwMAAAAAecyrPqoAAABACEEVAAAAXiKoAgAAwEsEVQDw0NChQ91gUiCRTJw4kfnQEYGgmqCuvPJKa9++vflu3rx57ipjoVu5cuXs4osvts8//9zd/9BDD1mZMmWiXid7586dbvLnxx9/PHXZp59+al26dHGzSBQpUsRq1Khh1157rX377bd5+r7g3/6g7euGG25Id99NN93k7tM6een222+PmFM6p0444YTU/adYsWJ2yimn2Pjx41MvpnLEEUfYlClToj726quvttNPPz3iCkB333231a5d2+0/uhBLy5Ytbdq0aTFdsxuJQVeIuuqqq9xVhzQ/ui5r3rdvX/vzzz/TbZuagjIe9uzZ4y4ylNFlQ++77z53nNi7d2/q+g8++KDVr1/f7Ud6bJMmTWzChAmp6+DQIKjCG5nt7N98842tW7fO3n77bdu9e7e1adPG/eG4/PLL3Ty7OlCm9corr7h1evbs6X5+44037KyzznKPf/HFF+2rr76yF154wV0dY/DgwYf0vcF/ugSjAtvff/+dukxfgCZNmmTHH398nrfnyCOPdJeDzg333nuv23+++OILtz/oy9lbb73lDsTal5555pl0j9F+9dJLL7mwKps3b7azzz7bnnvuOXf56uXLl9uCBQvclIJ33nmnbdmyJVfaivxtzZo1bh707777ziZPnmyrV6+2MWPGpF64R5c59+H4ogCtfUFBMy196VJl94orrnBf5HQcadWqlQu11113nX300Ue2ePFi9yX2v//9r61atSoP30kC0vRUSDy9evUKLr300nTLJ0yYEJQqVSpi2fTp01UqSf15yJAhQf369YPnnnsuqFKlSlCyZMngsssuC7Zu3Zq6zltvvRU0adLEPVfZsmWDNm3aBKtXr069/4cffnDPOWXKlODcc88NChcu7F47rblz57r1Nm3alLpsxowZbtlnn33mfu7YsWPQokWLdI9t1qyZa5fs2LEjOProo4P27dtH/TzCnx+Juz/UrVs3eOGFF1KXv/jii0G9evXcfVonO9v2q6++GjRv3jwoWrSoe46PPvoo4jXHjh0bVKpUyd2v7fKhhx6K2PdC+1nI/v37g5SUlKBixYpBoUKF3H1qS1a0jz7yyCMRy9TuW2+9NXV/Sk5ODn766aeIdbQ/FilSJHXf+Oc//xkUL148WLt2bbrX2LZtW7B3794s24LD30UXXeS26507d0YsX7duXVCsWLHghhtuSP37rP0k/BZ+DJo9e3ZQu3Ztt821atUq+O233yKeb9y4ce5+HTtq1aoVjB49OtvHl5UrV7r1Fi5cGPW489VXX7mfH3jgAbePLF++PN1z7NmzJ9i+fftBfWbIHBVV5Mj3339vr732mqtS6jZ//vyIUyiqxugqY0uXLnXfpJOTk61Dhw7ukrjhBg4c6E4Jqbqpb6xZUdUmdJpS34hFFZ/333/ffvrpp4hv9ar2hKpBqsT+8ccfrvITDX2iIDpdGV5hUaUx7VXxYt22dYpcp+9XrFhhNWvWtG7dutm+ffvcfR9++KHrZqBtX/dfcMEFNnz48Ezb9thjj7muLv/5z39s5cqVbn+55JJLXOUqVmrjq6++aps2bUrdf9SVRpVVVZDC6XPo2LGj2zf0OO13PXr0cKdzo1V/Cxb07voxyGOqlupv7Y033mhFixaNuE/dRLT9TJ061VUsdRasUqVKqdV+3cK7bWk7f/75593f8Z9//tntSyE6I6aLAmmf0bHj/vvvd2fFnn322WwdX9QNpmHDhunOKGjb19kDdXEJvZ66uJx22mnpnkMV1+LFix/Ep4YsZRFkcZg62IqqvhmHV1DvuOOOoFGjRhm+3saNG91zfP755xHfeB999NFM2xn6Zqtv1bqFvnlfcsklqevs27fPVZnUrpDBgwcHxx9/vKtChb4R63F//fVXFp8MEnl/2LBhg6u+/Pjjj+6miqK23fCKaqzb9vjx41PXWbVqVUSFRpV+VWLD9ejRI9OK6nHHHRcMHz484jENGzYMbrzxxiwrqqrAav8pWLCga4cqqt99913qOgMHDgyqVq0aHDhwwP2sCnFSUlLw7rvvup9///1397iHH344hk8TiWrRokVuO9ExIxptP7pf21NG1X4dg7RO+FkKVUuPOeaY1J+rVasWTJo0KeJx9913X9C4ceNsHV9kzJgxwZFHHunOCoiOazq+he+/Outxyy23xPgpILdRUUWOqBN8iRIlUn8+9thjbcOGDak/q8qjCtKJJ57oBjRpfdE343DqyxRy8sknu8qMbq1bt45Yb+HChbZs2TJX9VF1Sn2eQgoUKGC9evVy9+mbuqo/+matSpiqXcJAD8RCg/XUZ1Pbkqoq+n8NmggX67Zdr169iP1DQvuI+lyfeeaZEeun/TmcBjH99ttvbvBGOP2sapGoqhTaf3QLb88dd9zhKrc689CoUSN75JFHrHr16hGV5B9++MHmzp3rftZ71/s6//zz3c/sP8iOg91eNFipWrVqUY8vOqOhM3o6Wxa+vQ8bNswtz+j4khHty/v373f9sUUVXx031Pc6t94PDg7nahBBO2janTLaICed7ginEcXhpz7btWvnRnqOGzfOnSrUfXXr1nWd0sOFnzKZNWtW6mulPW1UtWpVdwqyVq1a7g+W/ojolFD4gXbEiBHuQKzX0qjT8FO2Crfy9ddfuw79QEa0Ld18883u/0ePHp3u/li37fB9RPuHpO0ekJvUlaBr166pP4efolfYVjDV7eWXX3anPHUQr1Onjrtfs1+cc845LqA2b97cDZjSgKtQuxXgtf9p/wEyou1L24y+PKk7TFparllatD1lJtrxJXRc2r59u/tX+5++dIVT0SJcLKfk9WWzc+fObtsPdf3RfqTwG378YNuPHyqqiKA/INu2bXPfWkNUickOTUGiitE999xjLVq0sJNOOsn1icuKDv6hg2nFihUzXE8jLTV6efr06anL9O27WbNmrq+R/tCoP5GeL+TCCy90B2tNLxKNRjQDctFFF7nQqS9Nafu15XTbTktfuJYsWRKxLO3PaQ+mCp7q2xpOP4fCZtmyZVP3H90y6jOq2Q30RU8j98OpQqX+q7qtXbs2YjoufYH9xz/+4frqqbKblsJDqP8tEpdmqVB/6yeeeCJi9gxZv36923607YW+AKmftKqZ2aH+1NoXNA4hfHvXTQWNnNC2/8EHH7jxFhrRHxrbENK9e3d799133fSGaenvRPjxErmPoJrANDBJITT8poOeTrvcdddd7jSKpuZJO8giK/rGrD9YY8eOdVOTqMqpwSe5Re1TtWfIkCER1V/9cVEHfQXYtH9o9M1ac0e++eabbgCK/uj8+OOPbkCMBlhFmz8TiUlVGVV+vvzyy3QVmtzatvv06ePOIDz88MOuK8FTTz3lposKHcCj0en7Bx54wJ2aVFjWQBHtsxoskl16zMyZM932H6L5hVXJuv76690XOwXacBq4omWqYqniqs9HbdeXQw0yCVW6kNhGjRrlpgDUlzyd9dLZrdmzZ7sAqwJE+KBBdS/ROvpipMGusUpJSXFn0DRHtubA1rzaKlBof8qJc8891wVdTUelAVQaSBWuX79+rpuNvpzqLMtnn33mgrK6C2jKw+wMaEQO5HqvV+QLGhiSdmoQ3a6++mrXEb569equA3nbtm3dNDrRpqcKpw7x6hgfMmfOnOCkk05yA1M0Nc+8efMiOtmHOrt/+umnmbYz2vRU8vPPP7uBIVOnTk1dpulQQlMG7dq1K+rzLVmyxE1nVa5cOdc2vc/rrrsuYmAJEk9GgwtDwgdT5WTb1varZdqeQ7RfaRBgaHqqYcOGBRUqVMh0eqqhQ4e6xxxxxBEHNT2VaMqf1q1bRyzTvqB2vvTSS1Gfa/PmzW7gVY0aNdwALQ1wadmypXvvoYFYgAYian/R9qFttXLlykGfPn2CP/74I2K9jz/+2O1D2pfSTk+V2YDe0NRxp556qtsOy5Qp46ahmjZtWraOL+Huv/9+95gHH3ww6v06powYMSI45ZRT3CBLHWc0Td3EiROZmu0QS9J/chJwAQC5R2cJ1A9OAwcBAP/DYCoAiAPNE6nToeqWotP+mqlCffsAAP8fFVUAiAONLJ43b54bvKiprtRvlb7SABCJoAoAAAAvMeofAAAAXiKoAgAAwEsEVQAAAHiJoAoAAAAvEVQBAADgJYIqAAAAvERQBQAAgJcIqgAAAPASQRUAAADmo/8D7Bjk1JSfIpUAAAAASUVORK5CYII=", | |
| "text/plain": [ | |
| "<Figure size 800x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "models = ['Lunar-RVC', 'Mangio-RVC', 'Other VC']\n", | |
| "mos = [4.6, 4.4, 4.1]\n", | |
| "\n", | |
| "plt.figure(figsize=(8,5))\n", | |
| "plt.bar(models, mos, color=['purple', 'blue', 'grey'])\n", | |
| "plt.title('Mean Opinion Score (MOS)', fontsize=14)\n", | |
| "plt.ylabel('MOS Score', fontsize=12)\n", | |
| "plt.ylim(0, 5)\n", | |
| "plt.grid(axis='y', alpha=0.3)\n", | |
| "plt.savefig('mos_score.png')\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "id": "e1be9d96-e215-4dcf-bb89-5c1ecd62a301", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", 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| "text/plain": [ | |
| "<Figure size 800x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "models = ['Lunar-RVC', 'Mangio-RVC', 'Other VC']\n", | |
| "memory = [3.2, 3.8, 4.5]\n", | |
| "\n", | |
| "plt.figure(figsize=(8,5))\n", | |
| "plt.bar(models, memory, color=['red', 'blue', 'grey'])\n", | |
| "plt.title('GPU Memory Usage (GB)', fontsize=14)\n", | |
| "plt.ylabel('GB', fontsize=12)\n", | |
| "plt.grid(axis='y', alpha=0.3)\n", | |
| "plt.savefig('gpu_memory.png')\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "5a371635-a1ce-4b1a-981f-ea1337b02eeb", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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0aU+NGjVMP5dPPvmk5/Dhw0Efq/1wzp4929OsWTNPcnKyp3r16p7Bgwd7Tp06FbI/0AULFph+ZbU/WL3ft+9N7ef2vvvu81SpUsVTpkwZT7t27TxLliwJ2q+n9lk7cOBA06el9lV73XXXeZo2beqZMGGCJz09Pc98z5w545k4caKnefPm5vXp9DfddJPpR/Ttt9/2mzYzM9MzdOhQ8x5o/7ih+hQN5PQ96wzab2nlypXN63j00Ufz9C3r6/Lly56nnnrK9H+rj7v55ps9L7/8snlPwu23VOlnoH3aav+d+tnoe679k4Z6vvxec6h+UNXRo0c9Dz/8sHmc9jGq/+ttHR8ovz5i9bn1Pp1XUa6zwdal7du3e37729+adaNChQrmuXTdGDlypF/fyk6/y+PGjfPUrVvXvF7f9yW/96kg/dzqsr322mtme9LtQ1/P6NGjPRkZGRGvL8Xp81Xffvutmd/w4cMjnk9+/WtfunTJ8/zzz3t69uzpqV27tnkvq1WrZvqwXbRokfmO86V94ep3R79+/Qr0OoBIJOg/5HwAAOygPaboCZFad+ycTBdrerKrtmRrKVNBjuQAkSDcAgBgEQ212h2b9j2rpUyxpiVHWr6gJ5Jp7y5AUaPmFgAAi+iJkdoFYKjuyKJN69b1KnLaogxEAy23AAAAsAZdgQEAAMAahFsAAABYI+5rbrWja71soJ5RerWXfgQAAEDR0Spa7Zdar4YXeIGQQHEfbjXYxuJKQAAAAAiPXuWwdu3a+U4T9+HW6QNQ3yy9ug4AAADcRS/1rY2RBem7Oe7DrVOKoMGWcAsAAOBeBSkh5YQyAAAAWINwCwAAAGsQbgEAAGANwi0AAACsQbgFAACANQi3AAAAsAbhFgAAANYg3AIAAMAahFsAAABYg3ALAAAAaxBuAQAAYA1XhdtZs2ZJy5YtpVy5cmbo2LGjvP/++/k+ZtmyZdK4cWNJTk6WFi1ayOrVq6O2vAAAAHAXV4Xb2rVry3PPPSe7du2SnTt3Srdu3aRv375y4MCBoNNv3bpVBgwYIIMHD5Y9e/ZIv379zPD5559HfdkBAAAQewkej8cjLlapUiV54YUXTIAN1L9/f8nKypJVq1Z5x3Xo0EFat24ts2fPLtDzZ2RkSPny5eX8+fOmtRgAAADuEk5ec1XLra/Lly/LkiVLTHjV8oRgtm3bJt27d/cb16tXLzMeAAAA8aekuMz+/ftNmL148aJcd911smLFCmnatGnQadPS0qRatWp+4/S2jg8lOzvbDL6/BFRubq4ZAAAA4C7hZDTXhdtGjRrJ3r17TbPz8uXLZdCgQbJp06aQATdcU6dOldTU1Dzj09PTTaCOhrujMhcgtHdjvQAAAIQhMzOz+IbbUqVKScOGDc3fbdu2lU8//VRefvllmTNnTp5pq1evLidPnvQbp7d1fCjjx4+XsWPH+rXc1qlTR6pUqRK1mttdUZkLEFrVWC8AAABh0F6xim24DdYM7VtG4EvLF9avXy9jxozxjlu3bl3IGl2VlJRkhkCJiYlmiAaKHxBrri22BwAgiHAymqvCrbaq9u7dW+rWrWuanxctWiQbN26UtWvXmvsHDhwotWrVMqUFavTo0dK5c2eZPn269OnTx5yApl2IzZ07N8avBAAAALHgqnB76tQpE2BPnDhhunvQCzposO3Ro4e5//jx437JPSUlxQTgiRMnyoQJE+Smm26SlStXSvPmzWP4KgAAABArru/ntqjFop/bhKjMBQgtrjd6AECxY0U/twAAAEC4CLcAAACwBuEWAAAA1iDcAgAAwBqEWwAAAFiDcAsAAABrEG4BAABgDcItAAAArEG4BQAAgDUItwAAALAG4RYAAADWINwCAADAGoRbAAAAWINwCwAAAGsQbgEAAGANwi0AAACsQbgFAACANQi3AAAAsAbhFgAAANYg3AIAAMAahFsAAABYg3ALAAAAaxBuAQAAYA3CLQAAAKxBuAUAAIA1CLcAAACwBuEWAAAA1iDcAgAAwBqEWwAAAFiDcAsAAABrEG4BAABgDcItAAAArEG4BQAAgDUItwAAALAG4RYAAADWINwCAADAGoRbAAAAWINwCwAAAGsQbgEAAGANwi0AAACsQbgFAACANQi3AAAAsAbhFgAAANYg3AIAAMAahFsAAABYg3ALAAAAaxBuAQAAYA3CLQAAAKxBuAUAAIA1CLcAAACwhqvC7dSpU6Vdu3ZStmxZqVq1qvTr108OHTqU72MWLFggCQkJfkNycnLUlhkAAADu4apwu2nTJhkxYoRs375d1q1bJzk5OdKzZ0/JysrK93HlypWTEydOeIdjx45FbZkBAADgHiXFRdasWZOnVVZbcHft2iWdOnUK+Thtra1evXoUlhAAAABu5qqW20Dnz583/1eqVCnf6S5cuCD16tWTOnXqSN++feXAgQNRWkIAAAC4iatabn3l5ubKmDFj5Pbbb5fmzZuHnK5Ro0byxhtvSMuWLU0YnjZtmqSkpJiAW7t27TzTZ2dnm8GRkZHhnZ8OEu+/KBAXorOmAwBQOMLJaAkej8cjLjR8+HB5//33ZcuWLUFDaihap9ukSRMZMGCATJkyJc/9Tz31lKSmpuYZ/+WXX5oT2aLh7qjMBQjt3VgvAAAAYcjMzJSbb77ZNGTquVbFLtyOHDlS3nnnHdm8ebM0aNAg7Mfff//9UrJkSVm8eHGBWm61nOHs2bNXfLMKyzVRmQsQWk6sFwAAgDBoXqtYsWKBwq2ryhI0Z48aNUpWrFghGzduvKpge/nyZdm/f7/ceeedQe9PSkoyQ6DExEQzRAOHhBFrlMYAAIqTcDKaq8KtdgO2aNEi02qrJQJpaWlmfPny5aV06dLm74EDB0qtWrVMn7jq6aeflg4dOkjDhg3l3Llz8sILL5iuwIYMGRLT1wIAAIDoc1W4nTVrlvm/S5cufuPnz58vDz30kPn7+PHjfuldywmGDh1qgrA2V7dt21a2bt0qTZs2jfLSAwAAINZcWXMb7RoObRkuSA1HYUmIylyA0OJ6owcAWJ3XKL0DAACANQi3AAAAsAbhFgAAANYg3AIAAMAahFsAAABYg3ALAAAAaxBuAQAAYA3CLQAAAKxBuAUAAIA1CLcAAACwBuEWAAAA1iDcAgAAwBqEWwAAAFiDcAsAAABrEG4BAABgDcItAAAArEG4BQAAgDUItwAAALAG4RYAAADWINwCAADAGoRbAAAAWINwCwAAAGsQbgEAAGANwi0AAACsQbgFAACANQi3AAAAsAbhFgAAANYg3AIAAMAahFsAAABYg3ALAAAAaxBuAQAAYA3CLQAAAKxBuAUAAIA1CLcAAACwBuEWAAAA1iDcAgAAwBqEWwAAAFiDcAsAAABrEG4BAABgDcItAAAArEG4BQAAgDUItwAAALAG4RYAAADWINwCAADAGoRbAAAAWINwCwAAAGsQbgEAAGANwi0AAACsQbgFAACANQi3AAAAsIarwu3UqVOlXbt2UrZsWalatar069dPDh06dMXHLVu2TBo3bizJycnSokULWb16dVSWFwAAAO7iqnC7adMmGTFihGzfvl3WrVsnOTk50rNnT8nKygr5mK1bt8qAAQNk8ODBsmfPHhOIdfj888+juuwAAACIvQSPx+MRl0pPTzctuBp6O3XqFHSa/v37m/C7atUq77gOHTpI69atZfbs2VecR0ZGhpQvX17Onz8v5cqVk2hIiMpcgNBcu9EDABBhXnNVy20gfQGqUqVKIafZtm2bdO/e3W9cr169zHgAAADEl5LiUrm5uTJmzBi5/fbbpXnz5iGnS0tLk2rVqvmN09s6Ppjs7Gwz+P4ScOanQzS4+hcF4kJ01nQAAApHOBnNteFWa2+1bnbLli2FftJaampq0BKIixcvSjS0jcpcgNBOxXoBABSCu2O9AIh770ZtTpmZmcU73I4cOdLU0G7evFlq166d77TVq1eXkydP+o3T2zo+mPHjx8vYsWP9Wm7r1KkjVapUiVrN7a6ozAUIrWqsFwBAIWBvgvjZmyQnJxfPcKvnto0aNUpWrFghGzdulAYNGlzxMR07dpT169ebEgaH9rSg44NJSkoyQ6DExEQzRAOHhBFrlMYANmBvgvjZmySGkdFKuq0UYdGiRfLOO++Yvm6dulk9O6506dLm74EDB0qtWrVMeYEaPXq0dO7cWaZPny59+vSRJUuWyM6dO2Xu3LkxfS0AAACI8wacWbNmmR4SunTpIjVq1PAOS5cu9U5z/PhxOXHihPd2SkqKCcQaZlu1aiXLly+XlStX5nsSGgAAAOzk6n5uo4F+bhGP4nqjB6zB3gTxszfJsKWfWwAAACAchFsAAABYg3ALAAAAaxBuAQAAYA3CLQAAAKxBuAUAAIA1CLcAAACwBuEWAAAA1iDcAgAAwBqEWwAAAFiDcAsAAABrEG4BAABgDcItAAAArEG4BQAAgDUItwAAALAG4RYAAADWINwCAADAGoRbAAAAWINwCwAAAGsQbgEAAGANwi0AAACsQbgFAACANQi3AAAAsAbhFgAAANYg3AIAAMAaEYXbvXv3yuLFi/3GrV27Vjp16iTt27eXl19+OdLlAwAAAKITbseNGydLly713j5y5Ijcc8895n81duxYmTt3biSzAAAAAKITbvft2yc/+9nPvLfffPNNKVGihOzZs0d27Nghv/jFL2T27NmRzAIAAACITrg9f/68XH/99d7bq1evlh49ekjlypXNbf378OHDkcwCAAAAiE64rVGjhnzxxRfm7xMnTsiuXbukZ8+e3vsvXLggiYmcswYAAIDoKBnJg/v27St//OMf5eLFi6YMISkpydTc+pYt3HDDDYWxnAAAAEDRhttnnnlG0tPTZeHChVKhQgVZsGCBVKtWzdyXkZEhy5cvlxEjRkQyCwAAAKDAEjwej0eKQG5urmRmZkqZMmXkmmuuEbfSEF6+fHlTP1yuXLmozDMhKnMBQiuSjR5AlLE3QfzsTTLCyGtXXRD7ww8/mJPJpk2bFvyJExPNQrg52AIAAMAuVx1utUW2ZMmS5n8AAADADSLqyuC+++4zdbVFVNkAAAAARO+EsgceeEAeffRR6dq1qwwdOlTq168vpUuXzjNdmzZtIpkNAAAAUPQnlPn2YZuQkLewXZ9ax1++fFncihPKEI841gLYgL0JYs3jyrwWUcvt/PnzI3k4AAAAUKgiCreDBg0qvCUBAAAAIsS1cQEAAGCNiFpuH3nkkStOozW3r7/+eiSzAQAAAIo+3G7YsCHPiWR68tiJEyfM/1WqVJFrr702klkAAAAA0Qm3R48eDTo+JydH5syZIzNmzJB169ZFMgsAAAAgtjW3esndkSNHSs+ePc3/AAAAQLE/oaxVq1ayefPmopwFAAAAEJ1wqyUJZcqUKcpZAAAAAIVTc/v0008HHX/u3DnTYrt792554oknIpkFAAAAEP3L7/qqWLGi3HjjjTJkyBAZOnRo0EvzugWX30U84vK7gA3YmyDWPPZdfjc3NzeShwMAAAD2XqFMSxnuuusuqVmzpmntXblyZb7Tb9y40UwXOKSlpUVtmQEAAOAeEbXcOjZt2iTvvfeeHDt2zNyuV6+e9OnTRzp37hzW82RlZZkeFvTKZ/fee2+BH3fo0CG/JuqqVauGNV8AAADYIaJwe+nSJRkwYIBpYdXS3QoVKnhPKJs+fbrcc889snjxYtPvbUH07t3bDOHSMOvMGwAAAPErorKE1NRUWbFihfzP//yPueTumTNnzKBlAY8//ri8/fbbIXtUKEytW7eWGjVqSI8ePeTjjz8u8vkBAADAwt4SGjRoIF26dJH58+cHvf+hhx4ydbGhLtOb74IlJJjg3K9fv3zLEfT5b731VsnOzpZ58+bJwoULZceOHdKmTZugj9HpdPA9+65OnTpy9uzZqPWWULB2bKDo5MR6AQAUAvYmiJ+9SUZGhumNq8h7S9DW2vbt24e8X+9bsmSJFJVGjRqZwZGSkiJff/21vPTSSybkBjN16lTT4hwoPT1dLl68KNHQNipzAUI7FesFAFAI2JsgfvYmmZmZBZ42onBbu3Zt03I6bNiwkCea6TTRdNttt8mWLVtC3j9+/HgZO3ZsnpbbKlWqRK3ldldU5gKEximXgA3YmyB+9ibJycnRCbeDBg2SyZMnm5O5HnvsMWnYsKEpJ/jqq69kxowZsmzZsqCtpEVp7969pv42lKSkJDMEuyBFqItSFDZ6B0asuaoPQABXib0J4mdvkhhGRoso3E6YMMGUAcydO1dee+0174z14g5ayqvhV6cpqAsXLsjhw4e9t48cOWLCaqVKlaRu3bqm1fXbb7+VN99809yvAVrrfps1a2ZKCrTmdsOGDfKPf/wjkpcFAACAYiqicFuiRAlZsGCBabVdvXq1HD9+3NvP7Z133iktW7YM6/l27twpXbt29d52ygc0JOt8tMbXmYfTFZn21KCBt0yZMmZ+H3zwgd9zAAAAIH5E1FuCDcK5VnFh4WrgiLW43ugBa7A3QfzsTTLCyGtht9yG2xqrNbj79u0LdzYAAABA2MIOt1r/qoHVkZOTI1u3bjWhV/sfAwAAAIpNuNWuv3ydPn3aXP72xRdflG7duhXmsgEAAADR7cPBtxUXAAAAiCW6uwQAAIA1CLcAAACwBuEWAAAA8XtC2e7du/1ua39jSi+5q5fhDaZNmzZXu3wAAABA0V3EQS+xG3gSmT5FsBPLnPGXL18Wt+IiDohHXMQBsAF7E8Sax46LOMyfPz+SZQMAAACKTNjhdtCgQUWzJAAAAECEOKEMAAAA1iDcAgAAwBqEWwAAAFiDcAsAAABrEG4BAABgDcItAAAArEG4BQAAgDUItwAAALAG4RYAAADWINwCAADAGoRbAAAAWINwCwAAAGsQbgEAAGANwi0AAACsQbgFAACANQi3AAAAsAbhFgAAANYg3AIAAMAahFsAAABYg3ALAAAAaxBuAQAAYA3CLQAAAKxBuAUAAIA1CLcAAACwBuEWAAAA1iDcAgAAwBqEWwAAAFiDcAsAAABrEG4BAABgDcItAAAArEG4BQAAgDUItwAAALAG4RYAAADWINwCAADAGoRbAAAAWINwCwAAAGsQbgEAAGANwi0AAACsQbgFAACANQi3AAAAsIarwu3mzZvlrrvukpo1a0pCQoKsXLnyio/ZuHGjtGnTRpKSkqRhw4ayYMGCqCwrAAAA3MdV4TYrK0tatWolM2fOLND0R44ckT59+kjXrl1l7969MmbMGBkyZIisXbu2yJcVAAAA7lNSXKR3795mKKjZs2dLgwYNZPr06eZ2kyZNZMuWLfLSSy9Jr169inBJAQAA4EauCrfh2rZtm3Tv3t1vnIZabcENJTs72wyOjIwM839ubq4Z4q65HHEpOms6gKLF3gTxszfJDSOjFetwm5aWJtWqVfMbp7c1sP74449SunTpPI+ZOnWqpKam5hmfnp4uFy9elGhoG5W5AKGdkmLg7lgvAOLeu+Jy7E0QP3uTzMzM+Ai3V2P8+PEyduxY720NwnXq1JEqVapIuXLlorIMu6IyFyC0qlIMsKEg1ly/obCRIH42kuTk5PgIt9WrV5eTJ0/6jdPbGlKDtdoq7VVBh0CJiYlmiAYOCSPWisXBTDYUxJrrNxQ2EsTPRpIYRkZz/aabn44dO8r69ev9xq1bt86MBwAAQPxxVbi9cOGC6dJLB6erL/37+PHj3pKCgQMHeqcfNmyYfPPNNzJu3Dg5ePCgvPrqq/LWW2/JY489FrPXAAAAgNhxVbjduXOn3HLLLWZQWhurf0+aNMncPnHihDfoKu0G7L333jOttdo/rnYJNm/ePLoBAwAAiFMJHo/HI3FMTygrX768nD9/PmonlCVEZS5AaMVio2dDQay5fkNhI0H8bCQZYeQ1V7XcAgAAAJEg3AIAAMAahFsAAABYg3ALAAAAaxBuAQAAYA3CLQAAAKxBuAUAAIA1CLcAAACwBuEWAAAA1iDcAgAAwBqEWwAAAFiDcAsAAABrEG4BAABgDcItAAAArEG4BQAAgDUItwAAALAG4RYAAADWINwCAADAGoRbAAAAWINwCwAAAGsQbgEAAGANwi0AAACsQbgFAACANQi3AAAAsAbhFgAAANYg3AIAAMAahFsAAABYg3ALAAAAaxBuAQAAYA3CLQAAAKxBuAUAAIA1CLcAAACwBuEWAAAA1iDcAgAAwBqEWwAAAFiDcAsAAABrEG4BAABgDcItAAAArEG4BQAAgDUItwAAALAG4RYAAADWINwCAADAGoRbAAAAWINwCwAAAGsQbgEAAGANwi0AAACsQbgFAACANQi3AAAAsAbhFgAAANYg3AIAAMAargy3M2fOlPr160tycrK0b99ePvnkk5DTLliwQBISEvwGfRwAAADij+vC7dKlS2Xs2LEyefJk2b17t7Rq1Up69eolp06dCvmYcuXKyYkTJ7zDsWPHorrMAAAAcAfXhdsXX3xRhg4dKg8//LA0bdpUZs+eLWXKlJE33ngj5GO0tbZ69ereoVq1alFdZgAAALhDSXGRS5cuya5du2T8+PHecYmJidK9e3fZtm1byMdduHBB6tWrJ7m5udKmTRt59tlnpVmzZkGnzc7ONoMjIyPD/K+P1SEuf1Eg7kRnTY8QGwpizfUbChsJ4mcjyQ0jo7kq3J4+fVouX76cp+VVbx88eDDoYxo1amRadVu2bCnnz5+XadOmSUpKihw4cEBq166dZ/qpU6dKampqnvHp6ely8eJFiYa2UZkLEFroIh8XYUNBrLl+Q2EjQfxsJJmZmQWeNsHj8XjEJb777jupVauWbN26VTp27OgdP27cONm0aZPs2LHjis+Rk5MjTZo0kQEDBsiUKVMK1HJbp04dOXv2rKndjYZrojIXILQcKQbYUBBrrt9Q2EgQPxtJRkaGVKxY0TRkXimvuarltnLlylKiRAk5efKk33i9rbW0BXHNNdfILbfcIocPHw56f1JSkhkCafmDDtHg+iNdsF6xOJjJhoJYc/2GwkaC+NlIEsPIaK7adEuVKiVt27aV9evX+9VY6G3fltz8aFnD/v37pUaNGkW4pAAAAHAjV7XcKu0GbNCgQXLrrbfKbbfdJjNmzJCsrCzTe4IaOHCgKV3Q2ln19NNPS4cOHaRhw4Zy7tw5eeGFF0xXYEOGDInxKwEAAIDEe7jt37+/Oblr0qRJkpaWJq1bt5Y1a9Z4TzI7fvy4X9O01spq12E6rdZiaMuv1uxqN2IAAACIL646oSwWtEC5fPnyBSpQLiwJUZkLEFqx2OjZUBBrrt9Q2EgQPxtJRhh5zVU1twAAAEAkCLcAAACwBuEWAAAA1iDcAgAAwBqEWwAAAFiDcAsAAABrEG4BAABgDcItAAAArEG4BQAAgDUItwAAALAG4RYAAADWINwCAADAGoRbAAAAWINwCwAAAGsQbgEAAGANwi0AAACsQbgFAACANQi3AAAAsAbhFgAAANYg3AIAAMAahFsAAABYg3ALAAAAaxBuAQAAYA3CLQAAAKxBuAUAAIA1CLcAAACwBuEWAAAA1iDcAgAAwBqEWwAAAFiDcAsAAABrEG4BAABgDcItAAAArEG4BQAAgDUItwAAALAG4RYAAADWINwCAADAGoRbAAAAWINwCwAAAGsQbgEAAGANwi0AAACsQbgFAACANQi3AAAAsAbhFgAAANYg3AIAAMAahFsAAABYg3ALAAAAaxBuAQAAYA3CLQAAAKxBuAUAAIA1CLcAAACwhivD7cyZM6V+/fqSnJws7du3l08++STf6ZctWyaNGzc207do0UJWr14dtWUFAACAe7gu3C5dulTGjh0rkydPlt27d0urVq2kV69ecurUqaDTb926VQYMGCCDBw+WPXv2SL9+/czw+eefR33ZAQAAEFsJHo/HIy6iLbXt2rWTP/3pT+Z2bm6u1KlTR0aNGiVPPPFEnun79+8vWVlZsmrVKu+4Dh06SOvWrWX27NlXnF9GRoaUL19ezp8/L+XKlZNoSIjKXIDQXLXRh8KGglhz/YbCRoL42UgywshrJcVFLl26JLt27ZLx48d7xyUmJkr37t1l27ZtQR+j47Wl15e29K5cuTLo9NnZ2WZw6Jukzp07Z4J0NPB1hFg7J8UAGwpizfUbChsJ4mcjycjIMP8XpE3WVeH29OnTcvnyZalWrZrfeL198ODBoI9JS0sLOr2OD2bq1KmSmpqaZ3y9evUiWnagOKkY6wUAigM2FMB1G0lmZqZpwS024TYatFXYt6VXW2vPnDkj119/vSQk8Cu4ONBfb1qq8q9//StqpSRAccI2AlwZ20nxoi22Gmxr1qx5xWldFW4rV64sJUqUkJMnT/qN19vVq1cP+hgdH870SUlJZvBVoUKFiJcd0adfRnwhAaGxjQBXxnZSfFypxdaVvSWUKlVK2rZtK+vXr/drWdXbHTt2DPoYHe87vVq3bl3I6QEAAGAvV7XcKi0ZGDRokNx6661y2223yYwZM0xvCA8//LC5f+DAgVKrVi1TO6tGjx4tnTt3lunTp0ufPn1kyZIlsnPnTpk7d26MXwkAAAAk3sOtdu2Vnp4ukyZNMieFaZdea9as8Z40dvz4cdODgiMlJUUWLVokEydOlAkTJshNN91kekpo3rx5DF8FipKWlWg/yIHlJQD+H9sIcGVsJ/ZyXT+3AAAAwNVyVc0tAAAAEAnCLQAAAKxBuAUAAIA1CLeIW0899ZQ5YRFwI72oTKjLiF8t1nnEky5dusiYMWOKdB5sU+5EuEWR0B4vhg8fLnXr1jVnoupFNXr16iUff/xxrBcNKBbbyIkTJ6R3796FOs/HH388T7/gQHHy0EMPmR9+w4YNy3PfiBEjzH06jXr77bdlypQpMVhKxJrrugKDHe677z65dOmS/PnPf5YbbrjBXDVOd6rff/99rBcNKBbbSKirLEbiuuuuMwNQnOklc7VP+5deeklKly5txl28eNF0C6o/Fh2VKlWK4VIilmi5RaE7d+6cfPTRR/L8889L165dpV69euaCHOPHj5e7777bTKO/rmfNmmVapvTLSXfuy5cv93sevd73L3/5S3N5ZP2S6tu3rxw9etRvmnnz5kmTJk0kOTlZGjduLK+++qrf/f/+979lwIAB5vHXXnutuTjIjh07/KZZuHCh1K9f31zW74EHHjDXrgbcsI04ZQm63uttbYnS6cuUKSOtWrWSbdu2+T3va6+9Znb8ev8999wjL774ot/lxQMPoWoLV79+/WTatGlSo0YNuf76603rV05OjncabUHWC+TodtqgQQMTIHR70QvsALHQpk0bs57r9uDQvzXY3nLLLUHLEg4ePGi2C11/HW+99ZZZr//5z396t8shQ4ZIlSpVzOV4u3XrJvv27fOb93PPPWf63S9btqwMHjzYhGq4D+EWRdY6pDvm7OzskNM9+eSTpvVKvzwefPBBEyy/+OILc5/uXPUQrX6BaAjQQ7X6nP/xH/9hWrvUX//6V3Oxj9///vfmcc8++6x5Tm0JUxcuXDBXr/v222/l3XffNfMZN26cuaSz4+uvvzbLuWrVKjNs2rTJfHkBbthGAv3ud78zpQV79+6Vm2++2fxw++mnn8x9uo3ooVq9aqPe36NHD7NtXMmHH35otgP9X7edBQsWmMGhV4X87rvvZOPGjfK3v/3NXP3x1KlTV/nKgcLxyCOPyPz5872333jjDe+VTIPRxg/9Effoo4+ai0Fpw4duL/oDs2nTpmaa+++/36zb77//vuzatcuE6DvuuEPOnDnjDcP6A1H3NXolVP1BGNigApfQizgAhW358uWeihUrepKTkz0pKSme8ePHe/bt2+e9X1e9YcOG+T2mffv2nuHDh5u/Fy5c6GnUqJEnNzfXe392drandOnSnrVr15rbN954o2fRokV+zzFlyhRPx44dzd9z5szxlC1b1vP9998HXcbJkyd7ypQp48nIyPCO+9///V+zHIAbtpEVK1aYv48cOWJuz5s3z3v/gQMHzLgvvvjC3O7fv7+nT58+fvN48MEHPeXLl/db51u1auW9PWjQIE+9evU8P/30k3fc/fffb55L6XPrPD799FPv/V999ZUZ99JLLxXyOwJcma6zffv29Zw6dcqTlJTkOXr0qBl0O0pPTzf36TSqc+fOntGjR/s9XreRn//855477rjD07NnT+8+5qOPPvKUK1fOc/HiRb/pdT+j+xKl+5ZHH33U737dX/huU3AHWm5RJLRFVlt7tMVUW1u11Ud/Bfu2CHXs2NHvMXrbabnVVtbDhw+bllunlUtLC/QQkLYyZWVlmf/1sJBzvw7PPPOMGa+09UoPUeVXd6WHV3UeDv0lTqsU3LKNBGrZsqXfuqqc9fXQoUOmtMFX4O1gmjVrJiVKlPB7Xt/nLFmypFkuR8OGDaVixYphvVagsGnpgJbL6PaiLbj6d+XKla/4OG3h/eyzz2T37t3msVru4+xz9Giflub47lOOHDni3afo/ql9+/Z+zxe4H4M7cEIZiozWweqhUR20XEBrmfQ63s6ZrPnRL5m2bdua0oNgX2p6v1NjGPhl4+yonRMN8nPNNdf43dYvOt+yBcBN24jv+urslCNdX9kGUJxLE0aOHGn+njlzZoEeoyFWG0cSExNNPbnzI1H3Kfq3/sgM5Fu3juKBlltEjdY16ZeKY/v27X736209OUxpS9FXX30lVatWNS1FvoOe+KUF/TVr1pRvvvkmz/160ovTyqWtt069FFDctpFwNGrUSD799FO/cYG3r+Y5taZ3z5493nF6ROXs2bMRPS9QGJxzMJxzNK5E9wX6w1Fr1/V/Pdfjxx9/9O5z0tLSzJGKwH2K0yKs+6fAE5ID92NwB8ItCp12ZaRnmf7lL38xh3/0sM6yZcvkD3/4g+nxwKHj9BDRl19+aVqrPvnkE++vcP3S0S8UnV5PKNPn0F/U//3f/21OBFCpqakydepUeeWVV8xz7N+/3xye0jPElZ5so90p6dngerKNBmE9ISbwDHPArdtIOEaNGiWrV68267/+MJwzZ445McZp4b0aehJO9+7d5Te/+Y3ZPjXk6t96VCSS5wUKgx6l01IB7e3At7QmFD2BTHtZmDhxotlOLl++bE7QVLqea4mB7i/+8Y9/mB5Ktm7daoKwnjym9GRN3WfpfsbZbx04cKDIXyfCR7hFodM6JS0V0D4IO3XqJM2bNzeHXIcOHSp/+tOfvNNpONW+CrWF9c0335TFixd7z1rVLls2b95suna59957zS9mp9sV7aJF6SFc7QpMv2hatGhhekbQGiqn5bZUqVLmS0pbf++8804zjfaEUJAvQcAN20g4br/9dpk9e7bZaWs3YWvWrJHHHnvMlD5EQrdNPVKiy6ndi+kyap16pM8LFAbdHzj7hCutx/rjT7t+1NZZ7RpSf1xqaZvzI1Dv1/Vce13Q3ki0B59jx46Z9V/179/fbKfa646Wzel9eiEWuE+CnlUW64VA/NEvkhUrVphfyQCKhgZR7d9Tj34UFj1yoq1fH3zwgekmCQDchhPKAMAS2o+nnpymrVLaGqX91kbaD+eGDRvMyTZ65ENPwNFWK+1lRFu4AMCNCLcAYAmti9W6Xb3Knl71T+vRtXwnEnqyzoQJE0zNupYjpKSkmF5MAntZAAC3oCwBAAAA1uCEMgAAAFiDcAsAAABrEG4BAABgDcItAAAArEG4BQAAgDUItwAAALAG4RYAAADWINwCAADAGoRbAAAAiC3+D01PFq9VAzbMAAAAAElFTkSuQmCC", | |
| "text/plain": [ | |
| "<Figure size 800x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "categories = ['Speech', 'Singing', 'Mixed']\n", | |
| "hours = [3, 1, 2]\n", | |
| "\n", | |
| "plt.figure(figsize=(8,5))\n", | |
| "plt.bar(categories, hours, color=['cyan', 'magenta', 'yellow'])\n", | |
| "plt.title('Dataset Duration Distribution (hrs)', fontsize=14)\n", | |
| "plt.ylabel('Hours', fontsize=12)\n", | |
| "plt.grid(axis='y', alpha=0.3)\n", | |
| "plt.savefig('dataset_distribution.png')\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "df598b2a-9ddd-4139-922d-8c52ca6aab8d", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 800x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "epochs = range(1, 21)\n", | |
| "spectral_convergence = [1.5/(i*0.7) for i in epochs]\n", | |
| "\n", | |
| "plt.figure(figsize=(8,5))\n", | |
| "plt.plot(epochs, spectral_convergence, marker='o', color='purple', linewidth=2)\n", | |
| "plt.title('Spectral Convergence', fontsize=14)\n", | |
| "plt.xlabel('Epoch', fontsize=12)\n", | |
| "plt.ylabel('Value', fontsize=12)\n", | |
| "plt.grid(alpha=0.3)\n", | |
| "plt.savefig('spectral_convergence.png')\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "8da864f9-353b-438f-a069-9c8bb4bc1ce0", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 800x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "models = ['RVC', 'Mangio-RVC', 'Other VC']\n", | |
| "sizes = [1.5, 2.0, 3.5]\n", | |
| "\n", | |
| "plt.figure(figsize=(8,5))\n", | |
| "plt.bar(models, sizes, color=['green', 'blue', 'orange'])\n", | |
| "plt.title('Model Size (GB)', fontsize=14)\n", | |
| "plt.ylabel('Size in GB', fontsize=12)\n", | |
| "plt.grid(axis='y', alpha=0.3)\n", | |
| "plt.savefig('model_size.png')\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "5bf3e1a1-cbeb-4b8a-bce2-5129bcf9cdb1", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 600x600 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "\n", | |
| "labels = ['Speed', 'Quality', 'Memory', 'Stability']\n", | |
| "stats = [90, 85, 80, 88]\n", | |
| "\n", | |
| "angles = np.linspace(0, 2*np.pi, len(labels), endpoint=False).tolist()\n", | |
| "stats += stats[:1]\n", | |
| "angles += angles[:1]\n", | |
| "\n", | |
| "fig, ax = plt.subplots(figsize=(6,6), subplot_kw=dict(polar=True))\n", | |
| "ax.plot(angles, stats, color='blue', linewidth=2)\n", | |
| "ax.fill(angles, stats, color='blue', alpha=0.25)\n", | |
| "ax.set_yticklabels([])\n", | |
| "ax.set_xticks(angles[:-1])\n", | |
| "ax.set_xticklabels(labels)\n", | |
| "plt.title('Efficiency Radar Chart', fontsize=14)\n", | |
| "plt.savefig('efficiency_radar.png')\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "9ac39487-6fb5-4a04-9595-28e7c80d4664", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "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": "3.9.13" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } | |
Xet Storage Details
- Size:
- 312 kB
- Xet hash:
- ba3753750519d380288762ade6cf185366ac9b540012beea2333476fc4f7f794
·
Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.