From edc36d7de575fe0bb6320f7d84212b52b853b8cd Mon Sep 17 00:00:00 2001 From: Marc Lelarge Date: Thu, 11 Jul 2024 15:23:42 +0200 Subject: [PATCH] ODIN --- Module17/ODIN_mobilenet_sol.ipynb | 66 +++++++++++++++++-------------- 1 file changed, 37 insertions(+), 29 deletions(-) diff --git a/Module17/ODIN_mobilenet_sol.ipynb b/Module17/ODIN_mobilenet_sol.ipynb index 1849bc2..6801205 100644 --- a/Module17/ODIN_mobilenet_sol.ipynb +++ b/Module17/ODIN_mobilenet_sol.ipynb @@ -803,7 +803,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -813,8 +813,9 @@ } ], "source": [ - "plt.hist(scores_In, bins = 25, alpha=0.5);\n", - "plt.hist(scores_Out, bins = 25, alpha=0.5);" + "plt.hist(scores_In, bins = 25, alpha=0.5, label='softmax scores IN');\n", + "plt.hist(scores_Out, bins = 25, alpha=0.5, label='softmax scores OUT');\n", + "plt.legend();" ] }, { @@ -851,7 +852,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -861,8 +862,9 @@ } ], "source": [ - "plt.hist(scores_In1, bins = 25, alpha=0.5);\n", - "plt.hist(scores_Out1, bins = 25, alpha=0.5);" + "plt.hist(scores_In1, bins = 25, alpha=0.5, label='softmax scores IN');\n", + "plt.hist(scores_Out1, bins = 25, alpha=0.5, label='softmax scores OUT');\n", + "plt.legend();" ] }, { @@ -1036,7 +1038,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1046,8 +1048,9 @@ } ], "source": [ - "plt.hist(scores_In, bins = 25, alpha=0.5)\n", - "plt.hist(scores_In_odin, bins = 25, alpha=0.5);" + "plt.hist(scores_In, bins = 25, alpha=0.5, label='softmax scores IN T')\n", + "plt.hist(scores_In_odin, bins = 25, alpha=0.5, label='softmax scores IN T+ODIN');\n", + "plt.legend();" ] }, { @@ -1058,7 +1061,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1068,8 +1071,9 @@ } ], "source": [ - "plt.hist(scores_Out, bins = 25, alpha=0.5)\n", - "plt.hist(scores_Out_odin, bins = 25, alpha=0.5);" + "plt.hist(scores_Out, bins = 25, alpha=0.5, label='softmax scores OUT T')\n", + "plt.hist(scores_Out_odin, bins = 25, alpha=0.5, label='softmax scores OUT T+ODIN');\n", + "plt.legend();" ] }, { @@ -1080,7 +1084,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1090,8 +1094,9 @@ } ], "source": [ - "plt.hist(scores_In_odin, bins = 25, alpha=0.5);\n", - "plt.hist(scores_Out_odin, bins = 25, alpha=0.5);" + "plt.hist(scores_In_odin, bins = 25, alpha=0.5, label='softmax scores IN');\n", + "plt.hist(scores_Out_odin, bins = 25, alpha=0.5, label='softmax scores OUT');\n", + "plt.legend();" ] }, { @@ -1148,7 +1153,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1158,8 +1163,9 @@ } ], "source": [ - "plt.hist(scores_In1, bins = 25, alpha=0.5)\n", - "plt.hist(scores_In_odin1, bins = 25, alpha=0.5);" + "plt.hist(scores_In1, bins = 25, alpha=0.5, label='softmax scores IN T')\n", + "plt.hist(scores_In_odin1, bins = 25, alpha=0.5, label='softmax scores IN T+ODIN');\n", + "plt.legend();" ] }, { @@ -1170,7 +1176,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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Pa8uWLUpOTtabb76pVq1a6ciRI795zr6+vnr11Vf1/fff/07vALiWEGAs5P3331dMTIz8/PwUEhKi+Ph4nT59WpJUXl6utLQ0NWzYUD4+PmrVqpXWrl1r7muz2bRz506lpaXJZrOpa9eueuyxx1RcXCybzSabzWY+yLFx48aaPHmyBg4cqMDAQEVGRmrVqlU6fvy4HnjgAQUGBqply5basWOHWf+JEyfUr18/3XDDDfL391dMTIzeeecdc/vx48flcDj08ssvm+u2bNkib29vZWVlVXq+ZWVlSklJUVhYmHx9fRUZGakpU/5vlKyoqEhDhgxRaGiofH19deuttzo92fqDDz7QLbfcIh8fHzVu3FgzZsxwqr9x48aaNGmSBg4cKLvdruTkZEnSF198oTvvvFN+fn6KiIjQsGHDzH6WpHnz5ik6Olq+vr4KDQ3VH//4xyp/Z8uXL9f777+vN998U4MHD1ZUVJRiY2P1+uuv6/7779fgwYOd6v49QUFBcjgc5iKdf8DkhdfXX399hX3q169fYXtISIi5rn79+hd9/Ms9L5vNJofDobCwMDVv3lxPPPGEtmzZolOnTun555//zWPFx8fL4XA4/e4BgABjEUePHlW/fv30+OOPm592H3roIXMIffbs2ZoxY4amT5+ur776SgkJCbr//vuVm5tr7n/LLbdo1KhROnr0qFatWqX09HTzk/HRo0c1evRo83izZs1Sp06dtHv3bvXq1UsDBgzQwIED1b9/f+3atUtNmjTRwIEDzeOfOXNGbdq00T/+8Q/9+9//VnJysgYMGGB+4r/++uu1aNEiTZw4UTt27NAPP/ygAQMGKCUlRd26dav0nDMyMrRq1SotX75cBw4c0LJly9S4cWNJ5wNbz549tXnzZv3tb3/Tvn379Morr8jT01OStHPnTj3yyCNKTEzUnj17NHHiRI0fP15LlixxOsb06dMVGxur3bt3a/z48frmm2/Uo0cP9enTR1999ZXee+89ffHFF0pJSZEk7dixQ8OGDVNaWpoOHDigtWvXqnPnzlX+3t5++201bdpU9913X4Vto0aN0okTJ5SZmfl7v36344rzatCggZKSkrRq1SqdO3euynKenp56+eWXNWfOHB0+fPiK2w6gdmAOjEUcPXpUZ8+e1UMPPaTIyEhJUkxMjLl9+vTpGjNmjBITEyVJr776qtavX6/09HTNnTtXDodDXl5eCgwMND+5BwUFmZ+Mf+2ee+7RkCFDJEmpqamaP3++2rVrp4cffliSNGbMGMXFxamwsFAOh0M33HCDUwB65pln9Omnn2r58uVq3769WeeTTz6ppKQktW3bVgEBAb/5qTo/P1/R0dG64447ZLPZzPOWzn8Fsm3bNu3fv19NmzaVJN14443m9pkzZ6pbt24aP368JKlp06bat2+fpk2bpkcffdQs94c//EGjRo0yXw8ePFhJSUkaMWKEJCk6OloZGRnq0qWL5s+fr/z8fAUEBOjee+9V3bp1FRkZqdatW1d5DgcPHlTz5s0r3XZh/cGDB6vc31256rxuvvlm/fDDDzpx4oQaNGhQZbkHH3xQrVq10oQJE/TGG29cXqMB1CqMwFhEbGysunXrppiYGD388MNauHChOSegpKRER44ccZo4KUmdOnXS/v37L+t4LVu2NH8ODQ2V5ByYLqw7duyYpPMTOidNmqSYmBjVr19fgYGB+vTTT5Wfn+9U7/Tp03X27FmtWLFCy5Ytk4+PT5VtePTRR5WTk6NmzZpp2LBh+uyzz8xtOTk5atiwoRlefm3//v2V9kdubq7Tp/22bds6lfnyyy+1ZMkSBQYGmktCQoLKy8uVl5enu+++W5GRkbrxxhs1YMAALVu2TD/++GOV5yDJMhNNe/bs6XTeknTLLbeYr2+55Ran8q44rwt12Gy23y376quvaunSpZf9bxpA7UKAsQhPT09lZmbqk08+UYsWLTRnzhw1a9ZMeXl51XK8OnXqmD9feHOpbF15ebkkadq0aZo9e7bGjBmj9evXKycnRwkJCRUmxn7zzTc6cuSIysvLq5wgesFtt92mvLw8TZo0ST/99JMeeeQRc76Jn5/fFZ+jJAUEBDi9PnXqlIYMGaKcnBxz+fLLL5Wbm6smTZqobt262rVrl9555x2FhYUpNTVVsbGxVV7J1bRp0yrfcC+svxDC7Ha7iouLK5S7UPcvr9apDn/961+dzluS1qxZY75es2aNWfZSzuu37N+/X3a7/aImlXfu3FkJCQkaO/bqXr0HwD0RYCzEZrOpU6dOeumll7R79255e3vrww8/lN1uV3h4uDZv3uxUfvPmzWrRokWV9Xl7e//m3INLsXnzZj3wwAPq37+/YmNjdeONN1b4CqGsrEz9+/dX3759NWnSJA0ePNgcwamK3W5X3759tXDhQr333nv64IMPdPLkSbVs2VKHDx+u8muK5s2bV9ofTZs2NefJVOa2227Tvn37dNNNN1VYvL29JUleXl6Kj4/X1KlT9dVXX+m7777TunXrKq0vMTFRubm5+vjjjytsmzFjhkJCQnT33XdLkpo1a6bDhw+rsLDQqdyuXbvk6+urRo0aVd1RLnDDDTc4na90/rLsC69/+RXepZxXVY4dO6a3335bvXv3lofHxf1X9Morr+jjjz9Wdnb2JZwZgNqIOTAWsXXrVmVlZal79+5q0KCBtm7dquPHj5vzDZ577jlNmDBBTZo0UatWrbR48WLl5ORo2bJlVdbZuHFjnTp1SllZWYqNjZW/v7/8/f0vq33R0dF6//33tWXLFtWrV08zZ85UYWGhU4B68cUXVVxcrIyMDAUGBmrNmjV6/PHHna4c+qWZM2cqLCxMrVu3loeHh1asWCGHw6Hg4GB16dJFnTt3Vp8+fTRz5kzddNNN+vrrr2Wz2dSjRw+NGjVK7dq106RJk9S3b19lZ2frtdde07x5837zPMaMGaOOHTsqJSVFgwcPVkBAgPbt26fMzEy99tprWr16tb799lt17txZ9erV05o1a1ReXq5mzZpVWl9iYqJWrFihQYMGadq0aerWrZtKSko0d+5crVq1SitWrDBHgRISEtSsWTP169dPkydPlsPh0K5duzRu3DgNHz78N4PX1XYp5yWd/6qooKBAhmGoqKhI2dnZevnllxUUFKRXXnnloo8bExOjpKQkZWRkVMdpAbAQAoxF2O12bdq0Senp6SopKVFkZKRmzJihnj17SpKGDRum4uJijRo1SseOHVOLFi20atUqRUdHV1nn7bffrj/96U/q27evTpw4oQkTJpiXUl+qcePG6dtvv1VCQoL8/f2VnJys3r17m1+JbNiwQenp6Vq/fr3sdrsk6a233lJsbKzmz5+vp556qkKddevW1dSpU5WbmytPT0+1a9dOa9asMT+tf/DBBxo9erT69eun06dP66abbjLfDG+77TYtX75cqampmjRpksLCwpSWluY0gbcyLVu21MaNG/Xiiy/qzjvvlGEYatKkifr27Svp/CXLK1eu1MSJE3XmzBlFR0frnXfeqTA/5AKbzably5crPT1ds2bN0tNPPy1fX1/FxcVpw4YNTvN0vLy89Nlnn+l///d/1a9fPx0/flxRUVEaPny4Ro4ceWm/kGp2KeclnZ+nFRYWJpvNJrvdrmbNmmnQoEEaPny4+e/hYqWlpem9995z5ekAsCCbYZUZhpeopKREQUFBKi4urvAf5JkzZ5SXl6eoqCj5+vrWUAsBVBf+xnHNuNI7yF/lO8JfjN96//4l5sAAAADLIcAAAADLIcAAAADLIcAAAADLIcAAAADLuaYDTC29AAu45vG3DdR+12SAuXBL/N97hg0Aa7rwt/3Lx18AqF2uyRvZeXp6Kjg42LyNvb+//0U9TA6AezMMQz/++KOOHTum4OBgt7p7MQDXuiYDjCQ5HA5J+t1n8QCwnuDgYPNvHEDtdM0GGJvNprCwMDVo0EA///xzTTcHgIvUqVOHkRfgGnDNBpgLPD09+c8OAACLueRJvJs2bdJ9992n8PBw2Ww2ffTRR07bDcNQamqqwsLC5Ofnp/j4eOXm5jqVOXnypJKSkmS32xUcHKwnnnhCp06dcirz1Vdf6c4775Svr68iIiI0derUSz87AABQK11ygDl9+rRiY2M1d+7cSrdPnTpVGRkZWrBggbZu3aqAgAAlJCTozJkzZpmkpCTt3btXmZmZWr16tTZt2qTk5GRze0lJibp3767IyEjt3LlT06ZN08SJE/X6669fxikCAIDa5oqeRm2z2fThhx+qd+/eks6PvoSHh2vUqFEaPXq0JKm4uFihoaFasmSJEhMTtX//frVo0ULbt29X27ZtJUlr167VPffco8OHDys8PFzz58/Xiy++qIKCAnl7e0uSXnjhBX300Uf6+uuvL6ptF/s0SwAALIunUbtGXl6eCgoKFB8fb64LCgpShw4dlJ2dLUnKzs5WcHCwGV4kKT4+Xh4eHtq6datZpnPnzmZ4kaSEhAQdOHBA33//faXHLi0tVUlJidMCAABqJ5cGmIKCAklSaGio0/rQ0FBzW0FBgRo0aOC03cvLS/Xr13cqU1kdvzzGr02ZMkVBQUHmEhERceUnBAAA3FKtuRPv2LFjVVxcbC6HDh2q6SYBAIBq4tIAc+HGUYWFhU7rCwsLzW0Oh6PCzePOnj2rkydPOpWprI5fHuPXfHx8ZLfbnRYAAFA7uTTAREVFyeFwKCsry1xXUlKirVu3Ki4uTpIUFxenoqIi7dy50yyzbt06lZeXq0OHDmaZTZs2Od1gLjMzU82aNVO9evVc2WQAAGBBlxxgTp06pZycHOXk5Eg6P3E3JydH+fn5stlsGjFihCZPnqxVq1Zpz549GjhwoMLDw80rlZo3b64ePXroySef1LZt27R582alpKQoMTFR4eHhkqT/+Z//kbe3t5544gnt3btX7733nmbPnq2RI0e67MQBAIB1XfKdeHfs2KG77rrLfH0hVAwaNEhLlizR888/r9OnTys5OVlFRUW64447tHbtWvn6+pr7LFu2TCkpKerWrZs8PDzUp08fZWRkmNuDgoL02WefaejQoWrTpo2uu+46paamOt0rBgAAXLuu6D4w7oz7wAAAaj3uAwMAAGAdBBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5XjXdAAAArmlX+kTpaxQBBgCAK0EAqRF8hQQAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACyHAAMAACzHq6YbAABAjVs/paZbgEvk8hGYc+fOafz48YqKipKfn5+aNGmiSZMmyTAMs4xhGEpNTVVYWJj8/PwUHx+v3Nxcp3pOnjyppKQk2e12BQcH64knntCpU6dc3VwAAGBBLg8wr776qubPn6/XXntN+/fv16uvvqqpU6dqzpw5ZpmpU6cqIyNDCxYs0NatWxUQEKCEhASdOXPGLJOUlKS9e/cqMzNTq1ev1qZNm5ScnOzq5gIAAAuyGb8cGnGBe++9V6GhoXrjjTfMdX369JGfn5/+9re/yTAMhYeHa9SoURo9erQkqbi4WKGhoVqyZIkSExO1f/9+tWjRQtu3b1fbtm0lSWvXrtU999yjw4cPKzw8/HfbUVJSoqCgIBUXF8tut7vyFAEAtc21+hXSXWNrugUVXOz7t8tHYG6//XZlZWXp4MGDkqQvv/xSX3zxhXr27ClJysvLU0FBgeLj4819goKC1KFDB2VnZ0uSsrOzFRwcbIYXSYqPj5eHh4e2bt1a6XFLS0tVUlLitAAAgNrJ5ZN4X3jhBZWUlOjmm2+Wp6enzp07pz//+c9KSkqSJBUUFEiSQkNDnfYLDQ01txUUFKhBgwbODfXyUv369c0yvzZlyhS99NJLrj4dAADghlw+ArN8+XItW7ZMb7/9tnbt2qWlS5dq+vTpWrp0qasP5WTs2LEqLi42l0OHDlXr8QAAQM1x+QjMc889pxdeeEGJiYmSpJiYGP3nP//RlClTNGjQIDkcDklSYWGhwsLCzP0KCwvVqlUrSZLD4dCxY8ec6j179qxOnjxp7v9rPj4+8vHxcfXpAAAAN+TyEZgff/xRHh7O1Xp6eqq8vFySFBUVJYfDoaysLHN7SUmJtm7dqri4OElSXFycioqKtHPnTrPMunXrVF5erg4dOri6yQAAwGJcPgJz33336c9//rMaNWqkW265Rbt379bMmTP1+OOPS5JsNptGjBihyZMnKzo6WlFRURo/frzCw8PVu3dvSVLz5s3Vo0cPPfnkk1qwYIF+/vlnpaSkKDEx8aKuQAIAALWbywPMnDlzNH78eD399NM6duyYwsPDNWTIEKWmppplnn/+eZ0+fVrJyckqKirSHXfcobVr18rX19css2zZMqWkpKhbt27y8PBQnz59lJGR4ermAgAAC3L5fWDcBfeBAQBcNO4D4zZq7D4wAAAA1Y0AAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALMerphsAXItmZR50ST3P3t3UJfUAgNUwAgMAACyHERgAgPWtn1LTLcBVxggMAACwHAIMAACwHAIMAACwHAIMAACwHAIMAACwHAIMAACwHC6jBsCN9QBYDiMwAADAchiBASzMVSMnAGA1jMAAAADLYQQGAOAeeBwALgEjMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHK4Ey8Al+Gp1gCuFkZgAACA5TACAwBwDZ5lhKuIERgAAGA5BBgAAGA5BBgAAGA5zIEB4Ha4mgnA72EEBgAAWA4BBgAAWE61BJj/9//+n/r376+QkBD5+fkpJiZGO3bsMLcbhqHU1FSFhYXJz89P8fHxys3Ndarj5MmTSkpKkt1uV3BwsJ544gmdOnWqOpoLAAAsxuUB5vvvv1enTp1Up04dffLJJ9q3b59mzJihevXqmWWmTp2qjIwMLViwQFu3blVAQIASEhJ05swZs0xSUpL27t2rzMxMrV69Wps2bVJycrKrmwsAACzI5ZN4X331VUVERGjx4sXmuqioKPNnwzCUnp6ucePG6YEHHpAkvfnmmwoNDdVHH32kxMRE7d+/X2vXrtX27dvVtm1bSdKcOXN0zz33aPr06QoPD3d1swEAgIW4fARm1apVatu2rR5++GE1aNBArVu31sKFC83teXl5KigoUHx8vLkuKChIHTp0UHZ2tiQpOztbwcHBZniRpPj4eHl4eGjr1q2VHre0tFQlJSVOCwAAqJ1cHmC+/fZbzZ8/X9HR0fr000/11FNPadiwYVq6dKkkqaCgQJIUGhrqtF9oaKi5raCgQA0aNHDa7uXlpfr165tlfm3KlCkKCgoyl4iICFefGgAAcBMuDzDl5eW67bbb9PLLL6t169ZKTk7Wk08+qQULFrj6UE7Gjh2r4uJiczl06FC1Hg8AANQclweYsLAwtWjRwmld8+bNlZ+fL0lyOBySpMLCQqcyhYWF5jaHw6Fjx445bT979qxOnjxplvk1Hx8f2e12pwUAANROLg8wnTp10oEDB5zWHTx4UJGRkZLOT+h1OBzKysoyt5eUlGjr1q2Ki4uTJMXFxamoqEg7d+40y6xbt07l5eXq0KGDq5sMAAAsxuVXIT377LO6/fbb9fLLL+uRRx7Rtm3b9Prrr+v111+XJNlsNo0YMUKTJ09WdHS0oqKiNH78eIWHh6t3796Szo/Y9OjRw/zq6eeff1ZKSooSExO5AgkAALg+wLRr104ffvihxo4dq7S0NEVFRSk9PV1JSUlmmeeff16nT59WcnKyioqKdMcdd2jt2rXy9fU1yyxbtkwpKSnq1q2bPDw81KdPH2VkZLi6uQAAwIJshmEYNd2I6lBSUqKgoCAVFxczHwZux1UPK8TVwUMhL9L6KTXdAlyqu8bWdAsquNj3b56FBAAALIcAAwAALIcAAwAALIcAAwAALMflVyEB7shVk2aZzAkA7oERGAAAYDmMwACXgMufAcA9MAIDAAAshxEYAMD/4WZ0sAhGYAAAgOUQYAAAgOUQYAAAgOUQYAAAgOUQYAAAgOUQYAAAgOUQYAAAgOUQYAAAgOVwIzsAuEp4qCjgOozAAAAAy2EEBgBqEx4FgGsEIzAAAMByGIEBgN/hqrkrAFyHERgAAGA5jMAAAHCtupI5U3eNdV07LgMjMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHK8aroBQFVmZR6s6SYAANwUAQYA3EzH/Nd/u8D6kKvTEMCN8RUSAACwHAIMAACwHL5CAgCLyf72hEvqibuRr6JgXYzAAAAAyyHAAAAAyyHAAAAAyyHAAAAAy6n2APPKK6/IZrNpxIgR5rozZ85o6NChCgkJUWBgoPr06aPCwkKn/fLz89WrVy/5+/urQYMGeu6553T27Nnqbi4AALCAag0w27dv11/+8he1bNnSaf2zzz6rjz/+WCtWrNDGjRt15MgRPfTQQ+b2c+fOqVevXiorK9OWLVu0dOlSLVmyRKmpqdXZXAAAYBHVdhn1qVOnlJSUpIULF2ry5Mnm+uLiYr3xxht6++239Yc//EGStHjxYjVv3lz/+te/1LFjR3322Wfat2+fPv/8c4WGhqpVq1aaNGmSxowZo4kTJ8rb27u6mg0AV+x376QL4IpV2wjM0KFD1atXL8XHxzut37lzp37++Wen9TfffLMaNWqk7OxsSVJ2drZiYmIUGhpqlklISFBJSYn27t1bXU0GAAAWUS0jMO+++6527dql7du3V9hWUFAgb29vBQcHO60PDQ1VQUGBWeaX4eXC9gvbKlNaWqrS0lLzdUlJyZWcAgAAcGMuH4E5dOiQhg8frmXLlsnX19fV1VdpypQpCgoKMpeIiIirdmwAAHB1uTzA7Ny5U8eOHdNtt90mLy8veXl5aePGjcrIyJCXl5dCQ0NVVlamoqIip/0KCwvlcDgkSQ6Ho8JVSRdeXyjza2PHjlVxcbG5HDp0yNWnBgAA3ITLA0y3bt20Z88e5eTkmEvbtm2VlJRk/lynTh1lZWWZ+xw4cED5+fmKi4uTJMXFxWnPnj06duyYWSYzM1N2u10tWrSo9Lg+Pj6y2+1OCwAAqJ1cPgembt26uvXWW53WBQQEKCQkxFz/xBNPaOTIkapfv77sdrueeeYZxcXFqWPHjpKk7t27q0WLFhowYICmTp2qgoICjRs3TkOHDpWPj4+rmwwAACymRp5GPWvWLHl4eKhPnz4qLS1VQkKC5s2bZ2739PTU6tWr9dRTTykuLk4BAQEaNGiQ0tLSaqK5AADAzdgMwzBquhHVoaSkREFBQSouLubrJIualXmwppsAXBar3Acm7saQmm4CrOyusdVS7cW+f/MsJAAAYDk18hUSAKDmZX97wiX1MJKDmsAIDAAAsBwCDAAAsBwCDAAAsBwCDAAAsBwCDAAAsBwCDAAAsBwCDAAAsBwCDAAAsBwCDAAAsBzuxAsAcAvcGRiXggADl+MhjMC1xVXBA7gUfIUEAAAshxEYAKhEx/zXa7oJAH4DIzAAAMByCDAAAMByCDAAAMByCDAAAMBymMQLoFZiEi5QuzECAwAALIcAAwAALIcAAwAALIc5MACAWoVnKl0bGIEBAACWwwgMAACVYCTHvTECAwAALIcAAwAALIcAAwAALIc5MAAAVCPm0lQPRmAAAIDlEGAAAIDlEGAAAIDlMAcGgNviidIAqsIIDAAAsBwCDAAAsBwCDAAAsBzmwAAAYAHcT8YZIzAAAMByCDAAAMByCDAAAMByCDAAAMByCDAAAMByCDAAAMByCDAAAMByCDAAAMByCDAAAMByCDAAAMByCDAAAMByCDAAAMByCDAAAMByXB5gpkyZonbt2qlu3bpq0KCBevfurQMHDjiVOXPmjIYOHaqQkBAFBgaqT58+KiwsdCqTn5+vXr16yd/fXw0aNNBzzz2ns2fPurq5AADAglweYDZu3KihQ4fqX//6lzIzM/Xzzz+re/fuOn36tFnm2Wef1ccff6wVK1Zo48aNOnLkiB566CFz+7lz59SrVy+VlZVpy5YtWrp0qZYsWaLU1FRXNxcAAFiQzTAMozoPcPz4cTVo0EAbN25U586dVVxcrOuvv15vv/22/vjHP0qSvv76azVv3lzZ2dnq2LGjPvnkE9177706cuSIQkNDJUkLFizQmDFjdPz4cXl7e//ucUtKShQUFKTi4mLZ7fbqPEX8yqzMgzXdBNQSHfNfr+kmALVO3I0hrqnorrGuqedXLvb926tajv4LxcXFkqT69etLknbu3Kmff/5Z8fHxZpmbb75ZjRo1MgNMdna2YmJizPAiSQkJCXrqqae0d+9etW7dusJxSktLVVpaar4uKSmprlOqtQgeAACrqNYAU15erhEjRqhTp0669dZbJUkFBQXy9vZWcHCwU9nQ0FAVFBSYZX4ZXi5sv7CtMlOmTNFLL73k4jMAcCUYQQFQXar1KqShQ4fq3//+t959993qPIwkaezYsSouLjaXQ4cOVfsxAQBAzai2EZiUlBStXr1amzZtUsOGDc31DodDZWVlKioqchqFKSwslMPhMMts27bNqb4LVyldKPNrPj4+8vHxcfFZAAAAd+TyERjDMJSSkqIPP/xQ69atU1RUlNP2Nm3aqE6dOsrKyjLXHThwQPn5+YqLi5MkxcXFac+ePTp27JhZJjMzU3a7XS1atHB1kwEAgMW4fARm6NChevvtt/X3v/9ddevWNeesBAUFyc/PT0FBQXriiSc0cuRI1a9fX3a7Xc8884zi4uLUsWNHSVL37t3VokULDRgwQFOnTlVBQYHGjRunoUOHMsoCAABcH2Dmz58vSeratavT+sWLF+vRRx+VJM2aNUseHh7q06ePSktLlZCQoHnz5pllPT09tXr1aj311FOKi4tTQECABg0apLS0NFc3FwAAWJDLA8zF3FbG19dXc+fO1dy5c6ssExkZqTVr1riyaQAAoJbgWUgAAMByCDAAAMByqv1OvACsjZvRAXBHjMAAAADLIcAAAADLIcAAAADLIcAAAADLIcAAAADLIcAAAADLIcAAAADLIcAAAADLIcAAAADL4U68QC3HnXQB1EaMwAAAAMshwAAAAMvhKyQAAK4h2d+ecEk9cXe5pJrLxggMAACwHAIMAACwHAIMAACwHAIMAACwHAIMAACwHAIMAACwHC6jrgVmZR6s6SYAAHBVMQIDAAAshwADAAAshwADAAAshwADAAAshwADAAAsh6uQAAvomP96TTcBANwKIzAAAMByCDAAAMByCDAAAMByCDAAAMByCDAAAMByCDAAAMByuIwauAq4DBoAXIsAA1wkQggAuA++QgIAAJZDgAEAAJZDgAEAAJZDgAEAAJZDgAEAAJZDgAEAAJZDgAEAAJbDfWBq0KzMgzXdhGsK93EBgNqDERgAAGA5BBgAAGA5BBgAAGA5zIGBpTCPBQAgMQIDAAAsiAADAAAsx62/Qpo7d66mTZumgoICxcbGas6cOWrfvn1NNwtXgK+AAACu4LYB5r333tPIkSO1YMECdejQQenp6UpISNCBAwfUoEGDGm0b928BAKBmue1XSDNnztSTTz6pxx57TC1atNCCBQvk7++vRYsW1XTTAABADXPLEZiysjLt3LlTY8eONdd5eHgoPj5e2dnZle5TWlqq0tJS83VxcbEkqaSkxOXtO3P6lMvrtJJ2hxdf9r6nXdgOAEDNqY7311/WaxjGb5ZzywDz3//+V+fOnVNoaKjT+tDQUH399deV7jNlyhS99NJLFdZHRERUSxsBALimPfNatVb/ww8/KCgoqMrtbhlgLsfYsWM1cuRI83V5eblOnjypkJAQ2Wy2GmyZeyspKVFERIQOHToku91e082p1ejrq4e+vnro66vrWuhvwzD0ww8/KDw8/DfLuWWAue666+Tp6anCwkKn9YWFhXI4HJXu4+PjIx8fH6d1wcHB1dXEWsdut9faPwZ3Q19fPfT11UNfX121vb9/a+TlArecxOvt7a02bdooKyvLXFdeXq6srCzFxcXVYMsAAIA7cMsRGEkaOXKkBg0apLZt26p9+/ZKT0/X6dOn9dhjj9V00wAAQA1z2wDTt29fHT9+XKmpqSooKFCrVq20du3aChN7cWV8fHw0YcKECl+/wfXo66uHvr566Ouri/7+Pzbj965TAgAAcDNuOQcGAADgtxBgAACA5RBgAACA5RBgAACA5RBgLGTu3Llq3LixfH191aFDB23btq3Ksnv37lWfPn3UuHFj2Ww2paenX1adZ86c0dChQxUSEqLAwED16dOnwg0Ghw0bpjZt2sjHx0etWrW60tN0G+7Y319++aX69euniIgI+fn5qXnz5po9e7ZLzrcmuWNfnzhxQj169FB4eLh8fHwUERGhlJSUanv+y9Xijn39SydOnFDDhg1ls9lUVFR0uafpFty1r202W4Xl3XffveLzveoMWMK7775reHt7G4sWLTL27t1rPPnkk0ZwcLBRWFhYaflt27YZo0ePNt555x3D4XAYs2bNuqw6//SnPxkRERFGVlaWsWPHDqNjx47G7bff7lTPM888Y7z22mvGgAEDjNjYWFeedo1x1/5+4403jGHDhhkbNmwwvvnmG+Ott94y/Pz8jDlz5ri8D64Wd+3rkydPGvPmzTO2b99ufPfdd8bnn39uNGvWzOjXr5/L++Bqcde+/qUHHnjA6NmzpyHJ+P77711x2jXCnftakrF48WLj6NGj5vLTTz+59PyvBgKMRbRv394YOnSo+frcuXNGeHi4MWXKlN/dNzIystI/ht+rs6ioyKhTp46xYsUKs8z+/fsNSUZ2dnaF+iZMmFBrAowV+vuCp59+2rjrrrsu5rTckpX6evbs2UbDhg0v5rTckrv39bx584wuXboYWVlZlg8w7tzXkowPP/zwMs7KvfAVkgWUlZVp586dio+PN9d5eHgoPj5e2dnZ1Vbnzp079fPPPzuVufnmm9WoUaPLPq4VWK2/i4uLVb9+/ctqV02zUl8fOXJEK1euVJcuXS6rXTXN3ft63759SktL05tvvikPD2u/Nbl7X0vS0KFDdd1116l9+/ZatGiRDAveEs7a/0quEf/973917ty5CnchDg0NVUFBQbXVWVBQIG9v7woPxbyS41qBlfp7y5Yteu+995ScnHxZ7appVujrfv36yd/fXzfccIPsdrv++te/Xla7apo793Vpaan69eunadOmqVGjRpfVFnfizn0tSWlpaVq+fLkyMzPVp08fPf3005ozZ85ltasmEWAAi/r3v/+tBx54QBMmTFD37t1rujm11qxZs7Rr1y79/e9/1zfffKORI0fWdJNqnbFjx6p58+bq379/TTflmjB+/Hh16tRJrVu31pgxY/T8889r2rRpNd2sS0aAsYDrrrtOnp6eFWaSFxYWyuFwVFudDodDZWVlFa4EuJLjWoEV+nvfvn3q1q2bkpOTNW7cuMtqkzuwQl87HA7dfPPNuv/++/WXv/xF8+fP19GjRy+rbTXJnft63bp1WrFihby8vOTl5aVu3bqZ9U+YMOGy2laT3LmvK9OhQwcdPnxYpaWll9W2mkKAsQBvb2+1adNGWVlZ5rry8nJlZWUpLi6u2ups06aN6tSp41TmwIEDys/Pv+zjWoG79/fevXt11113adCgQfrzn/98We1xF+7e179WXl4uSZb7j15y777+4IMP9OWXXyonJ0c5OTnm13T//Oc/NXTo0MtqW01y576uTE5OjurVq2e9B0TW9CxiXJx3333X8PHxMZYsWWLs27fPSE5ONoKDg42CggLDMAxjwIABxgsvvGCWLy0tNXbv3m3s3r3bCAsLM0aPHm3s3r3byM3Nveg6DeP8JXmNGjUy1q1bZ+zYscOIi4sz4uLinNqWm5tr7N692xgyZIjRtGlT87ilpaXV3CvVx137e8+ePcb1119v9O/f3+kSyGPHjl2FXqke7trX//jHP4xFixYZe/bsMfLy8ozVq1cbzZs3Nzp16nQVeqV6uGtf/9r69estfxWSu/b1qlWrjIULFxp79uwxcnNzjXnz5hn+/v5GamrqVegV1yLAWMicOXOMRo0aGd7e3kb79u2Nf/3rX+a2Ll26GIMGDTJf5+XlGZIqLF26dLnoOg3DMH766Sfj6aefNurVq2f4+/sbDz74oHH06FGnMl26dKn0WHl5ea7ugqvKHft7woQJlR4nMjKyOrrgqnHHvl63bp0RFxdnBAUFGb6+vkZ0dLQxZswYS7+pGoZ79vWv1YYAYxju2deffPKJ0apVKyMwMNAICAgwYmNjjQULFhjnzp2rlj6oTjbDsOC1UwAA4JrGHBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5/x8uOSU3eZU4ewAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -1180,8 +1186,9 @@ } ], "source": [ - "plt.hist(scores_Out1, bins = 25, alpha=0.5)\n", - "plt.hist(scores_Out_odin1, bins = 25, alpha=0.5);" + "plt.hist(scores_Out1, bins = 25, alpha=0.5, label='softmax scores OUT T')\n", + "plt.hist(scores_Out_odin1, bins = 25, alpha=0.5, label='softmax scores OUT T+ODIN');\n", + "plt.legend();" ] }, { @@ -1192,7 +1199,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1202,8 +1209,9 @@ } ], "source": [ - "plt.hist(scores_In_odin1, bins = 25, alpha=0.5);\n", - "plt.hist(scores_Out_odin1, bins = 25, alpha=0.5);" + "plt.hist(scores_In_odin1, bins = 25, alpha=0.5, label='softmax scores IN');\n", + "plt.hist(scores_Out_odin1, bins = 25, alpha=0.5, label='softmax scores OUT');\n", + "plt.legend();" ] }, { @@ -1247,12 +1255,12 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "id": "08a6b56d", + "cell_type": "markdown", + "id": "dc73dcd5", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "[![Dataflowr](https://raw.githubusercontent.com/dataflowr/website/master/_assets/dataflowr_logo.png)](https://dataflowr.github.io/website/)" + ] } ], "metadata": {