diff --git a/dev_notebook.ipynb b/dev_notebook.ipynb index 49fd133..36da7a7 100644 --- a/dev_notebook.ipynb +++ b/dev_notebook.ipynb @@ -2,19 +2,10 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 62, "id": "a18b64f5", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/lguerdan/.virtualenvs/10701-Project/lib/python3.9/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "# Uncomment following lines if you are running on Google Colab\n", "# Drive and folder directory may need to be changed\n", @@ -27,6 +18,7 @@ "import helpers\n", "import copy, glob\n", "from plots import *\n", + "import pandas as pd\n", "\n", "#Plotting\n", "from matplotlib import pyplot as plt\n", @@ -103,15 +95,420 @@ "id": "686980df", "metadata": {}, "source": [ - "### Experiment 2" + "### Main Experiment" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, + "id": "d66408c4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, axes = plt.subplots(3, 2, figsize=(12,8), sharey=False, sharex=True)\n", + "plt.subplots_adjust(wspace = 0.25)\n", + "\n", + "#######################################################################\n", + "############## Centralized learning ##############\n", + "ceexp, params = helpers.load_exp('central_baseline_adaptive')\n", + "ceexp['epoch'] = ceexp['epoch'] + 1\n", + "\n", + "mnist = ceexp[ceexp['benchmark'] == 'MNIST'].reset_index()\n", + "sns.lineplot(data=mnist, x='epoch', hue='C', y='test_acc', ax=axes[0][0])\n", + "\n", + "axes[0][0].set_title('Centralized - MNIST', fontsize=14)\n", + "axes[0][0].set_ylabel('Test accuracy', fontsize=14)\n", + "axes[0][0].tick_params(labelsize=14)\n", + "\n", + "cifar = ceexp[ceexp['benchmark'] == 'CIFAR'].reset_index()\n", + "sns.lineplot(data=cifar, x='epoch', hue='C', y='test_acc', ax=axes[0][1])\n", + "\n", + "axes[0][1].set_title('Centralized - CIFAR', fontsize=14)\n", + "axes[0][1].set_xlabel('Epoch', fontsize=14)\n", + "axes[0][1].set_ylabel('Test accuracy', fontsize=14)\n", + "axes[0][1].tick_params(labelsize=14)\n", + "\n", + "\n", + "#######################################################################\n", + "############## Instance Incremental Continual learning ################\n", + "cl_exp, params = helpers.load_exp('Instance_CL', extension='epoch')\n", + "cl_exp['epoch'] = cl_exp['epoch'] + 1\n", + "\n", + "mnist = cl_exp[cl_exp['benchmark'] == 'MNIST'].reset_index()\n", + "sns.lineplot(data=mnist, x='epoch', hue='C', y='test_acc', ax=axes[1][0])\n", + "\n", + "for i in range(6):\n", + " axes[1][0].axvline(x=12*i, color='k', linestyle='--')\n", + " \n", + "axes[1][0].set_title('Instance CL - MNIST', fontsize=14)\n", + "axes[1][0].set_ylabel('Test accuracy', fontsize=14)\n", + "axes[1][0].tick_params(labelsize=14)\n", + "\n", + "cifar = cl_exp[cl_exp['benchmark'] == 'CIFAR'].reset_index()\n", + "sns.lineplot(data=cifar, x='epoch', hue='C', y='test_acc', ax=axes[1][1])\n", + "\n", + "for i in range(6):\n", + " axes[1][1].axvline(x=12*i, color='k', linestyle='--')\n", + " \n", + "axes[1][1].set_title('Instance CL - CIFAR', fontsize=14)\n", + "axes[1][1].set_ylabel('Test accuracy', fontsize=14)\n", + "axes[1][1].tick_params(labelsize=14)\n", + "\n", + "######################################################################\n", + "#######################################################################\n", + "############## Class Incremental Continual learning ################\n", + "\n", + "cl_exp, params = helpers.load_exp('Class_CL', extension='epoch')\n", + "cl_exp['epoch'] = cl_exp['epoch'] + 1\n", + "\n", + "mnist = cl_exp[cl_exp['benchmark'] == 'MNIST'].reset_index()\n", + "sns.lineplot(data=mnist, x='epoch', hue='C', y='test_acc', ax=axes[2][0])\n", + "\n", + "for i in range(6):\n", + " axes[2][0].axvline(x=12*i, color='k', linestyle='--')\n", + " \n", + "axes[2][0].set_title('Class CL - MNIST', fontsize=14)\n", + "axes[2][0].set_ylabel('Test accuracy', fontsize=14)\n", + "axes[2][0].set_xlabel('Epoch', fontsize=14)\n", + "axes[2][0].tick_params(labelsize=14)\n", + "\n", + "cifar = cl_exp[cl_exp['benchmark'] == 'CIFAR'].reset_index()\n", + "sns.lineplot(data=cifar, x='epoch', hue='C', y='test_acc', ax=axes[2][1])\n", + "\n", + "for i in range(6):\n", + " axes[2][1].axvline(x=12*i, color='k', linestyle='--')\n", + " \n", + "axes[2][1].set_title('Class CL - CIFAR', fontsize=14)\n", + "axes[2][1].set_ylabel('Test accuracy', fontsize=14)\n", + "axes[2][1].set_xlabel('Epoch', fontsize=14)\n", + "axes[2][1].tick_params(labelsize=14)\n", + "\n", + "plt.savefig(f'{FIGDIR}main_exp.png', dpi=400, bbox_inches='tight')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "3445ccfc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/w_/rwxvw5hn1ng2qvm6353gkvqw0000gr/T/ipykernel_30329/712087912.py:3: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " class_cl.loc[:, 'scenario'] = 'Class'\n", + "/var/folders/w_/rwxvw5hn1ng2qvm6353gkvqw0000gr/T/ipykernel_30329/712087912.py:7: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " instance_cl.loc[:, 'scenario'] = 'Instance'\n" + ] + } + ], + "source": [ + "cl_exp, params = helpers.load_exp('Class_CL', extension='task')\n", + "class_cl = cl_exp[cl_exp['task'] == 4]\n", + "class_cl.loc[:, 'scenario'] = 'Class'\n", + "\n", + "cl_exp, params = helpers.load_exp('Instance_CL', extension='task')\n", + "instance_cl = cl_exp[cl_exp['task'] == 4]\n", + "instance_cl.loc[:, 'scenario'] = 'Instance'\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "daf8069b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, axes = plt.subplots(1, 2, figsize=(12, 4), sharey=False, sharex=True)\n", + "plt.subplots_adjust(wspace = 0.25)\n", + "\n", + "sns.pointplot(data=instance_cl, x='C', y='BWT', hue='benchmark', ax=axes[0])\n", + "axes[0].set_title('Class Incremental', fontsize=14)\n", + "axes[0].tick_params(labelsize=14)\n", + "axes[0].set_ylabel('BWT', fontsize=14)\n", + "axes[0].legend(loc=1, prop={'size': 14})\n", + "axes[0].set_xlabel('Clipping mechanism', fontsize=14)\n", + "\n", + "\n", + "sns.pointplot(data=class_cl, x='C', y='BWT', hue='benchmark', ax=axes[1])\n", + "axes[1].set_title('Instance Incremental', fontsize=14)\n", + "axes[1].tick_params(labelsize=14)\n", + "axes[1].set_ylabel('BWT', fontsize=14)\n", + "axes[1].legend(loc=5, prop={'size': 14})\n", + "axes[1].set_xlabel('Clipping mechanism', fontsize=14)\n", + "\n", + "plt.savefig(f'{FIGDIR}cl_metrics.png', dpi=400, bbox_inches='tight')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "5e2c51a0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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YbDYAbDYbgYGBlZ536tQpHn30USIiInj44Yd/cT12u538/Hy3agoJCXFrnFwcd+ejtjR/xvDE/GnujHOx82fYPpmwsDCys7MJDQ0lJyeH8PBwl/6SkhLuvfde7rvvPu666y63lunr66s/tkuM5qNh0/w1bO7OX3XBYdgxBKvVyu7du7FarWRlZZGQkABAWloa27dvZ/Xq1Rw8eJC1a9cSHx9PfHw8Bw8eNKo8EZFGz7AtBH9/fxYsWFCpPTk5GYDQ0FDuvfdeo8oREZGf0RfTREQEUCCIiIiTAkFERAAFgoiIOCkQREQEUCCIiIiTAkFERAAFgoiIOCkQREQEUCCIiIiTAkFERAAFgoiIOCkQREQEUCCIiIiTAkFERAAFgoiIOCkQREQEUCCIiIiTAkFERAAFgoiIOCkQREQEUCCIiIiTAkFERAAFgoiIOCkQREQEUCCIiIhTjYHgcDiMqkNEROpZjYEwduzYOltRSUkJkyZNIi4ujnHjxlFYWFhpzPz584mJiSE2NpYtW7bU2bpFROSXGbbLKDMzk+7du7Nq1SqGDRtGRkaGS/+XX35JXl4ea9as4ZlnnmH27NlGlSYiIoB3TZ179uzhD3/4Q5V96enptVpRbm4uDz74IABRUVGVAuG6665jyZIlmEwmDh8+TGBgYK2WLyIiF6fGQLjyyisZMWJErRe6du1ali9f7tIWFBREQEAAABaLhaKiosrFeHszf/58VqxYwYwZM35xPXa7nfz8fLdqCgkJcWucXBx356O2NH/G8MT8ae6Mc7HzV2MgBAQEEBERUeuFxsTEEBMT49KWkJCAzWYDwGazVbsFkJiYyLhx4xgxYgS9evWiY8eO1a7H19dXf2yXGM1Hw6b5a9jcnb/qgqPGYwj9+/evfUXVCAsLIzs7G4CcnBzCw8Nd+jdv3syTTz4JnP+g9/b2xmQy1dn6RUSkZjVuIbz99tucPHmSyMhIwsLC8PLyuuAVWa1Wpk6ditVqxWw2VxyDSEtLIzo6moiICNavX8/IkSMpLy9n1KhRdOjQ4YLXJyIitVNjIDz//PNs2bKFdevWkZKSQqdOnYiMjCQyMpLg4OBarcjf358FCxZUak9OTq54/OMWgoiIGK/GQGjXrh3Dhw9n+PDhOBwONm7cyOLFi0lJSWHXrl1G1SgiIgaoMRAKCwvJycnho48+4quvvqJHjx6MGjWq0imjIiLS8NUYCJGRkfz2t7/lwQcf5IYbbjCqJhERqQc1nmU0Z84cvL29mT59OtOnT2fDhg0Vp46KiMjlpcYthCFDhjBkyBAcDgc7duwgJyeHZcuW4eXlxYoVK4yqUUREDFBjIACcPHmS3NxcPv/8c/Ly8vDx8eHmm282ojYRETFQjYEwePBgAG699Vb69OnDxIkT8fHxwcfHx5DiRETEODUeQ3jyySfp0KEDxcXF+Pn5MWDAACIjI3nrrbcMKk9ERIxSYyDMmzePMWPG0LdvXyZOnEhWVhYbNmxg1apVRtUnIiIGqXGXkdlspk+fPgCsWLGCzp07A9C0aVOPFyYiIsaqcQvhpxeX++lxg/Lycs9VJCIi9cKtG+Q4HA6Xx3v37jWqPhERMUiNgfDss89WPB45cmSVj0VE5PJQYyBcyM1xRESkYarxGIKIiDQeCgQREQEUCCIi4qRAEBERQIEgIiJOCgQREQEUCCIi4qRAEBERQIEgIiJOCgQREQEUCCIi4qRAEBERQIEgIiJOhgVCSUkJkyZNIi4ujnHjxlFYWFjluOLiYoYOHUpOTo5RpYmICAYGQmZmJt27d2fVqlUMGzaMjIyMKselpKS43KlNRESMYVgg5ObmEhkZCUBUVBSbN2+uNGbJkiX07NmTa6+91qiyRETEqcYb5FyotWvXsnz5cpe2oKAgAgICALBYLBQVFbn0b968mf3795OSksK2bdvcWo/dbic/P9+tsSEhIW6Nk4vj7nzUlubPGJ6YP82dcS52/jwSCDExMcTExLi0JSQkYLPZALDZbAQGBrr0v/7663z33XfEx8fzzTffsGvXLlq3bl3jH5Ovr6/+2C4xmo+GTfPXsLk7f9UFh0cCoSphYWFkZ2cTGhpKTk4O4eHhLv3p6ekVj6dNm8agQYP0xykiYiDDjiFYrVZ2796N1WolKyuLhIQEANLS0ti+fbtRZYiISDUM20Lw9/dnwYIFldqTk5MrtaWmphpRkoiI/IS+mCYiIoACQUREnBQIIiICKBBERMRJgSAiIoACQUREnBQIIiICKBBERMRJgSAiIoACQUREnBQIIiICKBBERMRJgSAiIoACQUREnBQIIiICKBBERMRJgSAiIoACQUREnBQIIiICKBBERMRJgSAiIoACQUREnBQIIiICKBBERMRJgSAiIoACQUREnLyNWlFJSQlJSUkUFBRgsViYM2cOLVu2dBnzyCOPcOLECcxmM76+vixevNio8kREGj3DAiEzM5Pu3bszadIk3n33XTIyMpg+fbrLmP379/Puu+9iMpmMKktERJwM22WUm5tLZGQkAFFRUWzevNml//jx4/zwww+MHz8eq9XKxo0bjSpNRETw0BbC2rVrWb58uUtbUFAQAQEBAFgsFoqKilz6S0tLuf/++xkzZgynTp3CarUSGhpKUFCQJ0oUEZGf8UggxMTEEBMT49KWkJCAzWYDwGazERgY6NLfqlUrRo4cibe3N0FBQYSEhLBv374aA8Fut5Ofn+9WTSEhIbV8FXIh3J2P2tL8GcMT86e5M87Fzp9hxxDCwsLIzs4mNDSUnJwcwsPDXfo/+eQTXn31VV5++WVsNhu7d+/m6quvrnGZvr6++mO7xGg+GjbNX8Pm7vxVFxyGBYLVamXq1KlYrVbMZjPp6ekApKWlER0dTb9+/fj3v/9NbGwsTZo0YfLkyZXOQmpsHGV2Os7cUd9luM1RZsfk7VvfZYjIBTIsEPz9/VmwYEGl9uTk5IrHTzzxhFHlNAgN7cO1odUrIq70xTQREQEUCCIi4qRAEBERwMBjCCKNSUM7IQB0UsBPNdb50xaCiAc0xA/WhlizpzTE30Vd1KxAEBERQIEgIiJOCgQREQEUCCIi4qRAEBERQIEgIiJOCgQREQEUCCIi4qRAEBERQIEgIiJOCgQREQEUCCIi4qRAEBERQIEgIiJOCgQREQEUCCIi4qRAEBERQIEgIiJOCgQREQEUCCIi4qRAEBERQIEgIiJO3katqKSkhKSkJAoKCrBYLMyZM4eWLVu6jHnjjTfIzMzk3LlzDBgwgIkTJxpVnohIo2fYFkJmZibdu3dn1apVDBs2jIyMDJf+AwcOkJmZycqVK3n99dcpLS2ltLTUqPJERBo9w7YQcnNzefDBBwGIioqqFAiffPIJN9xwA1OnTuXYsWOMHz8es9lcZ+u3l54jd+6YOlueEeyl5/A1e9V3GZeEhjZ/mrv/aWhzB413/jwSCGvXrmX58uUubUFBQQQEBABgsVgoKipy6T9x4gSff/45mZmZ2O124uLi6NGjB4GBgdWux263k5+fX/cvQESkEfJIIMTExBATE+PSlpCQgM1mA8Bms1X6oG/evDkRERE0a9aMZs2acfXVV/Ptt98SGhpa7Xp8fX0JCQmp+xcgInIZq+4/0oYdQwgLCyM7OxuAnJwcwsPDK/Vv3boVu93OmTNn2Lt3Lx07djSqPBGRRs+wYwhWq5WpU6ditVoxm82kp6cDkJaWRnR0NKGhodx9991YrVYcDgcTJkygefPmRpUnItLomRwOh6O+i7hQ+fn52mUkIlJL1X126otpIiICKBBERMRJgSAiIoACQUREnBQIIiICGHjaqSfom8oiIrVnt9urbG/Qp52KiEjd0S4jEREBFAgiIuKkQBAREUCBICIiTgoEEREBFAgXZMuWLdx6663Ex8dX/Hv00UfruywAPvvsM7766ivg/D0oqnPo0CFiY2ONKuuycOjQIcLCwlzm/bnnnuO555674GXu3buX+Pj4OqxSfm7Lli0kJia6tCUmJnL27Nl6qujS1aC/h1Cfevfuzfz58+u7jErWrVvHoEGDuPbaay/qg0qq1q1bN1auXFnfZchFuhTfu5cCBUIdKSsrY/To0UycOJGQkBDGjh3L4sWLSU5OpkuXLuzbtw+Hw8H8+fNp3bo1qamp5ObmAjBkyBDGjh3LtGnT8PHx4bvvvuPo0aOkpqZy/fXX8/7777Ns2TKaNGlCeHg4U6ZMYeHChRw6dIiCggIOHz7M448/TosWLfj444/ZtWsX3bp1IyYmhk2bNrF161aee+45HA4HNpuN9PT0Or1fdWO2ZcsWVq9eTXJyMmPHjuXVV19l7969LFy4kBUrVrBhw4ZKc3f06FGmTJmCw+GgdevW9f0SGqXbbruN999/nz/96U9uv+eOHDnCrFmzsNvtHDt2jMcee4yBAwcyZMgQOnfujNlsbvBBo0C4QJ9++qnLpn6/fv2YN28e48ePp3Xr1iQnJ9O2bVvg/N3gUlJSeO2113jxxRfp27cvhw4dYs2aNZSVlREXF0fv3r0BCA4OJiUlhTVr1pCVlcXkyZNZuHAh69atw9/fn6SkJDZt2gSAj48PixcvZtOmTSxdupQlS5YQGRnJoEGDCA4Orqht9+7dzJ07l6uuuooXXniB9evXc+eddxr427p87Nmzx2Xef7xVbNu2bUlKSmLatGkcP36cl156idOnT1c5dx988AFDhgwhNjaW9957j8zMzPp6OYL77zmTycR9993HLbfcwrZt21i4cCEDBw7kzJkzTJgwgeuuu66+X8pFUyBcoOp2GYWFhZGXl0dUVJTL2B/7PvzwQ9q0aUOvXr0wmUyYzWZuuukm9u7dC1Bx04o2bdqwbds2Dhw4QGFhIQ899BBw/n7UBw4cqDS2pv2hV111FbNnz6Zp06Z8//33hIWF1cFvoHH6+S6jLVu2VDweOHAg8+fPp0+fPrRp04bt27dXOXfffvttxfGbsLAwBUI9c/c916tXLxYtWsTrr7+OyWSirKysYhldunSpl9rrmg4q16G8vDx2797NzTffzNKlSyvad+7cCcC2bdvo1q0bXbt2rdhdVFpayhdffEGnTp0AMJlMLsts3749bdu2ZenSpaxcuZLRo0fTo0ePKsf+2Pbzq5HMmDGDp59+mtTUVK688spK/VI3li5dSt++fdm5cyd5eXnVzl3Xrl354osvANixY0c9Vy3uvuf++te/MnToUObOncstt9zi8j5q0uTy+CjVFsIF+vkuo6KiIk6fPs3LL79McHAwMTExREREAPDmm2+ybNky/P39SUtLo0WLFmzdupURI0ZQWlpKdHQ0119/fZXradmyJffeey/x8fGcO3eOdu3acccdd1Rb10033cS8efNo3759Rdtdd93FqFGj8Pf3p1WrVhw9erSOfgvyox07dvDOO++QlZXFwYMHmTRpEllZWVXO3SOPPEJSUhLvvfeeyzyJ52zatInhw4dX/FzTFnV177no6GjS0tJ46aWXaNOmDSdOnDCidEPp4nYeFh8fz6xZs+jatWt9lyIiUqPLYztHREQumrYQREQE0BaCiIg4KRBERARQIIiIiJNOOxWpQz9+K7y4uJgzZ87Qr18/Jk2aVOV3RkQuNTqoLFJHfvjhB0aNGsXChQvp3Lkz586d4/e//z19+/bFarXWd3kiv0iBIFJH3nzzTXbt2sX06dMr2mw2G2azGR8fn3qsTMQ92mUkUkeOHj1Khw4dXNosFks9VSNSezqoLFJHgoODOXLkiEvbwYMH+eyzz+qpIpHaUSCI1JH+/fvz8ccfV1yNtrS0lNTUVL7++ut6rkzEPTqGIFKHdu7cSVpaWsXNiPr3709CQoLOMpIGQYEgIiKAdhmJiIiTAkFERAAFgoiIOCkQREQEUCCIiIiTAkFERAAFgoiIOCkQREQEgP8DFEnvWJF8geQAAAAASUVORK5CYII=\n", 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FWTBWTACCtaskbenchmarkCscenario
40.9533930.0056240.9628414MNISTFixedInstance
40.5219500.0149810.5255414CIFARFixedInstance
40.9527390.0103030.9630414MNISTExponentialInstance
40.5000500.0155810.5067114CIFARExponentialInstance
40.9578910.0077740.9658454MNISTLinearInstance
40.5150000.0109540.5217354CIFARLinearInstance
40.000000-0.5954540.1936104MNISTExponentialClass
40.000000-0.5080540.1752804CIFARExponentialClass
40.000000-0.5976890.1955134MNISTFixedClass
40.000000-0.5202360.1791874CIFARFixedClass
40.000000-0.5955420.1941114MNISTLinearClass
40.000000-0.5216700.1795874CIFARLinearClass
\n", + "
" + ], + "text/plain": [ + " FWT BWT ACC task benchmark C scenario\n", + "4 0.953393 0.005624 0.962841 4 MNIST Fixed Instance\n", + "4 0.521950 0.014981 0.525541 4 CIFAR Fixed Instance\n", + "4 0.952739 0.010303 0.963041 4 MNIST Exponential Instance\n", + "4 0.500050 0.015581 0.506711 4 CIFAR Exponential Instance\n", + "4 0.957891 0.007774 0.965845 4 MNIST Linear Instance\n", + "4 0.515000 0.010954 0.521735 4 CIFAR Linear Instance\n", + "4 0.000000 -0.595454 0.193610 4 MNIST Exponential Class\n", + "4 0.000000 -0.508054 0.175280 4 CIFAR Exponential Class\n", + "4 0.000000 -0.597689 0.195513 4 MNIST Fixed Class\n", + "4 0.000000 -0.520236 0.179187 4 CIFAR Fixed Class\n", + "4 0.000000 -0.595542 0.194111 4 MNIST Linear Class\n", + "4 0.000000 -0.521670 0.179587 4 CIFAR Linear Class" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "\n", + "pd.concat([instance_cl, class_cl])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, "id": "bc8ff24a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "exp, params= helpers.load_exp('central_baseline_adaptive_cuttoff')\n", "plot_centralized_adaptive_cuttoff_experiment(exp)" @@ -119,37 +516,27 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "95fbd296", "metadata": { "scrolled": true }, "outputs": [], "source": [ - "exp_epoch, params= helpers.load_exp('debug', extension='epoch')\n", - "exp_task, params= helpers.load_exp('debug', extension='task')\n", + "exp_epoch, params= helpers.load_exp('Class_CL', extension='epoch')\n", + "exp_task, params= helpers.load_exp('Class_CL', extension='task')\n", "# plot_centralized_adaptive_cuttoff_experiment(exp)" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "id": "591d98dc", "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] @@ -159,8 +546,17 @@ } ], "source": [ - "mnist = exp_epoch[exp_epoch['benchmark'] == 'MNIST'].reset_index()\n", - "sns.lineplot(data=mnist, x='epoch', hue='C', y='train_loss')" + "exp_epoch, params= helpers.load_exp('Class_CL', extension='epoch')\n", + "\n", + "mnist = exp_epoch[exp_epoch['benchmark'] == 'CIFAR'].reset_index()\n", + "sns.lineplot(data=mnist, x='epoch', hue='C', y='test_acc')\n", + "\n", + "for i in range(6):\n", + " plt.axvline(x=12*i, color='k', linestyle='--')\n", + " \n", + "axes[0][0].set_title('MNIST', fontsize=14)\n", + "axes[0][0].set_ylabel('Test accuracy', fontsize=14)\n", + "axes[0][0].tick_params(labelsize=14)" ] }, {