analyze_loss.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>loss</th>\n",
       "      <th>exp_idx</th>\n",
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       "       loss  exp_idx  epoch  mb_idx  mb_pass\n",
       "0  0.003423        0      0       0        0\n",
       "1  0.006403        0      0       1        0\n",
       "2  0.006820        0      0       2        0\n",
       "3 -0.005515        0      0       3        0\n",
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     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "df = pd.read_csv('/home/giacomo/Desktop/results_cl_ssl/OCL/imagenet100/simsiam/replay_simsiam_imagenet100_04-19_11-02/pretr_loss.csv')\n",
    "df.head()"
   ]
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   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 11613 entries, 0 to 11612\n",
      "Data columns (total 5 columns):\n",
      " #   Column   Non-Null Count  Dtype  \n",
      "---  ------   --------------  -----  \n",
      " 0   loss     11613 non-null  float64\n",
      " 1   exp_idx  11613 non-null  int64  \n",
      " 2   epoch    11613 non-null  int64  \n",
      " 3   mb_idx   11613 non-null  int64  \n",
      " 4   mb_pass  11613 non-null  int64  \n",
      "dtypes: float64(1), int64(4)\n",
      "memory usage: 453.8 KB\n"
     ]
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   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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     ]
    }
   ],
   "source": [
    "loss_list = df['loss'].to_list()\n",
    "print(loss_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 6))\n",
    "\n",
    "plt.plot(loss_list)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def moving_average(data, window_size):\n",
    "    from collections import deque\n",
    "    window = deque(maxlen=window_size)\n",
    "    smoothed = []\n",
    "\n",
    "    for i in range(len(data)):\n",
    "        window.append(data[i])\n",
    "        if len(window) == window_size:\n",
    "            smoothed.append(sum(window) / window_size)\n",
    "\n",
    "    return smoothed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#smooth the array with average\n",
    "smooth_loss = moving_average(loss_list, 6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 6))\n",
    "plt.plot(smooth_loss)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "cl_ssl",
   "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": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}