summary_benchmarks.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import json\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_dir = os.getcwd() + '/keras-apache-mxnet/benchmark/scripts/experiments/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tensorflow_1.8.0', 'mxnet_1.2.0']"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.listdir(save_dir + '/gpu_config')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_benchmark(save_dir='expreiments/', backend_nm='tensorflow', model_type='lstm', config='cpu_config', ver='1_2_0'):\n",
    "    \n",
    "    wrk_dir=save_dir + config + '/' + backend_nm + '_' +  ver + '/'\n",
    "    files_tmp=os.listdir(wrk_dir)\n",
    "    \n",
    "    files=[i for i in files_tmp if re.findall(\".+{model_type}.+\".format(model_type=model_type), i)]\n",
    "\n",
    "    train_times = []\n",
    "    infer_times = []\n",
    "    \n",
    "    for filename in files: \n",
    "        with open(str(wrk_dir + filename), 'r') as f:\n",
    "            lines=f.readlines()\n",
    "            train_time=0\n",
    "            for idx, line in enumerate(lines):\n",
    "                \n",
    "                if idx == 0:\n",
    "                    continue\n",
    "                \n",
    "                train_time_tmp = re.findall('time: ([0-9]+\\.[0-9]+) msec', line)\n",
    "                \n",
    "                if len(train_time_tmp) == 1:\n",
    "                    train_time += float(train_time_tmp[0]) / 1000\n",
    "                else:\n",
    "                    train_time += float(re.findall('time: ([0-9]+\\.[0-9]+) sec', line)[0])\n",
    "                \n",
    "            train_times.append(train_time)\n",
    "  \n",
    "    return train_times, infer_times"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "def summary_benchmark(save_dir, config='cpu_config', backend_nm='tensorflow', version={'mxnet':['1_2_0', '1_1_0'], 'tensorflow':['1_4_1']}):\n",
    "    tot_res = pd.DataFrame()\n",
    "\n",
    "    for i in ['resnet50', 'mnist_mlp', 'lstm']:\n",
    "        for j in set(version.keys()):\n",
    "            for k in version[j]:\n",
    "                res = get_benchmark(save_dir=save_dir, backend_nm=j, model_type=i, config=config, ver=k)\n",
    "                tmp = pd.DataFrame([res[0], res[1]]).transpose().rename(columns={0:'train', 1:'infer'})\n",
    "                tmp['model_type'] = pd.Series(np.repeat(i,len(tmp)))\n",
    "                tmp['backend_nm'] = pd.Series(np.repeat(j + '_' + k,len(tmp)))\n",
    "\n",
    "                tot_res = pd.concat([tot_res, tmp], axis=0)\n",
    "                    \n",
    "    return tot_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_benchmark(tot_res):\n",
    "    _, axes = plt.subplots(1*4, 2, sharey=False, figsize=(15,20)) \n",
    "    for  idx, i in enumerate(set(tot_res.model_type)):\n",
    "\n",
    "        df = tot_res[tot_res.model_type == i.replace('\\\\.', '')]\n",
    "\n",
    "        sns.stripplot(x=\"backend_nm\", y=\"train\", data=df, linewidth=1,edgecolor='gray', ax = axes[idx,0])\n",
    "        ax_0 = sns.boxplot(x='backend_nm', y='train', data=df, ax=axes[idx, 0])\n",
    "        ax_0.set(xlabel='', ylabel='', title = i + '_' + 'train', xmargin=0.05, ymargin=0.15)\n",
    "        ax_0.set_xticklabels(ax_0.get_xticklabels(),rotation=10)\n",
    "        ax_0.set_ylabel('time (sec)')\n",
    "        \n",
    "        sns.stripplot(x=\"backend_nm\", y=\"infer\", data=df, linewidth=1,edgecolor='gray', ax = axes[idx,1])\n",
    "        ax_1 = sns.boxplot(x='backend_nm', y='infer', data=df, ax=axes[idx, 1])\n",
    "        ax_1.set(xlabel='', ylabel='', title = i + '_' + 'infer', xmargin=0.05, ymargin=0.15)\n",
    "        ax_1.set_xticklabels(ax_1.get_xticklabels(),rotation=10)\n",
    "        ax_1.set_ylabel('time (sec)')\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tot_res_cpu = summary_benchmark(save_dir=save_dir, config='cpu_config', version={'mxnet':['1.2.0'], 'tensorflow':['1.8.0']})\n",
    "draw_benchmark(tot_res_cpu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tot_res_gpu = summary_benchmark(save_dir=save_dir, config='gpu_config', version={'mxnet':['1.2.0'], 'tensorflow':['1.8.0']})\n",
    "draw_benchmark(tot_res_gpu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tot_res_gpu_4 = summary_benchmark(save_dir=save_dir, config='4_gpu_config', version={'mxnet':['1.2.0'], 'tensorflow':['1.8.0']})\n",
    "draw_benchmark(tot_res_gpu_4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tot_res_gpu_8 = summary_benchmark(save_dir=save_dir, config='8_gpu_config', version={'mxnet':['1.2.0'], 'tensorflow':['1.8.0']})\n",
    "draw_benchmark(tot_res_gpu_8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_benchmark_(tot_res, save_file_nm='test.png'):\n",
    "    \n",
    "    model_nm = \"\".join(set(tot_res.model_type))\n",
    "    \n",
    "    _, axes = plt.subplots(1, 3, sharey=False, figsize=(6*3,5)) \n",
    "        \n",
    "    for  idx, i in enumerate(set(tot_res.system)):\n",
    "       \n",
    "        df = tot_res[tot_res.system == i.replace('\\\\.', '')]\n",
    "        \n",
    "        sns.stripplot(x=\"backend_nm\", y=\"train\", data=df, linewidth=1,edgecolor='gray', ax = axes[idx])\n",
    "        ax_0 = sns.boxplot(x='backend_nm', y='train', data=df, ax=axes[idx])\n",
    "        ax_0.set(xlabel='', ylabel='', title = \"{}_train_({})\".format(model_nm, i),  xmargin=0.05, ymargin=0.15)\n",
    "        ax_0.set_xticklabels(ax_0.get_xticklabels(),rotation=10)\n",
    "        ax_0.set_ylabel('time (sec)')\n",
    "\n",
    "    plt.savefig(save_file_nm, bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Save between mxnet_1.2.0 vs tensorflow_1.8.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "metadata": {},
   "outputs": [],
   "source": [
    "tot_res_gpu_4['system'] = '4-GPU'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {},
   "outputs": [],
   "source": [
    "tot_res_gpu['system'] = '1-GPU'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "metadata": {},
   "outputs": [],
   "source": [
    "tot_res_cpu['system'] = 'CPU'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "metadata": {},
   "outputs": [],
   "source": [
    "tot_res = pd.concat([tot_res_gpu_4, tot_res_gpu, tot_res_cpu])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "metadata": {},
   "outputs": [],
   "source": [
    "tot_res.loc[tot_res.model_type == 'mnist_mlp', 'model_type'] = 'mlp'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_benchmark_(tot_res[tot_res.model_type == 'resnet50'], 'resnet50.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 337,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_benchmark_(tot_res[tot_res.model_type == 'mlp'], 'mlp.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Comparison between mxnet_1.2.0 vs mxnet_1.1.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "metadata": {},
   "outputs": [],
   "source": [
    "tot_res_gpu = summary_benchmark(save_dir=save_dir, config='gpu_config', version={'mxnet':['1.1.0', '1.2.0']})\n",
    "draw_benchmark(tot_res_gpu[tot_res_gpu.model_type.isin(['mnist_mlp', 'resnet50'])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tot_res_cpu = summary_benchmark(save_dir=save_dir, config='cpu_config', version={'mxnet':['1.1.0', '1.2.0']})\n",
    "draw_benchmark(tot_res_cpu[tot_res_cpu.model_type.isin(['mnist_mlp', 'resnet50'])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}