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April 8, 2020 06:14
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data_visualization_test
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 34, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Using matplotlib backend: GTK3Agg\n", | |
| "Populating the interactive namespace from numpy and matplotlib\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/usr/local/lib/python3.6/dist-packages/IPython/core/magics/pylab.py:160: UserWarning:\n", | |
| "\n", | |
| "pylab import has clobbered these variables: ['f', 'title']\n", | |
| "`%matplotlib` prevents importing * from pylab and numpy\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
| " <script type=\"text/javascript\">\n", | |
| " window.PlotlyConfig = {MathJaxConfig: 'local'};\n", | |
| " if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n", | |
| " if (typeof require !== 'undefined') {\n", | |
| " require.undef(\"plotly\");\n", | |
| " requirejs.config({\n", | |
| " paths: {\n", | |
| " 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n", | |
| " }\n", | |
| " });\n", | |
| " require(['plotly'], function(Plotly) {\n", | |
| " window._Plotly = Plotly;\n", | |
| " });\n", | |
| " }\n", | |
| " </script>\n", | |
| " " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
| " <script type=\"text/javascript\">\n", | |
| " window.PlotlyConfig = {MathJaxConfig: 'local'};\n", | |
| " if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n", | |
| " if (typeof require !== 'undefined') {\n", | |
| " require.undef(\"plotly\");\n", | |
| " requirejs.config({\n", | |
| " paths: {\n", | |
| " 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n", | |
| " }\n", | |
| " });\n", | |
| " require(['plotly'], function(Plotly) {\n", | |
| " window._Plotly = Plotly;\n", | |
| " });\n", | |
| " }\n", | |
| " </script>\n", | |
| " " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# import library\n", | |
| "%pylab\n", | |
| "%matplotlib inline\n", | |
| "import pandas as pd\n", | |
| "import os,glob,re\n", | |
| "import cufflinks as cf\n", | |
| "import plotly.offline\n", | |
| "cf.go_offline()\n", | |
| "cf.set_config_file(offline=True, world_readable=True)\n", | |
| "import time" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# define path\n", | |
| "result_folder_path='/home/jaehun/results'\n", | |
| "llvm_result_folder_path=os.path.join(result_folder_path,'llvm')\n", | |
| "cuda_result_folder_path=os.path.join(result_folder_path,'cuda')\n", | |
| "llvm_result_folder_list=glob.glob(llvm_result_folder_path+'/*/*.out')\n", | |
| "cuda_result_folder_list=glob.glob(cuda_result_folder_path+'/*/*.out')\n", | |
| "# sort list\n", | |
| "llvm_result_folder_list.sort()\n", | |
| "cuda_result_folder_list.sort()\n", | |
| "columns=['network','batchs','threads','algorithm','trials','mean_inference_time(ms)','std_inference_time(ms)']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "results_llvm=[]\n", | |
| "\n", | |
| "for i in llvm_result_folder_list:\n", | |
| " with open(i, 'r') as f:\n", | |
| " for line in f.readlines():\n", | |
| " if 'Mean' in line:\n", | |
| " times=re.findall('\\d+.\\d+',line)\n", | |
| " break\n", | |
| " temp=i.split('/')[-1].split('.')[1].split('_')\n", | |
| " if len(temp)<6:\n", | |
| " temp+=i.split('/')[-1].split('.')[2].split('_')\n", | |
| "# print(temp)\n", | |
| " results_llvm.append([temp[1][:-1],temp[-5][0],temp[-5][1],temp[-3],temp[-1],float(times[0]),float(times[1])])\n", | |
| " \n", | |
| "# print('network: ',temp[1][:-1],'batch: ',temp[-5][0],'threads: ',temp[-5][1],\\\n", | |
| "# 'algorithm: ',temp[-3],'trial',temp[-1],'\\nmean_inference_time: ',times[0],'std_inference_time: ',times[1],'\\n')\n", | |
| " " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 37, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "llvm=pd.DataFrame(data=results_llvm,columns=columns)\n", | |
| "llvm.to_csv('~/llvm.csv',index=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "ename": "AttributeError", | |
| "evalue": "'DataFrameGroupBy' object has no attribute 'iplot'", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", | |
| "\u001b[0;32m<ipython-input-6-a09781444f2f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mllvm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
| "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pandas/core/groupby/groupby.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, attr)\u001b[0m\n\u001b[1;32m 578\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 579\u001b[0m raise AttributeError(\n\u001b[0;32m--> 580\u001b[0;31m \u001b[0;34mf\"'{type(self).__name__}' object has no attribute '{attr}'\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 581\u001b[0m )\n\u001b[1;32m 582\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;31mAttributeError\u001b[0m: 'DataFrameGroupBy' object has no attribute 'iplot'" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "llvm.groupby(level=0,axis=1).iplot()" | |
| ] | |
| }, | |
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