#!/usr/bin/env python3 import os import sys import json from math import sqrt import numpy as np import matplotlib.pyplot as plt from contextlib import contextmanager Z_STAR = 1.96 ## # This functionality allows us to temporarily change our working directory # # @input newdir - the new directory (relative to our current position) we want to be in @contextmanager def cd(newdir, makenew): prevdir = os.getcwd() directory = os.path.expanduser(newdir) if not os.path.exists(directory) and makenew: os.makedirs(directory) os.chdir(directory) try: yield finally: os.chdir(prevdir) def readData(dataDirectory): serverData = {} clientData = {} realDirectory = os.path.expanduser(dataDirectory) for test in os.listdir(realDirectory): if not test.startswith('.') and not test.endswith('.tar.gz') and test.find("default") == -1: testParts = test.split("-") if not testParts[0] in serverData: serverData[testParts[0]] = {} if not testParts[0] in clientData: clientData[testParts[0]] = {} if not testParts[1] in serverData[testParts[0]]: serverData[testParts[0]][testParts[1]] = {} if not testParts[1] in clientData[testParts[0]]: clientData[testParts[0]][testParts[1]] = {} if not testParts[2] in serverData[testParts[0]][testParts[1]]: serverData[testParts[0]][testParts[1]][testParts[2]] = {} if not testParts[2] in clientData[testParts[0]][testParts[1]]: clientData[testParts[0]][testParts[1]][testParts[2]] = {} if not testParts[3] in serverData[testParts[0]][testParts[1]][testParts[2]]: serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]] = {} serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['overall_epoch_wall'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['overall_epoch_cpu'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['overall_epoch_recv'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['overall_epoch_sent'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_up_wall'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_up_cpu'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_up_recv'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_up_sent'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_down_wall'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_down_cpu'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_down_recv'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_down_sent'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_update_wall'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_update_cpu'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_update_recv'] = [] serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_update_sent'] = [] if not testParts[3] in clientData[testParts[0]][testParts[1]][testParts[2]]: clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]] = {} clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_wall'] = [] clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_cpu'] = [] clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_recv'] = [] clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_sent'] = [] clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_prove_wall'] = [] clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_prove_cpu'] = [] clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_prove_recv'] = [] clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_prove_sent'] = [] clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_verify_wall'] = [] clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_verify_cpu'] = [] clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_verify_recv'] = [] clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_verify_sent'] = [] for test in os.listdir(realDirectory): if not test.startswith('.') and not test.endswith('.tar.gz') and test.find("default") == -1: testParts = test.split("-") for whichEntity in os.listdir(os.path.join(realDirectory, test)): if whichEntity.startswith('s') or whichEntity.startswith('d'): try: with open(os.path.expanduser(os.path.join(realDirectory, test, whichEntity, 'overallEpoch.out')), 'r') as overallEpochFile: for line in overallEpochFile: lineParts = line.rstrip().split(',') wallTime = float(lineParts[0]) cpuTime = float(lineParts[1]) dataRecv = float(lineParts[2]) dataSent = float(lineParts[3]) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['overall_epoch_wall'].append(wallTime) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['overall_epoch_cpu'].append(cpuTime) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['overall_epoch_recv'].append(dataRecv) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['overall_epoch_sent'].append(dataSent) except FileNotFoundError as e: pass try: with open(os.path.expanduser(os.path.join(realDirectory, test, whichEntity, 'epochUp.out')), 'r') as epochUpFile: for line in epochUpFile: lineParts = line.rstrip().split(',') wallTime = float(lineParts[0]) cpuTime = float(lineParts[1]) dataRecv = float(lineParts[2]) dataSent = float(lineParts[3]) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_up_wall'].append(wallTime) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_up_cpu'].append(cpuTime) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_up_recv'].append(dataRecv) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_up_sent'].append(dataSent) except FileNotFoundError as e: pass try: with open(os.path.expanduser(os.path.join(realDirectory, test, whichEntity, 'epochDown.out')), 'r') as epochDownFile: for line in epochDownFile: lineParts = line.rstrip().split(',') wallTime = float(lineParts[0]) cpuTime = float(lineParts[1]) dataRecv = float(lineParts[2]) dataSent = float(lineParts[3]) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_down_wall'].append(wallTime) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_down_cpu'].append(cpuTime) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_down_recv'].append(dataRecv) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['epoch_down_sent'].append(dataSent) except FileNotFoundError as e: pass try: with open(os.path.expanduser(os.path.join(realDirectory, test, whichEntity, 'voteUpdate.out')), 'r') as voteUpdateFile: for line in voteUpdateFile: lineParts = line.rstrip().split(',') wallTime = float(lineParts[0]) cpuTime = float(lineParts[1]) dataRecv = float(lineParts[2]) dataSent = float(lineParts[3]) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_update_wall'].append(wallTime) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_update_cpu'].append(cpuTime) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_update_recv'].append(dataRecv) serverData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_update_sent'].append(dataSent) except FileNotFoundError as e: pass elif whichEntity.startswith('c'): try: with open(os.path.expanduser(os.path.join(realDirectory, test, whichEntity, 'vote.out')), 'r') as repVerifierFile: for line in repVerifierFile: lineParts = line.rstrip().split(',') wallTime = float(lineParts[0]) cpuTime = float(lineParts[1]) dataRecv = float(lineParts[2]) dataSent = float(lineParts[3]) clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_wall'].append(wallTime) clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_cpu'].append(cpuTime) clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_recv'].append(dataRecv) clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['vote_sent'].append(dataSent) except FileNotFoundError as e: pass try: with open(os.path.expanduser(os.path.join(realDirectory, test, whichEntity, 'repProver.out')), 'r') as repProverFile: for line in repProverFile: lineParts = line.rstrip().split(',') wallTime = float(lineParts[0]) cpuTime = float(lineParts[1]) dataRecv = float(lineParts[2]) dataSent = float(lineParts[3]) clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_prove_wall'].append(wallTime) clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_prove_cpu'].append(cpuTime) clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_prove_recv'].append(dataRecv) clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_prove_sent'].append(dataSent) except FileNotFoundError as e: pass try: with open(os.path.expanduser(os.path.join(realDirectory, test, whichEntity, 'repVerifier.out')), 'r') as repVerifierFile: for line in repVerifierFile: lineParts = line.rstrip().split(',') wallTime = float(lineParts[0]) cpuTime = float(lineParts[1]) dataRecv = float(lineParts[2]) dataSent = float(lineParts[3]) clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_verify_wall'].append(wallTime) clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_verify_cpu'].append(cpuTime) clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_verify_recv'].append(dataRecv) clientData[testParts[0]][testParts[1]][testParts[2]][testParts[3]]['rep_verify_sent'].append(dataSent) except FileNotFoundError as e: pass return serverData, clientData def plotComparison(data, dataParts, xVariable, lineVariable, whichGraph, **kwargs): title = kwargs['title'] if 'title' in kwargs else '' xLabel = kwargs['xLabel'] if 'xLabel' in kwargs else '' yLabel = kwargs['yLabel'] if 'yLabel' in kwargs else '' fileNameStr = kwargs['fileNameStr'] if 'fileNameStr' in kwargs else f"basic-{xVariable}-{lineVariable}-{whichGraph}" legendLoc = kwargs['legendLoc'] if 'legendLoc' in kwargs else "best" legendBBoxAnchor = kwargs['legendBBoxAnchor'] if 'legendBBoxAnchor' in kwargs else (0, 1) loglog = kwargs['loglog'] if 'loglog' in kwargs else True yLim = kwargs['yLim'] if 'yLim' in kwargs else False aspect = kwargs['aspect'] if 'aspect' in kwargs else None fig = plt.figure() ax = fig.gca() whichLines = 0 lineSelection = [] legendStart = "" legendEnd = "" if lineVariable == 'workload': whichLines = 0 lineSelection = data.keys() legendStart = "Workload: " elif lineVariable == 'numServers': whichLines = 1 lineSelection = data['all'].keys() legendEnd = " servers" elif lineVariable == 'numClients': whichLines = 2 lineSelection = data['all']['2'].keys() legendEnd = " clients" elif lineVariable == 'lambda': whichLines = 3 lineSelection = data['all']['2']['5'].keys() legendStart = "Lambda: " whichX = 0 xSelection = [] if xVariable == 'workload': whichX = 0 xSelection = data.keys() elif xVariable == 'numServers': whichX = 1 xSelection = [int(x) for x in data['all'].keys()] xSelection.sort() elif xVariable == 'numClients': whichX = 2 xSelection = [int(x) for x in data['all']['2'].keys()] xSelection.sort() elif xVariable == 'lambda': whichX = 3 xSelection = [int(x) for x in data['all']['2']['5'].keys()] xSelection.sort() for selection in lineSelection: xs = [] ys = [] yErrs = [] legend = legendStart + selection + legendEnd dataParts[whichLines] = selection for x in xSelection: dataParts[whichX] = str(x) curr_data = data[dataParts[0]][dataParts[1]][dataParts[2]][dataParts[3]][whichGraph] mean = np.mean(curr_data) std = np.std(curr_data) sqrt_len = sqrt(len(curr_data)) xs.append(x) ys.append(mean) yErrs.append(Z_STAR * std / sqrt_len) line, _, _ = ax.errorbar(xs, ys, yerr=yErrs, capsize=7.0, label=legend) ax.set_title(title, fontsize='x-large') ax.set_xlabel(xLabel, fontsize='large') ax.set_ylabel(yLabel, fontsize='large') bottom, top = ax.get_ylim() bottom = (0 if bottom > 0 else bottom) ax.set_ylim(bottom=bottom) if yLim: ax.set_ylim(bottom=yLim[0], top=yLim[1]) if aspect: ax.set_aspect(aspect, adjustable='box') legend = ax.legend(loc=legendLoc, bbox_to_anchor=legendBBoxAnchor, fontsize='large') with cd('../plt/', True): fig.savefig(f"{fileNameStr}.pdf", bbox_inches='tight') plt.close(fig) def main(dataDirectory, plotOptionsFile): serverData, clientData = readData(dataDirectory) plotOptions = [] with open(plotOptionsFile, 'r') as options: plotOptions = json.load(options) for option in plotOptions: try: data = serverData if (option['data'].lower() == "server" or option['data'].lower() == "s") else clientData dataParts = option['dataParts'] xVariable = option['xVariable'] lineVariable = option['lineVariable'] whichGraph = option['whichGraph'] except KeyError as e: continue kwargs = {} if "title" in option: kwargs["title"] = option["title"] if "xLabel" in option: kwargs["xLabel"] = option["xLabel"] if "yLabel" in option: kwargs["yLabel"] = option["yLabel"] if "fileNameStr" in option: kwargs["fileNameStr"] = option["fileNameStr"] if "legendLoc" in option: kwargs["legendLoc"] = option["legendLoc"] if "legendBBoxAnchor" in option: anchor = (option["legendBBoxAnchor"][0], option["legendBBoxAnchor"][1]) kwargs["legendBBoxAnchor"] = anchor if "loglog" in option: kwargs["loglog"] = option["loglog"] if "yLim" in option: kwargs["yLim"] = option["yLim"] if "aspect" in option: kwargs["aspect"] = option["aspect"] plotComparison(data, dataParts, xVariable, lineVariable, whichGraph, **kwargs) if __name__ == "__main__": main("../out", "../plt/plots.json")