File indexing completed on 2021-02-14 14:22:29
0001
0002
0003 from __future__ import print_function
0004 import os
0005 import sys
0006 import math
0007 import numpy
0008 import matplotlib.pyplot as plt
0009 import numpy as np
0010 from matplotlib import colors
0011
0012 ptLSB = 0.25;
0013 etaLSB = 0.0043633231;
0014 phiLSB = 0.0043633231;
0015 hwJets = []
0016 emJets = []
0017 hwData = []
0018 emData = []
0019 hwDataNoZ = []
0020 emDataNoZ = []
0021 nHw = 0
0022 nEm = 0
0023 nEv = 5000
0024 nEvNoZ = 0
0025
0026
0027 for hwRx in range(0,70):
0028 with open("datFull/" + str(hwRx) + "/tx_summary.txt", "r") as inFile:
0029 frameIt = -1
0030 for line in inFile:
0031 if('1v' in line):
0032 frameIt += 1
0033 if frameIt < 20:
0034 continue
0035 if hwRx == 0 and frameIt < 33:
0036 continue
0037 linkData = line.split('1v')
0038 for wordIt in range(1,25):
0039 word = linkData[wordIt].replace(' ','').replace('\n','')
0040 if int(word, 16) & 0xffff:
0041 jet = word[8:]
0042 hwJets.append([(int(jet,16)&0xffff)*ptLSB,
0043 ((((int(jet,16)>>24)&0xff)*19)+9)*etaLSB,
0044 ((((int(jet,16)>>16)&0xff)*20)+10)*phiLSB])
0045 if (int(word, 16)>>32) & 0xffff:
0046 jet = word[:8]
0047 hwJets.append([(int(jet,16)&0xffff)*ptLSB,
0048 ((((int(jet,16)>>24)&0xff)*19)+9)*etaLSB,
0049 ((((int(jet,16)>>16)&0xff)*20)+10)*phiLSB])
0050 if (frameIt%13) == 6:
0051 if(nHw>=nEv):
0052 break
0053 nHw+=1
0054 if len(hwJets)==0:
0055 hwJets.append([0,0,0])
0056 hwData.append(hwJets)
0057 del hwJets
0058 hwJets = []
0059
0060
0061 with open("emuout.txt", "r") as inFile:
0062 for line in inFile:
0063 if " " in line:
0064 if(nEm>=nEv):
0065 break
0066 nEm+=1
0067 if len(emJets)>0:
0068 emData.append(emJets)
0069 del emJets
0070 emJets = []
0071 else:
0072 jet = [float(line.split("\t")[0]),
0073 float(line.split("\t")[1]),
0074 float(line.split("\t")[2])]
0075 emJets.append(jet)
0076
0077
0078 nDiff = 0
0079
0080 for evIt in range(0,nEv):
0081 if len(hwData[evIt]) != len(emData[evIt]):
0082 nDiff+=1
0083 continue
0084 goodJet=0
0085 for hwJet in hwData[evIt]:
0086 for emJet in emData[evIt]:
0087 if hwJet[0] == emJet[0]:
0088 if (hwJet[1]-emJet[1])<0.01:
0089 if (hwJet[2]-emJet[2])<0.01:
0090 goodJet+=1
0091 if goodJet < len(hwData[evIt]):
0092 nDiff+=1
0093
0094
0095 print("\n\nnEvent = " + str(nEv) + "\nnDiff = " + str(nDiff) + "\nGood events = " + str((1-float(nDiff)/float(nEv))*100) + "%")
0096
0097
0098
0099 print("\n\n=====================================================================================")
0100 print("\t\tFirmware Events: " + str(nHw) + "\t\t" + "Emulator Events: " + str(nEm))
0101 print("=====================================================================================")
0102 print("\t\tpT\t" + "eta\t" + "phi\t\t" + "pT\t" + "eta\t" + "phi\t")
0103 print("=====================================================================================")
0104
0105
0106 for evIt in range(0,nEv):
0107 if hwData[evIt][0][0] > 0:
0108 hwDataNoZ.append(hwData[evIt])
0109 if emData[evIt][0][0] > 0:
0110 emDataNoZ.append(emData[evIt])
0111 nEvNoZ+=1
0112
0113
0114 for evIt in range(0,nEv):
0115 if hwData[evIt][0][0] ==0 and emData[evIt][0][0] == 0:
0116 continue
0117 jetCount=0
0118 jetDiff = len(hwData[evIt]) - len(emData[evIt])
0119 print("")
0120 if jetDiff==0:
0121 for jetIt in range(len(hwData[evIt])):
0122 print(str(evIt) + "\t\t" + str(hwData[evIt][jetIt][0]) + "\t" + str(hwData[evIt][jetIt][1])[:4] + "\t" + str(hwData[evIt][jetIt][2])[:4] + "\t\t" +
0123 str(emData[evIt][jetIt][0]) + "\t" + str(emData[evIt][jetIt][1])[:4] + "\t" + str(emData[evIt][jetIt][2])[:4])
0124 if jetDiff>0:
0125 for jetIt in range(len(hwData[evIt])):
0126 jetCount+=1
0127 if jetCount > len(emData[evIt]):
0128 emData[evIt].append([0,0,0])
0129 print(str(evIt) + "\t\t" + str(hwData[evIt][jetIt][0]) + "\t" + str(hwData[evIt][jetIt][1])[:4] + "\t" + str(hwData[evIt][jetIt][2])[:4] + "\t\t" +
0130 str(emData[evIt][jetIt][0]) + "\t" + str(emData[evIt][jetIt][1])[:4] + "\t" + str(emData[evIt][jetIt][2])[:4])
0131 if jetDiff<0:
0132 for jetIt in range(len(emData[evIt])):
0133 jetCount+=1
0134 if jetCount > len(hwData[evIt]):
0135 hwData[evIt].append([0,0,0])
0136 print(str(evIt) + "\t\t" + str(hwData[evIt][jetIt][0]) + "\t" + str(hwData[evIt][jetIt][1])[:4] + "\t" + str(hwData[evIt][jetIt][2])[:4] + "\t\t" +
0137 str(emData[evIt][jetIt][0]) + "\t" + str(emData[evIt][jetIt][1])[:4] + "\t" + str(emData[evIt][jetIt][2])[:4])
0138
0139
0140
0141
0142 fig, axs = plt.subplots(2,3, figsize=(20, 10), gridspec_kw={'height_ratios': [3, 1]})
0143
0144 fig.patch.set_facecolor( '#ffffff')
0145
0146
0147 nPtHw, bPtHw = np.histogram([jet[0] for event in hwDataNoZ for jet in event], bins=50, range=(0,200))
0148 nEtaHw, bEtaHw = np.histogram([jet[1] for event in hwDataNoZ for jet in event], bins=18, range=(0,1.5))
0149 nPhiHw, bPhiHw = np.histogram([jet[2] for event in hwDataNoZ for jet in event], bins=8, range=(0,0.7))
0150
0151 meansPt = [0.5*(bPtHw[i] + bPtHw[i+1]) for i in range(len(nPtHw))]
0152 meansEta = [0.5*(bEtaHw[i] + bEtaHw[i+1]) for i in range(len(nEtaHw))]
0153 meansPhi = [0.5*(bPhiHw[i] + bPhiHw[i+1]) for i in range(len(nPhiHw))]
0154
0155 nPtEm = axs[0,0].hist([jet[0] for event in emDataNoZ for jet in event], bins=50, range=(0,200), histtype='bar', linewidth=1.5, label='Emulator', color='#929591', zorder=0)[0]
0156 nEtaEm = axs[0,1].hist([jet[1] for event in emDataNoZ for jet in event], bins=18, range=(0,1.5), histtype='bar', linewidth=1.5, label='Emulator', color='#929591', zorder=0)[0]
0157 nPhiEm = axs[0,2].hist([jet[2] for event in emDataNoZ for jet in event], bins=8, range=(0,0.7), histtype='bar', linewidth=1.5, label='Emulator', color='#929591', zorder=0)[0]
0158
0159 axs[0,0].scatter(meansPt, nPtHw, label='Firmware', c='#000000', linewidths=0.5, s=25, marker='+')
0160 axs[0,1].scatter(meansEta, nEtaHw, label='Firmware', c='#000000', linewidths=0.5, s=25, marker='+')
0161 axs[0,2].scatter(meansPhi, nPhiHw, label='Firmware', c='#000000', linewidths=0.5, s=25, marker='+')
0162
0163
0164 axs[1,0].scatter(meansPt, [(hw/em) for hw,em in zip(nPtHw,nPtEm)] , c='#000000', linewidths=0.5, s=15, zorder=1)
0165 axs[1,1].scatter(meansEta, [(hw/em) for hw,em in zip(nEtaHw,nEtaEm)], c='#000000', linewidths=0.5, s=15, zorder=1)
0166 axs[1,2].scatter(meansPhi, [(hw/em) for hw,em in zip(nPhiHw,nPhiEm)], c='#000000', linewidths=0.5, s=15, zorder=1)
0167
0168 axs[1,0].axhline(y=1, linewidth=1, linestyle='--', c='#929591')
0169 axs[1,1].axhline(y=1, linewidth=1, linestyle='--', c='#929591')
0170 axs[1,2].axhline(y=1, linewidth=1, linestyle='--', c='#929591')
0171
0172 axs[1,0].set(ylim=(0.5,1.5))
0173 axs[1,1].set(ylim=(0.5,1.5))
0174 axs[1,2].set(ylim=(0.5,1.5))
0175
0176 axs[0,0].set(ylabel="Events")
0177 axs[1,0].set(ylabel="FW / EMU")
0178
0179 axs[0,0].legend(prop={'size': 10})
0180 axs[0,1].legend(prop={'size': 10})
0181 axs[0,2].legend(prop={'size': 10})
0182
0183 ymaxPt = max(np.concatenate([nPtHw,nPtEm]))
0184 ymaxEta = max(np.concatenate([nEtaHw,nEtaEm]))
0185 ymaxPhi = max(np.concatenate([nPhiHw,nPhiEm]))
0186
0187 axs[0,0].set(xlim=(0,200))
0188 axs[0,1].set(xlim=(0,1.5))
0189 axs[0,2].set(xlim=(0,0.7))
0190
0191 axs[0,0].set(ylim=(0,ymaxPt +(0.05*ymaxPt)))
0192 axs[0,1].set(ylim=(0,ymaxEta+(0.05*ymaxEta)))
0193 axs[0,2].set(ylim=(0,ymaxPhi+(0.05*ymaxPhi)))
0194
0195 axs[0,0].set(xlabel="Jet $p_T$ (GeV)")
0196 axs[0,1].set(xlabel="Jet $\eta$")
0197 axs[0,2].set(xlabel="Jet $\phi$")
0198
0199 plt.savefig('ttbarPU200_3900.pdf', bbox_inches='tight')
