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Creating separate plots for each varying params
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Sudipta Basak
parent
ea689f2283
commit
732589185c
@ -1069,68 +1069,193 @@ class Visualizor:
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plt.xlabel(conf['xlabel'])
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plt.ylabel(conf['ylabel'])
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plt.title(conf['title'])
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plt.savefig(f"results/{self.execID}/heatmaps/{conf['path']}")
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folder = f"results/{self.execID}/heatmaps/{conf['folder']}"
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os.makedirs(folder, exist_ok=True)
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plt.savefig(f"{folder}/{conf['path']}")
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plt.clf()
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# x -> network degree, y -> number of nodes, weights -> simulation duration
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def plotNWDegVsNodeOnRuntime(self):
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x = [result.shape.netDegree for result in self.results]
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y = [result.shape.numberNodes for result in self.results]
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weights = [self.config.stepDuration * (len(result.missingVector) - 1) for result in self.results]
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if len(set(x)) * len(set(y)) < 2: return # Not enough unique params for heatmap
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xyS = dict()
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for result in self.results:
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attrbs = self.__get_attrbs__(result)
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textBox = "Row Size (N, K): "+attrbs['bsrn']+ ", "+attrbs['bsrk']\
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+"\nColumn Size: (N, K): "+attrbs['bscn']+ ", "+attrbs['bsck']\
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+"\nFailure rate: "+attrbs['fr']+"%"+"\nMalicious Node: "+attrbs['mn']+"%"\
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+"\nCustody Rows: "+attrbs['cusr']+"\nCustody Cols: "+attrbs['cusc']\
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+"\nCustody 1: "+attrbs['vpn1']+"\nCustody 2: "+attrbs['vpn2']
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filename = "bsrn_" + attrbs['bsrn'] +\
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"_bsrk_" + attrbs['bsrk'] +\
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"_bscn_" + attrbs['bscn' ] +\
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"_bsck_" + attrbs['bsck'] +\
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"_fr_" + attrbs['fr'] +\
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"_mn_" + attrbs['mn'] +\
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"_cusr_" + attrbs['cusr'] +\
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"_cusc_" + attrbs['cusc'] +\
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"_vpn1_" + attrbs['vpn1'] +\
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"_vpn2_" + attrbs['vpn2'] +\
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"_r_" + attrbs['r']
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identifier = (
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attrbs['bsrn'], attrbs['bsrk'], attrbs['bscn'],
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attrbs['bsck'], attrbs['fr'], attrbs['mn'],
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attrbs['cusr'], attrbs['cusc'], attrbs['vpn1'],
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attrbs['vpn2'], attrbs['r']
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)
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if identifier in xyS.keys():
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xyS[identifier]['x'].append(result.shape.netDegree)
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xyS[identifier]['y'].append(result.shape.numberNodes)
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xyS[identifier]['w'].append(self.config.stepDuration * (len(result.missingVector) - 1))
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else:
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xyS[identifier] = {
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'x': [result.shape.netDegree],
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'y': [result.shape.numberNodes],
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'w': [self.config.stepDuration * (len(result.missingVector) - 1)],
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'textBox': textBox,
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'filename': filename
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}
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conf = {
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'x': x,
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'y': y,
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'weights': weights,
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'xlabel': 'Net Degree',
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'ylabel': 'Number of Nodes',
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'title': 'Net Degree vs. Number of Nodes on Simulation Runtime',
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'path': 'NWDegVsNodeOnRuntime.png'
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}
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self.plotHeatMapData(conf)
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for v in xyS.values():
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x = v['x']
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y = v['y']
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weights = v['w']
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if len(set(x)) * len(set(y)) < 2: return # Not enough unique params for heatmap
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conf = {
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'x': x,
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'y': y,
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'weights': weights,
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'xlabel': 'Net Degree',
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'ylabel': 'Number of Nodes',
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'title': 'Net Degree vs. Number of Nodes on Simulation Runtime (ms)',
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'folder': 'NWDegVsNodeOnRuntime',
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'textBox': v['textBox'],
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'path': f"{v['filename']}.png"
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}
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self.plotHeatMapData(conf)
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# x -> network degree, y -> % of malicious nodes, weights -> no of missing samples
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def plotNWDegVsMalNodeOnMissingSamples(self):
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x = [result.shape.netDegree for result in self.results]
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y = [result.shape.maliciousNodes for result in self.results]
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weights = [result.missingVector[-1] for result in self.results]
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if len(set(x)) * len(set(y)) < 2: return # Not enough unique params for heatmap
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xyS = dict()
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for result in self.results:
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attrbs = self.__get_attrbs__(result)
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textBox = "Row Size (N, K): "+attrbs['bsrn']+ ", "+attrbs['bsrk']\
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+"\nColumn Size: (N, K): "+attrbs['bscn']+ ", "+attrbs['bsck']\
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+"\nFailure rate: "+attrbs['fr']+"%"+"\nNodes: "+attrbs['nn']\
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+"\nCustody Rows: "+attrbs['cusr']+"\nCustody Cols: "+attrbs['cusc']\
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+"\nCustody 1: "+attrbs['vpn1']+"\nCustody 2: "+attrbs['vpn2']
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filename = "bsrn_" + attrbs['bsrn'] +\
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"_bsrk_" + attrbs['bsrk'] +\
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"_bscn_" + attrbs['bscn' ] +\
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"_bsck_" + attrbs['bsck'] +\
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"-nn-" + attrbs['nn'] +\
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"_fr_" + attrbs['fr'] +\
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"_cusr_" + attrbs['cusr'] +\
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"_cusc_" + attrbs['cusc'] +\
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"_vpn1_" + attrbs['vpn1'] +\
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"_vpn2_" + attrbs['vpn2'] +\
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"_r_" + attrbs['r']
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identifier = (
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attrbs['bsrn'], attrbs['bsrk'], attrbs['bscn'],
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attrbs['bsck'], attrbs['fr'], attrbs['nn'],
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attrbs['cusr'], attrbs['cusc'], attrbs['vpn1'],
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attrbs['vpn2'], attrbs['r']
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)
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if identifier in xyS.keys():
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xyS[identifier]['x'].append(result.shape.netDegree)
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xyS[identifier]['y'].append(result.shape.maliciousNodes)
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xyS[identifier]['w'].append(result.missingVector[-1])
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else:
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xyS[identifier] = {
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'x': [result.shape.netDegree],
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'y': [result.shape.maliciousNodes],
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'w': [result.missingVector[-1]],
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'textBox': textBox,
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'filename': filename
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}
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conf = {
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'x': x,
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'y': y,
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'weights': weights,
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'xlabel': 'Net Degree',
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'ylabel': 'Malicious Nodes (%)',
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'title': 'Net Degree vs Malicious Nodes (%) on Missing Samples',
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'path': 'NWDegVsMalNodeOnMissingSamples.png'
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}
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self.plotHeatMapData(conf)
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for v in xyS.values():
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x = v['x']
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y = v['y']
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weights = v['w']
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if len(set(x)) * len(set(y)) < 2: return # Not enough unique params for heatmap
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conf = {
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'x': x,
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'y': y,
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'weights': weights,
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'xlabel': 'Net Degree',
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'ylabel': 'Malicious Nodes (%)',
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'title': 'Net Degree vs Malicious Nodes (%) on Missing Samples',
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'folder': 'NWDegVsMalNodeOnMissingSamples',
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'textBox': v['textBox'],
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'path': f"{v['filename']}.png"
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}
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self.plotHeatMapData(conf)
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# x -> network degree, y -> failure rate, weights -> no of missing samples
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def plotNWDegVsFailureRateOnMissingSamples(self):
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x = [result.shape.netDegree for result in self.results]
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y = [result.shape.failureRate for result in self.results]
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weights = [result.missingVector[-1] for result in self.results]
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if len(set(x)) * len(set(y)) < 2: return # Not enough unique params for heatmap
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conf = {
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'x': x,
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'y': y,
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'weights': weights,
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'xlabel': 'Net Degree',
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'ylabel': 'Failure Rate (%)',
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'title': 'Net Degree vs Failure Rate (%) on Missing Samples',
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'path': 'NWDegVsFailureRateOnMissingSamples.png'
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}
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self.plotHeatMapData(conf)
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xyS = dict()
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for result in self.results:
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attrbs = self.__get_attrbs__(result)
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textBox = "Row Size (N, K): "+attrbs['bsrn']+ ", "+attrbs['bsrk']\
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+"\nColumn Size: (N, K): "+attrbs['bscn']+ ", "+attrbs['bsck']\
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+"\nNodes: "+attrbs['nn']+"\nMalicious Node: "+attrbs['mn']+"%"\
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+"\nCustody Rows: "+attrbs['cusr']+"\nCustody Cols: "+attrbs['cusc']\
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+"\nCustody 1: "+attrbs['vpn1']+"\nCustody 2: "+attrbs['vpn2']
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filename = "bsrn_" + attrbs['bsrn'] +\
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"_bsrk_" + attrbs['bsrk'] +\
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"_bscn_" + attrbs['bscn' ] +\
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"_bsck_" + attrbs['bsck'] +\
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"-nn-" + attrbs['nn'] +\
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"_mn_" + attrbs['mn'] +\
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"_cusr_" + attrbs['cusr'] +\
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"_cusc_" + attrbs['cusc'] +\
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"_vpn1_" + attrbs['vpn1'] +\
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"_vpn2_" + attrbs['vpn2'] +\
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"_r_" + attrbs['r']
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identifier = (
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attrbs['bsrn'], attrbs['bsrk'], attrbs['bscn'],
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attrbs['bsck'], attrbs['mn'], attrbs['nn'],
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attrbs['cusr'], attrbs['cusc'], attrbs['vpn1'],
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attrbs['vpn2'], attrbs['r']
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)
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if identifier in xyS.keys():
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xyS[identifier]['x'].append(result.shape.netDegree)
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xyS[identifier]['y'].append(result.shape.failureRate)
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xyS[identifier]['w'].append(result.missingVector[-1])
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else:
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xyS[identifier] = {
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'x': [result.shape.netDegree],
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'y': [result.shape.failureRate],
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'w': [result.missingVector[-1]],
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'textBox': textBox,
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'filename': filename
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}
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for v in xyS.values():
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x = v['x']
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y = v['y']
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weights = v['w']
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if len(set(x)) * len(set(y)) < 2: return # Not enough unique params for heatmap
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conf = {
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'x': x,
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'y': y,
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'weights': weights,
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'xlabel': 'Net Degree',
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'ylabel': 'Failure Rate (%)',
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'title': 'Net Degree vs Failure Rate (%) on Missing Samples',
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'folder': 'NWDegVsFailureRateOnMissingSamples',
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'textBox': v['textBox'],
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'path': f"{v['filename']}.png"
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}
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self.plotHeatMapData(conf)
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def plotAllHeatMaps(self):
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self.plotNWDegVsNodeOnRuntime()
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