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Average of all runs considered for heatmaps

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Sudipta Basak 2024-05-16 12:42:17 +00:00
parent c770dfd25d
commit e5b4037bda
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1 changed files with 21 additions and 12 deletions
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33
DAS/visualizor.py
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@ -1087,6 +1087,15 @@ class Visualizor:
plt.clf() plt.clf()
plt.close() plt.close()
# Number of simulation runs with the same parameters for statistical relevance
def totalRuns(self):
rs = []
for result in self.results:
attrbs = self.__get_attrbs__(result)
rs.append(int(attrbs['r']))
return max(rs) - min(rs) + 1
# x -> network degree, y -> number of nodes, weights -> simulation duration # x -> network degree, y -> number of nodes, weights -> simulation duration
def plotNWDegVsNodeOnRuntime(self): def plotNWDegVsNodeOnRuntime(self):
xyS = dict() xyS = dict()
@ -1106,13 +1115,12 @@ class Visualizor:
"_cusr_" + attrbs['cusr'] +\ "_cusr_" + attrbs['cusr'] +\
"_cusc_" + attrbs['cusc'] +\ "_cusc_" + attrbs['cusc'] +\
"_vpn1_" + attrbs['vpn1'] +\ "_vpn1_" + attrbs['vpn1'] +\
"_vpn2_" + attrbs['vpn2'] +\ "_vpn2_" + attrbs['vpn2']
"_r_" + attrbs['r']
identifier = ( identifier = (
attrbs['bsrn'], attrbs['bsrk'], attrbs['bscn'], attrbs['bsrn'], attrbs['bsrk'], attrbs['bscn'],
attrbs['bsck'], attrbs['fr'], attrbs['mn'], attrbs['bsck'], attrbs['fr'], attrbs['mn'],
attrbs['cusr'], attrbs['cusc'], attrbs['vpn1'], attrbs['cusr'], attrbs['cusc'], attrbs['vpn1'],
attrbs['vpn2'], attrbs['r'] attrbs['vpn2']
) )
if identifier in xyS.keys(): if identifier in xyS.keys():
xyS[identifier]['x'].append(result.shape.netDegree) xyS[identifier]['x'].append(result.shape.netDegree)
@ -1127,10 +1135,11 @@ class Visualizor:
'filename': filename 'filename': filename
} }
runs = self.totalRuns()
for v in xyS.values(): for v in xyS.values():
x = v['x'] x = v['x']
y = v['y'] y = v['y']
weights = v['w'] weights = [(w / runs) for w in v['w']]
if len(set(x)) * len(set(y)) < 2: return # Not enough unique params for heatmap if len(set(x)) * len(set(y)) < 2: return # Not enough unique params for heatmap
@ -1167,13 +1176,12 @@ class Visualizor:
"_cusr_" + attrbs['cusr'] +\ "_cusr_" + attrbs['cusr'] +\
"_cusc_" + attrbs['cusc'] +\ "_cusc_" + attrbs['cusc'] +\
"_vpn1_" + attrbs['vpn1'] +\ "_vpn1_" + attrbs['vpn1'] +\
"_vpn2_" + attrbs['vpn2'] +\ "_vpn2_" + attrbs['vpn2']
"_r_" + attrbs['r']
identifier = ( identifier = (
attrbs['bsrn'], attrbs['bsrk'], attrbs['bscn'], attrbs['bsrn'], attrbs['bsrk'], attrbs['bscn'],
attrbs['bsck'], attrbs['fr'], attrbs['nn'], attrbs['bsck'], attrbs['fr'], attrbs['nn'],
attrbs['cusr'], attrbs['cusc'], attrbs['vpn1'], attrbs['cusr'], attrbs['cusc'], attrbs['vpn1'],
attrbs['vpn2'], attrbs['r'] attrbs['vpn2']
) )
if identifier in xyS.keys(): if identifier in xyS.keys():
xyS[identifier]['x'].append(result.shape.netDegree) xyS[identifier]['x'].append(result.shape.netDegree)
@ -1188,10 +1196,11 @@ class Visualizor:
'filename': filename 'filename': filename
} }
runs = self.totalRuns()
for v in xyS.values(): for v in xyS.values():
x = v['x'] x = v['x']
y = v['y'] y = v['y']
weights = v['w'] weights = [(w / runs) for w in v['w']]
if len(set(x)) * len(set(y)) < 2: return # Not enough unique params for heatmap if len(set(x)) * len(set(y)) < 2: return # Not enough unique params for heatmap
@ -1228,13 +1237,12 @@ class Visualizor:
"_cusr_" + attrbs['cusr'] +\ "_cusr_" + attrbs['cusr'] +\
"_cusc_" + attrbs['cusc'] +\ "_cusc_" + attrbs['cusc'] +\
"_vpn1_" + attrbs['vpn1'] +\ "_vpn1_" + attrbs['vpn1'] +\
"_vpn2_" + attrbs['vpn2'] +\ "_vpn2_" + attrbs['vpn2']
"_r_" + attrbs['r']
identifier = ( identifier = (
attrbs['bsrn'], attrbs['bsrk'], attrbs['bscn'], attrbs['bsrn'], attrbs['bsrk'], attrbs['bscn'],
attrbs['bsck'], attrbs['mn'], attrbs['nn'], attrbs['bsck'], attrbs['mn'], attrbs['nn'],
attrbs['cusr'], attrbs['cusc'], attrbs['vpn1'], attrbs['cusr'], attrbs['cusc'], attrbs['vpn1'],
attrbs['vpn2'], attrbs['r'] attrbs['vpn2']
) )
if identifier in xyS.keys(): if identifier in xyS.keys():
xyS[identifier]['x'].append(result.shape.netDegree) xyS[identifier]['x'].append(result.shape.netDegree)
@ -1249,10 +1257,11 @@ class Visualizor:
'filename': filename 'filename': filename
} }
runs = self.totalRuns()
for v in xyS.values(): for v in xyS.values():
x = v['x'] x = v['x']
y = v['y'] y = v['y']
weights = v['w'] weights = [(w / runs) for w in v['w']]
if len(set(x)) * len(set(y)) < 2: return # Not enough unique params for heatmap if len(set(x)) * len(set(y)) < 2: return # Not enough unique params for heatmap