Heatmaps and static page

This commit is contained in:
HajarZaiz 2023-01-29 14:37:20 +01:00
parent 66824aedc6
commit bd17c419e3
343 changed files with 5885 additions and 0 deletions

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51
plots.py Normal file
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import os
import xml.etree.ElementTree as ET
import matplotlib.pyplot as plt
import numpy as np
#Yet to update with the execID format
folder_path = 'results/2023-01-26_10-41-29_912'
#Store data with a unique key for each (run, numberValidators, netDegree, chi) combination
data = {}
for filename in os.listdir(folder_path):
#Loop over the xmls and store the data in variables
if filename.endswith('.xml'):
tree = ET.parse(os.path.join(folder_path, filename))
root = tree.getroot()
run = int(root.find('run').text)
numberValidators = int(root.find('numberValidators').text)
netDegree = int(root.find('netDegree').text)
chi = int(root.find('chi').text)
blockSize = int(root.find('blockSize').text)
failureRate = int(root.find('failureRate').text)
tta = int(root.find('tta').text)
#Create a key for this combination of run, numberValidators, netDegree, and chi if it does not exist yet
key = (run, numberValidators, netDegree, chi)
if key not in data:
data[key] = {'blockSizes': [], 'failureRates': [], 'ttas': []}
#Append the data used for the plot
data[key]['blockSizes'].append(blockSize)
data[key]['failureRates'].append(failureRate)
data[key]['ttas'].append(tta)
#Store the 2D heatmaps in a folder
heatmaps_folder = 'heatmaps'
if not os.path.exists(heatmaps_folder):
os.makedirs(heatmaps_folder)
#Plot the heatmaps
for key, values in data.items():
hist, xedges, yedges = np.histogram2d(values['blockSizes'], values['failureRates'], bins=(10, 10), weights=values['ttas'])
plt.imshow(hist, extent=[xedges[0], xedges[-1], yedges[0], yedges[-1]])
plt.xlabel('blockSize')
plt.ylabel('failureRate')
plt.colorbar().set_label('tta')
title = f"run={key[0]}, numberValidators={key[1]}, netDegree={key[2]}, chi={key[3]}"
plt.title(title)
filename = f"run={key[0]}_numberValidators={key[1]}_netDegree={key[2]}_chi={key[3]}.png"
plt.savefig(os.path.join(heatmaps_folder, filename))
plt.clf()

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<?xml version="1.0" ?>
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<?xml version="1.0" ?>
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View File

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View File

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View File

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View File

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View File

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View File

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View File

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View File

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View File

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View File

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View File

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