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- - 1 - 512 - 64 - 90 - 6 - 8 - 0 - -1 - - 523264 - 517141 - 492108 - 469814 - 469232 - 469232 - - diff --git a/results/plots.py b/results/plots.py new file mode 100644 index 0000000..721a491 --- /dev/null +++ b/results/plots.py @@ -0,0 +1,111 @@ +import os +import time +import xml.etree.ElementTree as ET +import matplotlib.pyplot as plt +import numpy as np +import seaborn as sns +from itertools import combinations + +results_folder = os.getcwd() + +#Get all folders and store their time info and sort +directories = [d for d in os.listdir(results_folder) if os.path.isdir(os.path.join(results_folder, d))] +directories_ctime = [(d, os.path.getctime(os.path.join(results_folder, d))) for d in directories] +directories_ctime.sort(key=lambda x: x[1], reverse=True) + +#Get the path of the latest created folder +latest_directory = directories_ctime[0][0] +folder_path = os.path.join(results_folder, latest_directory) + +#Store data with a unique key for each params combination +data = {} +plotInfo = {} + +parameters = ['run', 'blockSize', 'failureRate', 'numberValidators', 'netDegree', 'chi'] + +#Loop over the xml files in the folder +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) + blockSize = int(root.find('blockSize').text) + failureRate = int(root.find('failureRate').text) + numberValidators = int(root.find('numberValidators').text) + netDegree = int(root.find('netDegree').text) + chi = int(root.find('chi').text) + tta = int(root.find('tta').text) + + # Loop over all possible combinations of length 4 of the parameters + for combination in combinations(parameters, 4): + # Get the indices and values of the parameters in the combination + indices = [parameters.index(element) for element in combination] + selected_values = [run, blockSize, failureRate, numberValidators, netDegree, chi] + values = [selected_values[index] for index in indices] + names = [parameters[i] for i in indices] + keyComponents = [f"{name}_{value}" for name, value in zip(names, values)] + key = tuple(keyComponents[:4]) + #Get the names of the other 2 parameters that are not included in the key + other_params = [parameters[i] for i in range(6) if i not in indices] + #Append the values of the other 2 parameters and the ttas to the lists for the key + other_indices = [i for i in range(len(parameters)) if i not in indices] + + #Initialize the dictionary for the key if it doesn't exist yet + if key not in data: + data[key] = {} + #Initialize lists for the other 2 parameters and the ttas with the key + data[key][other_params[0]] = [] + data[key][other_params[1]] = [] + data[key]['ttas'] = [] + + if other_params[0] in data[key]: + data[key][other_params[0]].append(selected_values[other_indices[0]]) + else: + data[key][other_params[0]] = [selected_values[other_indices[0]]] + if other_params[1] in data[key]: + data[key][other_params[1]].append(selected_values[other_indices[1]]) + else: + data[key][other_params[1]] = [selected_values[other_indices[1]]] + data[key]['ttas'].append(tta) + + +#Get the keys for all data with the same x and y labels +filtered_keys = {} +for key1, value1 in data.items(): + sub_keys1 = list(value1.keys()) + filtered_keys[(sub_keys1[0], sub_keys1[1])] = [key1] + for key2, value2 in data.items(): + sub_keys2 = list(value2.keys()) + if key1 != key2 and sub_keys1[0] == sub_keys2[0] and sub_keys1[1] == sub_keys2[1]: + try: + filtered_keys[(sub_keys1[0], sub_keys1[1])].append(key2) + except KeyError: + filtered_keys[(sub_keys1[0], sub_keys1[1])] = [key2] + +#Store the 2D heatmaps in a folder +heatmaps_folder = 'heatmaps' +if not os.path.exists(heatmaps_folder): + os.makedirs(heatmaps_folder) + +#Plot the heatmaps and store them in subfolders +for labels, keys in filtered_keys.items(): + for key in keys: + hist, xedges, yedges = np.histogram2d(data[key][labels[0]], data[key][labels[1]], bins=(3, 3), weights=data[key]['ttas']) + hist = hist.T + sns.heatmap(hist, xticklabels=False, yticklabels=False, cmap='Purples', cbar_kws={'label': 'Time to block availability'}, linecolor='black', linewidths=0.3, annot=True, fmt=".2f") + plt.xlabel(labels[0]) + plt.ylabel(labels[1]) + title = "" + paramValueCnt = 0 + for param in parameters: + if param != labels[0] and param != labels[1]: + title += f"{key[paramValueCnt]}" + paramValueCnt += 1 + plt.title(title) + filename = title + ".png" + target_folder = os.path.join(heatmaps_folder, f"{labels[0]}Vs{labels[1]}") + if not os.path.exists(target_folder): + os.makedirs(target_folder) + plt.savefig(os.path.join(target_folder, filename)) + plt.clf()