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Other plots
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.gitignore
vendored
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.gitignore
vendored
@ -5,3 +5,4 @@ myenv
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doc/_build
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doc/_build
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!results/plots.py
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!results/plots.py
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Frontend/
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Frontend/
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smallConf.py
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@ -6,6 +6,7 @@ import matplotlib.pyplot as plt
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import numpy as np
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import numpy as np
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import seaborn as sns
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import seaborn as sns
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from itertools import combinations
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from itertools import combinations
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from mplfinance.original_flavor import candlestick_ohlc
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class Visualizer:
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class Visualizer:
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@ -83,7 +84,7 @@ class Visualizer:
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return data
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return data
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def averageRuns(self, data, runs):
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def averageRuns(self, data, runs):
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"""Get the average of run 0 and run 1 for each key"""
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"""Get the average of all runs for each key"""
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newData = {}
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newData = {}
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allTta = []
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allTta = []
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print("Getting the average of the runs...")
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print("Getting the average of the runs...")
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@ -207,3 +208,38 @@ class Visualizer:
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filename = os.path.join(histogramFolder, 'histogram.png')
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filename = os.path.join(histogramFolder, 'histogram.png')
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plt.savefig(filename)
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plt.savefig(filename)
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plt.clf()
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plt.clf()
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def plotHist(self, bandwidth):
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"""Plot Bandwidth Frequency Histogram"""
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plt.hist(bandwidth, bins=5)
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plt.xlabel('Bandwidth')
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plt.ylabel('Frequency')
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plt.title('Bandwidth Histogram')
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"""Create the directory if it doesn't exist already"""
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histogramFolder = self.folderPath + '/histogram'
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if not os.path.exists(histogramFolder):
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os.makedirs(histogramFolder)
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filename = os.path.join(histogramFolder, 'histogram.png')
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plt.savefig(filename)
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plt.clf()
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def plotCandleStick(self, TX_prod, TX_avg, TX_max):
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#x-axis corresponding to steps
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steps = range(len(TX_prod))
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#Plot the candlestick chart
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ohlc = []
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for i in range(len(TX_prod)):
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ohlc.append([steps[i], TX_prod[i], TX_max[i], TX_avg[i]])
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fig, ax = plt.subplots()
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candlestick_ohlc(ax, ohlc, width=0.6, colorup='green', colordown='red')
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#Ticks, title and labels
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plt.xticks(steps, ['run{}'.format(i) for i in steps], rotation=45)
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plt.title('Candlestick Chart')
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plt.xlabel('Step')
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plt.ylabel('Price')
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#Test
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plt.show()
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@ -19,6 +19,13 @@ import numpy as np
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from DAS.shape import Shape
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from DAS.shape import Shape
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dumpXML = 1
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dumpXML = 1
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# save progress vectors to XML
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saveProgress = 1
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# plot progress for each run to PNG
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plotProgress = 1
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visualization = 1
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visualization = 1
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logLevel = logging.INFO
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logLevel = logging.INFO
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@ -34,26 +41,26 @@ evenLineDistribution = True
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runs = range(3)
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runs = range(3)
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# Number of validators
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# Number of validators
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numberNodes = range(256, 313, 128)
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numberNodes = range(128, 513, 128)
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# Percentage of block not released by producer
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# Percentage of block not released by producer
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failureRates = range(10, 31, 40)
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failureRates = range(40, 81, 20)
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# Block size in one dimension in segments. Block is blockSizes * blockSizes segments.
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# Block size in one dimension in segments. Block is blockSizes * blockSizes segments.
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blockSizes = range(32,35,16)
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blockSizes = range(64, 113, 128)
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# Per-topic mesh neighborhood size
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# Per-topic mesh neighborhood size
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netDegrees = range(6, 9, 2)
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netDegrees = range(8, 9, 2)
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# number of rows and columns a validator is interested in
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# number of rows and columns a validator is interested in
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chis = range(2, 5, 2)
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chis = range(2, 3, 2)
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# ratio of class1 nodes (see below for parameters per class)
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# ratio of class1 nodes (see below for parameters per class)
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class1ratios = [0.8, 0.9]
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class1ratios = [0.8]
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# Number of validators per beacon node
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# Number of validators per beacon node
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validatorsPerNode1 = [1]
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validatorsPerNode1 = [2]
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validatorsPerNode2 = [50]
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validatorsPerNode2 = [4]
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# Set uplink bandwidth. In segments (~560 bytes) per timestep (50ms?)
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# Set uplink bandwidth. In segments (~560 bytes) per timestep (50ms?)
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# 1 Mbps ~= 1e6 / 20 / 8 / 560 ~= 11
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# 1 Mbps ~= 1e6 / 20 / 8 / 560 ~= 11
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@ -67,6 +74,20 @@ deterministic = True
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# If your run is deterministic you can decide the random seed. This is ignore otherwise.
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# If your run is deterministic you can decide the random seed. This is ignore otherwise.
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randomSeed = "DAS"
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randomSeed = "DAS"
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saveProgress = 1
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saveRCdist = 1
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# If True, print diagnostics when the block is not available
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diagnostics = False
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# Number of steps without progress to stop simulation
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steps4StopCondition = 7
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saveGit = False
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successCondition = 0.9
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stepDuration = 50
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def nextShape():
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def nextShape():
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for run, fr, class1ratio, chi, vpn1, vpn2, blockSize, nn, netDegree, bwUplinkProd, bwUplink1, bwUplink2 in itertools.product(
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for run, fr, class1ratio, chi, vpn1, vpn2, blockSize, nn, netDegree, bwUplinkProd, bwUplink1, bwUplink2 in itertools.product(
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runs, failureRates, class1ratios, chis, validatorsPerNode1, validatorsPerNode2, blockSizes, numberNodes, netDegrees, bwUplinksProd, bwUplinks1, bwUplinks2):
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runs, failureRates, class1ratios, chis, validatorsPerNode1, validatorsPerNode2, blockSizes, numberNodes, netDegrees, bwUplinksProd, bwUplinks1, bwUplinks2):
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