quoracle/plot_node_loads.py

43 lines
1.6 KiB
Python
Raw Normal View History

2021-01-28 21:37:38 +00:00
from quorums import *
2021-02-01 06:59:02 +00:00
import datetime
2021-01-28 21:37:38 +00:00
import matplotlib
import matplotlib.pyplot as plt
import numpy as np
2021-01-29 07:47:41 +00:00
2021-01-28 21:37:38 +00:00
def main():
a = Node('a', write_capacity=1000, read_capacity=10000)
b = Node('b', write_capacity=500, read_capacity=5000)
c = Node('c', write_capacity=1000, read_capacity=10000)
d = Node('d', write_capacity=500, read_capacity=5000)
e = Node('e', write_capacity=1000, read_capacity=10000)
2021-02-01 06:59:02 +00:00
fr = 0.9
2021-01-29 07:47:41 +00:00
nodes = [a, b, c, d, e]
2021-01-28 21:37:38 +00:00
simple_majority = QuorumSystem(reads=majority([a, b, c, d, e]))
crumbling_walls = QuorumSystem(reads=a*b + c*d*e)
paths = QuorumSystem(reads=a*b + a*c*e + d*e + d*c*b)
2021-02-01 06:59:02 +00:00
opt = search(nodes, read_fraction=fr, timeout=datetime.timedelta(seconds=9))
2021-01-28 21:37:38 +00:00
2021-02-01 06:59:02 +00:00
fig, ax = plt.subplots(3, 4, figsize = (6.3 * 2, 4.8 * 2), sharey='row')
for i, qs in enumerate([simple_majority, crumbling_walls, paths, opt]):
2021-01-28 21:37:38 +00:00
sigma = qs.strategy(read_fraction=fr)
2021-02-01 06:59:02 +00:00
print(qs, sigma.capacity(read_fraction=fr))
2021-01-29 07:47:41 +00:00
plot_node_load_on(ax[0][i], sigma, nodes=nodes, read_fraction=fr)
plot_node_utilization_on(ax[1][i], sigma, nodes=nodes, read_fraction=fr)
plot_node_throughput_on(ax[2][i], sigma, nodes=nodes, read_fraction=fr)
2021-01-28 21:37:38 +00:00
ax[0][0].set_title('Simple Majority')
ax[0][1].set_title('Crumbling Walls')
ax[0][2].set_title('Paths')
2021-02-01 06:59:02 +00:00
ax[0][3].set_title(f'Opt {opt.reads}')
2021-01-28 21:37:38 +00:00
ax[0][0].set_ylabel('Load')
ax[1][0].set_ylabel('Utilization at Peak Throughput')
ax[2][0].set_ylabel('Throughput at Peak Throughput')
fig.tight_layout()
fig.savefig('node_loads.pdf')
2021-01-29 07:47:41 +00:00
2021-01-28 21:37:38 +00:00
if __name__ == '__main__':
main()