137 lines
4.6 KiB
Python
137 lines
4.6 KiB
Python
import numpy as np
|
|
import seaborn as sns
|
|
import matplotlib.pyplot as plt
|
|
import math
|
|
sns.set(style="white", context="talk")
|
|
plt.rcdefaults()
|
|
DPI=600
|
|
BBOX_INCHES='tight'
|
|
|
|
def autolabel(ax, rect):
|
|
"""
|
|
Attach a text label above each bar displaying its height
|
|
"""
|
|
height = rect.get_height()
|
|
ax.text(rect.get_x() + rect.get_width()/2., 1.05*height,
|
|
'%d' % int(round(height)),
|
|
ha='center', va='bottom')
|
|
|
|
path = 'figures/cpu_matvec'
|
|
fig, ax = plt.subplots()
|
|
systems = ('BW (32T)', "S822LC (160T)")
|
|
mlfmm = (8.65e4, 4.84e4)
|
|
total = (1.2e5, 5.77e4)
|
|
x_pos = np.arange(len(systems))
|
|
|
|
ax.bar(x_pos, mlfmm, color='0.4', label='MLFMM')
|
|
ax.bar(x_pos, [i-j for i,j in zip(total, mlfmm)], color='0.8', bottom=mlfmm, label='Non-MLFMM')
|
|
ax.set_xticks(x_pos)
|
|
ax.set_xticklabels(systems)
|
|
ax.set_ylabel("Execution Time (ms)")
|
|
handles, labels = ax.get_legend_handles_labels()
|
|
ax.legend(handles, labels)
|
|
sns.despine(trim=True)
|
|
plt.savefig(path+'.pdf', bbox_inches=BBOX_INCHES)
|
|
plt.savefig(path+'.png', dpi=DPI, bbox_inches=BBOX_INCHES)
|
|
print path
|
|
|
|
|
|
|
|
path = 'figures/kernels'
|
|
fig, ax = plt.subplots()
|
|
systems = ['BW 32T', "S822LC 160T", "BW 4 GPU" ,"S822LC 4 GPU"]
|
|
x_pos = np.arange(len(systems))
|
|
p2m = (127.10, 72.10749, 7.73, 1.604)
|
|
m2m = (156.2506, 102.61091, 9.613814, 1.746476)
|
|
m2l = (189.615, 82.67791, 18.177774, 2.671025)
|
|
l2l = (91.5957, 101.56461, 20.215436, 2.611185)
|
|
l2p = (196.2115, 68.38529, 6.994, 1.395)
|
|
p2p = (1117.368, 590.4818, 90.619, 18.265)
|
|
total = [sum(i) for i in zip(p2m,m2m,m2l,l2l,l2p,p2p)]
|
|
p2m_ratio = [i/j for i,j in zip(p2m, total)]
|
|
m2m_ratio = [i/j for i,j in zip(m2m, total)]
|
|
m2l_ratio = [i/j for i,j in zip(m2l, total)]
|
|
l2l_ratio = [i/j for i,j in zip(l2l, total)]
|
|
l2p_ratio = [i/j for i,j in zip(l2p, total)]
|
|
p2p_ratio = [i/j for i,j in zip(p2p, total)]
|
|
ax.bar(x_pos, p2p_ratio, color='0', label='p2p')
|
|
ax.bar(x_pos, l2p_ratio, color='0.1', label='l2p', bottom=p2p_ratio)
|
|
ax.bar(x_pos, l2l_ratio, color='0.25', label='l2l', bottom=[sum(i) for i in zip(l2p_ratio,p2p_ratio)])
|
|
ax.bar(x_pos, m2l_ratio, color='0.40', label='m2l', bottom=[sum(i) for i in zip(l2l_ratio, l2p_ratio,p2p_ratio)])
|
|
ax.bar(x_pos, m2m_ratio, color='0.55', label='m2m', bottom=[sum(i) for i in zip(m2l_ratio, l2l_ratio, l2p_ratio,p2p_ratio)])
|
|
ax.bar(x_pos, p2m_ratio, color='0.8', label='p2m', bottom=[sum(i) for i in zip(m2m_ratio, m2l_ratio, l2l_ratio, l2p_ratio,p2p_ratio)])
|
|
ax.set_xticks(x_pos)
|
|
ax.set_xticklabels(systems)
|
|
ax.set_ylabel("MLFMM Kernel Breakdown")
|
|
handles, labels = ax.get_legend_handles_labels()
|
|
ax.legend(handles, labels)
|
|
# plt.ylim([1, 1e4])
|
|
# ax.set_title('How fast do you want to go today?')
|
|
sns.despine(trim=True)
|
|
plt.savefig(path+'.pdf', bbox_inches=BBOX_INCHES)
|
|
plt.savefig(path+'.png', dpi=DPI, bbox_inches=BBOX_INCHES)
|
|
print path
|
|
|
|
path='figures/mlfmm_bw'
|
|
width=0.33
|
|
fig, ax = plt.subplots()
|
|
systems = ('1T', "32T", "1 GPU" ,"4 GPU", "16 GPU")
|
|
mlfmm = (1.50e6, 8.64e4, 2.783779e4, 7.01e3, 1.89e3)
|
|
num = (45,45,45,45,47)
|
|
x_pos = np.arange(len(systems))
|
|
rects = ax.bar([p-width/2 for p in x_pos], [i/j for i,j in zip(mlfmm,num)], color='darkgray', log=True, width=width)
|
|
autolabel(ax, rects[0])
|
|
autolabel(ax, rects[1])
|
|
autolabel(ax, rects[2])
|
|
autolabel(ax, rects[3])
|
|
autolabel(ax, rects[4])
|
|
ax.set_ylim(1,8e4)
|
|
ax2=ax.twinx()
|
|
rects = ax2.bar([p+width/2 for p in x_pos], [mlfmm[0] / i for i in mlfmm], color='lightgray', log=True, width=width)
|
|
autolabel(ax2, rects[1])
|
|
autolabel(ax2, rects[2])
|
|
autolabel(ax2, rects[3])
|
|
autolabel(ax2, rects[4])
|
|
ax2.set_ylim(1,1.5e3)
|
|
ax.set_xticks(x_pos)
|
|
ax.set_xticklabels(systems)
|
|
ax.set_ylabel("Per-MLFMM Execution Time (ms)")
|
|
ax2.set_ylabel("Speedup over 1T")
|
|
plt.savefig(path+'.pdf', bbox_inches=BBOX_INCHES)
|
|
plt.savefig(path+'.png', dpi=DPI, bbox_inches=BBOX_INCHES)
|
|
print path
|
|
|
|
|
|
|
|
path="figures/mlfmm_minsky"
|
|
width = 0.33
|
|
fig, ax = plt.subplots()
|
|
systems = ('1T', "160T", "1 GPU" ,"4 GPU")
|
|
mlfmm = [1.25e6, 4.84e4, 5.22e3, 1.29e3]
|
|
num = (44,44,44,44)
|
|
x_pos = np.arange(len(systems))
|
|
rects = ax.bar([p-width/2 for p in x_pos], [i/j for i,j in zip(mlfmm,num)], color='darkgray', log=True, width=width)
|
|
autolabel(ax, rects[0])
|
|
autolabel(ax, rects[1])
|
|
autolabel(ax, rects[2])
|
|
autolabel(ax, rects[3])
|
|
ax.set_ylim(1,8e4)
|
|
ax2=ax.twinx()
|
|
rects = ax2.bar([p+width/2 for p in x_pos], [mlfmm[0] / i for i in mlfmm], color='lightgray', log=True, width=width)
|
|
autolabel(ax2, rects[1])
|
|
autolabel(ax2, rects[2])
|
|
autolabel(ax2, rects[3])
|
|
ax2.set_ylim(1,1.5e3)
|
|
ax.set_xticks(x_pos)
|
|
ax.set_xticklabels(systems)
|
|
ax.set_ylabel("Per-MLFMM Execution Time (ms)")
|
|
ax2.set_ylabel("Speedup over 1T")
|
|
plt.savefig(path+'.pdf', bbox_inches=BBOX_INCHES)
|
|
plt.savefig(path+'.png', dpi=DPI, bbox_inches=BBOX_INCHES)
|
|
print path
|
|
|
|
|
|
|
|
|
|
|