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fig7-8a.py
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import matplotlib.pyplot as plt
import matplotlib
import numpy as np
import math
# matplotlib.rc('font', family='Times New Roman')
matplotlib.rcParams['pdf.fonttype'] = 42
matplotlib.rcParams['ps.fonttype'] = 42
#mxnet local_56G_ vgg19
labels = ['2', '4', '8', '16', '32']
byteps = [190, 298, 474, 821 ,1457]
horovod = [198, 358, 629, 1194, 2118]
byteps_comp = [190, 358, 686, 1345, 2216]
hi_ring_comp = [197, 443, 876, 1722, 3374]
hi_ps_comp = [198, 449, 881, 1750, 3396]
linear = [235, 469, 938, 1877, 3754]
bar_num = 5
x = np.arange(len(labels)) # the label locations
width = 0.1 # the width of the bars
fig, ax = plt.subplots()
rects1 = ax.bar(x - 2 * width, byteps, width, label='BytePS', linewidth=0, ec='w',hatch='x')
rects2 = ax.bar(x - 1 * width, horovod, width, label='Ring', linewidth=0, ec='w',)
rects3 = ax.bar(x + 0 * width, byteps_comp, width, label='BytePS(OSS-onebit)', ec='w',linewidth=0, hatch='-')
rects4 = ax.bar(x + 1 * width, hi_ring_comp, width, label='HiPress-CaSync-Ring(CompLL-onebit)', ec='w', linewidth=0, hatch='/')
rects5 = ax.bar(x + 2 * width, hi_ps_comp, width, label='HiPress-CaSync-PS(CompLL-onebit)', ec='w', linewidth=0, hatch='\\')
linear = ax.bar(x, linear, width * bar_num, color='None', edgecolor='black', label='Linear-Scaling')
# Add some text for labels, title and custom x-axis tick labels, etc.
ratio = 0.52
xleft, xright = ax.get_xlim()
ybottom, ytop = ax.get_ylim()
ax.set_aspect(abs((xright-xleft)/(ybottom-ytop))*ratio)
ax.tick_params(axis="y", labelsize=15)
ax.ticklabel_format(style='sci', scilimits=(-1,2), axis='y')
ax.set_ylabel('Images/sec', fontsize=20)
ax.set_xlabel('The Number of GPUs', fontsize=20)
ax.set_xticks(x)
ax.set_xticklabels(labels, fontsize=17)
ax.legend(loc=2, frameon=False, fontsize=13)
ax.yaxis.get_offset_text().set_fontsize(14)
fig.tight_layout()
fig.savefig("MXNet_local_56G__1080Ti_VGG19.pdf", bbox_inches="tight")
#mxnet local_56G_ bert
labels = ['2', '4', '8', '16', '32']
byteps = [16262, 24368, 41133, 79633 ,153701]
horovod = [16365, 29344, 54112, 103441, 197521]
byteps_comp = [16371, 29339, 51641, 97474 ,180782]
hi_ring_comp = [16375, 33215, 65094, 126421, 247234]
hi_ps_comp = [16365, 33746, 65998, 127872, 254092]
linear = [17952, 35905, 71810, 143619, 287238]
bar_num = 5
x = np.arange(len(labels)) # the label locations
width = 0.1 # the width of the bars
fig, ax = plt.subplots()
rects1 = ax.bar(x - 2 * width, byteps, width, label='BytePS', linewidth=0, ec='w',hatch='x')
rects2 = ax.bar(x - 1 * width, horovod, width, label='Ring', linewidth=0, ec='w',)
rects3 = ax.bar(x + 0 * width, byteps_comp, width, label='BytePS(OSS-onebit)', ec='w',linewidth=0, hatch='-')
rects4 = ax.bar(x + 1 * width, hi_ring_comp, width, label='HiPress-CaSync-Ring(CompLL-onebit)', ec='w', linewidth=0, hatch='/')
rects5 = ax.bar(x + 2 * width, hi_ps_comp, width, label='HiPress-CaSync-PS(CompLL-onebit)', ec='w', linewidth=0, hatch='\\')
linear = ax.bar(x, linear, width * bar_num, color='None', edgecolor='black', label='Linear-Scaling')
# Add some text for labels, title and custom x-axis tick labels, etc.
ratio = 0.52
xleft, xright = ax.get_xlim()
ybottom, ytop = ax.get_ylim()
ax.set_aspect(abs((xright-xleft)/(ybottom-ytop))*ratio)
ax.tick_params(axis="y", labelsize=15)
ax.ticklabel_format(style='sci', scilimits=(-1,2), axis='y')
ax.set_ylabel('Sequences/sec', fontsize=20)
ax.set_xlabel('The Number of GPUs', fontsize=20)
ax.set_xticks(x)
ax.set_xticklabels(labels, fontsize=17)
ax.legend(loc=2, frameon=False, fontsize=13)
ax.yaxis.get_offset_text().set_fontsize(14)
fig.tight_layout()
fig.savefig("MXNet_local_56G__1080Ti_Bert.pdf", bbox_inches="tight")
################################################################################################
################################################################################################
################################################################################################
################################################################################################
################################################################################################
#mxnet_AWS_100G_ vgg19
labels = ['8', '16', '32', '64', '128']
byteps = [1525 , 1563, 2954, 5800, 11165 ]
horovod = [1562 , 2349, 4369, 8157, 14655 ]
byteps_comp = [1561 , 2548, 4424, 8058, 13865 ]
hi_ring_comp = [1567 ,3043 , 6053 , 11921, 23097 ]
hi_ps_comp = [1562 ,3143 , 6163 , 12170, 23507 ]
linear = [1652 ,3305 , 6610 , 13219, 26438 ]
bar_num = 5
x = np.arange(len(labels)) # the label locations
width = 0.1 # the width of the bars
fig, ax = plt.subplots()
rects1 = ax.bar(x - 2 * width, byteps, width, label='BytePS', linewidth=0, ec='w',hatch='x')
rects2 = ax.bar(x - 1 * width, horovod, width, label='Ring', linewidth=0, ec='w',)
rects3 = ax.bar(x + 0 * width, byteps_comp, width, label='BytePS(OSS-onebit)', ec='w',linewidth=0, hatch='-')
rects4 = ax.bar(x + 1 * width, hi_ring_comp, width, label='HiPress-CaSync-Ring(CompLL-onebit)', ec='w', linewidth=0, hatch='/')
rects5 = ax.bar(x + 2 * width, hi_ps_comp, width, label='HiPress-CaSync-PS(CompLL-onebit)', ec='w', linewidth=0, hatch='\\')
linear = ax.bar(x, linear, width * bar_num, color='None', edgecolor='black', label='Linear-Scaling')
# Add some text for labels, title and custom x-axis tick labels, etc.
ratio = 0.52
xleft, xright = ax.get_xlim()
ybottom, ytop = ax.get_ylim()
ax.set_aspect(abs((xright-xleft)/(ybottom-ytop))*ratio)
ax.tick_params(axis="y", labelsize=15)
ax.ticklabel_format(style='sci', scilimits=(-1,2), axis='y')
ax.set_ylabel('Images/sec', fontsize=20)
ax.set_xlabel('The Number of GPUs', fontsize=20)
ax.set_xticks(x)
ax.set_xticklabels(labels, fontsize=17)
ax.legend(loc=2, frameon=False, fontsize=13)
ax.yaxis.get_offset_text().set_fontsize(14)
fig.tight_layout()
fig.savefig("MXNet_AWS_100G__V100_VGG19.pdf", bbox_inches="tight")
#mxnet_AWS_100G_ bert
labels = ['8', '16', '32', '64', '128']
byteps = [38452 , 63615 , 123287 , 239858, 474815 ]
horovod = [38452 , 67834 , 127391 , 234441, 435945 ]
byteps_comp = [38453 , 67913 , 129593 , 256815, 509359 ]
hi_ring_comp = [38462 , 79023 , 156542 , 310462, 606363 ]
hi_ps_comp = [38452 , 80617 , 162961 , 319001, 628083 ]
linear = [41620 , 83241 , 166481 , 332963, 665925 ]
bar_num = 5
x = np.arange(len(labels)) # the label locations
width = 0.1 # the width of the bars
fig, ax = plt.subplots()
rects1 = ax.bar(x - 2 * width, byteps, width, label='BytePS', linewidth=0, ec='w',hatch='x')
rects2 = ax.bar(x - 1 * width, horovod, width, label='Ring', linewidth=0, ec='w',)
rects3 = ax.bar(x + 0 * width, byteps_comp, width, label='BytePS(OSS-onebit)', ec='w',linewidth=0, hatch='-')
rects4 = ax.bar(x + 1 * width, hi_ring_comp, width, label='HiPress-CaSync-Ring(CompLL-onebit)', ec='w', linewidth=0, hatch='/')
rects5 = ax.bar(x + 2 * width, hi_ps_comp, width, label='HiPress-CaSync-PS(CompLL-onebit)', ec='w', linewidth=0, hatch='\\')
linear = ax.bar(x, linear, width * bar_num, color='None', edgecolor='black', label='Linear-Scaling')
# Add some text for labels, title and custom x-axis tick labels, etc.
ratio = 0.52
xleft, xright = ax.get_xlim()
ybottom, ytop = ax.get_ylim()
ax.set_aspect(abs((xright-xleft)/(ybottom-ytop))*ratio)
ax.tick_params(axis="y", labelsize=15)
ax.ticklabel_format(style='sci', scilimits=(-1,2), axis='y')
ax.set_ylabel('Sequences/sec', fontsize=20)
ax.set_xlabel('The Number of GPUs', fontsize=20)
ax.set_xticks(x)
ax.set_xticklabels(labels, fontsize=17)
ax.legend(loc=2, frameon=False, fontsize=13)
ax.yaxis.get_offset_text().set_fontsize(14)
fig.tight_layout()
fig.savefig("MXNet_AWS_100G__V100_Bert.pdf", bbox_inches="tight")