85 KiB
85 KiB
In [1]:
import matplotlib.pyplot as plt
from matplotlib import gridspec
import matplotlib
import numpy as np
import itertools
cycol = next(itertools.cycle('brgcmk'))
#set the global plot settings
#plt.rc('font', **{'family': 'serif', 'serif': ['Computer Modern']})
#plt.rc('text', usetex=True)
plt.rcParams['figure.figsize'] = (8, 6)
plt.rcParams['font.size'] = 18
plt.rcParams['axes.labelsize'] = plt.rcParams['font.size']
plt.rcParams['axes.titlesize'] = 1.75*plt.rcParams['font.size']
plt.rcParams['legend.fontsize'] = plt.rcParams['font.size']
plt.rcParams['xtick.labelsize'] = 1.25*plt.rcParams['font.size']
plt.rcParams['ytick.labelsize'] = 1.25*plt.rcParams['font.size']
#plt.rcParams['savefig.dpi'] = 4*plt.rcParams['savefig.dpi']
plt.rcParams['xtick.major.size'] = 5
plt.rcParams['xtick.minor.size'] = 3
plt.rcParams['xtick.major.width'] = 1.0
plt.rcParams['xtick.minor.width'] = 1
plt.rcParams['ytick.major.size'] = 5
plt.rcParams['ytick.minor.size'] = 3
plt.rcParams['ytick.major.width'] = 1.0
plt.rcParams['ytick.minor.width'] = 1
plt.rcParams['legend.frameon'] = False
plt.rcParams['legend.loc'] = 'upper right'
plt.rcParams['axes.linewidth'] = 2
In [3]:
#matplotlib.font_manager.get_cachedir()
matplotlib.font_manager.findfont('Humor Sans')Out [3]:
'/opt/homebrew/lib/python3.11/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans.ttf'
In [ ]:
from IPython.core.display import HTML
def make_html(fontname):
return "<p>{font}: <span style='font-family:{font}; font-size: 24px;'>{font}</p>".format(font=fontname)
code = "\n".join([make_html(font) for font in sorted(set([f.name for f in matplotlib.font_manager.fontManager.ttflist]))])
HTML("<div style='column-count: 2;'>{}</div>".format(code))
In [11]:
nvidia_gflops=np.array([3614, 5580, 8611, 11517], dtype=int).astype(int)
amd_gflops=np.array([2968, 5740, 8645, 11494], dtype=int).astype(int)
n_gpus=np.array([1, 2, 3, 4], dtype=int).astype(int)
#plt.plot(n_gpus, nvidia_gflops, '-o', label='NVIDIA A100')
#plt.plot(n_gpus, amd_gflops, '-o', label='AMD MI250X')
#new_list = range((min(n_gpus)), (max(n_gpus)+1))
#plt.xticks(new_list)
#plt.xticks()
#plt.legend(loc='best')
#plt.xlabel('Number of GPUs')
#plt.ylabel('Performance in GFLOPs')
#plt.savefig("PerformanceNVIDIA-AMD.pdf")
#plt.xkcd()
with plt.xkcd():
# Based on "The Data So Far" from XKCD by Randall Munroe
# https://xkcd.com/373/
fig = plt.figure()
ax = fig.add_axes((0.1, 0.2, 0.8, 0.7))
ax.spines[['top', 'right']].set_visible(False)
ax.plot(n_gpus, nvidia_gflops, '-o', label='NVIDIA A100')
ax.plot(n_gpus, amd_gflops, '-o', label='AMD MI250X')
ax.legend(loc='best')
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In [ ]:
amd_comm=np.array([ 257, 302, 524])
nvidia_comm=np.array([ 339, 507, 670])
comm_gpus=np.array([2, 3, 4], dtype=int).astype(int)
plt.plot(comm_gpus, nvidia_comm, '-o', label='NVIDIA A100')
plt.plot(comm_gpus, amd_comm, '-o', label='AMD MI250X')
new_list = range((min(comm_gpus)), (max(comm_gpus)+1))
plt.xticks(new_list)
plt.xticks()
plt.xlabel('Number of GPUs')
plt.legend(loc='best')
plt.ylabel('Bandwidth GB/s')
plt.savefig("BandwidthNVIDIA-AMD.pdf")In [ ]: