Add script to plot gather data
Signed-off-by: Rafael Ravedutti <rafaelravedutti@gmail.com>
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util/plot_gather_data.py
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74
util/plot_gather_data.py
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import matplotlib.pyplot as plt
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import sys
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filename = sys.argv[1]
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output_file = filename.replace(".txt", ".pdf")
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fig = plt.figure()
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ax = plt.axes()
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plot_data = {}
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status = 0 # No header found
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md_case = False
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stride = None
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dims = None
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freq = None
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cl_size = None
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vector_width = None
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cache_lines_per_gather = None
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with open(filename, 'r') as fp:
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for line in fp.readlines():
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line = line.strip()
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if len(line) <= 0:
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continue
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if line.startswith("Stride,"):
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status = 1
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md_case = True if "Dims" in line else False
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continue
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if line.startswith("N,"):
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status = 2
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continue
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assert status == 1 or status == 2, "Invalid input!"
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if status == 1:
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if md_case:
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stride, dims, freq, cl_size, vector_width, cache_lines_per_gather = line.split(',')
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else:
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stride, freq, cl_size, vector_width, cache_lines_per_gather = line.split(',')
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stride = int(stride)
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continue
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if md_case:
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N, size, total_time, time_per_it, cy_per_iter, cy_per_gather, cy_per_elem = line.split(',')
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else:
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N, size, total_time, time_per_it, cy_per_gather, cy_per_elem = line.split(',')
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size = float(size)
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cycles = float(cy_per_iter) if md_case else float(cy_per_gather)
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if stride not in plot_data:
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plot_data[stride] = {}
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plot_data[stride][size] = cycles if size not in plot_data[stride] \
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else min(cycles, plot_data[stride][size])
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for stride in plot_data:
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sizes = list(plot_data[stride].keys())
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sizes.sort()
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cycles = [plot_data[stride][size] for size in sizes]
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ax.plot(sizes, cycles, marker='.', label=str(stride))
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cy_label = "Cycles per iteration" if md_case else "Cycles per gather"
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ax.vlines([32, 1000], 0, 1, transform=ax.get_xaxis_transform(), linestyles='dashed', color=['#444444', '#777777'])
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#ax.vlines([32, 1000, 28000], 0, 1, transform=ax.get_xaxis_transform(), linestyles='dashed', color=['#444444', '#777777', '#aaaaaa'])
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ax.set(xlabel='Array size (kB)', ylabel=cy_label)
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ax.set_xscale('log')
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#ax.set_xticks([32, 1000, 28000])
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#ax.set_xlim(0, 200000)
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plt.legend(title="Stride")
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fig.savefig(output_file, bbox_inches = 'tight', pad_inches = 0)
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