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results.json | ||
plots.html |
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import sys | ||
import json | ||
import os.path | ||
from random import shuffle | ||
from time import perf_counter | ||
from argparse import ArgumentParser | ||
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from test_rindex import FUNCTIONS | ||
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TEST_TIME = 1 | ||
MIN_COUNT = 10 | ||
WARMUP_COUNT = 5 | ||
STEPS = 10 | ||
SIZES = (100, 10_000, 1_000_000) | ||
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def test(func, args): | ||
# warm-up | ||
for _ in range(WARMUP_COUNT): | ||
try: | ||
func(*args) | ||
except Exception: | ||
pass | ||
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total_time = 0 | ||
count = 0 | ||
while total_time < TEST_TIME or count < MIN_COUNT: | ||
t = perf_counter() | ||
try: | ||
func(*args) | ||
except: # bare except is faster | ||
pass | ||
total_time += perf_counter() - t | ||
count += 1 | ||
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return total_time * 1000 / count | ||
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def _numbers_for(size): | ||
numbers = [-1] | ||
numbers.extend(range(0, size, size // STEPS)) | ||
if numbers[-1] != size - 1: | ||
numbers.append(size - 1) | ||
return tuple(numbers) | ||
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def _get_name(func): | ||
try: | ||
file = func.__code__.co_filename | ||
except AttributeError: | ||
return func.__qualname__ | ||
return os.path.splitext(os.path.basename(file))[0] + "." + func.__qualname__ | ||
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def rindex_alternative1(seq, value): | ||
return len(seq) - 1 - seq[::-1].index(value) | ||
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def rindex_alternative2(seq, value): | ||
seq.reverse() | ||
try: | ||
return len(seq) - 1 - seq.index(value) | ||
finally: | ||
seq.reverse() | ||
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def rindex_alternative3(seq, value): | ||
for i, elem in enumerate(reversed(seq)): | ||
if elem == value: | ||
return len(seq) - 1 - i | ||
raise ValueError("value not in sequence") | ||
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FUNCTIONS = ( | ||
(list.index,) | ||
+ FUNCTIONS | ||
+ (rindex_alternative1, rindex_alternative2, rindex_alternative3) | ||
) | ||
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def test_list_size(func, size): | ||
assert size % STEPS == 0, f"can't divide the size into {STEPS} equal parts" | ||
list_ = list(range(size)) | ||
# randomize the list to avoid possible optimizations | ||
shuffle(list_) | ||
numbers = _numbers_for(size) | ||
if func is list.index: | ||
numbers = numbers[:1] + tuple(reversed(numbers[1:])) | ||
return [test(func, (list_, list_[i] if i != -1 else size)) for i in numbers] | ||
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def run_measurements(): | ||
results = [] | ||
axis = _numbers_for(100) | ||
for size in SIZES: | ||
print("List size:", size) | ||
lines = [] | ||
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for func in FUNCTIONS: | ||
fname = _get_name(func) | ||
print("Function:", fname) | ||
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values = test_list_size(func, size) | ||
if len(values) < len(axis): | ||
values.append(values[-1]) | ||
lines.append((fname, values)) | ||
results.append((size, lines)) | ||
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return results | ||
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def write_plots(results): | ||
import mpld3 | ||
import matplotlib.pyplot as plt | ||
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axis = _numbers_for(100) | ||
f = open("plots.html", "w") | ||
f.write('<meta name="viewport" content="width=device-width, initial-scale=1.0">\n') | ||
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for size, plot in results: | ||
plt.title(f"list of {size} elements") | ||
plt.xlabel("position") | ||
plt.ylabel("milliseconds") | ||
for fname, values in plot: | ||
plt.plot(axis, values, label=fname) | ||
plt.legend() | ||
f.write(mpld3.fig_to_html(plt.gcf())) | ||
plt.clf() | ||
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f.close() | ||
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if __name__ == "__main__": | ||
p = ArgumentParser() | ||
p.add_argument("--json", action="store_true") | ||
p.add_argument("--from-json", action="store_true") | ||
p.add_argument("--append", action="store_true") | ||
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args = p.parse_args(sys.argv[1:]) | ||
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if args.from_json or args.append: | ||
with open("results.json") as f: | ||
plots = json.load(f) | ||
else: | ||
plots = [] | ||
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if not args.from_json: | ||
plots.extend(run_measurements()) | ||
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if args.json: | ||
with open("results.json", "w") as f: | ||
json.dump(plots, f) | ||
else: | ||
write_plots(plots) |