Python Benchmark

This is a simple repo to validate and test any (almost any) python program againts all python 3 versions.

• Python 3.6.15
• Python 3.7.17
• Python 3.8.20
• Python 3.9.23
• Python 3.10.18
• Python 3.11.13
• Python 3.12.11
• Python 3.13.5
• Python 3.14.0rc1

Should i care about it

Yes!! ... No ... it depends ...

“The real problem is that programmers have spent far too much time worrying about efficiency in the wrong places and at the wrong times; premature optimization is the root of all evil (or at least most of it) in programming.”. Donald Knuth

I love to test and check to see if my programs run faster and / or have a small memory footprint, and that's why i realize: "Why not to write a simple benchmark suite".

Here you find small bits of python code test against major python 3 versions ...

Dependencies

To run the full tests, please keep in mind the you need docker (and docker-compose) installed in the environment.

All the tests run inside a docker container image based on each python version described above.

Since python libs have different behaviors and support versions, inside the docker/ folder there's a requirements99.txt versioning number.

You also need python installed because of the src/support/report_aggragete.py program (it will run at the end of the benchmark.sh bash script).

How to run

To run the full suite, just type in:

$> ./benchmarh.sh

Results will be write down on the main README.md file (it's partiallys regenerated at each run).

To benchmark a new program, simple put it inside de src/tests/ folder.

Please also check this metadata tags to put inside the program to be able to change some aspects of execution.

# @DONT_RUN
# @MPROF_INTERVAL: 0.1
# @MPROF_MULTIPROCESS: -M
# @ALLOWED_VERSIONS: 3.6, 3.7, 3.8, 3.9, 3.10, 3.11, 3.12, 3.13, 3.14

• @DONT_RUN: This file should not be executed (in case of utils routines);
• @MPROF_INTERVAL: To benchmark memory usage mprof is used, this param you maybe able to improve interval collect of memory;
• @MPROF_MULTIPROCESS: In case your program uses python multiprocess (possible params -M or -C, default: -C);
• @ALLOWED_VERSIONS: What python versions your program can be run: from 3.6 to 3.13;

Results

Last run: Sat Aug 9 17:04:13 UTC 2025

Comparison

How much faster 3.13 is? (Mean / Median vs older)

Command	3.12	3.11	3.10	3.9	3.8	3.7	3.6
algorithm/search/bin.py	-2.12% / -1.71%	-13.80% / -14.18%	-51.79% / -51.36%	-44.96% / -44.66%	-48.78% / -49.02%	16.88% / 16.13%	-44.09% / -44.16%
algorithm/search/hashmap_lookup.py	-3.26% / -2.03%	-15.42% / -15.03%	-52.49% / -52.16%	-45.33% / -44.18%	-49.43% / -49.63%	13.64% / 14.87%	-42.95% / -42.51%
algorithm/search/index.py	-4.29% / -4.62%	-14.73% / -15.74%	-53.32% / -53.38%	-46.58% / -47.22%	-50.55% / -50.93%	13.42% / 12.83%	-44.65% / -45.11%
algorithm/search/linear.py	-2.09% / -2.24%	-15.71% / -15.66%	-53.23% / -54.18%	-46.11% / -47.27%	-49.84% / -49.78%	11.11% / 11.25%	-44.37% / -43.95%
algorithm/sorting/naive_bubble_sort.py	-7.72% / -5.90%	-35.18% / -31.46%	-32.22% / -31.02%	-22.30% / -19.12%	-22.71% / -20.79%	43.15% / 47.46%	-32.95% / -31.12%
algorithm/twosum/twosum.py	52.26% / 56.59%	25.40% / 34.74%	-40.07% / -38.23%	-34.68% / -32.62%	-43.55% / -41.59%	2.07% / 2.05%	-37.28% / -35.38%
algorithm/twosum/twosum_naive.py	41.38% / 57.05%	20.79% / 37.95%	-41.45% / -37.31%	-36.92% / -31.59%	-46.23% / -41.52%	2.88% / 3.71%	-39.35% / -34.55%
complex/classes/classes.py	-4.73% / -0.57%	-23.81% / -16.71%	-64.84% / -63.34%	-61.89% / -60.10%	-65.48% / -63.85%	53.54% / 64.24%	-61.93% / -60.09%
complex/classes/dataclasses_.py	-0.27% / -1.05%	-19.63% / -17.07%	-65.69% / -65.20%	-62.12% / -61.60%	-69.62% / -69.12%	-19.19% / -16.06%	-- / --
complex/classes/namedtuple_classes.py	31.53% / 36.07%	6.44% / 4.72%	-57.63% / -57.68%	-52.79% / -52.50%	-60.05% / -59.91%	23.39% / 19.31%	-54.69% / -54.67%
complex/classes/simplenamespace.py	1.92% / 1.09%	-23.69% / -17.49%	-64.12% / -63.06%	-59.96% / -58.54%	-64.56% / -64.06%	41.50% / 52.81%	-48.53% / -46.39%
complex/classes/sloted_classes.py	3.57% / 3.01%	-16.70% / -10.81%	-62.40% / -62.03%	-58.13% / -57.97%	-61.78% / -62.25%	62.20% / 72.99%	-58.47% / -58.19%
complex/generators/readlines.py	-6.00% / -7.17%	-33.44% / -28.48%	-15.38% / 13.08%	-9.08% / 18.49%	-19.02% / 6.92%	52.81% / 133.86%	-6.75% / 24.61%
complex/generators/simple.py	-3.85% / -2.52%	-20.65% / -14.58%	-37.94% / -37.99%	-31.74% / -34.04%	-35.91% / -37.40%	26.46% / 27.40%	-30.55% / -30.32%
dummy/dummy.py	-18.79% / -6.01%	-36.28% / -27.83%	-21.49% / 9.33%	-15.53% / 17.23%	-19.59% / 11.15%	53.02% / 147.87%	-21.49% / 9.33%
long_run/database/postgresql.py	-4.07% / -3.20%	-11.93% / -10.19%	-57.23% / -56.44%	-53.51% / -52.76%	-58.42% / -57.80%	-23.10% / -21.11%	-57.97% / -57.50%
long_run/database/sqlite_.py	-0.31% / -0.37%	-7.47% / -7.81%	-55.86% / -56.05%	-53.32% / -53.18%	-56.85% / -57.04%	-24.12% / -23.81%	-56.16% / -56.13%
long_run/file/load_titanic_csv_pandas.py	-8.31% / -8.56%	-17.28% / -17.47%	-60.01% / -60.28%	-56.97% / -57.22%	-60.34% / -60.50%	-29.06% / -27.93%	-57.75% / -57.75%
long_run/file/load_titanic_csv_python.py	-9.36% / -19.83%	-22.51% / -29.72%	-57.95% / -60.08%	-52.79% / -55.31%	-58.50% / -60.90%	-21.13% / -28.40%	-56.05% / -58.62%
long_run/processes/collect_names_from_site.py	-4.73% / -4.81%	-11.17% / -11.76%	-8.04% / -11.32%	1.08% / 2.27%	-22.42% / -22.90%	-- / --	-- / --
long_run/processes/generate_fake_data.py	-2.53% / -3.47%	-12.53% / -13.83%	-60.42% / -60.34%	-58.34% / -58.70%	-61.58% / -61.83%	-10.55% / -10.68%	-60.32% / -60.56%
long_run/processes/maze_generator.py	-11.10% / -14.66%	-23.14% / -24.96%	-42.70% / -46.31%	-21.87% / -23.84%	-26.59% / -28.73%	61.65% / 59.49%	-24.16% / -25.41%
long_run/text/clean_text.py	-2.40% / -2.26%	-9.73% / -7.32%	-52.26% / -52.58%	-48.65% / -48.41%	-52.14% / -52.12%	-14.05% / -14.57%	-51.49% / -51.34%
long_run/text/count_words.py	-8.43% / -6.31%	-22.14% / -29.63%	-54.45% / -55.89%	-49.96% / -51.18%	-55.29% / -56.76%	-16.42% / -13.45%	-54.11% / -55.44%
math/haversine.py	1.75% / 2.28%	-15.42% / -17.00%	-44.81% / -45.02%	-33.23% / -33.55%	-45.43% / -45.77%	26.87% / 26.03%	-39.72% / -39.97%
math/mandelbrot.py	-10.40% / -11.41%	-2.90% / -3.85%	-48.81% / -49.26%	-48.60% / -49.05%	-41.06% / -40.99%	11.00% / 11.44%	-38.44% / -38.17%
math/pow_simple.py	-15.30% / -15.29%	-25.60% / -25.80%	-48.55% / -48.61%	-45.65% / -45.67%	-41.72% / -41.87%	5.14% / 5.16%	-45.40% / -45.28%
math/pow_using_math.py	-5.94% / -6.39%	-19.46% / -18.97%	-50.72% / -50.47%	-47.73% / -47.72%	-48.55% / -49.20%	31.11% / 30.90%	-39.61% / -39.70%
modules/enum/enum_lookup.py	1.01% / 1.26%	-3.86% / -3.04%	-- / --	-- / --	-- / --	36.78% / 34.05%	-- / --
modules/json/json_module.py	1.13% / 1.37%	-10.90% / -8.46%	-51.69% / -51.23%	-43.37% / -42.08%	-48.76% / -48.04%	30.50% / 33.91%	-42.78% / -42.48%
modules/json/orjson_module.py	4.25% / 2.83%	-12.17% / -13.69%	-51.94% / -52.40%	-47.56% / -48.11%	-55.34% / -55.43%	-15.60% / -15.93%	-52.09% / -51.63%
programming_game_benchmark/nbody.py	-11.68% / -13.73%	-21.01% / -21.27%	-25.99% / -26.07%	-18.58% / -19.26%	-24.66% / -24.99%	43.44% / 40.49%	-33.91% / -34.13%
programming_game_benchmark/spectral_norm.py	-2.56% / -3.80%	-20.23% / -20.17%	-80.01% / -79.97%	-77.20% / -77.43%	-78.03% / -78.20%	-0.92% / 0.14%	-75.76% / -74.93%

---

How much more memory 3.13 uses? (vs older)

Command	3.12	3.11	3.10	3.9	3.8	3.7	3.6
algorithm/search/bin.py	1.77%	1.86%	15.49%	24.39%	27.33%	23.61%	30.20%
algorithm/search/hashmap_lookup.py	2.04%	3.88%	16.78%	25.05%	29.99%	26.71%	39.49%
algorithm/search/index.py	2.52%	1.93%	15.41%	23.75%	27.58%	21.37%	31.55%
algorithm/search/linear.py	2.93%	4.75%	13.41%	20.86%	27.17%	24.67%	31.15%
algorithm/sorting/naive_bubble_sort.py	2.29%	6.02%	19.84%	25.04%	31.42%	29.98%	35.08%
algorithm/twosum/twosum.py	5.33%	8.12%	24.39%	26.50%	33.18%	38.04%	31.43%
algorithm/twosum/twosum_naive.py	3.38%	5.56%	21.95%	22.69%	32.15%	36.79%	30.67%
complex/classes/classes.py	5.81%	7.02%	19.44%	31.03%	37.17%	37.55%	37.82%
complex/classes/dataclasses_.py	5.44%	5.39%	18.63%	27.32%	37.29%	34.79%	--
complex/classes/namedtuple_classes.py	2.58%	4.94%	18.99%	26.92%	35.65%	32.23%	33.29%
complex/classes/simplenamespace.py	4.34%	5.31%	17.57%	29.48%	39.36%	39.39%	35.99%
complex/classes/sloted_classes.py	5.70%	6.63%	17.55%	26.90%	39.90%	37.44%	39.96%
complex/generators/readlines.py	3.45%	6.01%	23.16%	23.86%	32.67%	36.65%	35.21%
complex/generators/simple.py	3.55%	5.06%	19.69%	30.09%	39.52%	42.67%	39.63%
dummy/dummy.py	2.84%	7.17%	19.97%	26.56%	33.43%	36.03%	33.90%
long_run/database/postgresql.py	3.48%	4.98%	18.36%	19.81%	26.54%	28.09%	27.12%
long_run/database/sqlite_.py	-4.26%	-2.74%	3.50%	2.58%	4.13%	3.56%	9.20%
long_run/file/load_titanic_csv_pandas.py	0.47%	-0.11%	17.52%	15.33%	17.76%	17.05%	22.70%
long_run/file/load_titanic_csv_python.py	2.63%	5.25%	20.63%	22.83%	32.72%	36.51%	32.98%
long_run/processes/collect_names_from_site.py	2.67%	4.01%	10.89%	10.39%	11.37%	--	--
long_run/processes/generate_fake_data.py	-6.76%	-7.40%	-1.23%	-2.65%	2.24%	-2.75%	5.65%
long_run/processes/maze_generator.py	3.69%	5.06%	18.15%	24.13%	31.77%	32.04%	33.80%
long_run/text/clean_text.py	5.45%	8.68%	24.31%	26.43%	32.73%	35.60%	31.03%
long_run/text/count_words.py	3.45%	5.60%	23.09%	23.77%	33.67%	35.58%	34.45%
math/haversine.py	3.34%	8.11%	19.88%	26.65%	31.91%	39.01%	33.65%
math/mandelbrot.py	2.52%	-2.26%	20.69%	6.53%	27.27%	17.09%	26.17%
math/pow_simple.py	3.29%	8.66%	20.26%	27.24%	32.25%	38.88%	34.96%
math/pow_using_math.py	5.20%	6.91%	21.03%	26.54%	32.59%	35.44%	34.13%
modules/enum/enum_lookup.py	4.22%	7.56%	--	--	--	29.40%	--
modules/json/json_module.py	4.19%	6.44%	24.04%	26.65%	32.27%	30.67%	35.39%
modules/json/orjson_module.py	3.96%	5.34%	22.97%	25.11%	30.61%	29.74%	31.14%
programming_game_benchmark/nbody.py	4.18%	6.18%	22.18%	23.05%	34.40%	35.30%	34.64%
programming_game_benchmark/spectral_norm.py	2.16%	6.07%	19.43%	22.55%	28.61%	28.38%	33.45%

---

How much faster 3.12 is? (Mean / Median vs older)

Command	3.11	3.10	3.9	3.8	3.7	3.6
algorithm/search/bin.py	-11.94% / -12.68%	-50.75% / -50.52%	-43.76% / -43.69%	-47.68% / -48.13%	19.41% / 18.15%	-42.88% / -43.19%
algorithm/search/hashmap_lookup.py	-12.57% / -13.26%	-50.89% / -51.16%	-43.49% / -43.02%	-47.73% / -48.59%	17.47% / 17.26%	-41.03% / -41.32%
algorithm/search/index.py	-10.90% / -11.66%	-51.23% / -51.13%	-44.19% / -44.66%	-48.33% / -48.55%	18.51% / 18.30%	-42.16% / -42.45%
algorithm/search/linear.py	-13.92% / -13.73%	-52.24% / -53.13%	-44.96% / -46.06%	-48.77% / -48.63%	13.48% / 13.80%	-43.18% / -42.66%
algorithm/sorting/naive_bubble_sort.py	-29.76% / -27.17%	-26.55% / -26.70%	-15.80% / -14.04%	-16.25% / -15.83%	55.11% / 56.70%	-27.34% / -26.80%
algorithm/twosum/twosum.py	-17.64% / -13.95%	-60.64% / -60.55%	-57.10% / -56.97%	-62.93% / -62.70%	-32.96% / -34.83%	-58.80% / -58.73%
algorithm/twosum/twosum_naive.py	-14.56% / -12.16%	-58.59% / -60.08%	-55.38% / -56.44%	-61.97% / -62.76%	-27.24% / -33.96%	-57.11% / -58.32%
complex/classes/classes.py	-20.02% / -16.23%	-63.09% / -63.13%	-60.00% / -59.87%	-63.77% / -63.65%	61.16% / 65.18%	-60.04% / -59.86%
complex/classes/dataclasses_.py	-19.41% / -16.19%	-65.60% / -64.83%	-62.02% / -61.20%	-69.54% / -68.79%	-18.97% / -15.17%	-- / --
complex/classes/namedtuple_classes.py	-19.08% / -23.04%	-67.79% / -68.90%	-64.11% / -65.09%	-69.63% / -70.54%	-6.19% / -12.32%	-65.55% / -66.68%
complex/classes/simplenamespace.py	-25.13% / -18.38%	-64.80% / -63.46%	-60.71% / -58.99%	-65.23% / -64.45%	38.84% / 51.16%	-49.50% / -46.97%
complex/classes/sloted_classes.py	-19.57% / -13.42%	-63.70% / -63.14%	-59.58% / -59.20%	-63.10% / -63.35%	56.60% / 67.93%	-59.90% / -59.41%
complex/generators/readlines.py	-29.19% / -22.96%	-9.98% / 21.81%	-3.28% / 27.63%	-13.85% / 15.17%	62.57% / 151.91%	-0.80% / 34.23%
complex/generators/simple.py	-17.47% / -12.37%	-35.46% / -36.39%	-29.01% / -32.34%	-33.34% / -35.79%	31.53% / 30.68%	-27.77% / -28.53%
dummy/dummy.py	-21.53% / -23.21%	-3.32% / 16.32%	4.02% / 24.73%	-0.98% / 18.25%	88.43% / 163.71%	-3.32% / 16.32%
long_run/database/postgresql.py	-8.19% / -7.22%	-55.42% / -55.00%	-51.53% / -51.20%	-56.65% / -56.40%	-19.84% / -18.50%	-56.19% / -56.09%
long_run/database/sqlite_.py	-7.18% / -7.47%	-55.73% / -55.88%	-53.17% / -53.01%	-56.71% / -56.88%	-23.89% / -23.52%	-56.02% / -55.97%
long_run/file/load_titanic_csv_pandas.py	-9.78% / -9.75%	-56.39% / -56.57%	-53.07% / -53.22%	-56.75% / -56.80%	-22.62% / -21.18%	-53.92% / -53.79%
long_run/file/load_titanic_csv_python.py	-14.51% / -12.34%	-53.61% / -50.21%	-47.92% / -44.26%	-54.21% / -51.23%	-12.99% / -10.69%	-51.51% / -48.39%
long_run/processes/collect_names_from_site.py	-6.76% / -7.31%	-3.47% / -6.85%	6.10% / 7.43%	-18.57% / -19.01%	-- / --	-- / --
long_run/processes/generate_fake_data.py	-10.26% / -10.73%	-59.39% / -58.92%	-57.26% / -57.21%	-60.59% / -60.45%	-8.23% / -7.47%	-59.29% / -59.14%
long_run/processes/maze_generator.py	-13.55% / -12.07%	-35.55% / -37.09%	-12.12% / -10.76%	-17.42% / -16.49%	81.83% / 86.88%	-14.69% / -12.60%
long_run/text/clean_text.py	-7.51% / -5.17%	-51.08% / -51.48%	-47.39% / -47.21%	-50.97% / -51.01%	-11.94% / -12.59%	-50.30% / -50.21%
long_run/text/count_words.py	-14.97% / -24.89%	-50.26% / -52.92%	-45.36% / -47.89%	-51.17% / -53.85%	-8.72% / -7.62%	-49.89% / -52.43%
math/haversine.py	-16.87% / -18.84%	-45.76% / -46.25%	-34.38% / -35.03%	-46.37% / -46.98%	24.69% / 23.23%	-40.75% / -41.30%
math/mandelbrot.py	8.38% / 8.53%	-42.87% / -42.73%	-42.63% / -42.49%	-34.22% / -33.39%	23.88% / 25.79%	-31.30% / -30.21%
math/pow_simple.py	-12.17% / -12.41%	-39.26% / -39.33%	-35.83% / -35.87%	-31.19% / -31.38%	24.13% / 24.13%	-35.54% / -35.40%
math/pow_using_math.py	-14.37% / -13.43%	-47.61% / -47.09%	-44.43% / -44.15%	-45.30% / -45.73%	39.39% / 39.84%	-35.79% / -35.59%
modules/enum/enum_lookup.py	-4.82% / -4.25%	-- / --	-- / --	-- / --	35.41% / 32.38%	-- / --
modules/json/json_module.py	-11.89% / -9.69%	-52.23% / -51.89%	-44.00% / -42.86%	-49.33% / -48.74%	29.04% / 32.10%	-43.42% / -43.26%
modules/json/orjson_module.py	-15.75% / -16.06%	-53.90% / -53.71%	-49.70% / -49.54%	-57.16% / -56.66%	-19.04% / -18.25%	-54.04% / -52.96%
programming_game_benchmark/nbody.py	-10.56% / -8.74%	-16.20% / -14.30%	-7.81% / -6.41%	-14.69% / -13.05%	62.41% / 62.84%	-25.17% / -23.65%
programming_game_benchmark/spectral_norm.py	-18.13% / -17.02%	-79.48% / -79.18%	-76.61% / -76.53%	-77.46% / -77.34%	1.68% / 4.09%	-75.12% / -73.95%

---

How much more memory 3.12 uses? (vs older)

Command	3.11	3.10	3.9	3.8	3.7	3.6
algorithm/search/bin.py	0.08%	13.47%	22.23%	25.11%	21.46%	27.93%
algorithm/search/hashmap_lookup.py	1.80%	14.44%	22.55%	27.39%	24.17%	36.70%
algorithm/search/index.py	-0.57%	12.58%	20.70%	24.45%	18.39%	28.31%
algorithm/search/linear.py	1.77%	10.18%	17.42%	23.55%	21.12%	27.41%
algorithm/sorting/naive_bubble_sort.py	3.65%	17.16%	22.24%	28.48%	27.07%	32.06%
algorithm/twosum/twosum.py	2.65%	18.09%	20.10%	26.44%	31.05%	24.78%
algorithm/twosum/twosum_naive.py	2.11%	17.96%	18.68%	27.83%	32.32%	26.40%
complex/classes/classes.py	1.14%	12.88%	23.83%	29.64%	30.00%	30.25%
complex/classes/dataclasses_.py	-0.05%	12.51%	20.75%	30.21%	27.84%	--
complex/classes/namedtuple_classes.py	2.29%	15.99%	23.72%	32.23%	28.90%	29.93%
complex/classes/simplenamespace.py	0.93%	12.68%	24.10%	33.57%	33.59%	30.34%
complex/classes/sloted_classes.py	0.88%	11.21%	20.06%	32.35%	30.02%	32.41%
complex/generators/readlines.py	2.48%	19.05%	19.73%	28.25%	32.10%	30.70%
complex/generators/simple.py	1.46%	15.59%	25.63%	34.74%	37.78%	34.85%
dummy/dummy.py	4.22%	16.66%	23.07%	29.75%	32.28%	30.21%
long_run/database/postgresql.py	1.45%	14.38%	15.79%	22.29%	23.79%	22.84%
long_run/database/sqlite_.py	1.59%	8.11%	7.14%	8.76%	8.17%	14.06%
long_run/file/load_titanic_csv_pandas.py	-0.57%	16.98%	14.79%	17.21%	16.51%	22.13%
long_run/file/load_titanic_csv_python.py	2.55%	17.54%	19.68%	29.32%	33.01%	29.58%
long_run/processes/collect_names_from_site.py	1.31%	8.01%	7.52%	8.48%	--	--
long_run/processes/generate_fake_data.py	-0.69%	5.94%	4.41%	9.66%	4.31%	13.31%
long_run/processes/maze_generator.py	1.32%	13.94%	19.71%	27.07%	27.34%	29.03%
long_run/text/clean_text.py	3.06%	17.88%	19.89%	25.87%	28.59%	24.26%
long_run/text/count_words.py	2.08%	18.98%	19.64%	29.21%	31.06%	29.97%
math/haversine.py	4.62%	16.00%	22.55%	27.64%	34.52%	29.33%
math/mandelbrot.py	-4.66%	17.72%	3.91%	24.14%	14.21%	23.06%
math/pow_simple.py	5.20%	16.44%	23.19%	28.04%	34.46%	30.66%
math/pow_using_math.py	1.63%	15.05%	20.29%	26.04%	28.75%	27.50%
modules/enum/enum_lookup.py	3.20%	--	--	--	24.16%	--
modules/json/json_module.py	2.15%	19.05%	21.56%	26.95%	25.42%	29.95%
modules/json/orjson_module.py	1.33%	18.29%	20.34%	25.64%	24.80%	26.15%
programming_game_benchmark/nbody.py	1.91%	17.28%	18.11%	29.00%	29.87%	29.23%
programming_game_benchmark/spectral_norm.py	3.82%	16.90%	19.95%	25.89%	25.66%	30.62%

---

How much faster 3.11 is? (Mean / Median vs older)

Command	3.10	3.9	3.8	3.7	3.6
algorithm/search/bin.py	-44.07% / -43.33%	-36.14% / -35.52%	-40.58% / -40.60%	35.59% / 35.31%	-35.14% / -34.93%
algorithm/search/hashmap_lookup.py	-43.83% / -43.70%	-35.37% / -34.31%	-40.22% / -40.72%	34.35% / 35.19%	-32.55% / -32.35%
algorithm/search/index.py	-45.26% / -44.68%	-37.36% / -37.36%	-42.01% / -41.76%	33.02% / 33.91%	-35.09% / -34.85%
algorithm/search/linear.py	-44.51% / -45.67%	-36.06% / -37.48%	-40.49% / -40.46%	31.83% / 31.90%	-33.99% / -33.54%
algorithm/sorting/naive_bubble_sort.py	4.56% / 0.64%	19.87% / 18.02%	19.23% / 15.57%	120.82% / 115.15%	3.44% / 0.50%
algorithm/twosum/twosum.py	-52.21% / -54.16%	-47.91% / -49.99%	-54.99% / -56.65%	-18.60% / -24.27%	-49.98% / -52.04%
algorithm/twosum/twosum_naive.py	-51.53% / -54.56%	-47.78% / -50.41%	-55.48% / -57.61%	-14.83% / -24.82%	-49.79% / -52.55%
complex/classes/classes.py	-53.85% / -55.99%	-49.99% / -52.09%	-54.69% / -56.60%	101.51% / 97.20%	-50.04% / -52.08%
complex/classes/dataclasses_.py	-57.31% / -58.04%	-52.87% / -53.70%	-62.20% / -62.76%	0.55% / 1.21%	-- / --
complex/classes/namedtuple_classes.py	-60.20% / -59.59%	-55.64% / -54.64%	-62.47% / -61.72%	15.93% / 13.92%	-57.43% / -56.71%
complex/classes/simplenamespace.py	-52.98% / -55.23%	-47.53% / -49.75%	-53.56% / -56.44%	85.44% / 85.21%	-32.55% / -35.03%
complex/classes/sloted_classes.py	-54.86% / -57.43%	-49.74% / -52.88%	-54.12% / -57.68%	94.71% / 93.96%	-50.14% / -53.12%
complex/generators/readlines.py	27.13% / 58.12%	36.59% / 65.68%	21.66% / 49.50%	129.59% / 227.00%	40.10% / 74.25%
complex/generators/simple.py	-21.79% / -27.41%	-13.98% / -22.79%	-19.22% / -26.72%	59.38% / 49.14%	-12.47% / -18.43%
dummy/dummy.py	23.21% / 51.48%	32.56% / 62.43%	26.19% / 54.00%	140.13% / 243.43%	23.21% / 51.48%
long_run/database/postgresql.py	-51.44% / -51.50%	-47.21% / -47.40%	-52.78% / -53.01%	-12.68% / -12.16%	-52.28% / -52.68%
long_run/database/sqlite_.py	-52.30% / -52.32%	-49.55% / -49.22%	-53.36% / -53.40%	-18.00% / -17.35%	-52.62% / -52.42%
long_run/file/load_titanic_csv_pandas.py	-51.65% / -51.87%	-47.98% / -48.16%	-52.06% / -52.13%	-14.23% / -12.67%	-48.92% / -48.80%
long_run/file/load_titanic_csv_python.py	-45.74% / -43.20%	-39.08% / -36.42%	-46.44% / -44.36%	1.78% / 1.89%	-43.29% / -41.13%
long_run/processes/collect_names_from_site.py	3.53% / 0.50%	13.79% / 15.90%	-12.66% / -12.62%	-- / --	-- / --
long_run/processes/generate_fake_data.py	-54.75% / -53.98%	-52.37% / -52.07%	-56.08% / -55.70%	2.26% / 3.65%	-54.63% / -54.23%
long_run/processes/maze_generator.py	-25.45% / -28.45%	1.65% / 1.49%	-4.49% / -5.03%	110.32% / 112.54%	-1.33% / -0.61%
long_run/text/clean_text.py	-47.11% / -48.84%	-43.12% / -44.33%	-46.98% / -48.34%	-4.78% / -7.82%	-46.27% / -47.50%
long_run/text/count_words.py	-41.50% / -37.31%	-35.74% / -30.62%	-42.57% / -38.55%	7.34% / 22.99%	-41.07% / -36.67%
math/haversine.py	-34.75% / -33.77%	-21.06% / -19.94%	-35.48% / -34.67%	49.99% / 51.84%	-28.73% / -27.67%
math/mandelbrot.py	-47.29% / -47.23%	-47.07% / -47.01%	-39.31% / -38.63%	14.31% / 15.90%	-36.61% / -35.70%
math/pow_simple.py	-30.85% / -30.73%	-26.94% / -26.78%	-21.66% / -21.65%	41.33% / 41.73%	-26.61% / -26.24%
math/pow_using_math.py	-38.82% / -38.88%	-35.10% / -35.48%	-36.12% / -37.31%	62.79% / 61.53%	-25.01% / -25.59%
modules/enum/enum_lookup.py	-- / --	-- / --	-- / --	42.27% / 38.25%	-- / --
modules/json/json_module.py	-45.78% / -46.73%	-36.44% / -36.72%	-42.49% / -43.24%	46.46% / 46.29%	-35.78% / -37.17%
modules/json/orjson_module.py	-45.28% / -44.85%	-40.30% / -39.88%	-49.15% / -48.36%	-3.91% / -2.60%	-45.45% / -43.96%
programming_game_benchmark/nbody.py	-6.31% / -6.10%	3.07% / 2.55%	-4.61% / -4.72%	81.59% / 78.44%	-16.34% / -16.33%
programming_game_benchmark/spectral_norm.py	-74.94% / -74.91%	-71.42% / -71.72%	-72.46% / -72.69%	24.21% / 25.44%	-69.61% / -68.60%

---

How much more memory 3.11 uses? (vs older)

Command	3.10	3.9	3.8	3.7	3.6
algorithm/search/bin.py	13.38%	22.13%	25.01%	21.36%	27.82%
algorithm/search/hashmap_lookup.py	12.42%	20.39%	25.14%	21.98%	34.28%
algorithm/search/index.py	13.23%	21.40%	25.16%	19.07%	29.05%
algorithm/search/linear.py	8.26%	15.38%	21.40%	19.02%	25.20%
algorithm/sorting/naive_bubble_sort.py	13.04%	17.94%	23.96%	22.60%	27.42%
algorithm/twosum/twosum.py	15.04%	17.00%	23.18%	27.67%	21.55%
algorithm/twosum/twosum_naive.py	15.52%	16.23%	25.18%	29.58%	23.79%
complex/classes/classes.py	11.61%	22.44%	28.17%	28.53%	28.78%
complex/classes/dataclasses_.py	12.56%	20.81%	30.27%	27.90%	--
complex/classes/namedtuple_classes.py	13.39%	20.95%	29.26%	26.01%	27.02%
complex/classes/simplenamespace.py	11.64%	22.95%	32.33%	32.36%	29.13%
complex/classes/sloted_classes.py	10.24%	19.02%	31.21%	28.90%	31.26%
complex/generators/readlines.py	16.17%	16.84%	25.15%	28.90%	27.54%
complex/generators/simple.py	13.92%	23.82%	32.80%	35.79%	32.90%
dummy/dummy.py	11.94%	18.09%	24.50%	26.93%	24.94%
long_run/database/postgresql.py	12.75%	14.13%	20.54%	22.02%	21.09%
long_run/database/sqlite_.py	6.42%	5.47%	7.06%	6.48%	12.28%
long_run/file/load_titanic_csv_pandas.py	17.65%	15.45%	17.89%	17.18%	22.83%
long_run/file/load_titanic_csv_python.py	14.62%	16.71%	26.10%	29.71%	26.36%
long_run/processes/collect_names_from_site.py	6.62%	6.14%	7.08%	--	--
long_run/processes/generate_fake_data.py	6.67%	5.13%	10.41%	5.03%	14.10%
long_run/processes/maze_generator.py	12.46%	18.15%	25.42%	25.68%	27.35%
long_run/text/clean_text.py	14.38%	16.33%	22.13%	24.77%	20.57%
long_run/text/count_words.py	16.56%	17.21%	26.58%	28.39%	27.32%
math/haversine.py	10.88%	17.15%	22.01%	28.58%	23.62%
math/mandelbrot.py	23.47%	8.99%	30.21%	19.80%	29.08%
math/pow_simple.py	10.68%	17.11%	21.72%	27.82%	24.21%
math/pow_using_math.py	13.21%	18.36%	24.02%	26.69%	25.46%
modules/enum/enum_lookup.py	--	--	--	20.31%	--
modules/json/json_module.py	16.54%	18.99%	24.27%	22.77%	27.21%
modules/json/orjson_module.py	16.74%	18.76%	23.99%	23.16%	24.49%
programming_game_benchmark/nbody.py	15.08%	15.89%	26.58%	27.44%	26.81%
programming_game_benchmark/spectral_norm.py	12.59%	15.54%	21.25%	21.03%	25.81%

---

How much faster 3.10 is? (Mean / Median vs older)

Command	3.9	3.8	3.7	3.6
algorithm/search/bin.py	14.18% / 13.79%	6.23% / 4.82%	142.44% / 138.78%	15.96% / 14.82%
algorithm/search/hashmap_lookup.py	15.07% / 16.67%	6.44% / 5.28%	139.19% / 140.10%	20.08% / 20.15%
algorithm/search/index.py	14.44% / 13.22%	5.95% / 5.27%	143.00% / 142.05%	18.59% / 17.76%
algorithm/search/linear.py	15.23% / 15.08%	7.25% / 9.59%	137.59% / 142.79%	18.96% / 22.32%
algorithm/sorting/naive_bubble_sort.py	14.63% / 17.26%	14.03% / 14.83%	111.18% / 113.77%	-1.07% / -0.14%
algorithm/twosum/twosum.py	8.99% / 9.08%	-5.82% / -5.44%	70.32% / 65.20%	4.66% / 4.61%
algorithm/twosum/twosum_naive.py	7.74% / 9.12%	-8.16% / -6.72%	75.72% / 65.44%	3.59% / 4.41%
complex/classes/classes.py	8.37% / 8.85%	-1.83% / -1.40%	336.64% / 348.05%	8.26% / 8.88%
complex/classes/dataclasses_.py	10.41% / 10.34%	-11.46% / -11.24%	135.54% / 141.23%	-- / --
complex/classes/namedtuple_classes.py	11.44% / 12.25%	-5.71% / -5.26%	191.26% / 181.94%	6.95% / 7.14%
complex/classes/simplenamespace.py	11.61% / 12.23%	-1.23% / -2.71%	294.40% / 313.66%	43.46% / 45.11%
complex/classes/sloted_classes.py	11.35% / 10.70%	1.65% / -0.57%	331.39% / 355.64%	10.46% / 10.13%
complex/generators/readlines.py	7.44% / 4.78%	-4.31% / -5.45%	80.59% / 106.81%	10.20% / 10.20%
complex/generators/simple.py	9.99% / 6.37%	3.28% / 0.95%	103.79% / 105.46%	11.91% / 12.37%
dummy/dummy.py	7.59% / 7.23%	2.42% / 1.66%	94.90% / 126.72%	0.00% / 0.00%
long_run/database/postgresql.py	8.71% / 8.46%	-2.77% / -3.11%	79.80% / 81.11%	-1.74% / -2.43%
long_run/database/sqlite_.py	5.77% / 6.51%	-2.23% / -2.25%	71.91% / 73.35%	-0.67% / -0.20%
long_run/file/load_titanic_csv_pandas.py	7.61% / 7.72%	-0.83% / -0.54%	77.41% / 81.47%	5.65% / 6.39%
long_run/file/load_titanic_csv_python.py	12.28% / 11.95%	-1.29% / -2.04%	87.58% / 79.39%	4.52% / 3.66%
long_run/processes/collect_names_from_site.py	9.92% / 15.33%	-15.64% / -13.06%	-- / --	-- / --
long_run/processes/generate_fake_data.py	5.25% / 4.15%	-2.94% / -3.74%	126.00% / 125.23%	0.26% / -0.55%
long_run/processes/maze_generator.py	36.35% / 41.85%	28.12% / 32.75%	182.12% / 197.07%	32.36% / 38.93%
long_run/text/clean_text.py	7.55% / 8.80%	0.24% / 0.97%	80.02% / 80.17%	1.59% / 2.63%
long_run/text/count_words.py	9.85% / 10.68%	-1.84% / -1.98%	83.49% / 96.19%	0.74% / 1.02%
math/haversine.py	20.99% / 20.88%	-1.12% / -1.36%	129.88% / 129.25%	9.23% / 9.20%
math/mandelbrot.py	0.42% / 0.41%	15.14% / 16.30%	116.85% / 119.63%	20.26% / 21.85%
math/pow_simple.py	5.65% / 5.71%	13.29% / 13.11%	104.37% / 104.61%	6.13% / 6.48%
math/pow_using_math.py	6.06% / 5.56%	4.41% / 2.56%	166.06% / 164.28%	22.56% / 21.74%
modules/enum/enum_lookup.py	-- / --	-- / --	-- / --	-- / --
modules/json/json_module.py	17.23% / 18.78%	6.07% / 6.55%	170.13% / 174.60%	18.44% / 17.94%
modules/json/orjson_module.py	9.11% / 9.01%	-7.08% / -6.37%	75.62% / 76.61%	-0.30% / 1.62%
programming_game_benchmark/nbody.py	10.01% / 9.21%	1.81% / 1.46%	93.82% / 90.02%	-10.70% / -10.90%
programming_game_benchmark/spectral_norm.py	14.02% / 12.72%	9.88% / 8.85%	395.60% / 400.03%	21.27% / 25.16%

---

How much more memory 3.10 uses? (vs older)

Command	3.9	3.8	3.7	3.6
algorithm/search/bin.py	7.71%	10.26%	7.04%	12.74%
algorithm/search/hashmap_lookup.py	7.09%	11.31%	8.50%	19.45%
algorithm/search/index.py	7.22%	10.54%	5.16%	13.98%
algorithm/search/linear.py	6.57%	12.14%	9.93%	15.64%
algorithm/sorting/naive_bubble_sort.py	4.34%	9.66%	8.46%	12.72%
algorithm/twosum/twosum.py	1.70%	7.07%	10.97%	5.66%
algorithm/twosum/twosum_naive.py	0.61%	8.37%	12.17%	7.16%
complex/classes/classes.py	9.70%	14.84%	15.16%	15.39%
complex/classes/dataclasses_.py	7.33%	15.73%	13.62%	--
complex/classes/namedtuple_classes.py	6.67%	14.00%	11.13%	12.02%
complex/classes/simplenamespace.py	10.13%	18.53%	18.56%	15.66%
complex/classes/sloted_classes.py	7.96%	19.01%	16.92%	19.07%
complex/generators/readlines.py	0.57%	7.72%	10.95%	9.79%
complex/generators/simple.py	8.69%	16.57%	19.19%	16.66%
dummy/dummy.py	5.49%	11.22%	13.39%	11.62%
long_run/database/postgresql.py	1.23%	6.91%	8.22%	7.40%
long_run/database/sqlite_.py	-0.90%	0.60%	0.06%	5.51%
long_run/file/load_titanic_csv_pandas.py	-1.87%	0.20%	-0.40%	4.41%
long_run/file/load_titanic_csv_python.py	1.82%	10.02%	13.16%	10.24%
long_run/processes/collect_names_from_site.py	-0.45%	0.43%	--	--
long_run/processes/generate_fake_data.py	-1.44%	3.51%	-1.54%	6.96%
long_run/processes/maze_generator.py	5.06%	11.53%	11.76%	13.25%
long_run/text/clean_text.py	1.71%	6.78%	9.08%	5.41%
long_run/text/count_words.py	0.56%	8.60%	10.15%	9.24%
math/haversine.py	5.65%	10.03%	15.96%	11.49%
math/mandelbrot.py	-11.73%	5.46%	-2.98%	4.54%
math/pow_simple.py	5.80%	9.97%	15.48%	12.22%
math/pow_using_math.py	4.55%	9.56%	11.91%	10.82%
modules/enum/enum_lookup.py	--	--	--	--
modules/json/json_module.py	2.10%	6.64%	5.35%	9.15%
modules/json/orjson_module.py	1.74%	6.21%	5.51%	6.64%
programming_game_benchmark/nbody.py	0.71%	9.99%	10.74%	10.19%
programming_game_benchmark/spectral_norm.py	2.61%	7.69%	7.50%	11.74%

---

How much faster 3.9 is? (Mean / Median vs older)

Command	3.8	3.7	3.6
algorithm/search/bin.py	-6.95% / -7.88%	112.34% / 109.84%	1.57% / 0.90%
algorithm/search/hashmap_lookup.py	-7.50% / -9.77%	107.87% / 105.79%	4.36% / 2.98%
algorithm/search/index.py	-7.42% / -7.02%	112.34% / 113.78%	3.62% / 4.01%
algorithm/search/linear.py	-6.92% / -4.76%	106.18% / 110.98%	3.24% / 6.30%
algorithm/sorting/naive_bubble_sort.py	-0.53% / -2.07%	84.22% / 82.30%	-13.70% / -14.84%
algorithm/twosum/twosum.py	-13.59% / -13.31%	56.26% / 51.45%	-3.98% / -4.10%
algorithm/twosum/twosum_naive.py	-14.76% / -14.52%	63.09% / 51.61%	-3.86% / -4.32%
complex/classes/classes.py	-9.41% / -9.42%	302.93% / 311.61%	-0.10% / 0.02%
complex/classes/dataclasses_.py	-19.81% / -19.56%	113.33% / 118.61%	-- / --
complex/classes/namedtuple_classes.py	-15.39% / -15.60%	161.35% / 151.18%	-4.04% / -4.56%
complex/classes/simplenamespace.py	-11.50% / -13.31%	253.39% / 268.59%	28.54% / 29.30%
complex/classes/sloted_classes.py	-8.72% / -10.18%	287.41% / 311.60%	-0.80% / -0.52%
complex/generators/readlines.py	-10.93% / -9.77%	68.08% / 97.37%	2.56% / 5.17%
complex/generators/simple.py	-6.10% / -5.10%	85.27% / 93.15%	1.75% / 5.64%
dummy/dummy.py	-4.81% / -5.19%	81.15% / 111.43%	-7.06% / -6.74%
long_run/database/postgresql.py	-10.56% / -10.66%	65.40% / 66.99%	-9.61% / -10.04%
long_run/database/sqlite_.py	-7.56% / -8.23%	62.53% / 62.75%	-6.09% / -6.30%
long_run/file/load_titanic_csv_pandas.py	-7.84% / -7.66%	64.87% / 68.47%	-1.82% / -1.23%
long_run/file/load_titanic_csv_python.py	-12.08% / -12.49%	67.07% / 60.24%	-6.91% / -7.41%
long_run/processes/collect_names_from_site.py	-23.25% / -24.61%	-- / --	-- / --
long_run/processes/generate_fake_data.py	-7.78% / -7.57%	114.72% / 116.26%	-4.74% / -4.51%
long_run/processes/maze_generator.py	-6.03% / -6.42%	106.91% / 109.43%	-2.93% / -2.06%
long_run/text/clean_text.py	-6.80% / -7.20%	67.39% / 65.59%	-5.53% / -5.68%
long_run/text/count_words.py	-10.64% / -11.44%	67.04% / 77.26%	-8.29% / -8.73%
math/haversine.py	-18.27% / -18.39%	90.01% / 89.65%	-9.72% / -9.66%
math/mandelbrot.py	14.66% / 15.83%	115.95% / 118.74%	19.76% / 21.36%
math/pow_simple.py	7.23% / 7.01%	93.44% / 93.57%	0.46% / 0.73%
math/pow_using_math.py	-1.56% / -2.84%	150.85% / 150.37%	15.55% / 15.33%
modules/enum/enum_lookup.py	-- / --	-- / --	-- / --
modules/json/json_module.py	-9.52% / -10.30%	130.42% / 131.18%	1.03% / -0.70%
modules/json/orjson_module.py	-14.83% / -14.11%	60.95% / 62.01%	-8.63% / -6.78%
programming_game_benchmark/nbody.py	-7.46% / -7.09%	76.18% / 74.00%	-18.83% / -18.41%
programming_game_benchmark/spectral_norm.py	-3.63% / -3.44%	334.65% / 343.59%	6.35% / 11.03%

---

How much more memory 3.9 uses? (vs older)

Command	3.8	3.7	3.6
algorithm/search/bin.py	2.36%	-0.63%	4.67%
algorithm/search/hashmap_lookup.py	3.95%	1.32%	11.54%
algorithm/search/index.py	3.10%	-1.92%	6.30%
algorithm/search/linear.py	5.22%	3.15%	8.51%
algorithm/sorting/naive_bubble_sort.py	5.10%	3.95%	8.03%
algorithm/twosum/twosum.py	5.28%	9.12%	3.89%
algorithm/twosum/twosum_naive.py	7.71%	11.49%	6.51%
complex/classes/classes.py	4.68%	4.98%	5.18%
complex/classes/dataclasses_.py	7.83%	5.86%	--
complex/classes/namedtuple_classes.py	6.88%	4.19%	5.02%
complex/classes/simplenamespace.py	7.63%	7.65%	5.03%
complex/classes/sloted_classes.py	10.24%	8.30%	10.29%
complex/generators/readlines.py	7.12%	10.33%	9.17%
complex/generators/simple.py	7.25%	9.66%	7.33%
dummy/dummy.py	5.43%	7.49%	5.81%
long_run/database/postgresql.py	5.62%	6.91%	6.10%
long_run/database/sqlite_.py	1.51%	0.96%	6.46%
long_run/file/load_titanic_csv_pandas.py	2.11%	1.49%	6.39%
long_run/file/load_titanic_csv_python.py	8.05%	11.14%	8.27%
long_run/processes/collect_names_from_site.py	0.89%	--	--
long_run/processes/generate_fake_data.py	5.02%	-0.10%	8.53%
long_run/processes/maze_generator.py	6.15%	6.37%	7.79%
long_run/text/clean_text.py	4.99%	7.25%	3.64%
long_run/text/count_words.py	8.00%	9.54%	8.63%
math/haversine.py	4.15%	9.76%	5.53%
math/mandelbrot.py	19.47%	9.91%	18.43%
math/pow_simple.py	3.94%	9.15%	6.06%
math/pow_using_math.py	4.79%	7.04%	6.00%
modules/enum/enum_lookup.py	--	--	--
modules/json/json_module.py	4.44%	3.18%	6.90%
modules/json/orjson_module.py	4.40%	3.71%	4.82%
programming_game_benchmark/nbody.py	9.22%	9.96%	9.42%
programming_game_benchmark/spectral_norm.py	4.94%	4.76%	8.89%

---

How much faster 3.8 is? (Mean / Median vs older)

Command	3.7	3.6
algorithm/search/bin.py	128.21% / 127.79%	9.16% / 9.53%
algorithm/search/hashmap_lookup.py	124.73% / 128.07%	12.82% / 14.13%
algorithm/search/index.py	129.36% / 129.92%	11.93% / 11.86%
algorithm/search/linear.py	121.52% / 121.54%	10.92% / 11.62%
algorithm/sorting/naive_bubble_sort.py	85.20% / 86.17%	-13.24% / -13.04%
algorithm/twosum/twosum.py	80.83% / 74.71%	11.12% / 10.63%
algorithm/twosum/twosum_naive.py	91.32% / 77.36%	12.78% / 11.93%
complex/classes/classes.py	344.79% / 354.40%	10.28% / 10.42%
complex/classes/dataclasses_.py	166.04% / 171.78%	-- / --
complex/classes/namedtuple_classes.py	208.90% / 197.60%	13.42% / 13.08%
complex/classes/simplenamespace.py	299.30% / 325.18%	45.24% / 49.15%
complex/classes/sloted_classes.py	324.40% / 358.27%	8.67% / 10.76%
complex/generators/readlines.py	88.72% / 118.73%	15.16% / 16.55%
complex/generators/simple.py	97.31% / 103.52%	8.36% / 11.31%
dummy/dummy.py	90.29% / 123.01%	-2.36% / -1.64%
long_run/database/postgresql.py	84.93% / 86.92%	1.07% / 0.70%
long_run/database/sqlite_.py	75.83% / 77.34%	1.59% / 2.10%
long_run/file/load_titanic_csv_pandas.py	78.89% / 82.45%	6.54% / 6.96%
long_run/file/load_titanic_csv_python.py	90.03% / 83.11%	5.89% / 5.81%
long_run/processes/collect_names_from_site.py	-- / --	-- / --
long_run/processes/generate_fake_data.py	132.84% / 133.98%	3.29% / 3.31%
long_run/processes/maze_generator.py	120.19% / 123.79%	3.31% / 4.65%
long_run/text/clean_text.py	79.60% / 78.45%	1.35% / 1.64%
long_run/text/count_words.py	86.92% / 100.16%	2.62% / 3.06%
math/haversine.py	132.48% / 132.40%	10.46% / 10.70%
math/mandelbrot.py	88.33% / 88.84%	4.44% / 4.77%
math/pow_simple.py	80.40% / 80.89%	-6.31% / -5.86%
math/pow_using_math.py	154.82% / 157.69%	17.38% / 18.70%
modules/enum/enum_lookup.py	-- / --	-- / --
modules/json/json_module.py	154.66% / 157.73%	11.66% / 10.70%
modules/json/orjson_module.py	88.99% / 88.63%	7.29% / 8.54%
programming_game_benchmark/nbody.py	90.38% / 87.28%	-12.29% / -12.19%
programming_game_benchmark/spectral_norm.py	351.04% / 359.37%	10.36% / 14.98%

---

How much more memory 3.8 uses? (vs older)

Command	3.7	3.6
algorithm/search/bin.py	-2.92%	2.25%
algorithm/search/hashmap_lookup.py	-2.52%	7.31%
algorithm/search/index.py	-4.87%	3.11%
algorithm/search/linear.py	-1.96%	3.13%
algorithm/sorting/naive_bubble_sort.py	-1.09%	2.79%
algorithm/twosum/twosum.py	3.64%	-1.32%
algorithm/twosum/twosum_naive.py	3.51%	-1.11%
complex/classes/classes.py	0.28%	0.48%
complex/classes/dataclasses_.py	-1.82%	--
complex/classes/namedtuple_classes.py	-2.52%	-1.74%
complex/classes/simplenamespace.py	0.02%	-2.42%
complex/classes/sloted_classes.py	-1.76%	0.04%
complex/generators/readlines.py	3.00%	1.91%
complex/generators/simple.py	2.25%	0.08%
dummy/dummy.py	1.95%	0.36%
long_run/database/postgresql.py	1.22%	0.45%
long_run/database/sqlite_.py	-0.54%	4.87%
long_run/file/load_titanic_csv_pandas.py	-0.60%	4.19%
long_run/file/load_titanic_csv_python.py	2.86%	0.20%
long_run/processes/collect_names_from_site.py	--	--
long_run/processes/generate_fake_data.py	-4.88%	3.34%
long_run/processes/maze_generator.py	0.21%	1.54%
long_run/text/clean_text.py	2.16%	-1.28%
long_run/text/count_words.py	1.43%	0.59%
math/haversine.py	5.38%	1.32%
math/mandelbrot.py	-8.00%	-0.87%
math/pow_simple.py	5.01%	2.04%
math/pow_using_math.py	2.15%	1.16%
modules/enum/enum_lookup.py	--	--
modules/json/json_module.py	-1.21%	2.36%
modules/json/orjson_module.py	-0.66%	0.41%
programming_game_benchmark/nbody.py	0.68%	0.18%
programming_game_benchmark/spectral_norm.py	-0.18%	3.76%

---

How much faster 3.7 is? (Mean / Median vs older)

Command	3.6
algorithm/search/bin.py	-52.17% / -51.91%
algorithm/search/hashmap_lookup.py	-49.80% / -49.96%
algorithm/search/index.py	-51.20% / -51.35%
algorithm/search/linear.py	-49.93% / -49.62%
algorithm/sorting/naive_bubble_sort.py	-53.16% / -53.29%
algorithm/twosum/twosum.py	-38.55% / -36.68%
algorithm/twosum/twosum_naive.py	-41.05% / -36.89%
complex/classes/classes.py	-75.21% / -75.70%
complex/classes/dataclasses_.py	-- / --
complex/classes/namedtuple_classes.py	-63.28% / -62.00%
complex/classes/simplenamespace.py	-63.63% / -64.92%
complex/classes/sloted_classes.py	-74.39% / -75.83%
complex/generators/readlines.py	-38.98% / -46.71%
complex/generators/simple.py	-45.08% / -45.31%
dummy/dummy.py	-48.69% / -55.89%
long_run/database/postgresql.py	-45.35% / -46.13%
long_run/database/sqlite_.py	-42.22% / -42.43%
long_run/file/load_titanic_csv_pandas.py	-40.45% / -41.38%
long_run/file/load_titanic_csv_python.py	-44.28% / -42.22%
long_run/processes/collect_names_from_site.py	-- / --
long_run/processes/generate_fake_data.py	-55.64% / -55.85%
long_run/processes/maze_generator.py	-53.08% / -53.23%
long_run/text/clean_text.py	-43.57% / -43.04%
long_run/text/count_words.py	-45.10% / -48.51%
math/haversine.py	-52.48% / -52.36%
math/mandelbrot.py	-44.54% / -44.52%
math/pow_simple.py	-48.07% / -47.96%
math/pow_using_math.py	-53.94% / -53.94%
modules/enum/enum_lookup.py	-- / --
modules/json/json_module.py	-56.15% / -57.05%
modules/json/orjson_module.py	-43.23% / -42.46%
programming_game_benchmark/nbody.py	-53.93% / -53.11%
programming_game_benchmark/spectral_norm.py	-75.53% / -74.97%

---

How much more memory 3.7 uses? (vs older)

Command	3.6
algorithm/search/bin.py	5.33%
algorithm/search/hashmap_lookup.py	10.08%
algorithm/search/index.py	8.38%
algorithm/search/linear.py	5.19%
algorithm/sorting/naive_bubble_sort.py	3.93%
algorithm/twosum/twosum.py	-4.79%
algorithm/twosum/twosum_naive.py	-4.47%
complex/classes/classes.py	0.20%
complex/classes/dataclasses_.py	--
complex/classes/namedtuple_classes.py	0.80%
complex/classes/simplenamespace.py	-2.44%
complex/classes/sloted_classes.py	1.84%
complex/generators/readlines.py	-1.05%
complex/generators/simple.py	-2.13%
dummy/dummy.py	-1.57%
long_run/database/postgresql.py	-0.76%
long_run/database/sqlite_.py	5.44%
long_run/file/load_titanic_csv_pandas.py	4.83%
long_run/file/load_titanic_csv_python.py	-2.58%
long_run/processes/collect_names_from_site.py	--
long_run/processes/generate_fake_data.py	8.63%
long_run/processes/maze_generator.py	1.33%
long_run/text/clean_text.py	-3.37%
long_run/text/count_words.py	-0.83%
math/haversine.py	-3.86%
math/mandelbrot.py	7.75%
math/pow_simple.py	-2.83%
math/pow_using_math.py	-0.97%
modules/enum/enum_lookup.py	--
modules/json/json_module.py	3.61%
modules/json/orjson_module.py	1.08%
programming_game_benchmark/nbody.py	-0.49%
programming_game_benchmark/spectral_norm.py	3.94%

---

Execution

Mean [s]

Command	3.13	3.12	3.11	3.10	3.9	3.8	3.7	3.6
algorithm/search/bin.py	1.70373	1.66764	1.46858	0.82137	0.9378	0.87258	1.9913	0.95248
algorithm/search/hashmap_lookup.py	1.72475	1.66851	1.45884	0.81942	0.94287	0.87215	1.95999	0.98399
algorithm/search/index.py	1.77596	1.69972	1.51439	0.82895	0.94867	0.87827	2.01438	0.98305
algorithm/search/linear.py	1.86495	1.82597	1.57188	0.87216	1.00502	0.93543	2.07217	1.03756
algorithm/sorting/naive_bubble_sort.py	2.3368	2.15651	1.51482	1.58395	1.81574	1.80613	3.34504	1.56694
algorithm/twosum/twosum.py	0.12394	0.18871	0.15542	0.07428	0.08096	0.06996	0.12651	0.07774
algorithm/twosum/twosum_naive.py	0.1286	0.18182	0.15534	0.07529	0.08112	0.06915	0.1323	0.07799
complex/classes/classes.py	0.11014	0.10493	0.08392	0.03873	0.04197	0.03802	0.16911	0.04193
complex/classes/dataclasses_.py	0.33511	0.3342	0.26932	0.11497	0.12694	0.10179	0.2708	--
complex/classes/namedtuple_classes.py	0.19471	0.25611	0.20724	0.08249	0.09193	0.07778	0.24026	0.08822
complex/classes/simplenamespace.py	0.11358	0.11576	0.08667	0.04075	0.04548	0.04025	0.16072	0.05846
complex/classes/sloted_classes.py	0.10168	0.10531	0.0847	0.03823	0.04257	0.03886	0.16492	0.04223
complex/generators/readlines.py	0.03732	0.03508	0.02484	0.03158	0.03393	0.03022	0.05703	0.0348
complex/generators/simple.py	0.08982	0.08636	0.07127	0.05574	0.06131	0.05757	0.11359	0.06238
dummy/dummy.py	0.03523	0.02861	0.02245	0.02766	0.02976	0.02833	0.05391	0.02766
long_run/database/postgresql.py	0.34072	0.32685	0.30007	0.14572	0.15841	0.14168	0.26201	0.14319
long_run/database/sqlite_.py	1.30179	1.29778	1.20454	0.57457	0.60773	0.56177	0.98774	0.5707
long_run/file/load_titanic_csv_pandas.py	1.49864	1.37408	1.23963	0.5993	0.64489	0.59432	1.0632	0.63318
long_run/file/load_titanic_csv_python.py	0.15514	0.14062	0.12022	0.06523	0.07324	0.06439	0.12236	0.06818
long_run/processes/collect_names_from_site.py	2.376	2.2636	2.11055	2.18503	2.40169	1.84333	--	--
long_run/processes/generate_fake_data.py	1.99252	1.94218	1.74287	0.78863	0.83005	0.76546	1.78232	0.79067
long_run/processes/maze_generator.py	0.24189	0.21505	0.18592	0.1386	0.18898	0.17758	0.39102	0.18345
long_run/text/clean_text.py	0.40886	0.39905	0.36908	0.19521	0.20994	0.19567	0.35142	0.19832
long_run/text/count_words.py	0.18415	0.16862	0.14338	0.08388	0.09214	0.08234	0.15391	0.0845
math/haversine.py	0.94401	0.96053	0.79849	0.52099	0.63033	0.51517	1.19766	0.56907
math/mandelbrot.py	5.06294	4.53633	4.91635	2.59152	2.60233	2.98394	5.61969	3.11654
math/pow_simple.py	0.69494	0.58863	0.51701	0.35752	0.37772	0.40502	0.73067	0.37945
math/pow_using_math.py	1.84072	1.73134	1.48253	0.90708	0.96209	0.9471	2.41339	1.11168
modules/enum/enum_lookup.py	0.39907	0.4031	0.38366	--	--	--	0.54585	--
modules/json/json_module.py	0.6311	0.6382	0.56231	0.30488	0.35741	0.32339	0.82356	0.3611
modules/json/orjson_module.py	0.50638	0.52792	0.44476	0.24336	0.26553	0.22614	0.42738	0.24262
programming_game_benchmark/nbody.py	0.38462	0.33968	0.30381	0.28464	0.31314	0.28979	0.55169	0.25418
programming_game_benchmark/spectral_norm.py	2.48165	2.4181	1.97961	0.49612	0.5657	0.54514	2.45879	0.60162

Median [s]

Command	3.13	3.12	3.11	3.10	3.9	3.8	3.7	3.6
algorithm/search/bin.py	1.70422	1.67508	1.46263	0.82886	0.94316	0.86883	1.97913	0.95167
algorithm/search/hashmap_lookup.py	1.70905	1.67428	1.45221	0.81766	0.95399	0.8608	1.96322	0.98245
algorithm/search/index.py	1.78373	1.70126	1.50292	0.83149	0.94145	0.87534	2.01259	0.97916
algorithm/search/linear.py	1.86783	1.82596	1.57534	0.85586	0.98489	0.93797	2.07794	1.04693
algorithm/sorting/naive_bubble_sort.py	2.28738	2.1524	1.56769	1.5778	1.85014	1.81177	3.37289	1.57552
algorithm/twosum/twosum.py	0.12017	0.18817	0.16192	0.07423	0.08097	0.07019	0.12263	0.07765
algorithm/twosum/twosum_naive.py	0.11871	0.18643	0.16376	0.07442	0.08121	0.06942	0.12312	0.0777
complex/classes/classes.py	0.10538	0.10478	0.08777	0.03863	0.04205	0.03809	0.17308	0.04206
complex/classes/dataclasses_.py	0.32978	0.32631	0.27349	0.11475	0.12662	0.10185	0.27681	--
complex/classes/namedtuple_classes.py	0.19409	0.2641	0.20326	0.08213	0.09219	0.07781	0.23156	0.08799
complex/classes/simplenamespace.py	0.10982	0.11102	0.09061	0.04057	0.04553	0.03947	0.16782	0.05887
complex/classes/sloted_classes.py	0.10093	0.10397	0.09002	0.03832	0.04242	0.0381	0.1746	0.0422
complex/generators/readlines.py	0.02791	0.02591	0.01996	0.03156	0.03307	0.02984	0.06527	0.03478
complex/generators/simple.py	0.08986	0.0876	0.07676	0.05572	0.05927	0.05625	0.11448	0.06261
dummy/dummy.py	0.0253	0.02378	0.01826	0.02766	0.02966	0.02812	0.06271	0.02766
long_run/database/postgresql.py	0.33449	0.32379	0.30041	0.1457	0.15802	0.14117	0.26388	0.14216
long_run/database/sqlite_.py	1.3005	1.29569	1.19892	0.57162	0.60883	0.55875	0.9909	0.57048
long_run/file/load_titanic_csv_pandas.py	1.49911	1.37082	1.23715	0.59538	0.64132	0.59219	1.08043	0.6334
long_run/file/load_titanic_csv_python.py	0.16372	0.13126	0.11506	0.06535	0.07316	0.06402	0.11723	0.06774
long_run/processes/collect_names_from_site.py	2.38883	2.27402	2.10787	2.11836	2.443	1.84177	--	--
long_run/processes/generate_fake_data.py	1.99962	1.93019	1.72309	0.79296	0.82586	0.76332	1.78599	0.78858
long_run/processes/maze_generator.py	0.24657	0.21043	0.18503	0.13238	0.18778	0.17573	0.39326	0.18391
long_run/text/clean_text.py	0.40719	0.39797	0.3774	0.19308	0.21008	0.19495	0.34788	0.19815
long_run/text/count_words.py	0.18872	0.17681	0.1328	0.08325	0.09214	0.0816	0.16333	0.0841
math/haversine.py	0.9496	0.97121	0.7882	0.52205	0.63104	0.51497	1.19678	0.57009
math/mandelbrot.py	5.09088	4.51011	4.8949	2.5831	2.59358	3.00424	5.67325	3.14751
math/pow_simple.py	0.69318	0.58721	0.51431	0.35625	0.37658	0.40296	0.72893	0.37934
math/pow_using_math.py	1.84143	1.72369	1.49217	0.91204	0.96272	0.93537	2.41036	1.1103
modules/enum/enum_lookup.py	0.39943	0.40446	0.38728	--	--	--	0.53542	--
modules/json/json_module.py	0.62214	0.63065	0.56951	0.30339	0.36037	0.32325	0.83311	0.35783
modules/json/orjson_module.py	0.50629	0.52061	0.43699	0.241	0.26272	0.22564	0.42562	0.2449
programming_game_benchmark/nbody.py	0.38509	0.33223	0.30319	0.28471	0.31092	0.28887	0.54101	0.25367
programming_game_benchmark/spectral_norm.py	2.49363	2.39893	1.99058	0.49938	0.56292	0.54358	2.49705	0.62503

Memory Usage

MEM [MB]

Command	3.13	3.12	3.11	3.10	3.9	3.8	3.7	3.6
algorithm/search/bin.py	37.59542	36.94029	36.9096	32.55413	30.22266	29.52511	30.4135	28.87556
algorithm/search/hashmap_lookup.py	39.32701	38.54018	37.85938	33.6769	31.4481	30.25391	31.03739	28.1942
algorithm/search/index.py	37.68304	36.75614	36.96819	32.65011	30.45145	29.53571	31.04743	28.64621
algorithm/search/linear.py	37.74609	36.67076	36.03348	33.28404	31.23103	29.68192	30.27623	28.78181
algorithm/sorting/naive_bubble_sort.py	28.92746	28.28069	27.28571	24.13783	23.13449	22.01228	22.25558	21.41462
algorithm/twosum/twosum.py	28.89174	27.42969	26.72098	23.22712	22.83929	21.69308	20.93025	21.98326
algorithm/twosum/twosum_naive.py	28.78125	27.83984	27.26451	23.60156	23.45815	21.77958	21.04018	22.02511
complex/classes/classes.py	30.11384	28.45982	28.13895	25.2115	22.98214	21.95368	21.89286	21.84989
complex/classes/dataclasses_.py	30.12667	28.57254	28.58594	25.39509	23.66183	21.9442	22.351	--
complex/classes/namedtuple_classes.py	29.39732	28.65681	28.01395	24.70647	23.16239	21.67188	22.23158	22.05525
complex/classes/simplenamespace.py	30.65569	29.3817	29.10993	26.07422	23.67634	21.99721	21.9933	22.54297
complex/classes/sloted_classes.py	30.18359	28.5558	28.30804	25.67746	23.7846	21.57533	21.96205	21.56585
complex/generators/readlines.py	28.81306	27.85212	27.17857	23.39453	23.26228	21.71708	21.08482	21.30915
complex/generators/simple.py	30.5279	29.48103	29.05636	25.50502	23.46596	21.88002	21.39788	21.86272
dummy/dummy.py	28.7394	27.94699	26.81641	23.95592	22.70871	21.53906	21.12667	21.46261
long_run/database/postgresql.py	34.58147	33.41964	32.94141	29.21708	28.86328	27.32757	26.99777	27.2048
long_run/database/sqlite_.py	68.64063	71.6942	70.57478	66.31752	66.91741	65.92076	66.27902	62.85658
long_run/file/load_titanic_csv_pandas.py	75.41964	75.0692	75.50056	64.17522	65.39565	64.04408	64.43359	61.46652
long_run/file/load_titanic_csv_python.py	28.94196	28.20033	27.49944	23.99163	23.5625	21.80692	21.20145	21.76339
long_run/processes/collect_names_from_site.py	51.31864	49.98549	49.34152	46.2779	46.48884	46.07812	--	--
long_run/processes/generate_fake_data.py	67.01618	71.87612	72.37333	67.84821	68.83929	65.54743	68.90848	63.43136
long_run/processes/maze_generator.py	28.99498	27.96261	27.59821	24.54129	23.35826	22.00502	21.95926	21.67076
long_run/text/clean_text.py	28.93973	27.44308	26.62835	23.28069	22.89007	21.80301	21.34208	22.08594
long_run/text/count_words.py	28.81585	27.85547	27.28795	23.41127	23.28181	21.55804	21.25391	21.43192
math/haversine.py	28.98605	28.04855	26.81083	24.17913	22.88672	21.97433	20.85156	21.68806
math/mandelbrot.py	45.31027	44.19475	46.35658	37.54353	42.53237	35.60045	38.69587	35.91295
math/pow_simple.py	28.92243	28.00167	26.6183	24.04911	22.72991	21.86886	20.82533	21.4308
math/pow_using_math.py	28.82812	27.40402	26.96484	23.8192	22.78237	21.74163	21.28404	21.49275
modules/enum/enum_lookup.py	28.87612	27.70592	26.84598	--	--	--	22.31473	--
modules/json/json_module.py	29.05692	27.88783	27.29967	23.42522	22.94252	21.96763	22.23605	21.46094
modules/json/orjson_module.py	29.25112	28.13783	27.76842	23.78739	23.38114	22.39621	22.54576	22.3058
programming_game_benchmark/nbody.py	28.88895	27.72935	27.20871	23.64397	23.47824	21.49554	21.351	21.45703
programming_game_benchmark/spectral_norm.py	29.1144	28.49777	27.4481	24.37835	23.75725	22.63783	22.67801	21.81752

---

Python 3.6

Python 3.6.15

Linux 9eef0049b5a9 6.5.0-35-generic unknown GNU/Linux

CPU(s):                             12
Thread(s) per core:                 2
Core(s) per socket:                 6
NUMA node(s):                       1
Model name:                         Intel(R) Core(TM) i7-8750H CPU @ 2.20GHz
CPU max MHz:                        4100.0000
NUMA node0 CPU(s):                  0-11

MemTotal:       16061436 kB
MemFree:         9973888 kB
MemAvailable:   14639460 kB

Command	Executed	Mean [s]	Stddev [s]	Median [s]	Min [s]	Max [s]	Memory [MB]
algorithm/search/bin.py	yes	0.95248	0.01088	0.95167	0.93973	0.96694	28.87556
algorithm/search/hashmap_lookup.py	yes	0.98399	0.02349	0.98245	0.95972	1.02239	28.1942
algorithm/search/index.py	yes	0.98305	0.01445	0.97916	0.96625	1.008	28.64621
algorithm/search/linear.py	yes	1.03756	0.03538	1.04693	0.9964	1.10048	28.78181
algorithm/sorting/naive_bubble_sort.py	yes	1.56694	0.12518	1.57552	1.37647	1.76619	21.41462
algorithm/twosum/twosum.py	yes	0.07774	0.00058	0.07765	0.07705	0.07881	21.98326
algorithm/twosum/twosum_naive.py	yes	0.07799	0.00064	0.0777	0.07733	0.07875	22.02511
complex/classes/classes.py	yes	0.04193	0.00042	0.04206	0.04114	0.04233	21.84989
complex/classes/dataclasses_.py	no	-1	-1	-1	-1	-1	-1
complex/classes/namedtuple_classes.py	yes	0.08822	0.00144	0.08799	0.08688	0.09121	22.05525
complex/classes/simplenamespace.py	yes	0.05846	0.00087	0.05887	0.05697	0.05944	22.54297
complex/classes/sloted_classes.py	yes	0.04223	0.00049	0.0422	0.04169	0.04283	21.56585
complex/generators/readlines.py	yes	0.0348	0.00044	0.03478	0.03404	0.03532	21.30915
complex/generators/simple.py	yes	0.06238	0.00066	0.06261	0.06119	0.06314	21.86272
dummy/dummy.py	yes	0.02766	0.00035	0.02766	0.02715	0.02819	21.46261
long_run/database/postgresql.py	yes	0.14319	0.00351	0.14216	0.14082	0.151	27.2048
long_run/database/sqlite_.py	yes	0.5707	0.00311	0.57048	0.56831	0.57711	62.85658
long_run/file/load_titanic_csv_pandas.py	yes	0.63318	0.00716	0.6334	0.62465	0.64501	61.46652
long_run/file/load_titanic_csv_python.py	yes	0.06818	0.00188	0.06774	0.06697	0.07233	21.76339
long_run/processes/collect_names_from_site.py	no	-1	-1	-1	-1	-1	-1
long_run/processes/generate_fake_data.py	yes	0.79067	0.00521	0.78858	0.7862	0.80112	63.43136
long_run/processes/maze_generator.py	yes	0.18345	0.00882	0.18391	0.17161	0.19767	21.67076
long_run/text/clean_text.py	yes	0.19832	0.00073	0.19815	0.1974	0.19943	22.08594
long_run/text/count_words.py	yes	0.0845	0.00123	0.0841	0.08376	0.08725	21.43192
math/haversine.py	yes	0.56907	0.01185	0.57009	0.55651	0.58419	21.68806
math/mandelbrot.py	yes	3.11654	0.094	3.14751	2.93734	3.19901	35.91295
math/pow_simple.py	yes	0.37945	0.00402	0.37934	0.37512	0.38701	21.4308
math/pow_using_math.py	yes	1.11168	0.01797	1.1103	1.09084	1.14592	21.49275
modules/json/json_module.py	yes	0.3611	0.00856	0.35783	0.3528	0.37436	21.46094
modules/json/orjson_module.py	yes	0.24262	0.00992	0.2449	0.23153	0.25637	22.3058
programming_game_benchmark/nbody.py	yes	0.25418	0.00172	0.25367	0.2527	0.25672	21.45703
programming_game_benchmark/spectral_norm.py	yes	0.60162	0.04704	0.62503	0.50928	0.63263	21.81752

Python 3.7

Python 3.7.17

Linux cb3838ccffbc 6.8.0-1029-aws unknown GNU/Linux

CPU(s):                               4
Model name:                           Intel(R) Xeon(R) CPU E5-2686 v4 @ 2.30GHz
Thread(s) per core:                   1
Core(s) per socket:                   4
NUMA node(s):                         1
NUMA node0 CPU(s):                    0-3

MemTotal:       16373924 kB
MemFree:         5517292 kB
MemAvailable:   15490784 kB

Command	Executed	Mean [s]	Stddev [s]	Median [s]	Min [s]	Max [s]	Memory [MB]
algorithm/search/bin.py	yes	1.9913	0.03744	1.97913	1.95751	2.0322	30.4135
algorithm/search/hashmap_lookup.py	yes	1.95999	0.03957	1.96322	1.90432	2.01013	31.03739
algorithm/search/index.py	yes	2.01438	0.02688	2.01259	1.97194	2.03858	31.04743
algorithm/search/linear.py	yes	2.07217	0.03057	2.07794	2.0376	2.11251	30.27623
algorithm/sorting/naive_bubble_sort.py	yes	3.34504	0.06387	3.37289	3.24809	3.39749	22.25558
algorithm/twosum/twosum.py	yes	0.12651	0.01192	0.12263	0.11942	0.14766	20.93025
algorithm/twosum/twosum_naive.py	yes	0.1323	0.01322	0.12312	0.12214	0.14863	21.04018
complex/classes/classes.py	yes	0.16911	0.01074	0.17308	0.15026	0.1759	21.89286
complex/classes/dataclasses_.py	yes	0.2708	0.01391	0.27681	0.25453	0.28448	22.351
complex/classes/namedtuple_classes.py	yes	0.24026	0.01464	0.23156	0.22747	0.2576	22.23158
complex/classes/simplenamespace.py	yes	0.16072	0.01131	0.16782	0.1477	0.17099	21.9933
complex/classes/sloted_classes.py	yes	0.16492	0.01575	0.1746	0.14682	0.17769	21.96205
complex/generators/readlines.py	yes	0.05703	0.01371	0.06527	0.04123	0.06792	21.08482
complex/generators/simple.py	yes	0.11359	0.00173	0.11448	0.11147	0.11503	21.39788
dummy/dummy.py	yes	0.05391	0.01394	0.06271	0.03862	0.06667	21.12667
long_run/database/postgresql.py	yes	0.26201	0.01151	0.26388	0.24714	0.27468	26.99777
long_run/database/sqlite_.py	yes	0.98774	0.03426	0.9909	0.94706	1.03923	66.27902
long_run/file/load_titanic_csv_pandas.py	yes	1.0632	0.03619	1.08043	1.02414	1.09849	64.43359
long_run/file/load_titanic_csv_python.py	yes	0.12236	0.01162	0.11723	0.1163	0.14312	21.20145
long_run/processes/collect_names_from_site.py	no	-1	-1	-1	-1	-1	-1
long_run/processes/generate_fake_data.py	yes	1.78232	0.02346	1.78599	1.74675	1.80316	68.90848
long_run/processes/maze_generator.py	yes	0.39102	0.01304	0.39326	0.37225	0.40486	21.95926
long_run/text/clean_text.py	yes	0.35142	0.01312	0.34788	0.33659	0.36597	21.34208
long_run/text/count_words.py	yes	0.15391	0.01488	0.16333	0.13632	0.16606	21.25391
math/haversine.py	yes	1.19766	0.0153	1.19678	1.17839	1.21787	20.85156
math/mandelbrot.py	yes	5.61969	0.14036	5.67325	5.37251	5.71729	38.69587
math/pow_simple.py	yes	0.73067	0.00881	0.72893	0.72343	0.74506	20.82533
math/pow_using_math.py	yes	2.41339	0.01446	2.41036	2.4013	2.4383	21.28404
modules/enum/enum_lookup.py	yes	0.54585	0.01677	0.53542	0.53153	0.56583	22.31473
modules/json/json_module.py	yes	0.82356	0.04787	0.83311	0.75474	0.88587	22.23605
modules/json/orjson_module.py	yes	0.42738	0.01416	0.42562	0.41284	0.45012	22.54576
programming_game_benchmark/nbody.py	yes	0.55169	0.01795	0.54101	0.53521	0.57506	21.351
programming_game_benchmark/spectral_norm.py	yes	2.45879	0.05545	2.49705	2.39667	2.50302	22.67801

Python 3.8

Python 3.8.19

Linux 9382814413bd 6.5.0-35-generic unknown GNU/Linux

CPU(s):                             12
Model name:                         Intel(R) Core(TM) i7-8750H CPU @ 2.20GHz
Thread(s) per core:                 2
Core(s) per socket:                 6
CPU max MHz:                        4100.0000
NUMA node(s):                       1
NUMA node0 CPU(s):                  0-11

MemTotal:       16061436 kB
MemFree:        10196196 kB
MemAvailable:   14577244 kB

Command	Executed	Mean [s]	Stddev [s]	Median [s]	Min [s]	Max [s]	Memory [MB]
algorithm/search/bin.py	yes	0.87258	0.01479	0.86883	0.85771	0.89284	29.52511
algorithm/search/hashmap_lookup.py	yes	0.87215	0.02086	0.8608	0.85313	0.90557	30.25391
algorithm/search/index.py	yes	0.87827	0.01807	0.87534	0.85833	0.9091	29.53571
algorithm/search/linear.py	yes	0.93543	0.0303	0.93797	0.89062	0.97979	29.68192
algorithm/sorting/naive_bubble_sort.py	yes	1.80613	0.09052	1.81177	1.67976	1.945	22.01228
algorithm/twosum/twosum.py	yes	0.06996	0.00054	0.07019	0.06904	0.07061	21.69308
algorithm/twosum/twosum_naive.py	yes	0.06915	0.00062	0.06942	0.06844	0.06979	21.77958
complex/classes/classes.py	yes	0.03802	0.00041	0.03809	0.03762	0.03879	21.95368
complex/classes/dataclasses_.py	yes	0.10179	0.00121	0.10185	0.10035	0.1041	21.9442
complex/classes/namedtuple_classes.py	yes	0.07778	0.00067	0.07781	0.07695	0.07905	21.67188
complex/classes/simplenamespace.py	yes	0.04025	0.0022	0.03947	0.03901	0.04521	21.99721
complex/classes/sloted_classes.py	yes	0.03886	0.00137	0.0381	0.03765	0.04085	21.57533
complex/generators/readlines.py	yes	0.03022	0.00109	0.02984	0.02918	0.03252	21.71708
complex/generators/simple.py	yes	0.05757	0.00351	0.05625	0.05589	0.06549	21.88002
dummy/dummy.py	yes	0.02833	0.00076	0.02812	0.02738	0.02928	21.53906
leetcode/add_two_numbers/add_2_num.py	no	-1	-1	-1	-1	-1	-1
leetcode/merge_sorted_array/merge_sorted.py	no	-1	-1	-1	-1	-1	-1
leetcode/palindrome/palin.py	no	-1	-1	-1	-1	-1	-1
leetcode/remove_element/rem_element.py	no	-1	-1	-1	-1	-1	-1
leetcode/roman_numbers/int2roman.py	no	-1	-1	-1	-1	-1	-1
leetcode/roman_numbers/roman2int.py	no	-1	-1	-1	-1	-1	-1
leetcode/square_root/sqrt.py	no	-1	-1	-1	-1	-1	-1
long_run/database/postgresql.py	yes	0.14168	0.002	0.14117	0.13998	0.14609	27.32757
long_run/database/sqlite_.py	yes	0.56177	0.00764	0.55875	0.55532	0.57497	65.92076
long_run/file/load_titanic_csv_pandas.py	yes	0.59432	0.00656	0.59219	0.58947	0.60826	64.04408
long_run/file/load_titanic_csv_python.py	yes	0.06439	0.00117	0.06402	0.06334	0.06665	21.80692
long_run/processes/collect_names_from_site.py	yes	1.84333	0.03567	1.84177	1.80577	1.91652	46.07812
long_run/processes/generate_fake_data.py	yes	0.76546	0.0074	0.76332	0.75583	0.77497	65.54743
long_run/processes/maze_generator.py	yes	0.17758	0.00982	0.17573	0.16294	0.19488	22.00502
long_run/text/clean_text.py	yes	0.19567	0.00206	0.19495	0.19387	0.20006	21.80301
long_run/text/count_words.py	yes	0.08234	0.00198	0.0816	0.08049	0.08614	21.55804
math/haversine.py	yes	0.51517	0.00304	0.51497	0.51154	0.51955	21.97433
math/mandelbrot.py	yes	2.98394	0.05755	3.00424	2.89974	3.04121	35.60045
math/pow_simple.py	yes	0.40502	0.0049	0.40296	0.40083	0.41513	21.86886
math/pow_using_math.py	yes	0.9471	0.02927	0.93537	0.9169	0.99325	21.74163
modules/json/json_module.py	yes	0.32339	0.00242	0.32325	0.32015	0.32793	21.96763
modules/json/orjson_module.py	yes	0.22614	0.00216	0.22564	0.22394	0.23077	22.39621
programming_game_benchmark/nbody.py	yes	0.28979	0.00277	0.28887	0.28846	0.29604	21.49554
programming_game_benchmark/spectral_norm.py	yes	0.54514	0.0085	0.54358	0.53658	0.56224	22.63783

Python 3.9

Python 3.9.19

Linux 082cc9acd494 6.5.0-35-generic unknown GNU/Linux

CPU(s):                             12
Model name:                         Intel(R) Core(TM) i7-8750H CPU @ 2.20GHz
Thread(s) per core:                 2
Core(s) per socket:                 6
CPU max MHz:                        4100.0000
NUMA node(s):                       1
NUMA node0 CPU(s):                  0-11

MemTotal:       16061436 kB
MemFree:         9724276 kB
MemAvailable:   14626280 kB

Command	Executed	Mean [s]	Stddev [s]	Median [s]	Min [s]	Max [s]	Memory [MB]
algorithm/search/bin.py	yes	0.9378	0.02387	0.94316	0.90767	0.96838	30.22266
algorithm/search/hashmap_lookup.py	yes	0.94287	0.01741	0.95399	0.92266	0.95877	31.4481
algorithm/search/index.py	yes	0.94867	0.01913	0.94145	0.92482	0.97729	30.45145
algorithm/search/linear.py	yes	1.00502	0.05583	0.98489	0.96229	1.11697	31.23103
algorithm/sorting/naive_bubble_sort.py	yes	1.81574	0.17043	1.85014	1.4884	2.01759	23.13449
algorithm/twosum/twosum.py	yes	0.08096	0.00022	0.08097	0.08058	0.08124	22.83929
algorithm/twosum/twosum_naive.py	yes	0.08112	0.00046	0.08121	0.08038	0.08162	23.45815
complex/classes/classes.py	yes	0.04197	0.00048	0.04205	0.04133	0.04264	22.98214
complex/classes/dataclasses_.py	yes	0.12694	0.00159	0.12662	0.12535	0.13018	23.66183
complex/classes/namedtuple_classes.py	yes	0.09193	0.00104	0.09219	0.08974	0.09287	23.16239
complex/classes/simplenamespace.py	yes	0.04548	0.00033	0.04553	0.04496	0.04583	23.67634
complex/classes/sloted_classes.py	yes	0.04257	0.00054	0.04242	0.04174	0.04346	23.7846
complex/generators/readlines.py	yes	0.03393	0.00187	0.03307	0.03258	0.03735	23.26228
complex/generators/simple.py	yes	0.06131	0.0036	0.05927	0.05895	0.06742	23.46596
dummy/dummy.py	yes	0.02976	0.00073	0.02966	0.02909	0.03118	22.70871
long_run/database/postgresql.py	yes	0.15841	0.00076	0.15802	0.15748	0.15964	28.86328
long_run/database/sqlite_.py	yes	0.60773	0.00278	0.60883	0.60272	0.61132	66.91741
long_run/file/load_titanic_csv_pandas.py	yes	0.64489	0.00662	0.64132	0.63854	0.65426	65.39565
long_run/file/load_titanic_csv_python.py	yes	0.07324	0.00046	0.07316	0.07278	0.07396	23.5625
long_run/processes/collect_names_from_site.py	yes	2.40169	0.31376	2.443	2.03625	2.88384	46.48884
long_run/processes/generate_fake_data.py	yes	0.83005	0.01297	0.82586	0.82181	0.85898	68.83929
long_run/processes/maze_generator.py	yes	0.18898	0.01999	0.18778	0.16505	0.223	23.35826
long_run/text/clean_text.py	yes	0.20994	0.0015	0.21008	0.20723	0.21199	22.89007
long_run/text/count_words.py	yes	0.09214	0.00096	0.09214	0.09073	0.09355	23.28181
math/haversine.py	yes	0.63033	0.0184	0.63104	0.60328	0.65873	22.88672
math/mandelbrot.py	yes	2.60233	0.0333	2.59358	2.58071	2.67638	42.53237
math/pow_simple.py	yes	0.37772	0.00463	0.37658	0.37375	0.3871	22.72991
math/pow_using_math.py	yes	0.96209	0.00487	0.96272	0.95413	0.96957	22.78237
modules/json/json_module.py	yes	0.35741	0.00896	0.36037	0.34228	0.36786	22.94252
modules/json/orjson_module.py	yes	0.26553	0.00618	0.26272	0.25937	0.27677	23.38114
programming_game_benchmark/nbody.py	yes	0.31314	0.0053	0.31092	0.30774	0.32227	23.47824
programming_game_benchmark/spectral_norm.py	yes	0.5657	0.00871	0.56292	0.55702	0.58296	23.75725

Python 3.10

Python 3.10.14

Linux 19daad0f05ae 6.5.0-35-generic unknown GNU/Linux

CPU(s):                             12
Model name:                         Intel(R) Core(TM) i7-8750H CPU @ 2.20GHz
Thread(s) per core:                 2
Core(s) per socket:                 6
CPU max MHz:                        4100.0000
NUMA node(s):                       1
NUMA node0 CPU(s):                  0-11

MemTotal:       16061436 kB
MemFree:         9654728 kB
MemAvailable:   14628324 kB

Command	Executed	Mean [s]	Stddev [s]	Median [s]	Min [s]	Max [s]	Memory [MB]
algorithm/search/bin.py	yes	0.82137	0.01632	0.82886	0.79656	0.83482	32.55413
algorithm/search/hashmap_lookup.py	yes	0.81942	0.00982	0.81766	0.80341	0.83189	33.6769
algorithm/search/index.py	yes	0.82895	0.00955	0.83149	0.8168	0.84061	32.65011
algorithm/search/linear.py	yes	0.87216	0.02397	0.85586	0.85119	0.91367	33.28404
algorithm/sorting/naive_bubble_sort.py	yes	1.58395	0.12388	1.5778	1.40142	1.82123	24.13783
algorithm/twosum/twosum.py	yes	0.07428	0.00049	0.07423	0.07371	0.07514	23.22712
algorithm/twosum/twosum_naive.py	yes	0.07529	0.00238	0.07442	0.07392	0.0806	23.60156
complex/classes/classes.py	yes	0.03873	0.00043	0.03863	0.0382	0.03949	25.2115
complex/classes/dataclasses_.py	yes	0.11497	0.00061	0.11475	0.11426	0.11572	25.39509
complex/classes/namedtuple_classes.py	yes	0.08249	0.00095	0.08213	0.0817	0.08453	24.70647
complex/classes/simplenamespace.py	yes	0.04075	0.00054	0.04057	0.04023	0.04183	26.07422
complex/classes/sloted_classes.py	yes	0.03823	0.00032	0.03832	0.03769	0.03853	25.67746
complex/generators/readlines.py	yes	0.03158	0.00051	0.03156	0.03094	0.03253	23.39453
complex/generators/simple.py	yes	0.05574	0.00059	0.05572	0.05511	0.05679	25.50502
dummy/dummy.py	yes	0.02766	0.00014	0.02766	0.02747	0.02783	23.95592
long_run/database/postgresql.py	yes	0.14572	0.00126	0.1457	0.14354	0.14765	29.21708
long_run/database/sqlite_.py	yes	0.57457	0.00708	0.57162	0.56771	0.58371	66.31752
long_run/file/load_titanic_csv_pandas.py	yes	0.5993	0.00745	0.59538	0.5936	0.61161	64.17522
long_run/file/load_titanic_csv_python.py	yes	0.06523	0.00038	0.06535	0.06456	0.06571	23.99163
long_run/processes/collect_names_from_site.py	yes	2.18503	0.17893	2.11836	2.01061	2.46185	46.2779
long_run/processes/generate_fake_data.py	yes	0.78863	0.01245	0.79296	0.7746	0.80908	67.84821
long_run/processes/maze_generator.py	yes	0.1386	0.01298	0.13238	0.126	0.1625	24.54129
long_run/text/clean_text.py	yes	0.19521	0.00363	0.19308	0.19195	0.2007	23.28069
long_run/text/count_words.py	yes	0.08388	0.00169	0.08325	0.08272	0.08759	23.41127
math/haversine.py	yes	0.52099	0.00801	0.52205	0.50613	0.53091	24.17913
math/mandelbrot.py	yes	2.59152	0.03491	2.5831	2.56519	2.66879	37.54353
math/pow_simple.py	yes	0.35752	0.00384	0.35625	0.35332	0.36511	24.04911
math/pow_using_math.py	yes	0.90708	0.02242	0.91204	0.87706	0.93088	23.8192
modules/json/json_module.py	yes	0.30488	0.00631	0.30339	0.29917	0.31863	23.42522
modules/json/orjson_module.py	yes	0.24336	0.00552	0.241	0.23969	0.2553	23.78739
programming_game_benchmark/nbody.py	yes	0.28464	0.00803	0.28471	0.27429	0.29808	23.64397
programming_game_benchmark/spectral_norm.py	yes	0.49612	0.00849	0.49938	0.48219	0.50331	24.37835

Python 3.11

Python 3.11.13

Linux d54c9eeacffa 6.8.0-1029-aws unknown GNU/Linux

CPU(s):                               4
Model name:                           Intel(R) Xeon(R) CPU E5-2686 v4 @ 2.30GHz
Thread(s) per core:                   1
Core(s) per socket:                   4
NUMA node(s):                         1
NUMA node0 CPU(s):                    0-3

MemTotal:       16373924 kB
MemFree:         5481356 kB
MemAvailable:   15468144 kB

Command	Executed	Mean [s]	Stddev [s]	Median [s]	Min [s]	Max [s]	Memory [MB]
algorithm/search/bin.py	yes	1.46858	0.02635	1.46263	1.4359	1.50576	36.9096
algorithm/search/hashmap_lookup.py	yes	1.45884	0.02004	1.45221	1.44034	1.49032	37.85938
algorithm/search/index.py	yes	1.51439	0.03121	1.50292	1.48897	1.56771	36.96819
algorithm/search/linear.py	yes	1.57188	0.0153	1.57534	1.54805	1.5902	36.03348
algorithm/sorting/naive_bubble_sort.py	yes	1.51482	0.08891	1.56769	1.39378	1.58436	27.28571
algorithm/twosum/twosum.py	yes	0.15542	0.01398	0.16192	0.13694	0.16757	26.72098
algorithm/twosum/twosum_naive.py	yes	0.15534	0.0135	0.16376	0.14047	0.16638	27.26451
complex/classes/classes.py	yes	0.08392	0.01174	0.08777	0.06315	0.09158	28.13895
complex/classes/dataclasses_.py	yes	0.26932	0.01369	0.27349	0.24508	0.27783	28.58594
complex/classes/namedtuple_classes.py	yes	0.20724	0.01003	0.20326	0.20186	0.22515	28.01395
complex/classes/simplenamespace.py	yes	0.08667	0.01178	0.09061	0.06579	0.09392	29.10993
complex/classes/sloted_classes.py	yes	0.0847	0.01214	0.09002	0.06311	0.09196	28.30804
complex/generators/readlines.py	yes	0.02484	0.01122	0.01996	0.01933	0.04489	27.17857
complex/generators/simple.py	yes	0.07127	0.01209	0.07676	0.04976	0.07825	29.05636
dummy/dummy.py	yes	0.02245	0.0101	0.01826	0.01746	0.04052	26.81641
long_run/database/postgresql.py	yes	0.30007	0.00461	0.30041	0.2954	0.30708	32.94141
long_run/database/sqlite_.py	yes	1.20454	0.02146	1.19892	1.18107	1.23816	70.57478
long_run/file/load_titanic_csv_pandas.py	yes	1.23963	0.02832	1.23715	1.21444	1.28329	75.50056
long_run/file/load_titanic_csv_python.py	yes	0.12022	0.01353	0.11506	0.11089	0.14384	27.49944
long_run/processes/collect_names_from_site.py	yes	2.11055	0.03468	2.10787	2.06972	2.16519	49.34152
long_run/processes/generate_fake_data.py	yes	1.74287	0.0378	1.72309	1.70598	1.79447	72.37333
long_run/processes/maze_generator.py	yes	0.18592	0.01825	0.18503	0.15706	0.20355	27.59821
long_run/text/clean_text.py	yes	0.36908	0.01411	0.3774	0.35019	0.38197	26.62835
long_run/text/count_words.py	yes	0.14338	0.01472	0.1328	0.13238	0.16009	27.28795
math/haversine.py	yes	0.79849	0.0414	0.7882	0.75649	0.86788	26.81083
math/mandelbrot.py	yes	4.91635	0.05941	4.8949	4.86168	5.01066	46.35658
math/pow_simple.py	yes	0.51701	0.01217	0.51431	0.50623	0.53789	26.6183
math/pow_using_math.py	yes	1.48253	0.03165	1.49217	1.42693	1.50638	26.96484
modules/enum/enum_lookup.py	yes	0.38366	0.0125	0.38728	0.36187	0.39374	26.84598
modules/json/json_module.py	yes	0.56231	0.0147	0.56951	0.5419	0.57513	27.29967
modules/json/orjson_module.py	yes	0.44476	0.01496	0.43699	0.43228	0.46276	27.76842
programming_game_benchmark/nbody.py	yes	0.30381	0.00117	0.30319	0.30272	0.30556	27.20871
programming_game_benchmark/spectral_norm.py	yes	1.97961	0.03108	1.99058	1.92441	1.99904	27.4481

Python 3.12

Python 3.12.11

Linux a0233568a2a1 6.8.0-1029-aws unknown GNU/Linux

CPU(s):                               4
Model name:                           Intel(R) Xeon(R) CPU E5-2686 v4 @ 2.30GHz
Thread(s) per core:                   1
Core(s) per socket:                   4
NUMA node(s):                         1
NUMA node0 CPU(s):                    0-3

MemTotal:       16373924 kB
MemFree:         5478688 kB
MemAvailable:   15471596 kB

Command	Executed	Mean [s]	Stddev [s]	Median [s]	Min [s]	Max [s]	Memory [MB]
algorithm/search/bin.py	yes	1.66764	0.01568	1.67508	1.64353	1.68156	36.94029
algorithm/search/hashmap_lookup.py	yes	1.66851	0.02357	1.67428	1.63315	1.69282	38.54018
algorithm/search/index.py	yes	1.69972	0.008	1.70126	1.68953	1.70841	36.75614
algorithm/search/linear.py	yes	1.82597	0.0154	1.82596	1.80331	1.84035	36.67076
algorithm/sorting/naive_bubble_sort.py	yes	2.15651	0.17664	2.1524	1.91127	2.4103	28.28069
algorithm/twosum/twosum.py	yes	0.18871	0.00259	0.18817	0.18628	0.19252	27.42969
algorithm/twosum/twosum_naive.py	yes	0.18182	0.01035	0.18643	0.16343	0.18753	27.83984
complex/classes/classes.py	yes	0.10493	0.00104	0.10478	0.10337	0.10588	28.45982
complex/classes/dataclasses_.py	yes	0.3342	0.01209	0.32631	0.32448	0.34956	28.57254
complex/classes/namedtuple_classes.py	yes	0.25611	0.01285	0.2641	0.24145	0.26745	28.65681
complex/classes/simplenamespace.py	yes	0.11576	0.01192	0.11102	0.10774	0.13683	29.3817
complex/classes/sloted_classes.py	yes	0.10531	0.00307	0.10397	0.10224	0.10914	28.5558
complex/generators/readlines.py	yes	0.03508	0.01345	0.02591	0.02471	0.0502	27.85212
complex/generators/simple.py	yes	0.08636	0.00257	0.0876	0.08288	0.08868	29.48103
dummy/dummy.py	yes	0.02861	0.01173	0.02378	0.02265	0.04956	27.94699
long_run/database/postgresql.py	yes	0.32685	0.00934	0.32379	0.32008	0.34317	33.41964
long_run/database/sqlite_.py	yes	1.29778	0.01407	1.29569	1.28327	1.31281	71.6942
long_run/file/load_titanic_csv_pandas.py	yes	1.37408	0.01984	1.37082	1.34673	1.39832	75.0692
long_run/file/load_titanic_csv_python.py	yes	0.14062	0.01412	0.13126	0.12921	0.15732	28.20033
long_run/processes/collect_names_from_site.py	yes	2.2636	0.0355	2.27402	2.21897	2.30653	49.98549
long_run/processes/generate_fake_data.py	yes	1.94218	0.0406	1.93019	1.89954	1.99424	71.87612
long_run/processes/maze_generator.py	yes	0.21505	0.02056	0.21043	0.18831	0.24372	27.96261
long_run/text/clean_text.py	yes	0.39905	0.00438	0.39797	0.39431	0.4054	27.44308
long_run/text/count_words.py	yes	0.16862	0.01424	0.17681	0.15224	0.18075	27.85547
math/haversine.py	yes	0.96053	0.01803	0.97121	0.94039	0.97573	28.04855
math/mandelbrot.py	yes	4.53633	0.05289	4.51011	4.50401	4.62881	44.19475
math/pow_simple.py	yes	0.58863	0.00419	0.58721	0.58462	0.59426	28.00167
math/pow_using_math.py	yes	1.73134	0.03168	1.72369	1.69828	1.78215	27.40402
modules/enum/enum_lookup.py	yes	0.4031	0.00429	0.40446	0.39815	0.40831	27.70592
modules/json/json_module.py	yes	0.6382	0.01709	0.63065	0.6184	0.65805	27.88783
modules/json/orjson_module.py	yes	0.52792	0.01738	0.52061	0.50901	0.54754	28.13783
programming_game_benchmark/nbody.py	yes	0.33968	0.0133	0.33223	0.32781	0.35467	27.72935
programming_game_benchmark/spectral_norm.py	yes	2.4181	0.03931	2.39893	2.39747	2.48809	28.49777

Python 3.13

Python 3.13.5

Linux b3550199df4c 6.8.0-1029-aws unknown GNU/Linux

CPU(s):                               4
Model name:                           Intel(R) Xeon(R) CPU E5-2686 v4 @ 2.30GHz
Thread(s) per core:                   1
Core(s) per socket:                   4
NUMA node(s):                         1
NUMA node0 CPU(s):                    0-3

MemTotal:       16373924 kB
MemFree:         5468624 kB
MemAvailable:   15463628 kB

Command	Executed	Mean [s]	Stddev [s]	Median [s]	Min [s]	Max [s]	Memory [MB]
algorithm/search/bin.py	yes	1.70373	0.00738	1.70422	1.69431	1.71397	37.59542
algorithm/search/hashmap_lookup.py	yes	1.72475	0.02621	1.70905	1.70512	1.76594	39.32701
algorithm/search/index.py	yes	1.77596	0.02158	1.78373	1.74769	1.79718	37.68304
algorithm/search/linear.py	yes	1.86495	0.01466	1.86783	1.84491	1.88191	37.74609
algorithm/sorting/naive_bubble_sort.py	yes	2.3368	0.11764	2.28738	2.21075	2.51339	28.92746
algorithm/twosum/twosum.py	yes	0.12394	0.01183	0.12017	0.11569	0.14448	28.89174
algorithm/twosum/twosum_naive.py	yes	0.1286	0.01411	0.11871	0.11782	0.14496	28.78125
complex/classes/classes.py	yes	0.11014	0.0112	0.10538	0.10463	0.13017	30.11384
complex/classes/dataclasses_.py	yes	0.33511	0.01344	0.32978	0.3228	0.35236	30.12667
complex/classes/namedtuple_classes.py	yes	0.19471	0.00196	0.19409	0.19236	0.19687	29.39732
complex/classes/simplenamespace.py	yes	0.11358	0.01132	0.10982	0.10545	0.13345	30.65569
complex/classes/sloted_classes.py	yes	0.10168	0.00156	0.10093	0.10032	0.104	30.18359
complex/generators/readlines.py	yes	0.03732	0.01395	0.02791	0.02663	0.05295	28.81306
complex/generators/simple.py	yes	0.08982	0.00116	0.08986	0.08853	0.0916	30.5279
dummy/dummy.py	yes	0.03523	0.0144	0.0253	0.02418	0.05111	28.7394
long_run/database/postgresql.py	yes	0.34072	0.01383	0.33449	0.3296	0.36239	34.58147
long_run/database/sqlite_.py	yes	1.30179	0.00545	1.3005	1.29613	1.30845	68.64063
long_run/file/load_titanic_csv_pandas.py	yes	1.49864	0.03239	1.49911	1.4522	1.54367	75.41964
long_run/file/load_titanic_csv_python.py	yes	0.15514	0.01374	0.16372	0.13943	0.166	28.94196
long_run/processes/collect_names_from_site.py	yes	2.376	0.03638	2.38883	2.31418	2.40439	51.31864
long_run/processes/generate_fake_data.py	yes	1.99252	0.03756	1.99962	1.94832	2.03345	67.01618
long_run/processes/maze_generator.py	yes	0.24189	0.01855	0.24657	0.21983	0.25982	28.99498
long_run/text/clean_text.py	yes	0.40886	0.00605	0.40719	0.40269	0.41804	28.93973
long_run/text/count_words.py	yes	0.18415	0.01077	0.18872	0.16505	0.19071	28.81585
math/haversine.py	yes	0.94401	0.01486	0.9496	0.92663	0.96067	28.98605
math/mandelbrot.py	yes	5.06294	0.08826	5.09088	4.90753	5.12534	45.31027
math/pow_simple.py	yes	0.69494	0.00535	0.69318	0.69001	0.70372	28.92243
math/pow_using_math.py	yes	1.84072	0.01123	1.84143	1.82591	1.8535	28.82812
modules/enum/enum_lookup.py	yes	0.39907	0.00155	0.39943	0.39663	0.40084	28.87612
modules/json/json_module.py	yes	0.6311	0.02068	0.62214	0.6102	0.65736	29.05692
modules/json/orjson_module.py	yes	0.50638	0.00501	0.50629	0.49964	0.51285	29.25112
programming_game_benchmark/nbody.py	yes	0.38462	0.01601	0.38509	0.3601	0.40434	28.88895
programming_game_benchmark/spectral_norm.py	yes	2.48165	0.04083	2.49363	2.4103	2.51394	29.1144