fork: python
ref: cf4c4ecc26c7e3b89f2e
machine: darwin-arm64
commit hash: cf4c4ec
commit date: 2025-02-01
overall geometric mean: 1.352x faster
HPT reliability: 100.00%
HPT 99th percentile: 1.20x faster
Memory change: 1.16x
Benchmarks with tag 'apps':
Benchmark
bm-20220323-darwin-arm64-python-v3.10.4-3.10.4-9d38120
bm-20250201-darwin-arm64-python-cf4c4ecc26c7e3b89f2e-3.14.0a4+-cf4c4ec
2to3
201 ms
164 ms: 1.23x faster
docutils
1.74 sec
1.45 sec: 1.20x faster
html5lib
43.5 ms
31.7 ms: 1.37x faster
sphinx
729 ms
586 ms: 1.24x faster
Geometric mean
(ref)
1.26x faster
Benchmarks with tag 'asyncio':
Benchmark
bm-20220323-darwin-arm64-python-v3.10.4-3.10.4-9d38120
bm-20250201-darwin-arm64-python-cf4c4ecc26c7e3b89f2e-3.14.0a4+-cf4c4ec
async_tree_eager
392 ms
65.7 ms: 5.96x faster
async_tree_eager_memoization
483 ms
144 ms: 3.35x faster
async_tree_eager_io
1.01 sec
360 ms: 2.82x faster
async_tree_io
1.02 sec
369 ms: 2.76x faster
async_tree_memoization
481 ms
196 ms: 2.45x faster
async_tree_none
391 ms
161 ms: 2.44x faster
async_tree_eager_cpu_io_mixed
669 ms
359 ms: 1.86x faster
async_tree_cpu_io_mixed
668 ms
412 ms: 1.62x faster
coroutines
20.5 ms
15.6 ms: 1.31x faster
async_generators
233 ms
271 ms: 1.16x slower
Geometric mean
(ref)
2.08x faster
Benchmark hidden because not significant (1): asyncio_websockets
Benchmarks with tag 'math':
Benchmark
bm-20220323-darwin-arm64-python-v3.10.4-3.10.4-9d38120
bm-20250201-darwin-arm64-python-cf4c4ecc26c7e3b89f2e-3.14.0a4+-cf4c4ec
float
72.4 ms
45.5 ms: 1.59x faster
nbody
92.5 ms
63.9 ms: 1.45x faster
pidigits
280 ms
283 ms: 1.01x slower
Geometric mean
(ref)
1.32x faster
Benchmarks with tag 'regex':
Benchmark
bm-20220323-darwin-arm64-python-v3.10.4-3.10.4-9d38120
bm-20250201-darwin-arm64-python-cf4c4ecc26c7e3b89f2e-3.14.0a4+-cf4c4ec
regex_compile
95.6 ms
67.5 ms: 1.42x faster
regex_dna
175 ms
140 ms: 1.25x faster
regex_v8
19.1 ms
16.7 ms: 1.14x faster
regex_effbot
2.34 ms
2.24 ms: 1.04x faster
Geometric mean
(ref)
1.20x faster
Benchmarks with tag 'serialize':
Benchmark
bm-20220323-darwin-arm64-python-v3.10.4-3.10.4-9d38120
bm-20250201-darwin-arm64-python-cf4c4ecc26c7e3b89f2e-3.14.0a4+-cf4c4ec
unpickle_pure_python
198 us
130 us: 1.53x faster
pickle_pure_python
285 us
191 us: 1.49x faster
tomli_loads
1.72 sec
1.21 sec: 1.42x faster
xml_etree_process
44.6 ms
35.4 ms: 1.26x faster
json_dumps
8.31 ms
7.10 ms: 1.17x faster
xml_etree_generate
53.9 ms
49.6 ms: 1.09x faster
xml_etree_parse
109 ms
101 ms: 1.08x faster
xml_etree_iterparse
74.5 ms
69.4 ms: 1.07x faster
json_loads
16.6 us
17.7 us: 1.07x slower
Geometric mean
(ref)
1.21x faster
Benchmarks with tag 'startup':
Benchmark
bm-20220323-darwin-arm64-python-v3.10.4-3.10.4-9d38120
bm-20250201-darwin-arm64-python-cf4c4ecc26c7e3b89f2e-3.14.0a4+-cf4c4ec
python_startup
19.6 ms
16.6 ms: 1.18x faster
python_startup_no_site
12.8 ms
12.1 ms: 1.06x faster
Geometric mean
(ref)
1.12x faster
Benchmarks with tag 'template':
Benchmark
bm-20220323-darwin-arm64-python-v3.10.4-3.10.4-9d38120
bm-20250201-darwin-arm64-python-cf4c4ecc26c7e3b89f2e-3.14.0a4+-cf4c4ec
mako
9.81 ms
6.39 ms: 1.53x faster
genshi_text
17.7 ms
15.6 ms: 1.14x faster
django_template
24.4 ms
22.2 ms: 1.10x faster
genshi_xml
35.1 ms
40.2 ms: 1.14x slower
Geometric mean
(ref)
1.14x faster
Benchmark
bm-20220323-darwin-arm64-python-v3.10.4-3.10.4-9d38120
bm-20250201-darwin-arm64-python-cf4c4ecc26c7e3b89f2e-3.14.0a4+-cf4c4ec
async_tree_eager
392 ms
65.7 ms: 5.96x faster
typing_runtime_protocols
326 us
95.7 us: 3.41x faster
async_tree_eager_memoization
483 ms
144 ms: 3.35x faster
subparsers
39.8 ms
12.2 ms: 3.27x faster
async_tree_eager_io
1.01 sec
360 ms: 2.82x faster
async_tree_io
1.02 sec
369 ms: 2.76x faster
async_tree_memoization
481 ms
196 ms: 2.45x faster
async_tree_none
391 ms
161 ms: 2.44x faster
deltablue
4.99 ms
2.50 ms: 2.00x faster
deepcopy_memo
34.7 us
17.7 us: 1.96x faster
async_tree_eager_cpu_io_mixed
669 ms
359 ms: 1.86x faster
raytrace
327 ms
188 ms: 1.74x faster
deepcopy
276 us
159 us: 1.74x faster
go
163 ms
97.5 ms: 1.68x faster
scimark_sor
140 ms
83.9 ms: 1.67x faster
chaos
67.7 ms
41.7 ms: 1.63x faster
async_tree_cpu_io_mixed
668 ms
412 ms: 1.62x faster
sqlglot_parse
1.35 ms
844 us: 1.60x faster
float
72.4 ms
45.5 ms: 1.59x faster
richards_super
61.0 ms
38.4 ms: 1.59x faster
scimark_monte_carlo
72.4 ms
46.3 ms: 1.56x faster
spectral_norm
95.3 ms
61.9 ms: 1.54x faster
logging_silent
117 ns
76.3 ns: 1.53x faster
mako
9.81 ms
6.39 ms: 1.53x faster
sqlglot_transpile
1.56 ms
1.02 ms: 1.53x faster
unpickle_pure_python
198 us
130 us: 1.53x faster
richards
52.3 ms
34.4 ms: 1.52x faster
pickle_pure_python
285 us
191 us: 1.49x faster
deepcopy_reduce
2.32 us
1.57 us: 1.48x faster
scimark_lu
103 ms
69.7 ms: 1.47x faster
pyflate
448 ms
308 ms: 1.45x faster
nbody
92.5 ms
63.9 ms: 1.45x faster
tomli_loads
1.72 sec
1.21 sec: 1.42x faster
regex_compile
95.6 ms
67.5 ms: 1.42x faster
pylint
231 ms
163 ms: 1.41x faster
crypto_pyaes
73.3 ms
52.7 ms: 1.39x faster
html5lib
43.5 ms
31.7 ms: 1.37x faster
sqlalchemy_imperative
9.07 ms
6.64 ms: 1.37x faster
logging_format
5.03 us
3.74 us: 1.35x faster
logging_simple
4.59 us
3.45 us: 1.33x faster
k_core
2.01 sec
1.52 sec: 1.32x faster
coroutines
20.5 ms
15.6 ms: 1.31x faster
scimark_fft
225 ms
173 ms: 1.31x faster
sqlalchemy_declarative
75.7 ms
58.3 ms: 1.30x faster
pprint_pformat
1.33 sec
1.03 sec: 1.29x faster
thrift
562 us
436 us: 1.29x faster
pycparser
887 ms
697 ms: 1.27x faster
pprint_safe_repr
648 ms
510 ms: 1.27x faster
xml_etree_process
44.6 ms
35.4 ms: 1.26x faster
comprehensions
17.3 us
13.8 us: 1.25x faster
regex_dna
175 ms
140 ms: 1.25x faster
sphinx
729 ms
586 ms: 1.24x faster
dulwich_log
35.6 ms
28.6 ms: 1.24x faster
sympy_sum
92.7 ms
74.6 ms: 1.24x faster
hexiom
6.25 ms
5.05 ms: 1.24x faster
2to3
201 ms
164 ms: 1.23x faster
bpe_tokeniser
3.44 sec
2.85 sec: 1.21x faster
docutils
1.74 sec
1.45 sec: 1.20x faster
python_startup
19.6 ms
16.6 ms: 1.18x faster
scimark_sparse_mat_mult
3.42 ms
2.92 ms: 1.17x faster
json_dumps
8.31 ms
7.10 ms: 1.17x faster
sympy_str
166 ms
142 ms: 1.17x faster
pathlib
25.7 ms
22.1 ms: 1.17x faster
sympy_integrate
13.2 ms
11.5 ms: 1.15x faster
regex_v8
19.1 ms
16.7 ms: 1.14x faster
generators
31.7 ms
27.8 ms: 1.14x faster
genshi_text
17.7 ms
15.6 ms: 1.14x faster
sympy_expand
269 ms
237 ms: 1.13x faster
sqlglot_optimize
37.2 ms
33.7 ms: 1.10x faster
django_template
24.4 ms
22.2 ms: 1.10x faster
fannkuch
303 ms
278 ms: 1.09x faster
xml_etree_generate
53.9 ms
49.6 ms: 1.09x faster
xml_etree_parse
109 ms
101 ms: 1.08x faster
bench_thread_pool
545 us
505 us: 1.08x faster
xml_etree_iterparse
74.5 ms
69.4 ms: 1.07x faster
connected_components
318 ms
297 ms: 1.07x faster
mdp
1.65 sec
1.55 sec: 1.06x faster
many_optionals
486 us
457 us: 1.06x faster
meteor_contest
77.8 ms
73.5 ms: 1.06x faster
python_startup_no_site
12.8 ms
12.1 ms: 1.06x faster
json
3.10 ms
2.95 ms: 1.05x faster
regex_effbot
2.34 ms
2.24 ms: 1.04x faster
sqlglot_normalize
192 ms
185 ms: 1.04x faster
dask
789 ms
767 ms: 1.03x faster
nqueens
63.8 ms
63.2 ms: 1.01x faster
pidigits
280 ms
283 ms: 1.01x slower
bench_mp_pool
56.0 ms
58.1 ms: 1.04x slower
sqlite_synth
1.48 us
1.55 us: 1.05x slower
json_loads
16.6 us
17.7 us: 1.07x slower
create_gc_cycles
1.16 ms
1.28 ms: 1.10x slower
coverage
41.2 ms
46.0 ms: 1.12x slower
genshi_xml
35.1 ms
40.2 ms: 1.14x slower
gc_traversal
2.71 ms
3.11 ms: 1.15x slower
async_generators
233 ms
271 ms: 1.16x slower
telco
3.49 ms
4.51 ms: 1.29x slower
Geometric mean
(ref)
1.35x faster
Benchmark hidden because not significant (2): asyncio_websockets, shortest_path
Ignored benchmarks (4) of results/bm-20220323-3.10.4-9d38120/bm-20220323-darwin-arm64-python-v3.10.4-3.10.4-9d38120.json: chameleon, djangocms, gevent_hub, tornado_http
Ignored benchmarks (16) of results/bm-20250201-3.14.0a4+-cf4c4ec-JIT/bm-20250201-darwin-arm64-python-cf4c4ecc26c7e3b89f2e-3.14.0a4+-cf4c4ec.json: async_tree_cpu_io_mixed_tg, async_tree_eager_cpu_io_mixed_tg, async_tree_eager_io_tg, async_tree_eager_memoization_tg, async_tree_eager_tg, async_tree_io_tg, async_tree_memoization_tg, async_tree_none_tg, asyncio_tcp, asyncio_tcp_ssl, pickle, pickle_dict, pickle_list, unpack_sequence, unpickle, unpickle_list
Geometric mean (including insignificant results): 1.352x faster
Reliability score: 100.00% likely to be faster
90% likely to have a speedup of 1.23x
95% likely to have a speedup of 1.22x
99% likely to have a speedup of 1.20x