fork: python
ref: 29caec62ee0650493c83
machine: linux-x86_64
commit hash: 29caec6
commit date: 2025-01-21
overall geometric mean: 1.094x faster
HPT reliability: 100.00%
HPT 99th percentile: 1.05x faster
Memory change: 1.11x
Benchmarks with tag 'apps':
Benchmark
bm-20240906-vultr-x86_64-python-v3.12.6-3.12.6-a4a2d2b
bm-20250121-vultr-x86_64-python-29caec62ee0650493c83-3.14.0a4+-29caec6
2to3
264 ms
254 ms: 1.04x faster
docutils
2.64 sec
2.55 sec: 1.04x faster
Geometric mean
(ref)
1.04x faster
Benchmarks with tag 'asyncio':
Benchmark
bm-20240906-vultr-x86_64-python-v3.12.6-3.12.6-a4a2d2b
bm-20250121-vultr-x86_64-python-29caec62ee0650493c83-3.14.0a4+-29caec6
async_tree_memoization_tg
560 ms
302 ms: 1.85x faster
async_tree_io_tg
1.11 sec
608 ms: 1.82x faster
async_tree_io
1.08 sec
600 ms: 1.80x faster
async_tree_none
464 ms
264 ms: 1.76x faster
async_tree_none_tg
446 ms
256 ms: 1.74x faster
async_tree_memoization
555 ms
320 ms: 1.74x faster
async_tree_cpu_io_mixed_tg
723 ms
476 ms: 1.52x faster
async_tree_cpu_io_mixed
715 ms
488 ms: 1.47x faster
async_generators
384 ms
319 ms: 1.21x faster
coroutines
23.9 ms
22.4 ms: 1.07x faster
Geometric mean
(ref)
1.51x faster
Benchmark hidden because not significant (1): asyncio_websockets
Benchmarks with tag 'math':
Benchmark
bm-20240906-vultr-x86_64-python-v3.12.6-3.12.6-a4a2d2b
bm-20250121-vultr-x86_64-python-29caec62ee0650493c83-3.14.0a4+-29caec6
float
80.8 ms
70.0 ms: 1.15x faster
nbody
89.3 ms
91.6 ms: 1.03x slower
pidigits
184 ms
196 ms: 1.06x slower
Geometric mean
(ref)
1.02x faster
Benchmarks with tag 'regex':
Benchmark
bm-20240906-vultr-x86_64-python-v3.12.6-3.12.6-a4a2d2b
bm-20250121-vultr-x86_64-python-29caec62ee0650493c83-3.14.0a4+-29caec6
regex_effbot
3.17 ms
2.57 ms: 1.23x faster
regex_compile
142 ms
127 ms: 1.12x faster
regex_dna
168 ms
168 ms: 1.00x slower
regex_v8
20.6 ms
23.5 ms: 1.14x slower
Geometric mean
(ref)
1.05x faster
Benchmarks with tag 'serialize':
Benchmark
bm-20240906-vultr-x86_64-python-v3.12.6-3.12.6-a4a2d2b
bm-20250121-vultr-x86_64-python-29caec62ee0650493c83-3.14.0a4+-29caec6
tomli_loads
2.11 sec
1.95 sec: 1.08x faster
xml_etree_parse
139 ms
129 ms: 1.08x faster
xml_etree_iterparse
96.7 ms
90.8 ms: 1.06x faster
xml_etree_generate
85.2 ms
83.2 ms: 1.02x faster
unpickle_pure_python
221 us
224 us: 1.01x slower
xml_etree_process
59.0 ms
60.6 ms: 1.03x slower
pickle_pure_python
308 us
317 us: 1.03x slower
json_loads
26.5 us
27.7 us: 1.04x slower
json_dumps
10.4 ms
11.4 ms: 1.10x slower
Geometric mean
(ref)
1.00x faster
Benchmarks with tag 'startup':
Benchmark
bm-20240906-vultr-x86_64-python-v3.12.6-3.12.6-a4a2d2b
bm-20250121-vultr-x86_64-python-29caec62ee0650493c83-3.14.0a4+-29caec6
python_startup_no_site
7.16 ms
7.43 ms: 1.04x slower
python_startup
9.93 ms
14.6 ms: 1.47x slower
Geometric mean
(ref)
1.24x slower
Benchmarks with tag 'template':
Benchmark
bm-20240906-vultr-x86_64-python-v3.12.6-3.12.6-a4a2d2b
bm-20250121-vultr-x86_64-python-29caec62ee0650493c83-3.14.0a4+-29caec6
genshi_text
22.8 ms
21.3 ms: 1.07x faster
genshi_xml
50.2 ms
48.9 ms: 1.03x faster
django_template
34.7 ms
35.0 ms: 1.01x slower
mako
11.0 ms
11.7 ms: 1.07x slower
Geometric mean
(ref)
1.01x faster
Benchmark
bm-20240906-vultr-x86_64-python-v3.12.6-3.12.6-a4a2d2b
bm-20250121-vultr-x86_64-python-29caec62ee0650493c83-3.14.0a4+-29caec6
async_tree_memoization_tg
560 ms
302 ms: 1.85x faster
async_tree_io_tg
1.11 sec
608 ms: 1.82x faster
async_tree_io
1.08 sec
600 ms: 1.80x faster
async_tree_none
464 ms
264 ms: 1.76x faster
async_tree_none_tg
446 ms
256 ms: 1.74x faster
async_tree_memoization
555 ms
320 ms: 1.74x faster
async_tree_cpu_io_mixed_tg
723 ms
476 ms: 1.52x faster
async_tree_cpu_io_mixed
715 ms
488 ms: 1.47x faster
deepcopy
352 us
254 us: 1.38x faster
deepcopy_memo
40.3 us
29.8 us: 1.35x faster
regex_effbot
3.17 ms
2.57 ms: 1.23x faster
go
139 ms
113 ms: 1.23x faster
async_generators
384 ms
319 ms: 1.21x faster
deepcopy_reduce
3.08 us
2.55 us: 1.20x faster
comprehensions
19.8 us
16.8 us: 1.18x faster
pathlib
21.5 ms
18.3 ms: 1.18x faster
spectral_norm
110 ms
93.5 ms: 1.18x faster
generators
32.2 ms
27.7 ms: 1.16x faster
scimark_sor
130 ms
112 ms: 1.16x faster
float
80.8 ms
70.0 ms: 1.15x faster
raytrace
299 ms
261 ms: 1.14x faster
pylint
319 ms
279 ms: 1.14x faster
crypto_pyaes
76.6 ms
67.3 ms: 1.14x faster
chaos
62.8 ms
55.9 ms: 1.12x faster
deltablue
3.45 ms
3.07 ms: 1.12x faster
regex_compile
142 ms
127 ms: 1.12x faster
bpe_tokeniser
4.74 sec
4.23 sec: 1.12x faster
sqlalchemy_imperative
21.8 ms
19.6 ms: 1.11x faster
sqlglot_parse
1.36 ms
1.22 ms: 1.11x faster
sqlalchemy_declarative
143 ms
129 ms: 1.11x faster
richards
45.9 ms
41.6 ms: 1.10x faster
sqlglot_transpile
1.67 ms
1.52 ms: 1.10x faster
scimark_monte_carlo
68.4 ms
62.5 ms: 1.09x faster
scimark_fft
342 ms
313 ms: 1.09x faster
richards_super
51.9 ms
47.9 ms: 1.08x faster
tomli_loads
2.11 sec
1.95 sec: 1.08x faster
sympy_sum
166 ms
154 ms: 1.08x faster
xml_etree_parse
139 ms
129 ms: 1.08x faster
hexiom
6.17 ms
5.74 ms: 1.08x faster
sympy_str
292 ms
272 ms: 1.07x faster
coroutines
23.9 ms
22.4 ms: 1.07x faster
genshi_text
22.8 ms
21.3 ms: 1.07x faster
thrift
791 us
740 us: 1.07x faster
pprint_pformat
1.52 sec
1.42 sec: 1.07x faster
xml_etree_iterparse
96.7 ms
90.8 ms: 1.06x faster
pyflate
448 ms
421 ms: 1.06x faster
pprint_safe_repr
743 ms
700 ms: 1.06x faster
mdp
2.42 sec
2.29 sec: 1.06x faster
logging_silent
109 ns
103 ns: 1.06x faster
meteor_contest
104 ms
98.3 ms: 1.05x faster
logging_simple
6.63 us
6.34 us: 1.05x faster
pycparser
1.17 sec
1.12 sec: 1.04x faster
typing_runtime_protocols
163 us
157 us: 1.04x faster
dulwich_log
78.9 ms
75.9 ms: 1.04x faster
2to3
264 ms
254 ms: 1.04x faster
sympy_integrate
20.5 ms
19.8 ms: 1.04x faster
logging_format
7.35 us
7.07 us: 1.04x faster
nqueens
80.1 ms
77.2 ms: 1.04x faster
docutils
2.64 sec
2.55 sec: 1.04x faster
scimark_lu
114 ms
111 ms: 1.03x faster
genshi_xml
50.2 ms
48.9 ms: 1.03x faster
xml_etree_generate
85.2 ms
83.2 ms: 1.02x faster
sympy_expand
468 ms
457 ms: 1.02x faster
sqlglot_normalize
107 ms
104 ms: 1.02x faster
scimark_sparse_mat_mult
4.39 ms
4.33 ms: 1.01x faster
sqlglot_optimize
53.3 ms
52.6 ms: 1.01x faster
json
5.02 ms
4.96 ms: 1.01x faster
regex_dna
168 ms
168 ms: 1.00x slower
sqlite_synth
2.20 us
2.22 us: 1.01x slower
django_template
34.7 ms
35.0 ms: 1.01x slower
unpickle_pure_python
221 us
224 us: 1.01x slower
nbody
89.3 ms
91.6 ms: 1.03x slower
xml_etree_process
59.0 ms
60.6 ms: 1.03x slower
pickle_pure_python
308 us
317 us: 1.03x slower
python_startup_no_site
7.16 ms
7.43 ms: 1.04x slower
json_loads
26.5 us
27.7 us: 1.04x slower
pidigits
184 ms
196 ms: 1.06x slower
mako
11.0 ms
11.7 ms: 1.07x slower
bench_thread_pool
941 us
1.03 ms: 1.09x slower
telco
6.53 ms
7.15 ms: 1.10x slower
json_dumps
10.4 ms
11.4 ms: 1.10x slower
coverage
71.4 ms
80.5 ms: 1.13x slower
regex_v8
20.6 ms
23.5 ms: 1.14x slower
gc_traversal
3.46 ms
4.19 ms: 1.21x slower
python_startup
9.93 ms
14.6 ms: 1.47x slower
create_gc_cycles
1.09 ms
1.83 ms: 1.67x slower
bench_mp_pool
10.8 ms
88.7 ms: 8.21x slower
Geometric mean
(ref)
1.07x faster
Benchmark hidden because not significant (2): fannkuch, asyncio_websockets
Ignored benchmarks (16) of results/bm-20240906-3.12.6-a4a2d2b/bm-20240906-vultr-x86_64-python-v3.12.6-3.12.6-a4a2d2b.json: aiohttp, asyncio_tcp, asyncio_tcp_ssl, chameleon, dask, flaskblogging, gunicorn, html5lib, mypy2, pickle, pickle_dict, pickle_list, tornado_http, unpack_sequence, unpickle, unpickle_list
Ignored benchmarks (6) of results/bm-20250121-3.14.0a4+-29caec6/bm-20250121-vultr-x86_64-python-29caec62ee0650493c83-3.14.0a4+-29caec6.json: connected_components, k_core, many_optionals, shortest_path, sphinx, subparsers
Geometric mean (including insignificant results): 1.094x faster
Reliability score: 100.00% likely to be faster
90% likely to have a speedup of 1.06x
95% likely to have a speedup of 1.05x
99% likely to have a speedup of 1.05x