Integer reduction sum
core_language · integer_arithmetic
Sum the first N integers using a plain Python loop.
Suitable as a minimal correctness and timing sanity check.
🏆 Winner
codon-system with a warm median of 0.0036 ms — 1.79x faster than pyvorin-project-venv (44.0% quicker)
Adapter Comparison
Latest Results by Adapter
| Adapter | Warm median ms | Warm mean ms | Cold median ms | Success |
|---|---|---|---|---|
| codon-system 🏆 | 0.0036 | 0.0034 | 0.0029 | 100% |
| pyvorin-project-venv | 0.0064 | 0.0065 | 0.0709 | 100% |
| pypy3-system | 0.0103 | 0.0104 | 0.4945 | 100% |
| graalpy-system | 0.3232 | 0.3444 | 0.3245 | 100% |
| cpython-system | 0.3279 | 0.2969 | 0.2824 | 100% |
Trend Series
Recent Snapshots
| Recorded at | Adapter | Parameter set | Warm median ms | Success rate |
|---|---|---|---|---|
| 2026-07-19 12:39:15.125923 | pyvorin-project-venv | small | 0.0064 | 100% |
| 2026-07-19 12:34:20.368386 | pypy3-system | small | 0.0103 | 100% |
| 2026-07-19 12:33:38.948125 | graalpy-system | small | 0.3232 | 100% |
| 2026-07-19 12:30:56.272524 | cpython-system | small | 0.3279 | 100% |
| 2026-07-19 12:29:37.881739 | codon-system | small | 0.0036 | 100% |
| 2026-07-19 12:19:17.344793 | codon-system | small | 0.0058 | 100% |
| 2026-07-19 12:16:31.160929 | codon-system | small | 0.0000 | 0% |
| 2026-07-19 12:09:45.361504 | codon-system | small | 0.0000 | 0% |
| 2026-07-19 09:17:44.556036 | pyvorin-project-venv | small | 0.0071 | 100% |
| 2026-07-19 09:12:59.087269 | pypy3-system | small | 0.0106 | 100% |
| 2026-07-19 09:12:18.783643 | graalpy-system | small | 0.4786 | 100% |
| 2026-07-19 09:08:40.736510 | cpython-system | small | 0.2163 | 100% |
| 2026-07-19 09:05:32.988519 | pypy3-system | small | 0.0120 | 100% |
| 2026-07-19 09:04:51.930139 | graalpy-system | small | 0.5588 | 100% |
| 2026-07-19 09:02:15.053510 | cpython-system | small | 0.3218 | 100% |
| 2026-07-19 09:00:48.902108 | codon-system | small | 0.0000 | 0% |
| 2026-07-19 08:03:32.897534 | pyvorin-project-venv | small | 0.0068 | 100% |
| 2026-07-19 07:56:44.402297 | cpython-system | small | 0.1883 | 100% |
| 2026-07-19 07:46:57.839380 | pyvorin-project-venv | small | 0.0065 | 100% |
| 2026-07-19 07:43:34.902207 | cpython-system | small | 0.2200 | 100% |
| 2026-07-19 01:08:37.736750 | pyvorin-project-venv | small | 0.0069 | 100% |
| 2026-07-19 01:05:29.191499 | cpython-system | small | 0.2912 | 100% |
| 2026-07-19 00:53:31.170504 | pyvorin-project-venv | small | 0.0065 | 100% |
| 2026-07-19 00:50:21.167769 | cpython-system | small | 0.1842 | 100% |
| 2026-07-19 00:43:38.775132 | pyvorin-project-venv | small | 0.0065 | 100% |
| 2026-07-19 00:40:28.828226 | cpython-system | small | 0.1922 | 100% |
| 2026-07-19 00:30:42.938485 | pyvorin-project-venv | small | 0.0066 | 100% |
| 2026-07-19 00:27:30.507427 | cpython-system | small | 0.1996 | 100% |
| 2026-07-18 23:54:34.503610 | pyvorin-project-venv | small | 0.0067 | 100% |
| 2026-07-18 23:52:05.977968 | cpython-system | small | 0.1963 | 100% |
| 2026-07-18 23:51:29.071094 | pyvorin-project-venv | small | 0.0069 | 100% |
| 2026-07-18 23:50:43.306877 | cpython-system | small | 0.1904 | 100% |
| 2026-07-18 21:55:18.558106 | codon-system | small | 0.0000 | 0% |
| 2026-07-18 21:44:42.733158 | pyvorin-project-venv | small | 0.0068 | 100% |
| 2026-07-18 21:43:54.551054 | cpython-system | small | 0.1918 | 100% |
| 2026-07-18 21:38:47.038098 | graalpy-system | small | 0.4291 | 100% |
| 2026-07-18 21:38:31.406157 | pypy3-system | small | 0.0119 | 100% |
| 2026-07-18 21:38:27.031135 | pyvorin-project-venv | small | 0.0082 | 100% |
| 2026-07-18 21:38:03.116233 | cpython-system | small | 0.2009 | 100% |
| 2026-07-18 21:37:52.702157 | pyvorin-project-venv | small | 0.0072 | 100% |
| 2026-07-18 21:37:30.181771 | cpython-system | small | 0.3822 | 100% |
| 2026-07-18 21:37:20.215496 | codon-system | small | 0.0000 | 0% |
| 2026-07-18 21:36:54.995945 | pyvorin-project-venv | small | 0.0072 | 100% |
| 2026-07-18 21:36:46.420416 | cpython-system | small | 0.1924 | 100% |
| 2026-07-18 21:36:34.336438 | pyvorin-project-venv | small | 0.0096 | 100% |
| 2026-07-18 21:36:25.847076 | cpython-system | small | 0.1958 | 100% |
| 2026-07-18 21:31:19.634217 | graalpy-system | small | 0.3254 | 100% |
| 2026-07-18 21:31:14.511891 | pypy3-system | small | 0.0135 | 100% |
| 2026-07-18 21:31:12.968895 | pyvorin-project-venv | small | 0.0075 | 100% |
| 2026-07-18 21:31:03.641155 | cpython-system | small | 0.2581 | 100% |
| 2026-07-18 21:30:55.102538 | cpython-system | small | 0.1925 | 100% |
| 2026-07-18 21:17:28.471843 | pypy3-system | small | 0.0114 | 100% |
| 2026-07-18 21:17:20.464499 | graalpy-system | small | 0.3501 | 100% |
| 2026-07-18 21:16:50.219137 | codon-system | small | 0.0000 | 0% |
| 2026-07-18 20:43:47.259357 | pyvorin-project-venv | small | 0.0067 | 100% |
| 2026-07-18 20:43:00.624547 | cpython-system | small | 0.1986 | 100% |
| 2026-07-18 20:42:53.752401 | pypy3-system | small | 0.0118 | 100% |
| 2026-07-18 20:42:50.696221 | graalpy-system | small | 0.3650 | 100% |
| 2026-07-18 20:42:40.784045 | codon-system | small | 0.0000 | 0% |
| 2026-07-18 20:30:39.695640 | pyvorin-project-venv | small | 0.0066 | 100% |
| 2026-07-18 20:30:22.822419 | cpython-system | small | 0.1860 | 100% |
| 2026-07-18 18:03:42.762394 | pyvorin-project-venv | small | 0.0068 | 100% |
| 2026-07-18 18:03:31.632106 | codon-system | small | 0.0028 | 100% |
| 2026-07-18 18:02:57.868350 | graalpy-system | small | 0.4752 | 100% |
| 2026-07-18 18:02:51.653689 | pypy3-system | small | 0.0095 | 100% |
| 2026-07-18 18:02:49.851385 | cpython-system | small | 0.2028 | 100% |
| 2026-07-18 17:44:50.836759 | pyvorin-project-venv | small | 0.0112 | 100% |
| 2026-07-18 17:44:39.929205 | codon-system | small | 0.0025 | 100% |
| 2026-07-18 17:44:06.286313 | graalpy-system | small | 0.4577 | 100% |
| 2026-07-18 17:43:59.642662 | pypy3-system | small | 0.0086 | 100% |
| 2026-07-18 17:43:57.755761 | cpython-system | small | 0.1843 | 100% |
| 2026-07-18 17:41:51.994717 | pyvorin-project-venv | small | 0.0065 | 100% |
| 2026-07-18 17:41:40.723616 | codon-system | small | 0.0032 | 100% |
| 2026-07-18 17:41:06.858329 | graalpy-system | small | 0.4292 | 100% |
| 2026-07-18 17:41:00.252675 | pypy3-system | small | 0.0095 | 100% |
| 2026-07-18 17:40:58.363285 | cpython-system | small | 0.1993 | 100% |
| 2026-07-18 17:36:12.173014 | pyvorin-project-venv | small | 0.0098 | 100% |
| 2026-07-18 17:35:59.863946 | codon-system | small | 0.0042 | 100% |
| 2026-07-18 17:35:24.616120 | graalpy-system | small | 0.3182 | 100% |
| 2026-07-18 17:35:18.339814 | pypy3-system | small | 0.0090 | 100% |
| 2026-07-18 17:35:16.579648 | cpython-system | small | 0.2006 | 100% |
| 2026-07-18 17:34:40.682024 | pyvorin-project-venv | small | 0.0063 | 100% |
| 2026-07-18 17:34:29.523132 | codon-system | small | 0.0024 | 100% |
| 2026-07-18 17:33:55.536190 | graalpy-system | small | 0.3315 | 100% |
| 2026-07-18 17:33:47.790731 | pypy3-system | small | 0.0097 | 100% |
| 2026-07-18 17:33:45.596380 | cpython-system | small | 0.2400 | 100% |
| 2026-07-18 16:55:29.610486 | pyvorin-project-venv | small | 0.0000 | 0% |
| 2026-07-18 16:55:26.693498 | codon-system | small | 0.0025 | 100% |
| 2026-07-18 16:54:51.569323 | graalpy-system | small | 0.3277 | 100% |
| 2026-07-18 16:54:44.875940 | pypy3-system | small | 0.0096 | 100% |
| 2026-07-18 16:54:42.605497 | cpython-system | small | 0.1913 | 100% |