Run summary
Generated 2026-09-14T19:17:05.763862+00:00 · Python 3.14.6 · Linux-6.17.0-1022-azure-x86_64-with-glibc2.39
| Checker | Measured | Failed | Total time | Median time | Median RSS |
|---|---|---|---|---|---|
| pyright1.1.414 | 9 | 0 | 1413.6s | 36.3s | 1608 MB |
| pyrefly1.3.0 | 9 | 0 | 40.8s | 2.7s | 325 MB |
| ty0.0.80 | 9 | 0 | 58.1s | 6.7s | 357 MB |
| mypy2.3.1 | 8 | 1 | 389.3s | 46.6s | 588 MB |
| zuban0.9.3 | 9 | 0 | 40.7s | 3.6s | 150 MB |
Package comparison
Each checker runs on a separate hosted runner, so timings are independent trends rather than a fastest-checker ranking. Cells show wall time and peak RSS.
| Package | pyright | pyrefly | ty | mypy | zuban |
|---|---|---|---|---|---|
| ansible | 19.34s1098 MB | 1.09s223 MB | 1.66s307 MB | 10.61s290 MB | 1.32s132 MB |
| click | 2.86s358 MB | 0.25s112 MB | 0.15s105 MB | 2.10s120 MB | 0.15s45 MB |
| homeassistant | 142.72s6150 MB | 9.38s979 MB | 10.26s1737 MB | 100.44s1680 MB | 12.85s876 MB |
| numpy | 36.27s1608 MB | 2.68s325 MB | 6.72s357 MB | Not measured | 3.63s150 MB |
| pandas | 953.56s4481 MB | 9.66s473 MB | 16.84s894 MB | 87.92s886 MB | 5.07s454 MB |
| pytest | 13.00s881 MB | 0.74s167 MB | 0.73s211 MB | 7.91s245 MB | 0.81s99 MB |
| requests | 2.52s346 MB | 0.21s116 MB | 0.11s103 MB | 2.40s126 MB | 0.15s46 MB |
| torch | 132.39s4967 MB | 8.22s666 MB | 9.76s1458 MB | 95.31s1462 MB | 8.36s606 MB |
| transformers | 110.90s5312 MB | 8.61s887 MB | 11.91s1523 MB | 82.58s1489 MB | 8.38s641 MB |
Pyright analysis stats
File counts and phase timings reported by Pyright --stats.
| Package | Parsed/bound | Checked | Find | Read | Tokenize | Parse | Imports | Bind | Check | Cycles |
|---|---|---|---|---|---|---|---|---|---|---|
| ansible | 989 | 583 | 0.040s | 0.090s | 0.427s | 0.790s | 0.230s | 1.023s | 16.120s | 0.000s |
| click | 111 | 17 | 0.000s | 0.017s | 0.113s | 0.203s | 0.033s | 0.263s | 1.910s | 0.000s |
| homeassistant | 11147 | 9850 | 0.417s | 0.960s | 3.023s | 5.397s | 2.347s | 7.267s | 119.790s | 0.000s |
| numpy | 603 | 356 | 0.010s | 0.067s | 0.357s | 0.740s | 0.260s | 0.943s | 33.287s | 0.000s |
| pandas | 1895 | 1459 | 0.060s | 0.247s | 1.073s | 2.443s | 0.310s | 2.927s | 944.397s | 0.000s |
| pytest | 542 | 243 | 0.020s | 0.060s | 0.380s | 0.570s | 0.120s | 0.787s | 10.567s | 0.000s |
| requests | 168 | 19 | 0.000s | 0.020s | 0.117s | 0.233s | 0.067s | 0.293s | 1.450s | 0.000s |
| torch | 3079 | 2400 | 0.133s | 0.390s | 2.280s | 3.960s | 0.637s | 4.930s | 118.583s | 0.000s |
| transformers | 3536 | 2901 | 0.120s | 0.437s | 2.127s | 3.827s | 0.910s | 8.893s | 97.383s | 0.000s |