dynapydantic Benchmarks¶
Legend¶
- MC = Model-construction time union realization
- VT = Validation-time union realization
- Disc = Discriminated union
- Smart = Smart union
Class hierarchy creation (median ± IQR) ¶
| Mode | Subclass Count | ||
|---|---|---|---|
| 5 | 25 | 100 | |
| Disc MC | 0.441 ± 0.048 ms 19.28% ± 2.14% |
1.838 ± 0.102 ms 18.55% ± 1.04% |
7.239 ± 0.373 ms 18.92% ± 0.98% |
| Disc VT | -51.375 ± 47.025 us -2.25% ± 2.06% |
94.312 ± 100.083 us 0.95% ± 1.01% |
0.674 ± 0.317 ms 1.76% ± 0.83% |
| Disc MC Injected |
1.023 ± 0.055 ms 44.73% ± 2.52% |
4.831 ± 0.122 ms 48.75% ± 1.27% |
19.018 ± 0.468 ms 49.69% ± 1.25% |
| Disc VT Injected |
0.548 ± 0.057 ms 23.96% ± 2.51% |
2.966 ± 0.142 ms 29.94% ± 1.44% |
12.016 ± 0.291 ms 31.40% ± 0.77% |
| Smart MC | 0.272 ± 0.047 ms 12.64% ± 2.17% |
1.094 ± 0.098 ms 11.37% ± 1.02% |
4.110 ± 0.476 ms 10.88% ± 1.27% |
| Smart VT | 64.292 ± 34.243 us 2.98% ± 1.59% |
0.236 ± 0.105 ms 2.46% ± 1.09% |
0.765 ± 0.633 ms 2.03% ± 1.68% |
Validation overhead per validation (median ± IQR; 10 subclasses) ¶
| Mode | Python (N=1) | Python (N=1000) | JSON (N=1) | JSON (N=1000) |
|---|---|---|---|---|
| Disc MC | 0.561 ± 0.393 us 10.06% ± 7.05% |
0.033 ± 0.053 us 1.61% ± 2.60% |
0.417 ± 0.301 us 7.47% ± 5.39% |
0.021 ± 0.055 us 1.06% ± 2.79% |
| Disc VT | 0.882 ± 0.012 ms 15801.46% ± 627.69% |
8.054 ± 0.102 us 398.84% ± 7.91% |
0.885 ± 0.008 ms 15850.21% ± 497.23% |
11.486 ± 0.092 us 581.20% ± 12.48% |
| Smart MC | 0.667 ± 1.217 us 4.00% ± 7.30% |
0.053 ± 0.187 us 0.47% ± 1.67% |
0.458 ± 0.593 us 3.09% ± 4.00% |
-0.064 ± 0.079 us -0.66% ± 0.82% |
| Smart VT | 0.419 ± 0.008 ms 2516.69% ± 122.76% |
7.905 ± 0.239 us 70.90% ± 2.32% |
0.426 ± 0.006 ms 2873.94% ± 83.54% |
11.576 ± 0.214 us 120.26% ± 2.34% |