Generated: 2026-01-20 00:27:21
This benchmark compares:
- Native C++: Direct C++ STL operations
- Pythonic: The Pythonic library's
vartype - Python: Native Python 3 (when available)
| Metric | Value |
|---|---|
| Total Benchmarks | 85 |
| Faster than Python | 56 |
| Slower than Python | 28 |
| No Python Data | 1 |
| Avg Overhead vs Native | 9653.77x |
| Avg Speedup vs Python | 21158.85x |
| Operation | Native C++ | Pythonic | Python | vs Native | vs Python |
|---|---|---|---|---|---|
| Integer Addition | 0.000 | 0.133 | 29.555 | 739.52x | 222.03x faster |
| Integer Multiplication | 0.000 | 8.078 | 35.638 | 269276.00x | 4.41x faster |
| Double Addition | 0.000 | 0.130 | 27.479 | 4339.93x | 211.06x faster |
| Integer Division | 0.000 | 0.000 | 25.403 | 4.03x | 209940.37x faster |
| Integer Modulo | 0.000 | 0.125 | 38.278 | 4176.30x | 305.52x faster |
| Integer Comparison | 0.000 | 0.125 | 42.045 | 4182.63x | 335.08x faster |
| String Concatenation | 0.226 | 0.892 | 0.163 | 3.95x | 5.48x slower |
| String Comparison | 0.000 | 38.942 | 19.513 | 354020.31x | 2.00x slower |
| String upper() | 0.264 | 0.496 | 0.457 | 1.88x | 1.08x slower |
| String lower() | 0.291 | 0.532 | 0.462 | 1.83x | 1.15x slower |
| String strip() | 0.132 | 0.643 | 0.592 | 4.86x | 1.09x slower |
| String replace() | 0.274 | 1.243 | 1.042 | 4.53x | 1.19x slower |
| String find() | 0.000 | 0.206 | 0.976 | 2284.90x | 4.75x faster |
| String split() | 2.835 | 4.684 | 1.458 | 1.65x | 3.21x slower |
| String startswith() | 0.037 | 0.392 | 0.755 | 10.63x | 1.93x faster |
| String endswith() | 0.000 | 0.383 | 0.733 | 2738.99x | 1.91x faster |
| String isdigit() | 0.000 | 0.003 | 0.398 | 21.73x | 140.94x faster |
| String center() | 0.592 | 0.967 | 0.757 | 1.63x | 1.28x slower |
| String zfill() | 0.159 | 0.376 | 0.728 | 2.37x | 1.94x faster |
| String Slice [2:8] | 0.089 | 0.399 | 0.663 | 4.51x | 1.66x faster |
| List Slice [2:8] | 0.154 | 1.429 | 0.758 | 9.28x | 1.88x slower |
| String Slice [::2] | 0.100 | 0.387 | 0.770 | 3.88x | 1.99x faster |
| List Slice [::2] | 0.035 | 1.324 | 1.503 | 37.36x | 1.14x faster |
| List Slice [-5:-1] | 0.152 | 1.033 | 0.791 | 6.79x | 1.31x slower |
| List Slice [::-1] (Reverse) | 0.083 | 1.737 | 2.145 | 20.89x | 1.24x faster |
| List Creation | 0.161 | 0.814 | 0.632 | 5.05x | 1.29x slower |
| Dict Creation | 1.490 | 1.630 | 1.293 | 1.09x | 1.26x slower |
| Set Creation | 1.043 | 1.856 | 1.304 | 1.78x | 1.42x slower |
| List append() | 0.105 | 0.530 | 0.051 | 5.04x | 10.48x slower |
| List extend() | 0.277 | 2.469 | 1.373 | 8.90x | 1.80x slower |
| List Index Access | 0.000 | 1.835 | 0.047 | 5082.29x | 39.26x slower |
| Dict Access | 0.038 | 0.236 | 0.178 | 6.24x | 1.32x slower |
| Dict keys() | 0.149 | 1.830 | 49.443 | 12.29x | 27.02x faster |
| Dict values() | 0.087 | 0.850 | 46.730 | 9.82x | 54.97x faster |
| Dict items() | 0.229 | 2.052 | 207.459 | 8.98x | 101.12x faster |
| Set add() | 0.774 | 0.622 | 0.067 | 0.80x | 9.22x slower |
| 'in' Operator (List) | 0.001 | 2.411 | 3.110 | 3253.82x | 1.29x faster |
| 'in' Operator (Set) | 0.008 | 0.123 | 0.033 | 15.42x | 3.69x slower |
| 'in' Operator (Dict) | 0.087 | 0.487 | 0.037 | 5.59x | 13.01x slower |
| List + Operator | 0.086 | 0.785 | 3.285 | 9.11x | 4.18x faster |
| List * Operator | 0.053 | 1.022 | 3.202 | 19.23x | 3.13x faster |
| range() Iteration | 0.000 | 0.007 | 41.860 | 168.82x | 6198.71x faster |
| range(start, stop) Iteration | 0.000 | 0.006 | 41.847 | 200.03x | 6973.38x faster |
| range(start, stop, step) Iteration | 0.000 | 0.003 | 20.873 | 164.85x | 6331.00x faster |
| for_each with List | 0.001 | 8.655 | N/A | 10415.12x | No data |
| enumerate() | 0.000 | 2.296 | 0.067 | 4675.47x | 34.02x slower |
| zip() | 0.000 | 1.091 | 0.054 | 4935.67x | 20.24x slower |
| Dict Iteration (items()) | 0.001 | 6.768 | 0.039 | 5238.02x | 175.22x slower |
| map() | 0.575 | 8.394 | 0.054 | 14.59x | 156.47x slower |
| filter() | 0.521 | 12.003 | 0.064 | 23.04x | 186.46x slower |
| reduce() | 0.001 | 10.977 | 0.062 | 11778.32x | 175.73x slower |
| Chained map + filter | 0.652 | 21.904 | 0.106 | 33.58x | 206.46x slower |
| Lambda Application | 0.000 | 2.586 | 0.692 | 64637.65x | 3.74x slower |
| sorted() Ascending | 0.271 | 3.847 | 45.526 | 14.21x | 11.83x faster |
| sorted() Descending | 0.238 | 3.558 | 45.588 | 14.97x | 12.81x faster |
| Large List Sorting (1000 elements) | 0.448 | 3.653 | 51.173 | 8.16x | 14.01x faster |
| len() | 0.000 | 1.763 | 35.172 | 5668.66x | 19.95x faster |
| sum() | 0.000 | 0.916 | 51.589 | 13086.01x | 56.32x faster |
| min() | 0.000 | 1.626 | 97.961 | 13547.26x | 60.26x faster |
| max() | 0.002 | 1.655 | 110.584 | 917.57x | 66.81x faster |
| abs() | 0.000 | 0.133 | 25.621 | 4446.77x | 192.05x faster |
| all() | 0.002 | 0.515 | 3.955 | 304.15x | 7.68x faster |
| any() | 0.000 | 0.362 | 5.065 | 2010.04x | 14.00x faster |
| pow() | 0.000 | 0.000 | 0.909 | 1.00x | 30310.95x faster |
| sqrt() | 0.000 | 0.139 | 0.685 | 4630.13x | 4.93x faster |
| floor() | 0.000 | 0.140 | 0.435 | 4665.87x | 3.11x faster |
| ceil() | 0.000 | 0.140 | 0.475 | 4659.87x | 3.40x faster |
| round() | 0.000 | 0.140 | 3.415 | 4660.87x | 24.42x faster |
| Int() from String | 0.117 | 0.123 | 1.475 | 1.05x | 11.98x faster |
| Float() from String | 0.777 | 0.865 | 1.124 | 1.11x | 1.30x faster |
| Str() from Int | 0.030 | 0.316 | 1.123 | 10.64x | 3.55x faster |
| Bool() from Int | 0.000 | 0.146 | 45.910 | 4877.27x | 313.77x faster |
| Int to Double | 0.000 | 0.000 | 44.844 | 1.50x | 1494789.12x faster |
| type() | 0.000 | 0.000 | 0.295 | 0.75x | 9846.69x faster |
| isinstance() | 0.000 | 0.000 | 0.306 | 1.00x | 10204.32x faster |
| Graph Creation | 0.000 | 0.057 | 5.901 | 177.69x | 103.46x faster |
| add_edge() | 0.016 | 0.022 | 0.709 | 1.34x | 32.72x faster |
| DFS Traversal | 0.318 | 0.217 | 5.888 | 0.68x | 27.12x faster |
| BFS Traversal | 0.325 | 0.189 | 13.551 | 0.58x | 71.75x faster |
| has_edge() | 0.001 | 0.003 | 0.120 | 5.04x | 47.40x faster |
| get_shortest_path() | 0.051 | 0.052 | 1.066 | 1.03x | 20.50x faster |
| is_connected() | 0.216 | 0.074 | 3.285 | 0.34x | 44.65x faster |
| has_cycle() | 0.000 | 0.079 | 7.902 | 2629.67x | 100.16x faster |
| topological_sort() | 0.000 | 0.020 | 0.613 | 650.93x | 31.39x faster |
| connected_components() | 0.000 | 0.028 | 0.257 | 943.47x | 9.07x faster |
- vs Native: How much slower Pythonic is compared to native C++. Lower is better.
- vs Python: How much faster Pythonic is compared to Python. Higher is better.
- Times are in milliseconds (ms) or microseconds (μs).
Pythonic adds abstraction overhead compared to native C++, but aims to be significantly faster than Python while providing a similar, ergonomic API.