npm run bench.
Benchmark Summary
- Average speedup: 0.09x vs NumPy
- Best case: 85.19x
- Worst case: 0.01x
- Total benchmarks: 280
- Machine: -
- numpy-ts version: 1.0.0
Performance by Category
| Category | Avg Speedup | Count | Faster | Slower |
|---|---|---|---|---|
| creation | 0.80x | 19 | 5 | 14 |
| arithmetic | 0.29x | 13 | 1 | 12 |
| math | 0.23x | 19 | 0 | 19 |
| trig | 0.25x | 2 | 0 | 2 |
| gradient | 0.06x | 3 | 0 | 3 |
| linalg | 0.10x | 35 | 5 | 30 |
| reductions | 0.44x | 25 | 4 | 21 |
| manipulation | 0.67x | 18 | 6 | 12 |
| io | 1.66x | 6 | 4 | 2 |
| indexing | 0.20x | 8 | 1 | 7 |
| bitwise | 0.27x | 10 | 0 | 10 |
| sorting | 0.08x | 6 | 1 | 5 |
| logic | 0.17x | 12 | 1 | 11 |
| statistics | 0.48x | 10 | 5 | 5 |
| sets | 1.23x | 3 | 1 | 2 |
| random | 0.27x | 18 | 0 | 18 |
| polynomials | 4.16x | 10 | 9 | 1 |
| fft | 0.11x | 18 | 2 | 16 |
| bigint | 0.11x | 7 | 0 | 7 |
| complex | 0.39x | 14 | 3 | 11 |
| other_math | 0.38x | 10 | 3 | 7 |
| searching | 0.42x | 7 | 1 | 6 |
| reshape | 7.07x | 3 | 2 | 1 |
| type_checking | 44.66x | 4 | 4 | 0 |
Performance by DType
| DType | Avg Speedup | Median Speedup | Count |
|---|---|---|---|
| float64 | 0.33x | 0.29x | 278 |
| int32 | 4.81x | 5.85x | 2 |