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AlgoTune SciPy speed-ups
Faster scientific-computing functions that still match SciPy’s output (placeholder)
| 路线 | speed-up | 改进项 | sinkhorn | fft-convolve | lombscargle | sparse-pde | kd-rdf | lstsq | expm | interp1d |
|---|---|---|---|---|---|---|---|---|---|---|
| 基线 · SciPy 1.14 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | |
| blas-batching | 3.4 | 7 / 8 | 6.7 | 5.1 | 4.9 | 4.34 | 5.58 | 1.65 | 0.661 | 4.03 |
| nufft-lombscargle | 2.9 | 6 / 8 | 6.52 | 6.1 | 4.96 | 5.92 | 5.47 | 0.242 | 0.776 | 4.17 |
| numba-jit | 2.4 | 6 / 8 | 7.1 | 3.79 | 4.79 | 2.63 | 5.73 | 0.286 | 0.519 | 3.81 |
| cython-kdtree | 1.75 | 6 / 8 | 5.67 | 1.62 | 4.39 | 1.33 | 0.415 | 2.12 | 0.58 | 3.22 |
| pade-expm | 1.04 | 5 / 8 | 0.955 | 1.13 | 1 | 0.962 | 1.11 | 0.992 | 1.04 | 1.14 |