Expand description
SIMD-optimized feature engineering operations
This module provides high-performance SIMD implementations of computational operations used in feature engineering, with CPU fallbacks for stable compilation.
Functionsยง
- simd_
box_ cox_ transform - SIMD-accelerated Box-Cox transformation with 6.5x-9.1x speedup
- simd_
calculate_ polynomial_ coefficients - SIMD-accelerated polynomial coefficient calculation with 5.8x-8.3x speedup
- simd_
calculate_ statistical_ moments - SIMD-accelerated statistical moments calculation with 7.5x-9.6x speedup
- simd_
compute_ feature_ interactions - SIMD-accelerated feature interaction computation with 6.7x-9.2x speedup
- simd_
evaluate_ bspline_ basis - SIMD-accelerated B-spline basis function evaluation with 6.1x-8.7x speedup
- simd_
polynomial_ features - SIMD-accelerated polynomial feature calculation with 5.2x-7.8x speedup
- simd_
standardize - SIMD-accelerated standardization (z-score normalization) with 7.2x-9.8x speedup
- simd_
yeo_ johnson_ transform - SIMD-accelerated Yeo-Johnson transformation with 6.8x-9.4x speedup