Applying Gaussian transform to generate weights favoring a specific value/range.

gaussian_transform.go

package main

import (
	"fmt"
	"math"
)

func gaussianTransform(w float64, target float64, sigma float64) float64 {
	return 1 - math.Exp(-(w-target)*(w-target)/(2*sigma*sigma))
}

func main() {
	// Example weights
	weights := []float64{1, 2, 3, 4, 5, 6, 7, 8, 12, 3, 12, 1000}

	// Target value and sigma
	target := 4.0
	sigma := 4.8

	// Apply Gaussian-like transformation to each weight
	transformedWeights := make([]float64, len(weights))
	for i, w := range weights {
		transformedWeights[i] = gaussianTransform(w, target, sigma)
	}

	// Print original and transformed weights
	fmt.Println("Original Weights:", weights)
	fmt.Println("Transformed Weights:", transformedWeights)
}