@ai-on-browser/data-analysis-models/lib/model/nns/layer/celu.js

Data analysis model package without any dependencies

import Layer from './base.js'

/**
 * Continuously differentiable ELU layer
 */
export default class ContinuouslyDifferentiableELULayer extends Layer {
	/**
	 * @param {object} config object
	 * @param {number} [config.a] a
	 */
	constructor({ a = 1.0, ...rest }) {
		super(rest)
		this._a = a
	}

	calc(x) {
		this._i = x
		const o = x.copy()
		o.map(v => (v > 0 ? v : this._a * (Math.exp(v / this._a) - 1)))
		return o
	}

	grad(bo) {
		this._bo = bo
		const bi = bo.copy()
		bi.broadcastOperate(this._i, (a, b) => a * (b > 0 ? 1 : Math.exp(b)))
		return bi
	}

	toObject() {
		return {
			type: 'celu',
			a: this._a,
		}
	}
}

ContinuouslyDifferentiableELULayer.registLayer('celu')