cpuDeltaX ================== .. js:function:: FullyConnectedLayer.cpuDeltaX() CPUによるδxの計算 .. math:: \delta x_{j} = \displaystyle \sum_i^y \delta z_i \cdot weight_{i,j} ソース ^^^^^^ .. code-block:: js cpuDeltaX(){ // 出力先 var output_idx = 0; // バッチ内のデータに対し for (var batch_idx = 0; batch_idx < miniBatchSize; batch_idx++) { // 入力に対し for (var x_idx = 0; x_idx < this.prevLayer.unitSize; x_idx++) { var sum = 0.0; // 重みの行とδzの内積 for (var k = 0; k < this.weight.nrow; k++) { var weight_idx = k * this.weight.ncol + x_idx; var delta_z_idx = batch_idx * this.unitSize + k; sum += this.deltaZ.dt[delta_z_idx] * this.weight.dt[weight_idx]; } this.deltaX.dt[output_idx] = sum; output_idx++; } } }