import math
import torch


def scaled_init_method(sigma, num_layers):
    """Init method based on N(0, sigma/sqrt(2*num_layers)."""
    std = sigma / math.sqrt(2.0 * num_layers)
    def init_(tensor):
        return torch.nn.init.normal_(tensor, mean=0.0, std=std)

    return init_