def METHOD_NAME(net):
    """Init layer parameters."""
    for module in net.modules():
        if isinstance(module, nn.Conv2d):
            init.kaiming_normal(module.weight, mode="fan_out")
            if module.bias:
                init.constant(module.bias, 0)
        elif isinstance(module, nn.BatchNorm2d):
            init.constant(module.weight, 1)
            init.constant(module.bias, 0)
        elif isinstance(module, nn.Linear):
            init.normal(module.weight, std=1e-3)
            if module.bias:
                init.constant(module.bias, 0)