def __init__()

in src/sgd.py [0:0]


    def __init__(self, params, lr, momentum=0, weight_decay=0, nesterov=False):
        if lr < 0.0:
            raise ValueError(f'Invalid learning rate: {lr}')
        if momentum < 0.0:
            raise ValueError(f'Invalid momentum value: {momentum}')
        if weight_decay < 0.0:
            raise ValueError(f'Invalid weight_decay value: {weight_decay}')
        if nesterov and (momentum == 0.0):
            raise ValueError(f'Nesterov needs momentum > 0')

        defaults = dict(lr=lr, momentum=momentum, weight_decay=weight_decay,
                        nesterov=nesterov)
        super(SGD, self).__init__(params, defaults)