codomain = codomain.item()
ords.append(domain)
ords.append(codomain)
return ords
def pretty_repr(a):
return('[[' + ','.join(list(map(lambda i: '{}'.format(i), a))) + ']]')
if __name__ == '__main__':
activation_fn = ACTIVATION_FNS[args.act]
if args.arch == 'iresnet':
dims = [2] + list(map(int, args.dims.split('-'))) + [2]
blocks = []
if args.actnorm: blocks.append(layers.ActNorm1d(2))
for _ in range(args.nblocks):
blocks.append(
layers.iResBlock(
build_nnet(dims, activation_fn),
n_dist=args.n_dist,
n_power_series=args.n_power_series,
exact_trace=args.exact_trace,
brute_force=args.brute_force,
n_samples=args.n_samples,
neumann_grad=False,
grad_in_forward=False,
)
)
if args.actnorm: blocks.append(layers.ActNorm1d(2))
def _actnorm(size, fc):
if fc:
return FCWrapper(layers.ActNorm1d(size[0] * size[1] * size[2]))
else:
return layers.ActNorm2d(size[0])
return ords
def pretty_repr(a):
return '[[' + ','.join(list(map(lambda i: f'{i:.2f}', a))) + ']]'
if __name__ == '__main__':
activation_fn = ACTIVATION_FNS[args.act]
if args.arch == 'iresnet':
dims = [2] + list(map(int, args.dims.split('-'))) + [2]
blocks = []
if args.actnorm:
blocks.append(layers.ActNorm1d(2))
for _ in range(args.nblocks):
blocks.append(
layers.iResBlock(
build_nnet(dims, activation_fn),
n_dist=args.n_dist,
n_power_series=args.n_power_series,
exact_trace=args.exact_trace,
brute_force=args.brute_force,
n_samples=args.n_samples,
neumann_grad=False,
grad_in_forward=False,
))
if args.actnorm:
blocks.append(layers.ActNorm1d(2))
if args.batchnorm: