Comments (2)
In non-sequential mode, the easiest way to do it is:
x = x.fully_connected(...)
x += x.fully_connected(...).fully_connected(...) # 2 layer residual block
In sequential mode you can do this:
x = x.fully_connected(...)
x += x.as_layer().fully_connected(...).fully_connected(...) # 2 layer residual block, as_layer causes a snapshot to be taken.
You can also register this as a function using the @Register
@Register
def fc_residual(input_, size, residual_sizes, activation_fn=tf.nn.relu):
# Because we used Register, input is always non-sequential
x = input_.fully_connected(size, activation_fn)
residual = input_
for rsize in residual_sizes:
residual = residual.fully_connected(rsize, activation_fn)
return x + residual
from prettytensor.
Thanks, I will try it.
from prettytensor.
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