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Falguni Ghosh
Pytorch Without Pytorch
Commits
d3414387
Commit
d3414387
authored
1 year ago
by
Falguni Ghosh
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3_RNN/TanH.py
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d3414387
import
numpy
as
np
from
.Base
import
BaseLayer
class
TanH
(
BaseLayer
):
def
__init__
(
self
):
super
().
__init__
()
self
.
activation
=
None
self
.
error_tensor
=
None
def
forward
(
self
,
input_tensor
):
self
.
activation
=
np
.
tanh
(
input_tensor
)
return
self
.
activation
def
backward
(
self
,
error_tensor
):
self
.
error_tensor
=
error_tensor
*
(
1
-
self
.
activation
**
2
)
return
self
.
error_tensor
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