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Lucas Miranda
deepOF
Commits
95fbad14
Commit
95fbad14
authored
May 27, 2020
by
lucas_miranda
Browse files
Parameterised path in main.ipynb
parent
cba52691
Changes
1
Hide whitespace changes
Inline
Side-by-side
source/models.py
View file @
95fbad14
...
...
@@ -47,7 +47,7 @@ class SEQ_2_SEQ_AE:
self
.
LSTM_units_1
,
activation
=
"tanh"
,
return_sequences
=
True
,
#
kernel_constraint=UnitNorm(axis=0),
kernel_constraint
=
UnitNorm
(
axis
=
0
),
)
)
Model_E2
=
Bidirectional
(
...
...
@@ -55,19 +55,19 @@ class SEQ_2_SEQ_AE:
self
.
LSTM_units_2
,
activation
=
"tanh"
,
return_sequences
=
False
,
#
kernel_constraint=UnitNorm(axis=0),
kernel_constraint
=
UnitNorm
(
axis
=
0
),
)
)
Model_E3
=
Dense
(
self
.
DENSE_1
,
activation
=
"relu"
,
#
kernel_constraint=UnitNorm(axis=0)
self
.
DENSE_1
,
activation
=
"relu"
,
kernel_constraint
=
UnitNorm
(
axis
=
0
)
)
Model_E4
=
Dense
(
self
.
DENSE_2
,
activation
=
"relu"
,
#
kernel_constraint=UnitNorm(axis=0)
self
.
DENSE_2
,
activation
=
"relu"
,
kernel_constraint
=
UnitNorm
(
axis
=
0
)
)
Model_E5
=
Dense
(
self
.
ENCODING
,
activation
=
"relu"
,
#
kernel_constraint=UnitNorm(axis=1),
kernel_constraint
=
UnitNorm
(
axis
=
1
),
activity_regularizer
=
UncorrelatedFeaturesConstraint
(
3
,
weightage
=
1.0
),
)
...
...
@@ -81,7 +81,7 @@ class SEQ_2_SEQ_AE:
self
.
LSTM_units_1
,
activation
=
"tanh"
,
return_sequences
=
True
,
#
kernel_constraint=UnitNorm(axis=1),
kernel_constraint
=
UnitNorm
(
axis
=
1
),
)
)
Model_D5
=
Bidirectional
(
...
...
@@ -89,7 +89,7 @@ class SEQ_2_SEQ_AE:
self
.
LSTM_units_1
,
activation
=
"sigmoid"
,
return_sequences
=
True
,
#
kernel_constraint=UnitNorm(axis=1),
kernel_constraint
=
UnitNorm
(
axis
=
1
),
)
)
...
...
@@ -163,7 +163,7 @@ class SEQ_2_SEQ_VAE:
self
.
LSTM_units_1
,
activation
=
"tanh"
,
return_sequences
=
True
,
#
kernel_constraint=UnitNorm(axis=0),
kernel_constraint
=
UnitNorm
(
axis
=
0
),
)
)
Model_E2
=
Bidirectional
(
...
...
@@ -171,19 +171,19 @@ class SEQ_2_SEQ_VAE:
self
.
LSTM_units_2
,
activation
=
"tanh"
,
return_sequences
=
False
,
#
kernel_constraint=UnitNorm(axis=0),
kernel_constraint
=
UnitNorm
(
axis
=
0
),
)
)
Model_E3
=
Dense
(
self
.
DENSE_1
,
activation
=
"relu"
,
#
kernel_constraint=UnitNorm(axis=0)
self
.
DENSE_1
,
activation
=
"relu"
,
kernel_constraint
=
UnitNorm
(
axis
=
0
)
)
Model_E4
=
Dense
(
self
.
DENSE_2
,
activation
=
"relu"
,
#
kernel_constraint=UnitNorm(axis=0)
self
.
DENSE_2
,
activation
=
"relu"
,
kernel_constraint
=
UnitNorm
(
axis
=
0
)
)
Model_E5
=
Dense
(
self
.
ENCODING
,
activation
=
"relu"
,
#
kernel_constraint=UnitNorm(axis=1),
kernel_constraint
=
UnitNorm
(
axis
=
1
),
activity_regularizer
=
UncorrelatedFeaturesConstraint
(
3
,
weightage
=
1.0
),
)
...
...
@@ -198,7 +198,7 @@ class SEQ_2_SEQ_VAE:
self
.
LSTM_units_1
,
activation
=
"tanh"
,
return_sequences
=
True
,
#
kernel_constraint=UnitNorm(axis=1),
kernel_constraint
=
UnitNorm
(
axis
=
1
),
)
)
Model_D5
=
Bidirectional
(
...
...
@@ -206,7 +206,7 @@ class SEQ_2_SEQ_VAE:
self
.
LSTM_units_1
,
activation
=
"sigmoid"
,
return_sequences
=
True
,
#
kernel_constraint=UnitNorm(axis=1),
kernel_constraint
=
UnitNorm
(
axis
=
1
),
)
)
...
...
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