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ModelZoo
ResNet50_tensorflow
Commits
d54edbcf
Commit
d54edbcf
authored
Apr 22, 2021
by
Scott Zhu
Committed by
A. Unique TensorFlower
Apr 22, 2021
Browse files
Convert model_garden/vision code to use public tf.keras API.
PiperOrigin-RevId: 369893606
parent
991f75e2
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official/vision/image_classification/test_utils.py
official/vision/image_classification/test_utils.py
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official/vision/image_classification/test_utils.py
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d54edbcf
...
...
@@ -18,21 +18,20 @@ from __future__ import absolute_import
from
__future__
import
division
from
__future__
import
print_function
from
tensorflow.python.keras
import
backend
from
tensorflow.python.keras
import
layers
from
tensorflow.python.keras
import
models
import
tensorflow
as
tf
def
trivial_model
(
num_classes
):
"""Trivial model for ImageNet dataset."""
input_shape
=
(
224
,
224
,
3
)
img_input
=
layers
.
Input
(
shape
=
input_shape
)
img_input
=
tf
.
keras
.
layers
.
Input
(
shape
=
input_shape
)
x
=
layers
.
Lambda
(
lambda
x
:
backend
.
reshape
(
x
,
[
-
1
,
224
*
224
*
3
]),
name
=
'reshape'
)(
img_input
)
x
=
layers
.
Dense
(
1
,
name
=
'fc1'
)(
x
)
x
=
layers
.
Dense
(
num_classes
,
name
=
'fc1000'
)(
x
)
x
=
layers
.
Activation
(
'softmax'
,
dtype
=
'float32'
)(
x
)
x
=
tf
.
keras
.
layers
.
Lambda
(
lambda
x
:
tf
.
keras
.
backend
.
reshape
(
x
,
[
-
1
,
224
*
224
*
3
]),
name
=
'reshape'
)(
img_input
)
x
=
tf
.
keras
.
layers
.
Dense
(
1
,
name
=
'fc1'
)(
x
)
x
=
tf
.
keras
.
layers
.
Dense
(
num_classes
,
name
=
'fc1000'
)(
x
)
x
=
tf
.
keras
.
layers
.
Activation
(
'softmax'
,
dtype
=
'float32'
)(
x
)
return
models
.
Model
(
img_input
,
x
,
name
=
'trivial'
)
return
tf
.
keras
.
models
.
Model
(
img_input
,
x
,
name
=
'trivial'
)
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