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seminar-breakout
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Shashank Suhas
seminar-breakout
Commits
88d607d8
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Commit
88d607d8
authored
Dec 25, 2015
by
ppwwyyxx
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add missing util
parent
bcd0ce6d
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utils/symbolic_functions.py
utils/symbolic_functions.py
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utils/symbolic_functions.py
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88d607d8
#!/usr/bin/env python2
# -*- coding: UTF-8 -*-
# File: symbolic_functions.py
# Author: Yuxin Wu <ppwwyyxx@gmail.com>
import
tensorflow
as
tf
import
numpy
as
np
__all__
=
[
'one_hot'
,
'batch_flatten'
]
def
one_hot
(
y
,
num_labels
):
batch_size
=
tf
.
size
(
y
)
y
=
tf
.
expand_dims
(
y
,
1
)
indices
=
tf
.
expand_dims
(
tf
.
range
(
0
,
batch_size
),
1
)
concated
=
tf
.
concat
(
1
,
[
indices
,
y
])
onehot_labels
=
tf
.
sparse_to_dense
(
concated
,
tf
.
pack
([
batch_size
,
num_labels
]),
1.0
,
0.0
)
onehot_labels
.
set_shape
([
None
,
num_labels
])
return
tf
.
cast
(
onehot_labels
,
tf
.
float32
)
def
batch_flatten
(
x
):
total_dim
=
np
.
prod
(
x
.
get_shape
()[
1
:]
.
as_list
())
return
tf
.
reshape
(
x
,
[
-
1
,
total_dim
])
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