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wenyuanbo
tic
Commits
c38f2f39
Unverified
Commit
c38f2f39
authored
Mar 30, 2020
by
lfengad
Committed by
GitHub
Mar 30, 2020
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Add support for sharing params of operators in tensorflow frontend (#5042)
parent
3bab699d
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2 changed files
with
19 additions
and
1 deletions
+19
-1
python/tvm/relay/frontend/tensorflow.py
+1
-1
tests/python/frontend/tensorflow/test_forward.py
+18
-0
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python/tvm/relay/frontend/tensorflow.py
View file @
c38f2f39
...
...
@@ -81,7 +81,7 @@ def _dimension_constraint():
def
_get_param
(
params
,
input_node
):
if
isinstance
(
input_node
,
_expr
.
Constant
):
return
np
.
atleast_1d
(
input_node
.
data
.
asnumpy
())
return
params
.
pop
(
input_node
.
name_hint
)
.
asnumpy
()
return
params
[
input_node
.
name_hint
]
.
asnumpy
()
def
_get_num_param
(
params
,
input_node
):
return
_get_param
(
params
,
input_node
)
.
item
()
...
...
tests/python/frontend/tensorflow/test_forward.py
View file @
c38f2f39
...
...
@@ -3058,6 +3058,21 @@ def test_forward_add_n():
_test_forward_add_n
(
in4
)
_test_forward_add_n
(
in5
)
#######################################################################
# Sharing params case
# ----------------------
def
test_sharing_node
():
"""Test the sharing params case."""
np_data
=
np
.
random
.
uniform
(
size
=
(
2
,
2
,
2
))
.
astype
(
'float32'
)
with
tf
.
Graph
()
.
as_default
():
in_data
=
tf
.
placeholder
(
tf
.
float32
,
shape
=
(
2
,
2
,
2
),
name
=
'in_data'
)
axis
=
tf
.
constant
([
-
1
],
dtype
=
tf
.
int32
,
name
=
'axis'
)
mean0
=
tf
.
reduce_mean
(
in_data
,
axis
=
axis
,
keepdims
=
False
,
name
=
'mean0'
)
mean1
=
tf
.
reduce_mean
(
in_data
,
axis
=
axis
,
keepdims
=
False
,
name
=
'mean1'
)
out
=
tf
.
add
(
mean0
,
mean1
,
name
=
'out'
)
compare_tf_with_tvm
([
np_data
],
[
'in_data:0'
],
'out:0'
)
#######################################################################
# Unravel Index
...
...
@@ -3311,3 +3326,6 @@ if __name__ == '__main__':
# Internal misc. ops
test_read_variable_op
()
# Sharing params case using Mean ops
test_sharing_node
()
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