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wenyuanbo
tic
Commits
c48e1cc1
Commit
c48e1cc1
authored
Sep 24, 2019
by
Ina Dobreva
Committed by
Tianqi Chen
Sep 24, 2019
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add parser support for TANH tflite operator (#3996)
parent
ed9fdfb0
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2 changed files
with
33 additions
and
0 deletions
+33
-0
python/tvm/relay/frontend/tflite.py
+18
-0
tests/python/frontend/tflite/test_forward.py
+15
-0
No files found.
python/tvm/relay/frontend/tflite.py
View file @
c48e1cc1
...
@@ -82,6 +82,7 @@ class OperatorConverter(object):
...
@@ -82,6 +82,7 @@ class OperatorConverter(object):
'PAD'
:
self
.
convert_pad
,
'PAD'
:
self
.
convert_pad
,
'PACK'
:
self
.
convert_pack
,
'PACK'
:
self
.
convert_pack
,
'LOGISTIC'
:
self
.
convert_logistic
,
'LOGISTIC'
:
self
.
convert_logistic
,
'TANH'
:
self
.
convert_tanh
,
'SPLIT'
:
self
.
convert_split
,
'SPLIT'
:
self
.
convert_split
,
'TRANSPOSE'
:
self
.
convert_transpose
,
'TRANSPOSE'
:
self
.
convert_transpose
,
'TILE'
:
self
.
convert_tile
,
'TILE'
:
self
.
convert_tile
,
...
@@ -326,6 +327,23 @@ class OperatorConverter(object):
...
@@ -326,6 +327,23 @@ class OperatorConverter(object):
return
out
return
out
def
convert_tanh
(
self
,
op
):
"""Convert TFLite TANH"""
try
:
from
tflite.Operator
import
Operator
except
ImportError
:
raise
ImportError
(
"The tflite package must be installed"
)
assert
isinstance
(
op
,
Operator
)
input_tensors
=
self
.
get_input_tensors
(
op
)
assert
len
(
input_tensors
)
==
1
,
"input tensors length should be 1"
input_tensor
=
input_tensors
[
0
]
in_expr
=
self
.
get_expr
(
input_tensor
.
tensor_idx
)
out
=
_op
.
tanh
(
in_expr
)
return
out
def
convert_concatenation
(
self
,
op
):
def
convert_concatenation
(
self
,
op
):
"""Convert TFLite concatenation"""
"""Convert TFLite concatenation"""
try
:
try
:
...
...
tests/python/frontend/tflite/test_forward.py
View file @
c48e1cc1
...
@@ -813,6 +813,20 @@ def test_forward_softmax():
...
@@ -813,6 +813,20 @@ def test_forward_softmax():
""" Softmax """
""" Softmax """
_test_softmax
(
np
.
arange
(
6.0
,
dtype
=
np
.
float32
)
.
reshape
((
1
,
6
)))
_test_softmax
(
np
.
arange
(
6.0
,
dtype
=
np
.
float32
)
.
reshape
((
1
,
6
)))
#######################################################################
# Tanh
# --------
def
_test_tanh
(
data
):
""" One iteration of TANH """
with
tf
.
Graph
()
.
as_default
():
in_data
=
array_ops
.
placeholder
(
shape
=
data
.
shape
,
dtype
=
data
.
dtype
)
out
=
math_ops
.
sigmoid
(
in_data
)
compare_tflite_with_tvm
(
data
,
'Placeholder:0'
,
[
in_data
],
[
out
])
def
test_forward_tanh
():
""" TANH """
_test_tanh
(
np
.
arange
(
6.0
,
dtype
=
np
.
float32
)
.
reshape
((
1
,
6
)))
#######################################################################
#######################################################################
# Fully Connected
# Fully Connected
...
@@ -976,6 +990,7 @@ if __name__ == '__main__':
...
@@ -976,6 +990,7 @@ if __name__ == '__main__':
test_forward_logistic
()
test_forward_logistic
()
test_forward_pooling
()
test_forward_pooling
()
test_forward_softmax
()
test_forward_softmax
()
test_forward_tanh
()
test_forward_fully_connected
()
test_forward_fully_connected
()
# Elemwise
# Elemwise
...
...
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