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e1f93161
编写于
3月 30, 2021
作者:
Z
Zhen Wang
提交者:
GitHub
3月 30, 2021
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电子邮件补丁
差异文件
Fix save/load error in imperative qat UT. (#31937)
上级
e50bc2c2
变更
2
隐藏空白更改
内联
并排
Showing
2 changed file
with
43 addition
and
10 deletion
+43
-10
python/paddle/fluid/contrib/slim/tests/test_imperative_qat.py
...on/paddle/fluid/contrib/slim/tests/test_imperative_qat.py
+21
-5
python/paddle/fluid/contrib/slim/tests/test_imperative_qat_addquantdequant.py
...contrib/slim/tests/test_imperative_qat_addquantdequant.py
+22
-5
未找到文件。
python/paddle/fluid/contrib/slim/tests/test_imperative_qat.py
浏览文件 @
e1f93161
...
@@ -17,6 +17,8 @@ from __future__ import print_function
...
@@ -17,6 +17,8 @@ from __future__ import print_function
import
os
import
os
import
numpy
as
np
import
numpy
as
np
import
random
import
random
import
shutil
import
time
import
unittest
import
unittest
import
logging
import
logging
import
paddle
import
paddle
...
@@ -157,6 +159,20 @@ class TestImperativeQat(unittest.TestCase):
...
@@ -157,6 +159,20 @@ class TestImperativeQat(unittest.TestCase):
QAT = quantization-aware training
QAT = quantization-aware training
"""
"""
@
classmethod
def
setUpClass
(
cls
):
timestamp
=
time
.
strftime
(
'%Y-%m-%d-%H-%M-%S'
,
time
.
localtime
())
cls
.
root_path
=
os
.
path
.
join
(
os
.
getcwd
(),
"imperative_qat_"
+
timestamp
)
cls
.
save_path
=
os
.
path
.
join
(
cls
.
root_path
,
"lenet"
)
cls
.
dynamic_root_path
=
os
.
path
.
join
(
os
.
getcwd
(),
"dynamic_mnist_"
+
timestamp
)
cls
.
dynamic_save_path
=
os
.
path
.
join
(
cls
.
dynamic_root_path
,
"model"
)
@
classmethod
def
tearDownClass
(
cls
):
shutil
.
rmtree
(
cls
.
root_path
)
shutil
.
rmtree
(
cls
.
dynamic_root_path
)
def
test_qat_save
(
self
):
def
test_qat_save
(
self
):
imperative_qat
=
ImperativeQuantAware
(
imperative_qat
=
ImperativeQuantAware
(
weight_quantize_type
=
'abs_max'
,
weight_quantize_type
=
'abs_max'
,
...
@@ -206,6 +222,8 @@ class TestImperativeQat(unittest.TestCase):
...
@@ -206,6 +222,8 @@ class TestImperativeQat(unittest.TestCase):
"Train | At epoch {} step {}: loss = {:}, acc= {:}"
.
"Train | At epoch {} step {}: loss = {:}, acc= {:}"
.
format
(
epoch
,
batch_id
,
format
(
epoch
,
batch_id
,
avg_loss
.
numpy
(),
acc
.
numpy
()))
avg_loss
.
numpy
(),
acc
.
numpy
()))
if
batch_id
==
500
:
# For shortening CI time
break
lenet
.
eval
()
lenet
.
eval
()
for
batch_id
,
data
in
enumerate
(
test_reader
()):
for
batch_id
,
data
in
enumerate
(
test_reader
()):
...
@@ -242,11 +260,9 @@ class TestImperativeQat(unittest.TestCase):
...
@@ -242,11 +260,9 @@ class TestImperativeQat(unittest.TestCase):
before_save
=
lenet
(
test_img
)
before_save
=
lenet
(
test_img
)
# save inference quantized model
# save inference quantized model
path
=
"./qat_infer_model/lenet"
save_dir
=
"./qat_infer_model"
paddle
.
jit
.
save
(
paddle
.
jit
.
save
(
layer
=
lenet
,
layer
=
lenet
,
path
=
path
,
path
=
TestImperativeQat
.
save_
path
,
input_spec
=
[
input_spec
=
[
paddle
.
static
.
InputSpec
(
paddle
.
static
.
InputSpec
(
shape
=
[
None
,
1
,
28
,
28
],
dtype
=
'float32'
)
shape
=
[
None
,
1
,
28
,
28
],
dtype
=
'float32'
)
...
@@ -259,7 +275,7 @@ class TestImperativeQat(unittest.TestCase):
...
@@ -259,7 +275,7 @@ class TestImperativeQat(unittest.TestCase):
exe
=
fluid
.
Executor
(
place
)
exe
=
fluid
.
Executor
(
place
)
[
inference_program
,
feed_target_names
,
[
inference_program
,
feed_target_names
,
fetch_targets
]
=
fluid
.
io
.
load_inference_model
(
fetch_targets
]
=
fluid
.
io
.
load_inference_model
(
dirname
=
save_dir
,
dirname
=
TestImperativeQat
.
root_path
,
executor
=
exe
,
executor
=
exe
,
model_filename
=
"lenet"
+
INFER_MODEL_SUFFIX
,
model_filename
=
"lenet"
+
INFER_MODEL_SUFFIX
,
params_filename
=
"lenet"
+
INFER_PARAMS_SUFFIX
)
params_filename
=
"lenet"
+
INFER_PARAMS_SUFFIX
)
...
@@ -351,7 +367,7 @@ class TestImperativeQat(unittest.TestCase):
...
@@ -351,7 +367,7 @@ class TestImperativeQat(unittest.TestCase):
paddle
.
jit
.
save
(
paddle
.
jit
.
save
(
layer
=
lenet
,
layer
=
lenet
,
path
=
"./dynamic_mnist/model"
,
path
=
TestImperativeQat
.
dynamic_save_path
,
input_spec
=
[
input_spec
=
[
paddle
.
static
.
InputSpec
(
paddle
.
static
.
InputSpec
(
shape
=
[
None
,
1
,
28
,
28
],
dtype
=
'float32'
)
shape
=
[
None
,
1
,
28
,
28
],
dtype
=
'float32'
)
...
...
python/paddle/fluid/contrib/slim/tests/test_imperative_qat_addquantdequant.py
浏览文件 @
e1f93161
...
@@ -17,6 +17,8 @@ from __future__ import print_function
...
@@ -17,6 +17,8 @@ from __future__ import print_function
import
os
import
os
import
numpy
as
np
import
numpy
as
np
import
random
import
random
import
shutil
import
time
import
unittest
import
unittest
import
logging
import
logging
import
paddle
import
paddle
...
@@ -185,6 +187,21 @@ class ImperativeLenet(fluid.dygraph.Layer):
...
@@ -185,6 +187,21 @@ class ImperativeLenet(fluid.dygraph.Layer):
class
TestImperativeAddQuantDequant
(
unittest
.
TestCase
):
class
TestImperativeAddQuantDequant
(
unittest
.
TestCase
):
@
classmethod
def
setUpClass
(
cls
):
timestamp
=
time
.
strftime
(
'%Y-%m-%d-%H-%M-%S'
,
time
.
localtime
())
cls
.
root_path
=
os
.
path
.
join
(
os
.
getcwd
(),
"imperative_qat_aqd_"
+
timestamp
)
cls
.
save_path
=
os
.
path
.
join
(
cls
.
root_path
,
"lenet"
)
cls
.
dynamic_root_path
=
os
.
path
.
join
(
os
.
getcwd
(),
"dynamic_mnist_aqd_"
+
timestamp
)
cls
.
dynamic_save_path
=
os
.
path
.
join
(
cls
.
dynamic_root_path
,
"model"
)
@
classmethod
def
tearDownClass
(
cls
):
shutil
.
rmtree
(
cls
.
root_path
)
shutil
.
rmtree
(
cls
.
dynamic_root_path
)
def
test_qat_save
(
self
):
def
test_qat_save
(
self
):
imperative_qat
=
ImperativeQuantAware
(
imperative_qat
=
ImperativeQuantAware
(
...
@@ -228,6 +245,8 @@ class TestImperativeAddQuantDequant(unittest.TestCase):
...
@@ -228,6 +245,8 @@ class TestImperativeAddQuantDequant(unittest.TestCase):
"Train | At epoch {} step {}: loss = {:}, acc= {:}"
.
"Train | At epoch {} step {}: loss = {:}, acc= {:}"
.
format
(
epoch
,
batch_id
,
format
(
epoch
,
batch_id
,
avg_loss
.
numpy
(),
acc
.
numpy
()))
avg_loss
.
numpy
(),
acc
.
numpy
()))
if
batch_id
==
500
:
# For shortening CI time
break
lenet
.
eval
()
lenet
.
eval
()
for
batch_id
,
data
in
enumerate
(
test_reader
()):
for
batch_id
,
data
in
enumerate
(
test_reader
()):
...
@@ -264,11 +283,9 @@ class TestImperativeAddQuantDequant(unittest.TestCase):
...
@@ -264,11 +283,9 @@ class TestImperativeAddQuantDequant(unittest.TestCase):
before_save
=
lenet
(
test_img
)
before_save
=
lenet
(
test_img
)
# save inference quantized model
# save inference quantized model
path
=
"./qat_infer_model/lenet"
save_dir
=
"./qat_infer_model"
paddle
.
jit
.
save
(
paddle
.
jit
.
save
(
layer
=
lenet
,
layer
=
lenet
,
path
=
path
,
path
=
TestImperativeAddQuantDequant
.
save_
path
,
input_spec
=
[
input_spec
=
[
paddle
.
static
.
InputSpec
(
paddle
.
static
.
InputSpec
(
shape
=
[
None
,
1
,
28
,
28
],
dtype
=
'float32'
)
shape
=
[
None
,
1
,
28
,
28
],
dtype
=
'float32'
)
...
@@ -280,7 +297,7 @@ class TestImperativeAddQuantDequant(unittest.TestCase):
...
@@ -280,7 +297,7 @@ class TestImperativeAddQuantDequant(unittest.TestCase):
exe
=
fluid
.
Executor
(
place
)
exe
=
fluid
.
Executor
(
place
)
[
inference_program
,
feed_target_names
,
[
inference_program
,
feed_target_names
,
fetch_targets
]
=
fluid
.
io
.
load_inference_model
(
fetch_targets
]
=
fluid
.
io
.
load_inference_model
(
dirname
=
save_dir
,
dirname
=
TestImperativeAddQuantDequant
.
root_path
,
executor
=
exe
,
executor
=
exe
,
model_filename
=
"lenet"
+
INFER_MODEL_SUFFIX
,
model_filename
=
"lenet"
+
INFER_MODEL_SUFFIX
,
params_filename
=
"lenet"
+
INFER_PARAMS_SUFFIX
)
params_filename
=
"lenet"
+
INFER_PARAMS_SUFFIX
)
...
@@ -378,7 +395,7 @@ class TestImperativeAddQuantDequant(unittest.TestCase):
...
@@ -378,7 +395,7 @@ class TestImperativeAddQuantDequant(unittest.TestCase):
lenet
.
eval
()
lenet
.
eval
()
paddle
.
jit
.
save
(
paddle
.
jit
.
save
(
layer
=
lenet
,
layer
=
lenet
,
path
=
"./dynamic_mnist/model"
,
path
=
TestImperativeAddQuantDequant
.
dynamic_save_path
,
input_spec
=
[
input_spec
=
[
paddle
.
static
.
InputSpec
(
paddle
.
static
.
InputSpec
(
shape
=
[
None
,
1
,
28
,
28
],
dtype
=
'float32'
)
shape
=
[
None
,
1
,
28
,
28
],
dtype
=
'float32'
)
...
...
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