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c07d1ffe
编写于
9月 27, 2020
作者:
W
wuzewu
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demo/image_classification/train.py
demo/image_classification/train.py
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demo/image_classification/train.py
浏览文件 @
c07d1ffe
import
paddle
.fluid
as
fluid
import
paddle
import
paddlehub
as
hub
import
paddlehub
as
hub
from
paddle.
fluid.dygraph.parallel
import
ParallelEnv
from
paddle.
distributed
import
ParallelEnv
from
paddlehub.finetune.trainer
import
Trainer
from
paddlehub.finetune.trainer
import
Trainer
from
paddlehub.datasets.flowers
import
Flowers
from
paddlehub.datasets.flowers
import
Flowers
from
paddlehub.process.transforms
import
Compose
,
Resize
,
Normalize
from
paddlehub.process.transforms
import
Compose
,
Resize
,
Normalize
from
paddlehub.module.cv_module
import
ImageClassifierModule
from
paddlehub.module.cv_module
import
ImageClassifierModule
if
__name__
==
'__main__'
:
if
__name__
==
'__main__'
:
with
fluid
.
dygraph
.
guard
(
fluid
.
CUDAPlace
(
ParallelEnv
().
dev_id
)):
paddle
.
disable_static
(
paddle
.
CUDAPlace
(
ParallelEnv
().
dev_id
))
transforms
=
Compose
([
Resize
((
224
,
224
)),
Normalize
()])
transforms
=
Compose
([
Resize
((
224
,
224
)),
Normalize
()])
flowers
=
Flowers
(
transforms
)
flowers
=
Flowers
(
transforms
)
flowers_validate
=
Flowers
(
transforms
,
mode
=
'val'
)
flowers_validate
=
Flowers
(
transforms
,
mode
=
'val'
)
model
=
hub
.
Module
(
directory
=
'mobilenet_v2_animals'
,
class_dim
=
flowers
.
num_classes
)
model
=
hub
.
Module
(
name
=
'mobilenet_v2_imagenet'
,
class_dim
=
flowers
.
num_classes
)
# model = hub.Module(name='mobilenet_v2_animals', class_dim=flowers.num_classes)
optimizer
=
fluid
.
optimizer
.
AdamOptimizer
(
learning_rate
=
0.001
,
parameter_list
=
model
.
parameters
())
optimizer
=
paddle
.
optimizer
.
Adam
(
learning_rate
=
0.001
,
parameters
=
model
.
parameters
())
trainer
=
Trainer
(
model
,
optimizer
,
checkpoint_dir
=
'test_ckpt_img_cls'
)
trainer
=
Trainer
(
model
,
optimizer
,
checkpoint_dir
=
'test_ckpt_img_cls'
)
trainer
.
train
(
flowers
,
epochs
=
100
,
batch_size
=
32
,
eval_dataset
=
flowers_validate
,
save_interval
=
1
)
trainer
.
train
(
flowers
,
epochs
=
100
,
batch_size
=
32
,
eval_dataset
=
flowers_validate
,
save_interval
=
1
)
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