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7a0a2814
编写于
4月 12, 2019
作者:
Z
Zeyu Chen
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update ernie tiny demo
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demo/ernie-classification/ernie_tiny_demo.py
demo/ernie-classification/ernie_tiny_demo.py
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demo/ernie-classification/ernie_tiny_demo.py
浏览文件 @
7a0a2814
import
paddle.fluid
as
fluid
import
paddlehub
as
hub
# Step1
module
=
hub
.
Module
(
name
=
"ernie"
)
inputs
,
outputs
,
program
=
module
.
context
(
trainable
=
True
,
max_seq_len
=
128
)
# Step2
reader
=
hub
.
reader
.
ClassifyReader
(
dataset
=
hub
.
dataset
.
ChnSentiCorp
(),
vocab_path
=
module
.
get_vocab_path
(),
max_seq_len
=
128
)
# Step3
with
fluid
.
program_guard
(
program
):
label
=
fluid
.
layers
.
data
(
name
=
"label"
,
shape
=
[
1
],
dtype
=
'int64'
)
pooled_output
=
outputs
[
"pooled_output"
]
feed_list
=
[
inputs
[
"input_ids"
].
name
,
inputs
[
"position_ids"
].
name
,
inputs
[
"segment_ids"
].
name
,
inputs
[
"input_mask"
].
name
,
label
.
name
]
cls_task
=
hub
.
create_text_classification_task
(
pooled_output
,
label
,
num_classes
=
reader
.
get_num_labels
())
feature
=
pooled_output
,
label
=
label
,
num_classes
=
reader
.
get_num_labels
())
# Step4
strategy
=
hub
.
BERTFinetuneStrategy
(
learning_rate
=
5e-5
,
warmup_proportion
=
0.1
,
warmup_strategy
=
"linear_warmup_decay"
,
weight_decay
=
0.01
)
strategy
=
hub
.
BERTFinetuneStrategy
(
weight_decay
=
0.01
,
learning_rate
=
5e-5
,
warmup_strategy
=
"linear_warmup_decay"
,
)
config
=
hub
.
RunConfig
(
use_cuda
=
True
,
num_epoch
=
3
,
batch_size
=
32
,
strategy
=
strategy
)
config
=
hub
.
RunConfig
(
use_cuda
=
True
,
num_epoch
=
3
,
batch_size
=
32
,
strategy
=
strategy
)
feed_list
=
[
inputs
[
"input_ids"
].
name
,
inputs
[
"position_ids"
].
name
,
inputs
[
"segment_ids"
].
name
,
inputs
[
"input_mask"
].
name
,
label
.
name
]
hub
.
finetune_and_eval
(
task
=
cls_task
,
data_reader
=
reader
,
feed_list
=
feed_list
,
config
=
config
)
hub
.
finetune_and_eval
(
task
=
cls_task
,
data_reader
=
reader
,
feed_list
=
feed_list
,
config
=
config
)
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