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b95b2fed
编写于
5月 19, 2020
作者:
X
xjqbest
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2d22c887
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-61
models/rank/criteo_reader.py
models/rank/criteo_reader.py
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models/rank/readme.md
models/rank/readme.md
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models/rank/criteo_reader.py
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浏览文件 @
2d22c887
# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from
__future__
import
print_function
from
paddlerec.core.reader
import
Reader
from
paddlerec.core.utils
import
envs
class
TrainReader
(
Reader
):
def
init
(
self
):
self
.
cont_min_
=
[
0
,
-
3
,
0
,
0
,
0
,
0
,
0
,
0
,
0
,
0
,
0
,
0
,
0
]
self
.
cont_max_
=
[
20
,
600
,
100
,
50
,
64000
,
500
,
100
,
50
,
500
,
10
,
10
,
10
,
50
]
self
.
cont_diff_
=
[
20
,
603
,
100
,
50
,
64000
,
500
,
100
,
50
,
500
,
10
,
10
,
10
,
50
]
self
.
hash_dim_
=
envs
.
get_global_env
(
"hyper_parameters.sparse_feature_number"
,
None
,
"train.model"
)
self
.
continuous_range_
=
range
(
1
,
14
)
self
.
categorical_range_
=
range
(
14
,
40
)
def
generate_sample
(
self
,
line
):
"""
Read the data line by line and process it as a dictionary
"""
def
reader
():
"""
This function needs to be implemented by the user, based on data format
"""
features
=
line
.
rstrip
(
'
\n
'
).
split
(
'
\t
'
)
dense_feature
=
[]
sparse_feature
=
[]
for
idx
in
self
.
continuous_range_
:
if
features
[
idx
]
==
""
:
dense_feature
.
append
(
0.0
)
else
:
dense_feature
.
append
(
(
float
(
features
[
idx
])
-
self
.
cont_min_
[
idx
-
1
])
/
self
.
cont_diff_
[
idx
-
1
])
for
idx
in
self
.
categorical_range_
:
sparse_feature
.
append
(
[
hash
(
str
(
idx
)
+
features
[
idx
])
%
self
.
hash_dim_
])
label
=
[
int
(
features
[
0
])]
feature_name
=
[
"D"
]
for
idx
in
self
.
categorical_range_
:
feature_name
.
append
(
"S"
+
str
(
idx
-
13
))
feature_name
.
append
(
"label"
)
yield
zip
(
feature_name
,
[
dense_feature
]
+
sparse_feature
+
[
label
])
return
reader
models/rank/readme.md
浏览文件 @
b95b2fed
...
...
@@ -64,6 +64,8 @@
sh run.sh
```
数据读取默认使用core/reader.py
### 训练
```
python -m paddlerec.run -m paddlerec.models.rank.dnn # 以DNN为例
...
...
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