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c65670f3
编写于
4月 12, 2021
作者:
P
pangyoki
提交者:
GitHub
4月 12, 2021
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电子邮件补丁
差异文件
delete useless unittest file (#32206)
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paddle/fluid/operators/lookup_table_v2_op_npu_test.cc
paddle/fluid/operators/lookup_table_v2_op_npu_test.cc
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paddle/fluid/operators/lookup_table_v2_op_npu_test.cc
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/* Copyright (c) 2021 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. */
#ifndef _WIN32
#include <unistd.h>
#endif
#include <cmath>
#include <iostream>
#include <numeric>
#include <string>
#include <thread> // NOLINT
#include <vector>
#include "gtest/gtest.h"
#include "paddle/fluid/framework/op_registry.h"
#include "paddle/fluid/framework/operator.h"
#include "paddle/fluid/framework/program_desc.h"
#include "paddle/fluid/operators/dropout_op.h"
#include "paddle/fluid/operators/math/math_function.h"
#include "paddle/fluid/string/printf.h"
namespace
f
=
paddle
::
framework
;
namespace
p
=
paddle
::
platform
;
namespace
m
=
paddle
::
operators
::
math
;
USE_OP
(
lookup_table_v2
);
USE_OP_DEVICE_KERNEL
(
lookup_table_v2
,
NPU
);
template
<
typename
T
>
void
Compare
(
f
::
Scope
*
scope
,
const
p
::
DeviceContext
&
ctx
)
{
// init
auto
ids
=
scope
->
Var
(
"Ids"
);
auto
out
=
scope
->
Var
(
"Out"
);
auto
w
=
scope
->
Var
(
"W"
);
auto
ids_t
=
ids
->
GetMutable
<
f
::
LoDTensor
>
();
auto
out_t
=
out
->
GetMutable
<
f
::
LoDTensor
>
();
auto
w_t
=
w
->
GetMutable
<
f
::
LoDTensor
>
();
int
bsz
=
10
;
int
dim
=
32
;
int
seqlen
=
8
;
int
vocab_size
=
100
;
TensorFromVector
(
std
::
vector
<
int64_t
>
(
bsz
*
seqlen
,
3
),
ctx
,
ids_t
);
std
::
vector
<
T
>
val
(
vocab_size
*
dim
,
10.
);
TensorFromVector
(
val
,
ctx
,
w_t
);
ids_t
->
Resize
({
bsz
,
seqlen
});
w_t
->
Resize
({
vocab_size
,
dim
});
out_t
->
Resize
({
bsz
,
seqlen
,
dim
});
ctx
.
Wait
();
auto
place
=
ctx
.
GetPlace
();
out_t
->
mutable_data
<
T
>
(
place
);
f
::
AttributeMap
attrs
=
{{}};
auto
op
=
f
::
OpRegistry
::
CreateOp
(
"lookup_table_v2"
,
{{
"W"
,
{
"W"
}},
{
"Ids"
,
{
"Ids"
}}},
{{
"Out"
,
{
"Out"
}}},
attrs
);
op
->
Run
(
*
scope
,
place
);
std
::
vector
<
T
>
out_v
;
TensorToVector
(
*
out_t
,
ctx
,
&
out_v
);
ctx
.
Wait
();
EXPECT_EQ
(
out_t
->
numel
(),
bsz
*
seqlen
*
dim
);
T
res
=
std
::
accumulate
(
out_v
.
begin
(),
out_v
.
end
(),
0.
);
float
eps
=
1.e-6
;
EXPECT_LT
(
fabs
(
res
-
bsz
*
seqlen
*
dim
*
10.
),
eps
);
}
template
<
typename
T
>
void
CompareGrad
(
f
::
Scope
*
scope
,
const
p
::
DeviceContext
&
ctx
)
{
// init
auto
w
=
scope
->
Var
(
"W"
);
auto
ids
=
scope
->
Var
(
"Ids"
);
auto
out
=
scope
->
Var
(
"DOut"
);
auto
dw
=
scope
->
Var
(
"DW"
);
auto
w_t
=
w
->
GetMutable
<
f
::
LoDTensor
>
();
auto
ids_t
=
ids
->
GetMutable
<
f
::
LoDTensor
>
();
auto
out_t
=
out
->
GetMutable
<
f
::
LoDTensor
>
();
auto
dw_t
=
dw
->
GetMutable
<
f
::
LoDTensor
>
();
int
bsz
=
2
;
int
dim
=
2
;
int
seqlen
=
2
;
int
vocab_size
=
4
;
std
::
vector
<
int64_t
>
val_int
(
bsz
*
seqlen
,
3
);
std
::
vector
<
T
>
val
(
vocab_size
*
dim
,
0.
);
std
::
vector
<
T
>
val_out
(
bsz
*
seqlen
*
dim
,
1.
);
TensorFromVector
(
val_int
,
ctx
,
ids_t
);
TensorFromVector
(
val
,
ctx
,
w_t
);
TensorFromVector
(
val
,
ctx
,
dw_t
);
TensorFromVector
(
val_out
,
ctx
,
out_t
);
w_t
->
Resize
({
vocab_size
,
dim
});
ids_t
->
Resize
({
bsz
,
seqlen
});
out_t
->
Resize
({
bsz
,
seqlen
,
dim
});
dw_t
->
Resize
({
vocab_size
,
dim
});
ctx
.
Wait
();
auto
place
=
ctx
.
GetPlace
();
out_t
->
mutable_data
<
T
>
(
place
);
w_t
->
mutable_data
<
T
>
(
place
);
dw_t
->
mutable_data
<
T
>
(
place
);
f
::
AttributeMap
attrs
=
{{}};
auto
op
=
f
::
OpRegistry
::
CreateOp
(
"lookup_table_v2_grad"
,
{{
"Ids"
,
{
"Ids"
}},
{
"W"
,
{
"W"
}},
{
"Out@GRAD"
,
{
"DOut"
}}},
{{
"W@GRAD"
,
{
"DW"
}}},
attrs
);
op
->
Run
(
*
scope
,
place
);
ctx
.
Wait
();
std
::
vector
<
T
>
w_v
;
TensorToVector
(
*
dw_t
,
ctx
,
&
w_v
);
ctx
.
Wait
();
EXPECT_EQ
(
dw_t
->
numel
(),
vocab_size
*
dim
);
T
res
=
std
::
accumulate
(
w_v
.
begin
(),
w_v
.
end
(),
0.
);
float
eps
=
1.e-6
;
EXPECT_LT
(
fabs
(
res
-
bsz
*
seqlen
*
dim
),
eps
);
}
TEST
(
lookup_table_v2
,
NPU_fp32
)
{
f
::
Scope
scope
;
auto
*
ctx
=
p
::
DeviceContextPool
::
Instance
().
Get
(
p
::
NPUPlace
(
0
));
Compare
<
float
>
(
&
scope
,
*
ctx
);
}
TEST
(
lookup_table_v2_grad
,
NPU_fp32
)
{
f
::
Scope
scope
;
auto
*
ctx
=
p
::
DeviceContextPool
::
Instance
().
Get
(
p
::
NPUPlace
(
0
));
CompareGrad
<
float
>
(
&
scope
,
*
ctx
);
}
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