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4f1aa5bc
编写于
11月 16, 2017
作者:
K
Kexin Zhao
浏览文件
操作
浏览文件
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电子邮件补丁
差异文件
add test cases
上级
af37838e
变更
2
隐藏空白更改
内联
并排
Showing
2 changed file
with
84 addition
and
6 deletion
+84
-6
paddle/math/float16.h
paddle/math/float16.h
+6
-6
paddle/math/tests/test_float16.cpp
paddle/math/tests/test_float16.cpp
+78
-0
未找到文件。
paddle/math/float16.h
浏览文件 @
4f1aa5bc
...
...
@@ -23,7 +23,7 @@ limitations under the License. */
#define USE_EIGEN
#ifdef USE_EIGEN // delete this #if macro
#include "
Eigen/src/Core/arch/CUDA/Half.h
"
#include "
unsupported/Eigen/CXX11/Tensor
"
#endif
#ifdef __GNUC__
...
...
@@ -126,7 +126,7 @@ struct PADDLE_ALIGN(2) float16 {
// According to gcc, __fp16 can only be used as an argument to fp16
// intrinsic defined in arm_neon.h or as a storage type. It cannot
// be used as a formal function argument.
// TODO
(kexinzhao): test it on RPI
// TODO(kexinzhao): test it on RPI
PADDLE_HOSTDEVICE
inline
float16
(
const
float16_t
*
h
)
{
x
=
*
reinterpret_cast
<
uint16_t
*>
(
h
);
}
...
...
@@ -564,7 +564,7 @@ PADDLE_HOSTDEVICE inline bool operator>=(const float16& a, const float16& b) {
namespace
fp16_impl
{
U
nion
Bits
{
u
nion
Bits
{
float
f
;
int32_t
si
;
uint32_t
ui
;
...
...
@@ -584,7 +584,7 @@ constexpr int32_t maxC = maxN >> shift;
constexpr
int32_t
minC
=
minN
>>
shift
;
constexpr
int32_t
sigC
=
sigN
>>
shiftSign
;
const
int32_t
mulN
=
0x52000000
;
//(1 << 23) / minN
const
int32_t
mulN
=
0x52000000
;
//
(1 << 23) / minN
const
int32_t
mulC
=
0x33800000
;
// minN / (1 << (23 - shift))
const
int32_t
subC
=
0x003FF
;
// max flt32 subnormal downshifted
const
int32_t
norC
=
0x00400
;
// min flt32 normal downshifted
...
...
@@ -693,7 +693,7 @@ PADDLE_HOSTDEVICE inline float half_to_float(float16 h) {
// Conversion routine adapted from
// http://stackoverflow.com/questions/1659440/32-bit-to-16-bit-floating-point-conversion
Bits
v
;
v
.
ui
=
x
;
v
.
ui
=
h
.
x
;
int32_t
sign
=
v
.
si
&
sigC
;
v
.
si
^=
sign
;
sign
<<=
shiftSign
;
...
...
@@ -711,6 +711,6 @@ PADDLE_HOSTDEVICE inline float half_to_float(float16 h) {
#endif
}
}
// namespace
half
_impl
}
// namespace
fp16
_impl
}
// namespace paddle
paddle/math/tests/test_float16.cpp
0 → 100644
浏览文件 @
4f1aa5bc
/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
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. */
#include <gtest/gtest.h>
#include "paddle/math/float16.h"
namespace
paddle
{
#ifdef PADDLE_CUDA_FP16
TEST
(
float16
,
gpu
)
{
// Conversion to and from cuda half
float16
v1
=
half
(
float16
(
1.0
f
));
EXPECT_EQ
(
v1
.
x
,
0x3c00
);
// Conversion to and from Eigen::half
float16
v2
=
Eigen
::
half
(
float16
(
0.5
f
));
EXPECT_EQ
(
v2
.
x
,
0x3800
);
// Conversion from float
EXPECT_EQ
(
float16
(
1.0
f
).
x
,
0x3c00
);
EXPECT_EQ
(
float16
(
0.5
f
).
x
,
0x3800
);
EXPECT_EQ
(
float16
(
0.33333
f
).
x
,
0x3555
);
EXPECT_EQ
(
float16
(
0.0
f
).
x
,
0x0000
);
EXPECT_EQ
(
float16
(
-
0.0
f
).
x
,
0x8000
);
EXPECT_EQ
(
float16
(
65504.0
f
).
x
,
0x7bff
);
EXPECT_EQ
(
float16
(
65536.0
f
).
x
,
0x7c00
);
// Conversion from double
// Conversion from int
// Conversion from bool
}
TEST
(
float16
,
arithmetic_gpu
)
{
EXPECT_EQ
(
float
(
float16
(
2
)
+
float16
(
2
)),
4
);
}
TEST
(
float16
,
comparison_gpu
)
{
EXPECT_TRUE
(
float16
(
1.0
f
)
>
float16
(
0.5
f
));
}
#endif
TEST
(
float16
,
conversion_cpu
)
{
// Conversion to and from Eigen::half
EXPECT_EQ
(
float16
(
Eigen
::
half
(
float16
(
1.0
f
))).
x
,
0x3c00
);
EXPECT_EQ
(
float16
(
Eigen
::
half
(
float16
(
0.5
f
))).
x
,
0x3800
);
EXPECT_EQ
(
float16
(
Eigen
::
half
(
float16
(
0.33333
f
))).
x
,
0x3555
);
EXPECT_EQ
(
float16
(
Eigen
::
half
(
float16
(
0.0
f
))).
x
,
0x0000
);
EXPECT_EQ
(
float16
(
Eigen
::
half
(
float16
(
-
0.0
f
))).
x
,
0x8000
);
EXPECT_EQ
(
float16
(
Eigen
::
half
(
float16
(
65504.0
f
))).
x
,
0x7bff
);
EXPECT_EQ
(
float16
(
Eigen
::
half
(
float16
(
65536.0
f
))).
x
,
0x7c00
);
// Conversion from float
EXPECT_EQ
(
float16
(
1.0
f
).
x
,
0x3c00
);
EXPECT_EQ
(
float16
(
0.5
f
).
x
,
0x3800
);
EXPECT_EQ
(
float16
(
0.33333
f
).
x
,
0x3555
);
EXPECT_EQ
(
float16
(
0.0
f
).
x
,
0x0000
);
EXPECT_EQ
(
float16
(
-
0.0
f
).
x
,
0x8000
);
EXPECT_EQ
(
float16
(
65504.0
f
).
x
,
0x7bff
);
EXPECT_EQ
(
float16
(
65536.0
f
).
x
,
0x7c00
);
// Conversion from double
// Conversion from int
// Conversion from bool
}
TEST
(
float16
,
arithmetic_cpu
)
{
EXPECT_EQ
(
float
(
float16
(
2
)
+
float16
(
2
)),
4
);
}
TEST
(
float16
,
comparison_cpu
)
{
EXPECT_TRUE
(
float16
(
1.0
f
)
>
float16
(
0.5
f
));
}
}
// namespace paddle
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