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ca8e21a6
编写于
3月 14, 2023
作者:
Z
Zhang Ting
提交者:
GitHub
3月 14, 2023
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
polish the amp code (#51020)
上级
871d2d36
变更
4
隐藏空白更改
内联
并排
Showing
4 changed file
with
53 addition
and
80 deletion
+53
-80
paddle/fluid/eager/amp_utils.h
paddle/fluid/eager/amp_utils.h
+32
-80
paddle/fluid/imperative/amp_auto_cast.cc
paddle/fluid/imperative/amp_auto_cast.cc
+16
-0
paddle/fluid/imperative/amp_auto_cast.h
paddle/fluid/imperative/amp_auto_cast.h
+3
-0
paddle/fluid/imperative/tracer.h
paddle/fluid/imperative/tracer.h
+2
-0
未找到文件。
paddle/fluid/eager/amp_utils.h
浏览文件 @
ca8e21a6
...
...
@@ -122,90 +122,42 @@ inline paddle::experimental::DataType GetAmpDestDtype(
const
std
::
string
&
op_name
,
const
paddle
::
small_vector
<
std
::
vector
<
paddle
::
Tensor
>
,
kSlotSmallVectorSize
>&
amp_tensors_vector
)
{
auto
amp_dtype
=
egr
::
Controller
::
Instance
().
GetCurrentTracer
()
->
GetAmpDtype
();
auto
amp_level
=
egr
::
Controller
::
Instance
().
GetAMPLevel
();
VLOG
(
6
)
<<
"AMP GetAmpDestDtype:"
<<
" op("
<<
op_name
<<
") amp_dtype("
<<
amp_dtype
<<
") amp_level("
<<
static_cast
<
int
>
(
amp_level
)
<<
")."
;
auto
return_amp_type
=
paddle
::
experimental
::
DataType
::
FLOAT16
;
if
(
amp_dtype
==
"float16"
)
{
if
(
amp_level
==
paddle
::
imperative
::
AmpLevel
::
O1
)
{
if
(
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableAllowOps
()
->
count
(
op_name
))
{
return_amp_type
=
paddle
::
experimental
::
DataType
::
FLOAT16
;
}
else
if
(
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableBlockOps
()
->
count
(
op_name
)
||
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableUnsupportedFp16Ops
()
->
count
(
op_name
))
{
return_amp_type
=
paddle
::
experimental
::
DataType
::
FLOAT32
;
}
else
{
auto
dst_type
=
GetPromoteType
(
op_name
,
amp_tensors_vector
,
paddle
::
experimental
::
DataType
::
FLOAT16
);
if
(
dst_type
==
paddle
::
experimental
::
DataType
::
FLOAT16
&&
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableUnsupportedFp16Ops
()
->
count
(
op_name
))
{
dst_type
=
paddle
::
experimental
::
DataType
::
FLOAT32
;
}
return_amp_type
=
dst_type
;
}
}
else
if
(
amp_level
==
paddle
::
imperative
::
AmpLevel
::
O2
)
{
auto
dst_type
=
paddle
::
experimental
::
DataType
::
FLOAT16
;
if
(
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableUnsupportedFp16Ops
()
->
count
(
op_name
)
||
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableBlockOps
()
->
count
(
op_name
))
{
dst_type
=
paddle
::
experimental
::
DataType
::
FLOAT32
;
}
return_amp_type
=
dst_type
;
auto
amp_setting_dtype
=
egr
::
Controller
::
Instance
().
GetCurrentTracer
()
->
GetAmpPhiDtype
();
auto
dst_type
=
amp_setting_dtype
;
if
(
amp_level
==
paddle
::
imperative
::
AmpLevel
::
O1
)
{
if
(
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableAllowOps
()
->
count
(
op_name
))
{
dst_type
=
amp_setting_dtype
;
}
else
if
(
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableBlockOps
()
->
count
(
op_name
))
{
dst_type
=
paddle
::
experimental
::
DataType
::
FLOAT32
;
}
else
{
dst_type
=
GetPromoteType
(
op_name
,
amp_tensors_vector
,
amp_setting_dtype
);
}
}
else
if
(
amp_dtype
==
"bfloat16"
)
{
if
(
amp_level
==
paddle
::
imperative
::
AmpLevel
::
O1
)
{
if
(
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableAllowOps
()
->
count
(
op_name
))
{
return_amp_type
=
paddle
::
experimental
::
DataType
::
BFLOAT16
;
}
else
if
(
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableBlockOps
()
->
count
(
op_name
))
{
return_amp_type
=
paddle
::
experimental
::
DataType
::
FLOAT32
;
}
else
{
auto
dst_type
=
GetPromoteType
(
op_name
,
amp_tensors_vector
,
paddle
::
experimental
::
DataType
::
BFLOAT16
);
if
(
dst_type
==
paddle
::
experimental
::
DataType
::
BFLOAT16
&&
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableUnsupportedBf16Ops
()
->
count
(
op_name
))
{
dst_type
=
paddle
::
experimental
::
DataType
::
FLOAT32
;
}
return_amp_type
=
dst_type
;
}
}
else
if
(
amp_level
==
paddle
::
imperative
::
AmpLevel
::
O2
)
{
auto
dst_type
=
paddle
::
experimental
::
DataType
::
BFLOAT16
;
if
(
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableUnsupportedBf16Ops
()
->
count
(
op_name
)
||
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableBlockOps
()
->
count
(
op_name
))
{
dst_type
=
paddle
::
experimental
::
DataType
::
FLOAT32
;
}
return_amp_type
=
dst_type
;
}
else
if
(
amp_level
==
paddle
::
imperative
::
AmpLevel
::
O2
)
{
if
(
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableBlockOps
()
->
count
(
op_name
))
{
dst_type
=
paddle
::
experimental
::
DataType
::
FLOAT32
;
}
}
else
{
return_amp_type
=
paddle
::
experimental
::
DataType
::
FLOAT32
;
}
return
GetDtypeWithPlace
(
op_name
,
amp_tensors_vector
,
return_amp_type
);
if
(
dst_type
==
amp_setting_dtype
&&
(
paddle
::
imperative
::
AmpOperators
::
Instance
()
.
GetMutableUnsupportedOps
(
amp_setting_dtype
)
->
count
(
op_name
)))
{
dst_type
=
paddle
::
experimental
::
DataType
::
FLOAT32
;
}
dst_type
=
GetDtypeWithPlace
(
op_name
,
amp_tensors_vector
,
dst_type
);
VLOG
(
6
)
<<
"AMP GetAmpDestDtype:"
<<
" op("
<<
op_name
<<
") amp_dtype("
<<
dst_type
<<
") amp_level("
<<
static_cast
<
int
>
(
amp_level
)
<<
")."
;
return
dst_type
;
}
}
// namespace egr
paddle/fluid/imperative/amp_auto_cast.cc
浏览文件 @
ca8e21a6
...
...
@@ -200,6 +200,22 @@ AmpOperators::GetMutableBlockOps() {
return
block_ops_
;
}
std
::
shared_ptr
<
std
::
unordered_set
<
std
::
string
>>
AmpOperators
::
GetMutableUnsupportedOps
(
const
paddle
::
experimental
::
DataType
&
data_type
)
{
PADDLE_ENFORCE_EQ
(
data_type
==
paddle
::
experimental
::
DataType
::
FLOAT16
||
data_type
==
paddle
::
experimental
::
DataType
::
BFLOAT16
,
true
,
phi
::
errors
::
InvalidArgument
(
"The data_type mismatch. It should be FLOAT16 or BFLOAT16."
));
if
(
data_type
==
paddle
::
experimental
::
DataType
::
FLOAT16
)
{
return
unsupported_fp16_ops_
;
}
else
{
return
unsupported_bf16_ops_
;
}
}
std
::
shared_ptr
<
std
::
unordered_set
<
std
::
string
>>
AmpOperators
::
GetMutableUnsupportedFp16Ops
()
{
return
unsupported_fp16_ops_
;
...
...
paddle/fluid/imperative/amp_auto_cast.h
浏览文件 @
ca8e21a6
...
...
@@ -54,6 +54,9 @@ class AmpOperators {
std
::
shared_ptr
<
std
::
unordered_set
<
std
::
string
>>
GetMutableBlockOps
();
std
::
shared_ptr
<
std
::
unordered_set
<
std
::
string
>>
GetMutableUnsupportedOps
(
const
paddle
::
experimental
::
DataType
&
data_type
);
std
::
shared_ptr
<
std
::
unordered_set
<
std
::
string
>>
GetMutableUnsupportedFp16Ops
();
...
...
paddle/fluid/imperative/tracer.h
浏览文件 @
ca8e21a6
...
...
@@ -184,6 +184,8 @@ class Tracer {
}
}
phi
::
DataType
GetAmpPhiDtype
()
const
{
return
amp_dtype_
;
}
void
DisableLayoutAutoTune
()
{
use_layout_autotune_
=
false
;
}
void
EnableLayoutAutoTune
()
{
use_layout_autotune_
=
true
;
}
...
...
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