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gaoqiong
MIGraphX
Commits
d260f0e8
Commit
d260f0e8
authored
Aug 30, 2022
by
Ted Themistokleous
Browse files
Iniital work to add in splitToSequence operator for onnx
Basing this around the split operator. Need to add in other tests
parent
25a0e433
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src/onnx/parse_splitToSequence.cpp
src/onnx/parse_splitToSequence.cpp
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src/onnx/parse_splitToSequence.cpp
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d260f0e8
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/onnx/op_parser.hpp>
#include <migraphx/instruction.hpp>
#include <migraphx/ranges.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/tune_axis.hpp>
namespace
migraphx
{
inline
namespace
MIGRAPHX_INLINE_NS
{
namespace
onnx
{
struct
parse_splitToSequence
:
op_parser
<
parse_splitToSequence
>
{
std
::
vector
<
op_desc
>
operators
()
const
{
return
{{
"SplitToSequence"
}};
}
std
::
vector
<
instruction_ref
>
parse
(
const
op_desc
&
opd
,
const
onnx_parser
&
parser
,
onnx_parser
::
node_info
info
,
std
::
vector
<
instruction_ref
>
args
)
const
{
int64_t
axis
=
0
;
if
(
contains
(
info
.
attributes
,
"axis"
))
{
axis
=
parser
.
parse_value
(
info
.
attributes
.
at
(
"axis"
)).
at
<
int
>
();
}
auto
lens
=
args
[
0
]
->
get_shape
().
lens
();
int64_t
n_rank
=
lens
.
size
();
int64_t
tuned_axis
=
tune_axis
(
n_rank
,
axis
,
opd
.
op_name
);
std
::
vector
<
int64_t
>
vec_splits
;
if
(
contains
(
info
.
attributes
,
"split"
))
{
literal
s
=
parser
.
parse_value
(
info
.
attributes
.
at
(
"split"
));
s
.
visit
([
&
](
auto
v
)
{
vec_splits
.
assign
(
v
.
begin
(),
v
.
end
());
});
if
(
std
::
accumulate
(
vec_splits
.
begin
(),
vec_splits
.
end
(),
int64_t
(
0
))
!=
static_cast
<
int64_t
>
(
lens
[
tuned_axis
]))
{
MIGRAPHX_THROW
(
"PARSE_SPLIT_TO_SEQ: sum of split attribute unequal to dim size of axis!"
);
}
}
// no split attribute, use other paremters to determine splits
else
{
int64_t
keepdims
=
1
;
if
(
contains
(
info
.
attributes
,
"keepdims"
))
{
keepdims
=
parser
.
parse_value
(
info
.
attributes
.
at
(
"keepdims"
)).
at
<
int
>
();
}
if
((
lens
[
tuned_axis
]
%
info
.
num_outputs
)
!=
0
)
{
MIGRAPHX_THROW
(
"PARSE_SPLIT_TO_SEQ: input cannot be equally divided into "
+
std
::
to_string
(
info
.
num_outputs
)
+
" splits!"
);
}
auto
dl
=
lens
[
tuned_axis
]
/
info
.
num_outputs
;
vec_splits
.
resize
(
info
.
num_outputs
,
dl
);
}
std
::
vector
<
instruction_ref
>
ret_ins
;
int64_t
start
=
0
;
for
(
auto
sl
:
vec_splits
)
{
ret_ins
.
push_back
(
info
.
add_instruction
(
make_op
(
"slice"
,
{{
"axes"
,
{
axis
}},
{
"starts"
,
{
start
}},
{
"ends"
,
{
start
+
sl
}}}),
args
[
0
]));
start
+=
sl
;
}
return
ret_ins
;
}
};
}
// namespace onnx
}
// namespace MIGRAPHX_INLINE_NS
}
// namespace migraphx
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