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//
// Created by GS <sgazeos@gmail.com> at 01/22/2020
//
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# include <system/op_boilerplate.h>
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# if NOT_EXCLUDED(OP_solve)
# include <ops/declarable/CustomOperations.h>
# include <ops/declarable/helpers/solve.h>
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namespace sd {
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namespace ops {
CUSTOM_OP_IMPL ( solve , 2 , 1 , false , 0 , 0 ) {
auto a = INPUT_VARIABLE ( 0 ) ;
auto b = INPUT_VARIABLE ( 1 ) ;
auto z = OUTPUT_VARIABLE ( 0 ) ;
bool useAdjoint = false ;
if ( block . numB ( ) > 0 ) {
useAdjoint = B_ARG ( 0 ) ;
}
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REQUIRE_TRUE ( shape : : shapeEquals ( a - > rankOf ( ) - 2 , a - > shapeInfo ( ) , b - > rankOf ( ) - 2 , b - > shapeInfo ( ) ) , 0 , " solve: Input shapes should be alike. " ) ;
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REQUIRE_TRUE ( a - > rankOf ( ) > = 2 , 0 , " solve: The rank of input left tensor should not be less than 2, but %i is given " , a - > rankOf ( ) ) ;
REQUIRE_TRUE ( b - > rankOf ( ) > = 2 , 0 , " solve: The rank of input right tensor should not be less than 2, but %i is given " , b - > rankOf ( ) ) ;
REQUIRE_TRUE ( a - > sizeAt ( - 1 ) = = a - > sizeAt ( - 2 ) , 0 , " solve: The last two dimmensions should be equal, but %i and %i are given " , a - > sizeAt ( - 1 ) , a - > sizeAt ( - 2 ) ) ;
REQUIRE_TRUE ( a - > sizeAt ( - 1 ) = = b - > sizeAt ( - 2 ) , 0 , " solve: The last dimmension of left part should be equal to prelast of right part, but %i and %i are given " , a - > sizeAt ( - 1 ) , b - > sizeAt ( - 2 ) ) ;
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if ( a - > isEmpty ( ) | | b - > isEmpty ( ) | | z - > isEmpty ( ) )
return Status : : OK ( ) ;
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auto input = a ;
if ( useAdjoint ) {
auto adjointA = a - > ulike ( ) ;
helpers : : adjointMatrix ( block . launchContext ( ) , a , & adjointA ) ;
input = new NDArray ( adjointA ) ; //.detach();
} ;
auto res = helpers : : solveFunctor ( block . launchContext ( ) , input , b , useAdjoint , z ) ;
if ( input ! = a )
delete input ;
return Status : : OK ( ) ;
}
DECLARE_SHAPE_FN ( solve ) {
auto in0 = inputShape - > at ( 1 ) ;
auto in1 = inputShape - > at ( 1 ) ;
auto luShape = ShapeBuilders : : copyShapeInfoAndType ( in1 , in0 , true , block . workspace ( ) ) ;
return SHAPELIST ( CONSTANT ( luShape ) ) ;
}
DECLARE_TYPES ( solve ) {
getOpDescriptor ( )
- > setAllowedInputTypes ( { ALL_FLOATS } )
- > setAllowedOutputTypes ( { ALL_FLOATS } )
- > setSameMode ( false ) ;
}
}
}
# endif