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/*******************************************************************************
* Copyright ( c ) 2015 - 2018 Skymind , Inc .
*
* This program and the accompanying materials are made available under the
* terms of the Apache License , Version 2.0 which is available at
* https : //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 .
*
* SPDX - License - Identifier : Apache - 2.0
* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * */
//
// @author raver119@gmail.com
//
# include <helpers/EnumUtils.h>
# include <graph/Variable.h>
# include <array/DataTypeUtils.h>
# include <array/ByteOrderUtils.h>
# include <array/DataTypeConversions.h>
# include <graph/FlatUtils.h>
# include <helpers/StringUtils.h>
namespace nd4j {
namespace graph {
template < typename N >
Variable * Variable : : asT ( ) {
auto result = new Variable ( this - > isPlaceholder ( ) ) ;
result - > markExternal ( this - > _external ) ;
result - > setId ( this - > _id ) ;
result - > markReadOnly ( this - > _readOnly ) ;
result - > setName ( & this - > _name ) ;
result - > setIndex ( this - > _index ) ;
if ( this - > _ndarray ! = nullptr )
result - > setNDArray ( this - > _ndarray - > template asT < N > ( ) ) ;
// FIXME: add support for ArrayList
if ( this - > _list ! = nullptr ) {
nd4j_printf ( " ArrayList not supported yet \n " , " " ) ;
throw std : : runtime_error ( " ArrayList not supported yet for asT " ) ;
}
return result ;
}
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BUILD_SINGLE_TEMPLATE ( template ND4J_EXPORT Variable * Variable : : asT , ( ) , LIBND4J_TYPES ) ;
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nd4j : : graph : : Variable * nd4j : : graph : : Variable : : clone ( ) {
auto result = new Variable ( this - > isPlaceholder ( ) ) ;
result - > _external = this - > _external ;
result - > _id = this - > _id ;
result - > _readOnly = this - > _readOnly ;
result - > _name = this - > _name ;
result - > _index = this - > _index ;
if ( this - > _ndarray ! = nullptr )
result - > _ndarray = this - > _ndarray - > dup ( this - > _ndarray - > ordering ( ) ) ;
if ( this - > _list ! = nullptr )
result - > _list = this - > _list - > clone ( ) ;
return result ;
}
void nd4j : : graph : : Variable : : setIndex ( int index ) {
_index = index ;
}
bool nd4j : : graph : : Variable : : hasNDArray ( ) {
return _ndarray ! = nullptr ;
}
void nd4j : : graph : : Variable : : setVariableType ( VariableType variableType ) {
_variableType = variableType ;
}
bool nd4j : : graph : : Variable : : hasNDArrayList ( ) {
return _list ! = nullptr ;
}
bool nd4j : : graph : : Variable : : isPlaceholder ( ) {
return _placeholder ;
}
std : : string * nd4j : : graph : : Variable : : getName ( ) {
return & _name ;
}
void nd4j : : graph : : Variable : : setName ( std : : string * name ) {
_name = * name ;
}
int nd4j : : graph : : Variable : : id ( ) {
return _id ;
}
int nd4j : : graph : : Variable : : index ( ) {
return _index ;
}
void nd4j : : graph : : Variable : : setId ( int id ) {
_id = id ;
}
bool nd4j : : graph : : Variable : : isEmpty ( ) {
if ( _variableType = = VariableType : : NDARRAY )
return _ndarray = = nullptr | | ! _ndarray - > nonNull ( ) ;
else if ( _variableType = = VariableType : : ARRAY_LIST )
return _list = = nullptr ;
return false ;
}
bool nd4j : : graph : : Variable : : isExternal ( ) {
return _external ;
}
bool nd4j : : graph : : Variable : : isReadOnly ( ) {
return _readOnly ;
}
void nd4j : : graph : : Variable : : markExternal ( bool reallyExternal ) {
this - > _external = reallyExternal ;
}
void nd4j : : graph : : Variable : : markRemovable ( bool reallyRemovable ) {
if ( ! reallyRemovable )
nd4j_debug ( " " , " " ) ;
this - > _removable = reallyRemovable ;
}
void nd4j : : graph : : Variable : : markReadOnly ( bool reallyReadOnly ) {
this - > _readOnly = reallyReadOnly ;
}
nd4j : : NDArray * nd4j : : graph : : Variable : : getNDArray ( ) {
if ( _variableType ! = VariableType : : NDARRAY ) {
nd4j_printf ( " Variable[%i:%i/<%s>] is has [%s] type, but NDArray was requested \n " , this - > _id , this - > _index , this - > _name . c_str ( ) , EnumUtils : : _VariableTypeToString ( _variableType ) ) ;
}
if ( this - > _ndarray = = nullptr ) {
if ( _name . empty ( ) ) {
auto nodeId = StringUtils : : valueToString < int > ( this - > id ( ) ) ;
auto outputIndex = StringUtils : : valueToString < int > ( this - > index ( ) ) ;
throw std : : runtime_error ( " Array doesn't exist for Variable < " + nodeId + " : " + outputIndex + " > " ) ;
} else {
auto outputIndex = StringUtils : : valueToString < int > ( this - > index ( ) ) ;
throw std : : runtime_error ( " Array doesn't exist for Variable < " + this - > _name + " : " + outputIndex + " > " ) ;
}
}
return this - > _ndarray ;
}
nd4j : : NDArrayList * nd4j : : graph : : Variable : : getNDArrayList ( ) {
if ( _variableType ! = VariableType : : ARRAY_LIST ) {
nd4j_debug ( " Variable[%i:%i/<%s>] is has [%s] type, but NDArrayList was requested \n " , this - > _id , this - > _index , this - > _name . c_str ( ) , EnumUtils : : _VariableTypeToString ( _variableType ) ) ;
}
return this - > _list ;
}
bool Variable : : isRemovable ( ) {
return _removable ;
}
void nd4j : : graph : : Variable : : setNDArrayList ( nd4j : : NDArrayList * list ) {
this - > _variableType = VariableType : : ARRAY_LIST ;
this - > _list = list ;
}
void nd4j : : graph : : Variable : : setNDArray ( nd4j : : NDArray * array ) {
this - > _variableType = VariableType : : NDARRAY ;
this - > _ndarray = array ;
}
VariableType nd4j : : graph : : Variable : : variableType ( ) {
return _variableType ;
}
nd4j : : graph : : Variable : : Variable ( const nd4j : : graph : : FlatVariable * flatVariable ) {
auto vid = flatVariable - > id ( ) ;
this - > _id = vid - > first ( ) ;
this - > _index = vid - > second ( ) ;
if ( flatVariable - > name ( ) ! = nullptr & & flatVariable - > name ( ) - > size ( ) ! = 0 )
this - > _name = flatVariable - > name ( ) - > str ( ) ;
_external = true ;
_readOnly = false ;
int8_t * buffer = nullptr ;
switch ( flatVariable - > variabletype ( ) ) {
case VarType_VARIABLE : {
// ?????
if ( flatVariable - > ndarray ( ) ! = nullptr ) {
auto ar = flatVariable - > ndarray ( ) ;
_ndarray = nd4j : : graph : : FlatUtils : : fromFlatArray ( ar ) ;
}
_variableType = VariableType : : NDARRAY ;
}
break ;
case VarType_CONSTANT : {
if ( flatVariable - > ndarray ( ) = = nullptr )
throw std : : runtime_error ( " CONSTANT variable must have NDArray bundled " ) ;
auto ar = flatVariable - > ndarray ( ) ;
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if ( ar - > dtype ( ) = = DType_UTF8 ) {
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_ndarray = nd4j : : graph : : FlatUtils : : fromFlatArray ( ar ) ;
} else {
_ndarray = nd4j : : graph : : FlatUtils : : fromFlatArray ( ar ) ;
}
_variableType = VariableType : : NDARRAY ;
}
break ;
case VarType_ARRAY : {
// ?????
if ( flatVariable - > ndarray ( ) ! = nullptr ) {
auto ar = flatVariable - > ndarray ( ) ;
_ndarray = nd4j : : graph : : FlatUtils : : fromFlatArray ( ar ) ;
// _ndarray->triggerAllocationFlag(true);
}
_variableType = VariableType : : NDARRAY ;
}
break ;
case VarType_PLACEHOLDER : {
if ( flatVariable - > shape ( ) = = nullptr & & flatVariable - > ndarray ( ) = = nullptr )
throw std : : runtime_error ( " PLACEHOLDER variable must have shape defined " ) ;
if ( flatVariable - > ndarray ( ) ! = nullptr ) {
auto ar = flatVariable - > ndarray ( ) ;
_ndarray = nd4j : : graph : : FlatUtils : : fromFlatArray ( ar ) ;
// _ndarray->triggerAllocationFlag(true);
_variableType = VariableType : : NDARRAY ;
}
if ( flatVariable - > shape ( ) ! = nullptr ) {
int shapeLen = flatVariable - > shape ( ) - > Length ( ) ;
for ( int i = 0 ; i < flatVariable - > shape ( ) - > size ( ) ; i + + )
_shape . emplace_back ( flatVariable - > shape ( ) - > Get ( i ) ) ;
if ( _ndarray = = nullptr )
_variableType = VariableType : : PLACEHOLDER ;
}
}
break ;
default :
throw std : : runtime_error ( " Unknown variable type used " ) ;
}
}
std : : vector < Nd4jLong > & nd4j : : graph : : Variable : : shape ( ) {
return _shape ;
}
nd4j : : graph : : Variable : : Variable ( bool placeholder ) {
_placeholder = placeholder ;
}
nd4j : : graph : : Variable : : Variable ( NDArray * array , const char * name ) {
_ndarray = array ;
_external = false ;
_readOnly = false ;
if ( name ! = nullptr )
_name = std : : string ( name ) ;
if ( _ndarray ! = nullptr )
_variableType = VariableType : : NDARRAY ;
}
nd4j : : graph : : Variable : : Variable ( NDArray * array , const char * name , int id , int idx ) : Variable ( array , name ) {
_id = id ;
_index = idx ;
}
nd4j : : graph : : Variable : : ~ Variable ( ) {
//nd4j_printf("Removing variable [%i:%i]\n", _id, _index);
if ( _variableType = = VariableType : : NDARRAY ) {
nd4j_debug ( " Removing variable <%i:%i> \n " , _id , _index ) ;
if ( _ndarray ! = nullptr & & _removable & & ! _readOnly )
delete _ndarray ;
}
}
void Variable : : setId ( int id , int idx ) {
_id = id ;
_index = idx ;
}
flatbuffers : : Offset < FlatVariable > Variable : : asFlatVariable ( flatbuffers : : FlatBufferBuilder & builder ) {
if ( this - > hasNDArray ( ) ) {
auto array = this - > getNDArray ( ) ;
auto fShape = builder . CreateVector ( array - > getShapeInfoAsFlatVector ( ) ) ;
auto fBuffer = builder . CreateVector ( array - > asByteVector ( ) ) ;
// packing array
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auto fArray = CreateFlatArray ( builder , fShape , fBuffer , ( nd4j : : graph : : DType ) array - > dataType ( ) ) ;
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// packing id/index of this var
auto fVid = CreateIntPair ( builder , this - > _id , this - > _index ) ;
// name is still optional
flatbuffers : : Offset < flatbuffers : : String > stringId = 0 ;
if ( ! this - > _name . empty ( ) )
stringId = builder . CreateString ( this - > _name ) ;
// returning array
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return CreateFlatVariable ( builder , fVid , stringId , static_cast < nd4j : : graph : : DType > ( array - > dataType ( ) ) , 0 , fArray ) ;
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} else {
throw std : : runtime_error ( " Variable::asFlatVariable isn't possible for NDArrayList " ) ;
}
}
}
}