TensorFlow DLL for Windows (64 bits)

Re: TensorFlow DLL for Windows (64 bits)

Postby Antonio Linares » Tue Jun 06, 2017 11:29 am

More recent version. We are not receiving in the hTensorOutput the expected output yet (the type is fine, but not the contents of the string)

tf.prg
Code: Select all  Expand view  RUN
#include "FiveWin.ch"

#define TF_STRING  6

static hDLL

function Main()

   local oTF := TensorFlow():New()
   local hTensor, hOperationDescription, hOperation
   local hTensorOutput := 0

   MsgInfo( oTF:Version() )

   hTensor = oTF:TensorString( "Hello TensorFlow" )
   hOperationDescription = TF_NewOperation( oTF:hGraph, "Const", "hello" )
   TF_SetAttrTensor( hOperationDescription, "value", hTensor, oTF:hStatus )
   TF_SetAttrType( hOperationDescription, "dtype", TF_TensorType( hTensor ) )
   hOperation = TF_FinishOperation( hOperationDescription, oTF:hStatus )

   TF_SessionRun( oTF:hSession, 0,;
                  0, 0, 0,;  // Inputs    
                  TF_Output( hOperation, 0 ), @hTensorOutput, 1,;  // Outputs
                  hOperation, 1,;  // Operations
                  0, oTF:hStatus )

   MsgInfo( oTF:StatusCode(), "zero means ok" )

   MsgInfo( TF_TensorType( hTensorOutput ) )
   MsgInfo( L2Str( TF_TensorData( hTensorOutput ) ) )

   oTF:End()

return nil

CLASS TensorFlow

   DATA hGraph
   DATA hOptions
   DATA hStatus
   DATA hSession

   METHOD New()
   
   METHOD Version() INLINE TF_Version()

   METHOD ImportGraph( cFileName )

   METHOD TensorString( cString )

   METHOD End()
   
   METHOD StatusCode() INLINE TF_GetCode( ::hStatus )

   METHOD Variable( cVarName, nDataType )

ENDCLASS

METHOD New() CLASS TensorFlow

   hDLL = LoadLibrary( "tensorflow.dll" )

   ::hGraph = TF_NewGraph()
   ::hOptions = TF_NewSessionOptions()
   ::hStatus = TF_NewStatus()
   ::hSession = TF_NewSession( ::hGraph, ::hOptions, ::hStatus )
     
return Self    

METHOD End() CLASS TensorFlow

   TF_CloseSession( ::hSession, ::hStatus )
   TF_DeleteSession( ::hSession, ::hStatus )
   TF_DeleteStatus( ::hStatus )
   TF_DeleteSessionOptions( ::hOptions )

   FreeLibrary( hDLL )

return nil

METHOD ImportGraph( cFileName ) CLASS TensorFlow

   local cGraph := MemoRead( cFileName )
   local hGraphDefOptions := TF_NewImportGraphDefOptions()
   
   TF_GraphImportGraphDef( ::hGraph, TF_NewBufferFromString( cGraph, Len( cGraph ) ), hGraphDefOptions, ::hStatus )
   
   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error importing a Graph file" )
   endif
   
   TF_DeleteImportGraphDefOptions( hGraphDefOptions )
   
return nil  

METHOD TensorString( cString ) CLASS TensorFlow

   local hTensor := TF_AllocateTensor( TF_STRING, 0, 0, 8 + TF_StringEncodedSize( Len( cString ) ) )
   
   Memset( TF_TensorData( hTensor ), 0, 8 )
   
   TF_StringEncode( cString, Len( cString ), 8 + TF_TensorData( hTensor ), TF_StringEncodedSize( Len( cString ) ), ::hStatus )

   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error creating a Tensor string" )
   endif
   
return hTensor  

METHOD Variable( cVarName, nDataType ) CLASS TensorFlow

   local hOperationDescription := TF_NewOperation( ::hGraph, "Variable", cVarName )

   TF_SetAttrType( hOperationDescription, "dtype", nDataType )

return TF_FinishOperation( hOperationDescription, ::hStatus )

DLL FUNCTION TF_Version() AS LPSTR LIB hDLL

DLL FUNCTION TF_NewGraph() AS LONG LIB hDLL

DLL FUNCTION TF_NewSessionOptions() AS LONG LIB hDLL

DLL FUNCTION TF_NewStatus() AS LONG LIB hDLL

DLL FUNCTION TF_NewSession( hGraph AS LONG, hOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_CloseSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteStatus( hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSessionOptions( hOptions AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_NewImportGraphDefOptions() AS LONG LIB hDLL

DLL FUNCTION TF_GraphImportGraphDef( hGraph AS LONG, hBuffer AS LONG, hGraphDefOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewBufferFromString( cString AS LPSTR, nLegth AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_GetCode( hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_DeleteImportGraphDefOptions( hGraphDefOptions AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewTensor( nType AS LONG, pDims AS LONG, nDims AS LONG, pData AS LONG, nLength AS LONG, pDeallocator AS LONG,;
                           pDeallocatorArgs AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_AllocateTensor( nType AS LONG, pDims AS LONG, nDims AS LONG, nLegth AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_StringEncodedSize( nLength AS LONG ) AS LONG LIB hDLL    

DLL FUNCTION TF_TensorData( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_StringEncode( cString AS LPSTR, nLength AS LONG, pDest AS LONG, nDestLength AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SessionRun( hSession AS LONG, hRunOptions AS LONG, hInputs AS LONG, @hInputValues AS LONG, nInputs AS LONG,;
                            hOutputs AS LONG, @hOutputValues AS LONG, nOutputs AS LONG, @hTargetOperations AS LONG, nTargets AS LONG,;
                            hRunMetadata AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_Message( hStatus AS LONG ) AS LPSTR LIB hDLL

DLL FUNCTION TF_NewOperation( hGraph AS LONG, cOperationType AS LPSTR, cOperationName AS LPSTR ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrTensor( hOperationDescription AS LONG, cAttributeName AS LPSTR, hTensor AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_TensorType( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrType( hOperationDescription AS LONG, cAttributeName AS LPSTR, nDataType AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_FinishOperation( hOperationDescription AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

#pragma BEGINDUMP

#include <hbapi.h>

typedef struct TF_Output {
  void * oper;
  int index;
} TF_Output;

HB_FUNC( TF_OUTPUT )
{
   TF_Output * hOutput = ( TF_Output * ) hb_xgrab( sizeof( TF_Output ) );
   
   hOutput->oper = ( void * ) hb_parnll( 1 );
   hOutput->index = hb_parnl( 2 );
   
   hb_retnll( ( HB_LONGLONG ) hOutput );
}  

HB_FUNC( L2STR )
{
   hb_retc( ( ( char * ) hb_parnll( 1 ) ) + 9 );
}  

HB_FUNC( MEMSET )
{
   hb_retnll( ( HB_LONGLONG ) memset( ( void * ) hb_parnll( 1 ), hb_parnl( 2 ), hb_parnll( 3 ) ) );
}  

#pragma ENDDUMP
regards, saludos

Antonio Linares
www.fivetechsoft.com
User avatar
Antonio Linares
Site Admin
 
Posts: 42118
Joined: Thu Oct 06, 2005 5:47 pm
Location: Spain

Re: TensorFlow DLL for Windows (64 bits)

Postby Antonio Linares » Tue Jun 06, 2017 10:22 pm

We keep enhancing the Class TensorFlow, so our code gets simpler:

still there is a bug retrieving the output string. Using C++ is working fine.

tf.prg
Code: Select all  Expand view  RUN
#include "FiveWin.ch"

#define TF_STRING  6

static hDLL

function Main()

   local oTF := TensorFlow():New()
   local hOperation := oTF:Constant( "hello TensorFlow!", "hello" )
   local hTensorOutput := 0

   MsgInfo( oTF:Version() )

   TF_SessionRun( oTF:hSession, 0,;
                  0, 0, 0,;  // Inputs    
                  TF_Output( hOperation, 0 ), @hTensorOutput, 1,;  // Outputs
                  hOperation, 1,;  // Operations
                  0, oTF:hStatus )

   MsgInfo( oTF:StatusCode(), "zero means ok" )

   MsgInfo( TF_TensorType( hTensorOutput ) )
   MsgInfo( TF_TensorString( TF_TensorData( hTensorOutput ) ) )

   oTF:End()

return nil

CLASS TensorFlow

   DATA hGraph
   DATA hOptions
   DATA hStatus
   DATA hSession

   METHOD New()
   
   METHOD Version() INLINE TF_Version()

   METHOD ImportGraph( cFileName )

   METHOD TensorString( cString )

   METHOD End()
   
   METHOD StatusCode() INLINE TF_GetCode( ::hStatus )

   METHOD Variable( cVarName, nDataType )

   METHOD Constant( uValue, cName )

ENDCLASS

METHOD New() CLASS TensorFlow

   hDLL = LoadLibrary( "tensorflow.dll" )

   ::hGraph = TF_NewGraph()
   ::hOptions = TF_NewSessionOptions()
   ::hStatus = TF_NewStatus()
   ::hSession = TF_NewSession( ::hGraph, ::hOptions, ::hStatus )
     
return Self    

METHOD End() CLASS TensorFlow

   TF_CloseSession( ::hSession, ::hStatus )
   TF_DeleteSession( ::hSession, ::hStatus )
   TF_DeleteStatus( ::hStatus )
   TF_DeleteSessionOptions( ::hOptions )

   FreeLibrary( hDLL )

return nil

METHOD ImportGraph( cFileName ) CLASS TensorFlow

   local cGraph := MemoRead( cFileName )
   local hGraphDefOptions := TF_NewImportGraphDefOptions()
   
   TF_GraphImportGraphDef( ::hGraph, TF_NewBufferFromString( cGraph, Len( cGraph ) ), hGraphDefOptions, ::hStatus )
   
   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error importing a Graph file" )
   endif
   
   TF_DeleteImportGraphDefOptions( hGraphDefOptions )
   
return nil  

METHOD TensorString( cString ) CLASS TensorFlow

   local hTensor := TF_AllocateTensor( TF_STRING, 0, 0, 8 + TF_StringEncodedSize( Len( cString ) ) )
   
   Memset( TF_TensorData( hTensor ), 0, 8 )
   
   TF_StringEncode( cString, Len( cString ), 8 + TF_TensorData( hTensor ), TF_StringEncodedSize( Len( cString ) ), ::hStatus )

   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error creating a Tensor string" )
   endif
   
return hTensor  

METHOD Variable( cVarName, nDataType ) CLASS TensorFlow

   local hOperationDescription := TF_NewOperation( ::hGraph, "Variable", cVarName )

   TF_SetAttrType( hOperationDescription, "dtype", nDataType )

return TF_FinishOperation( hOperationDescription, ::hStatus )

METHOD Constant( uValue, cName ) CLASS TensorFlow

   local hOperationDescription, hTensor
   
   do case
      case ValType( uValue ) == "C"
         hTensor = ::TensorString( uValue )
         hOperationDescription = TF_NewOperation( ::hGraph, "Const", cName )
         TF_SetAttrTensor( hOperationDescription, "value", hTensor, ::hStatus )
         TF_SetAttrType( hOperationDescription, "dtype", TF_TensorType( hTensor ) )
   endcase

return TF_FinishOperation( hOperationDescription, ::hStatus )

DLL FUNCTION TF_Version() AS LPSTR LIB hDLL

DLL FUNCTION TF_NewGraph() AS LONG LIB hDLL

DLL FUNCTION TF_NewSessionOptions() AS LONG LIB hDLL

DLL FUNCTION TF_NewStatus() AS LONG LIB hDLL

DLL FUNCTION TF_NewSession( hGraph AS LONG, hOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_CloseSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteStatus( hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSessionOptions( hOptions AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_NewImportGraphDefOptions() AS LONG LIB hDLL

DLL FUNCTION TF_GraphImportGraphDef( hGraph AS LONG, hBuffer AS LONG, hGraphDefOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewBufferFromString( cString AS LPSTR, nLegth AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_GetCode( hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_DeleteImportGraphDefOptions( hGraphDefOptions AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewTensor( nType AS LONG, pDims AS LONG, nDims AS LONG, pData AS LONG, nLength AS LONG, pDeallocator AS LONG,;
                           pDeallocatorArgs AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_AllocateTensor( nType AS LONG, pDims AS LONG, nDims AS LONG, nLegth AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_StringEncodedSize( nLength AS LONG ) AS LONG LIB hDLL    

DLL FUNCTION TF_TensorData( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_StringEncode( cString AS LPSTR, nLength AS LONG, pDest AS LONG, nDestLength AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SessionRun( hSession AS LONG, hRunOptions AS LONG, hInputs AS LONG, @hInputValues AS LONG, nInputs AS LONG,;
                            hOutputs AS LONG, @hOutputValues AS LONG, nOutputs AS LONG, @hTargetOperations AS LONG, nTargets AS LONG,;
                            hRunMetadata AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_Message( hStatus AS LONG ) AS LPSTR LIB hDLL

DLL FUNCTION TF_NewOperation( hGraph AS LONG, cOperationType AS LPSTR, cOperationName AS LPSTR ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrTensor( hOperationDescription AS LONG, cAttributeName AS LPSTR, hTensor AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_TensorType( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrType( hOperationDescription AS LONG, cAttributeName AS LPSTR, nDataType AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_FinishOperation( hOperationDescription AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

#pragma BEGINDUMP

#include <hbapi.h>

typedef struct TF_Output {
  void * oper;
  int index;
} TF_Output;

HB_FUNC( TF_OUTPUT )
{
   TF_Output * hOutput = ( TF_Output * ) hb_xgrab( sizeof( TF_Output ) );
   
   hOutput->oper = ( void * ) hb_parnll( 1 );
   hOutput->index = hb_parnl( 2 );
   
   hb_retnll( ( HB_LONGLONG ) hOutput );
}  

HB_FUNC( TF_TENSORSTRING )
{
   hb_retc( ( ( char * ) hb_parnll( 1 ) ) + 8 );
}  

HB_FUNC( MEMSET )
{
   hb_retnll( ( HB_LONGLONG ) memset( ( void * ) hb_parnll( 1 ), hb_parnl( 2 ), hb_parnll( 3 ) ) );
}  

#pragma ENDDUMP
regards, saludos

Antonio Linares
www.fivetechsoft.com
User avatar
Antonio Linares
Site Admin
 
Posts: 42118
Joined: Thu Oct 06, 2005 5:47 pm
Location: Spain

Re: TensorFlow DLL for Windows (64 bits)

Postby Antonio Linares » Tue Jun 06, 2017 10:34 pm

Simpler code:

tf.prg
Code: Select all  Expand view  RUN
#include "FiveWin.ch"

#define TF_STRING  6

static hDLL

function Main()

   local oTF := TensorFlow():New()
   local hOperation := oTF:Constant( "hello TensorFlow!", "hello" )
   local hTensorOutput

   MsgInfo( oTF:Version() )

   hTensorOutput = oTF:Run( hOperation )
   MsgInfo( oTF:StatusCode(), "zero means ok" )

   MsgInfo( TF_TensorType( hTensorOutput ) )
   MsgInfo( TF_TensorString( TF_TensorData( hTensorOutput ) ) )

   oTF:End()

return nil

CLASS TensorFlow

   DATA hGraph
   DATA hOptions
   DATA hStatus
   DATA hSession

   METHOD New()
   
   METHOD Version() INLINE TF_Version()

   METHOD ImportGraph( cFileName )

   METHOD TensorString( cString )

   METHOD End()
   
   METHOD StatusCode() INLINE TF_GetCode( ::hStatus )

   METHOD Variable( cVarName, nDataType )

   METHOD Constant( uValue, cName )

   METHOD Run( hOperation )

ENDCLASS

METHOD New() CLASS TensorFlow

   hDLL = LoadLibrary( "tensorflow.dll" )

   ::hGraph = TF_NewGraph()
   ::hOptions = TF_NewSessionOptions()
   ::hStatus = TF_NewStatus()
   ::hSession = TF_NewSession( ::hGraph, ::hOptions, ::hStatus )
     
return Self    

METHOD End() CLASS TensorFlow

   TF_CloseSession( ::hSession, ::hStatus )
   TF_DeleteSession( ::hSession, ::hStatus )
   TF_DeleteStatus( ::hStatus )
   TF_DeleteSessionOptions( ::hOptions )

   FreeLibrary( hDLL )

return nil

METHOD ImportGraph( cFileName ) CLASS TensorFlow

   local cGraph := MemoRead( cFileName )
   local hGraphDefOptions := TF_NewImportGraphDefOptions()
   
   TF_GraphImportGraphDef( ::hGraph, TF_NewBufferFromString( cGraph, Len( cGraph ) ), hGraphDefOptions, ::hStatus )
   
   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error importing a Graph file" )
   endif
   
   TF_DeleteImportGraphDefOptions( hGraphDefOptions )
   
return nil  

METHOD TensorString( cString ) CLASS TensorFlow

   local hTensor := TF_AllocateTensor( TF_STRING, 0, 0, 8 + TF_StringEncodedSize( Len( cString ) ) )
   
   Memset( TF_TensorData( hTensor ), 0, 8 )
   
   TF_StringEncode( cString, Len( cString ), 8 + TF_TensorData( hTensor ), TF_StringEncodedSize( Len( cString ) ), ::hStatus )

   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error creating a Tensor string" )
   endif
   
return hTensor  

METHOD Variable( cVarName, nDataType ) CLASS TensorFlow

   local hOperationDescription := TF_NewOperation( ::hGraph, "Variable", cVarName )

   TF_SetAttrType( hOperationDescription, "dtype", nDataType )

return TF_FinishOperation( hOperationDescription, ::hStatus )

METHOD Constant( uValue, cName ) CLASS TensorFlow

   local hOperationDescription, hTensor
   
   do case
      case ValType( uValue ) == "C"
         hTensor = ::TensorString( uValue )
         hOperationDescription = TF_NewOperation( ::hGraph, "Const", cName )
         TF_SetAttrTensor( hOperationDescription, "value", hTensor, ::hStatus )
         TF_SetAttrType( hOperationDescription, "dtype", TF_TensorType( hTensor ) )
   endcase

return TF_FinishOperation( hOperationDescription, ::hStatus )

METHOD Run( hOperation ) CLASS TensorFlow

   local hTensorOutput := 0

   TF_SessionRun( ::hSession, 0,;
                  0, 0, 0,;  // Inputs    
                  TF_Output( hOperation, 0 ), @hTensorOutput, 1,;  // Outputs
                  hOperation, 1,;  // Operations
                  0, ::hStatus )

return hTensorOutput

DLL FUNCTION TF_Version() AS LPSTR LIB hDLL

DLL FUNCTION TF_NewGraph() AS LONG LIB hDLL

DLL FUNCTION TF_NewSessionOptions() AS LONG LIB hDLL

DLL FUNCTION TF_NewStatus() AS LONG LIB hDLL

DLL FUNCTION TF_NewSession( hGraph AS LONG, hOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_CloseSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteStatus( hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSessionOptions( hOptions AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_NewImportGraphDefOptions() AS LONG LIB hDLL

DLL FUNCTION TF_GraphImportGraphDef( hGraph AS LONG, hBuffer AS LONG, hGraphDefOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewBufferFromString( cString AS LPSTR, nLegth AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_GetCode( hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_DeleteImportGraphDefOptions( hGraphDefOptions AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewTensor( nType AS LONG, pDims AS LONG, nDims AS LONG, pData AS LONG, nLength AS LONG, pDeallocator AS LONG,;
                           pDeallocatorArgs AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_AllocateTensor( nType AS LONG, pDims AS LONG, nDims AS LONG, nLegth AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_StringEncodedSize( nLength AS LONG ) AS LONG LIB hDLL    

DLL FUNCTION TF_TensorData( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_StringEncode( cString AS LPSTR, nLength AS LONG, pDest AS LONG, nDestLength AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SessionRun( hSession AS LONG, hRunOptions AS LONG, hInputs AS LONG, @hInputValues AS LONG, nInputs AS LONG,;
                            hOutputs AS LONG, @hOutputValues AS LONG, nOutputs AS LONG, @hTargetOperations AS LONG, nTargets AS LONG,;
                            hRunMetadata AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_Message( hStatus AS LONG ) AS LPSTR LIB hDLL

DLL FUNCTION TF_NewOperation( hGraph AS LONG, cOperationType AS LPSTR, cOperationName AS LPSTR ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrTensor( hOperationDescription AS LONG, cAttributeName AS LPSTR, hTensor AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_TensorType( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrType( hOperationDescription AS LONG, cAttributeName AS LPSTR, nDataType AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_FinishOperation( hOperationDescription AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

#pragma BEGINDUMP

#include <hbapi.h>

typedef struct TF_Output {
  void * oper;
  int index;
} TF_Output;

HB_FUNC( TF_OUTPUT )
{
   TF_Output * hOutput = ( TF_Output * ) hb_xgrab( sizeof( TF_Output ) );
   
   hOutput->oper = ( void * ) hb_parnll( 1 );
   hOutput->index = hb_parnl( 2 );
   
   hb_retnll( ( HB_LONGLONG ) hOutput );
}  

HB_FUNC( TF_TENSORSTRING )
{
   hb_retc( ( ( char * ) hb_parnll( 1 ) ) + 8 );
}  

HB_FUNC( MEMSET )
{
   hb_retnll( ( HB_LONGLONG ) memset( ( void * ) hb_parnll( 1 ), hb_parnl( 2 ), hb_parnll( 3 ) ) );
}  

#pragma ENDDUMP
regards, saludos

Antonio Linares
www.fivetechsoft.com
User avatar
Antonio Linares
Site Admin
 
Posts: 42118
Joined: Thu Oct 06, 2005 5:47 pm
Location: Spain

Re: TensorFlow DLL for Windows (64 bits)

Postby Antonio Linares » Wed Jun 07, 2017 5:44 am

Bug fixed and finally it is working fine! :-)

tf.prg
Code: Select all  Expand view  RUN
#include "FiveWin.ch"

#define TF_STRING  7

static hDLL

function Main()

   local oTF := TensorFlow():New()
   local hOperation := oTF:Constant( "hello TensorFlow!", "hello" )
   local hTensorOutput

   MsgInfo( oTF:Version() )

   hTensorOutput = oTF:Run( hOperation )
   MsgInfo( oTF:StatusCode(), "zero means ok" )

   MsgInfo( TF_TensorType( hTensorOutput ) )
   MsgInfo( TF_TensorString( TF_TensorData( hTensorOutput ) ) )

   oTF:End()

return nil

CLASS TensorFlow

   DATA hGraph
   DATA hOptions
   DATA hStatus
   DATA hSession

   METHOD New()
   
   METHOD Version() INLINE TF_Version()

   METHOD ImportGraph( cFileName )

   METHOD TensorNum( nValue )

   METHOD TensorString( cString )

   METHOD End()
   
   METHOD StatusCode() INLINE TF_GetCode( ::hStatus )

   METHOD Variable( cVarName, nDataType )

   METHOD Constant( uValue, cName )

   METHOD Run( hOperation )

ENDCLASS

METHOD New() CLASS TensorFlow

   hDLL = LoadLibrary( "tensorflow.dll" )

   ::hGraph = TF_NewGraph()
   ::hOptions = TF_NewSessionOptions()
   ::hStatus = TF_NewStatus()
   ::hSession = TF_NewSession( ::hGraph, ::hOptions, ::hStatus )
     
return Self    

METHOD End() CLASS TensorFlow

   TF_CloseSession( ::hSession, ::hStatus )
   TF_DeleteSession( ::hSession, ::hStatus )
   TF_DeleteStatus( ::hStatus )
   TF_DeleteSessionOptions( ::hOptions )

   FreeLibrary( hDLL )

return nil

METHOD ImportGraph( cFileName ) CLASS TensorFlow

   local cGraph := MemoRead( cFileName )
   local hGraphDefOptions := TF_NewImportGraphDefOptions()
   
   TF_GraphImportGraphDef( ::hGraph, TF_NewBufferFromString( cGraph, Len( cGraph ) ), hGraphDefOptions, ::hStatus )
   
   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error importing a Graph file" )
   endif
   
   TF_DeleteImportGraphDefOptions( hGraphDefOptions )
   
return nil  

METHOD TensorNum( nValue ) CLASS TensorFlow

   local hTensor := TF_NewTensor( TF_INT32, 0, 0, @nValue, 4, 0, 0 )
   
return hTensor

METHOD TensorString( cString ) CLASS TensorFlow

   local hTensor := TF_AllocateTensor( TF_STRING, 0, 0, 8 + TF_StringEncodedSize( Len( cString ) ) )
   
   Memset( TF_TensorData( hTensor ), 0, 8 )
   
   TF_StringEncode( cString, Len( cString ), 8 + TF_TensorData( hTensor ), TF_StringEncodedSize( Len( cString ) ), ::hStatus )

   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error creating a Tensor string" )
   endif
   
return hTensor  

METHOD Variable( cVarName, nDataType ) CLASS TensorFlow

   local hOperationDescription := TF_NewOperation( ::hGraph, "Variable", cVarName )

   TF_SetAttrType( hOperationDescription, "dtype", nDataType )

return TF_FinishOperation( hOperationDescription, ::hStatus )

METHOD Constant( uValue, cName ) CLASS TensorFlow

   local hOperationDescription, hTensor
   
   do case
      case ValType( uValue ) == "C"
         hTensor = ::TensorString( uValue )
         
      case ValType( uValue ) == "N"
         hTensor = ::TensorNum( uValue )
   endcase

   hOperationDescription = TF_NewOperation( ::hGraph, "Const", cName )
   TF_SetAttrTensor( hOperationDescription, "value", hTensor, ::hStatus )
   TF_SetAttrType( hOperationDescription, "dtype", TF_TensorType( hTensor ) )

return TF_FinishOperation( hOperationDescription, ::hStatus )

METHOD Run( hOperation ) CLASS TensorFlow

   local hTensorOutput := 0

   TF_SessionRun( ::hSession, 0,;
                  0, 0, 0,;  // Inputs    
                  TF_Output( hOperation, 0 ), @hTensorOutput, 1,;  // Outputs
                  hOperation, 1,;  // Operations
                  0, ::hStatus )

return hTensorOutput

DLL FUNCTION TF_Version() AS LPSTR LIB hDLL

DLL FUNCTION TF_NewGraph() AS LONG LIB hDLL

DLL FUNCTION TF_NewSessionOptions() AS LONG LIB hDLL

DLL FUNCTION TF_NewStatus() AS LONG LIB hDLL

DLL FUNCTION TF_NewSession( hGraph AS LONG, hOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_CloseSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteStatus( hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSessionOptions( hOptions AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_NewImportGraphDefOptions() AS LONG LIB hDLL

DLL FUNCTION TF_GraphImportGraphDef( hGraph AS LONG, hBuffer AS LONG, hGraphDefOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewBufferFromString( cString AS LPSTR, nLegth AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_GetCode( hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_DeleteImportGraphDefOptions( hGraphDefOptions AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewTensor( nType AS LONG, pDims AS LONG, nDims AS LONG, pData AS LONG, nLength AS LONG, pDeallocator AS LONG,;
                           pDeallocatorArgs AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_AllocateTensor( nType AS LONG, pDims AS LONG, nDims AS LONG, nLegth AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_StringEncodedSize( nLength AS LONG ) AS LONG LIB hDLL    

DLL FUNCTION TF_TensorData( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_StringEncode( cString AS LPSTR, nLength AS LONG, pDest AS LONG, nDestLength AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SessionRun( hSession AS LONG, hRunOptions AS LONG, hInputs AS LONG, @hInputValues AS LONG, nInputs AS LONG,;
                            hOutputs AS LONG, @hOutputValues AS LONG, nOutputs AS LONG, @hTargetOperations AS LONG, nTargets AS LONG,;
                            hRunMetadata AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_Message( hStatus AS LONG ) AS LPSTR LIB hDLL

DLL FUNCTION TF_NewOperation( hGraph AS LONG, cOperationType AS LPSTR, cOperationName AS LPSTR ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrTensor( hOperationDescription AS LONG, cAttributeName AS LPSTR, hTensor AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_TensorType( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrType( hOperationDescription AS LONG, cAttributeName AS LPSTR, nDataType AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_FinishOperation( hOperationDescription AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

#pragma BEGINDUMP

#include <hbapi.h>

typedef struct TF_Output {
  void * oper;
  int index;
} TF_Output;

HB_FUNC( TF_OUTPUT )
{
   TF_Output * hOutput = ( TF_Output * ) hb_xgrab( sizeof( TF_Output ) );
   
   hOutput->oper = ( void * ) hb_parnll( 1 );
   hOutput->index = hb_parnl( 2 );
   
   hb_retnll( ( HB_LONGLONG ) hOutput );
}  

HB_FUNC( TF_TENSORSTRING )
{
   hb_retc( ( ( char * ) hb_parnll( 1 ) ) + 9 );
}  

HB_FUNC( MEMSET )
{
   hb_retnll( ( HB_LONGLONG ) memset( ( void * ) hb_parnll( 1 ), hb_parnl( 2 ), hb_parnll( 3 ) ) );
}  

#pragma ENDDUMP


Image
regards, saludos

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Re: TensorFlow DLL for Windows (64 bits)

Postby Antonio Linares » Wed Jun 07, 2017 6:20 am

Simpler code and easier to understand it :-)

tf.prg
Code: Select all  Expand view  RUN
#include "FiveWin.ch"

#define TF_INT32   3
#define TF_STRING  7

static hDLL

function Main()

   local oTF := TensorFlow():New()

   MsgInfo( oTF:Version() )

   oTF:Run( oTF:Constant( "Hello TensorFlow!", "hello" ) )

   MsgInfo( oTF:Output() )

   oTF:End()

return nil

CLASS TensorFlow

   DATA hGraph
   DATA hOptions
   DATA hStatus
   DATA hSession
   DATA hTensorOutput

   METHOD New()
   
   METHOD Version() INLINE TF_Version()

   METHOD ImportGraph( cFileName )

   METHOD TensorNum( nValue )

   METHOD TensorString( cString )

   METHOD End()
   
   METHOD StatusCode() INLINE TF_GetCode( ::hStatus )

   METHOD Variable( cVarName, nDataType )

   METHOD Constant( uValue, cName )

   METHOD Run( hOperation )

   METHOD Output()

ENDCLASS

METHOD New() CLASS TensorFlow

   hDLL = LoadLibrary( "tensorflow.dll" )

   ::hGraph = TF_NewGraph()
   ::hOptions = TF_NewSessionOptions()
   ::hStatus = TF_NewStatus()
   ::hSession = TF_NewSession( ::hGraph, ::hOptions, ::hStatus )
     
return Self    

METHOD End() CLASS TensorFlow

   TF_CloseSession( ::hSession, ::hStatus )
   TF_DeleteSession( ::hSession, ::hStatus )
   TF_DeleteStatus( ::hStatus )
   TF_DeleteSessionOptions( ::hOptions )

   FreeLibrary( hDLL )

return nil

METHOD ImportGraph( cFileName ) CLASS TensorFlow

   local cGraph := MemoRead( cFileName )
   local hGraphDefOptions := TF_NewImportGraphDefOptions()
   
   TF_GraphImportGraphDef( ::hGraph, TF_NewBufferFromString( cGraph, Len( cGraph ) ), hGraphDefOptions, ::hStatus )
   
   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error importing a Graph file" )
   endif
   
   TF_DeleteImportGraphDefOptions( hGraphDefOptions )
   
return nil  

METHOD TensorNum( nValue ) CLASS TensorFlow

   local hTensor := TF_NewTensor( TF_INT32, 0, 0, @nValue, 4, 0, 0 )
   
return hTensor

METHOD TensorString( cString ) CLASS TensorFlow

   local hTensor := TF_AllocateTensor( TF_STRING, 0, 0, 8 + TF_StringEncodedSize( Len( cString ) ) )
   
   Memset( TF_TensorData( hTensor ), 0, 8 )
   
   TF_StringEncode( cString, Len( cString ), 8 + TF_TensorData( hTensor ), TF_StringEncodedSize( Len( cString ) ), ::hStatus )

   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error creating a Tensor string" )
   endif
   
return hTensor  

METHOD Variable( cVarName, nDataType ) CLASS TensorFlow

   local hOperationDescription := TF_NewOperation( ::hGraph, "Variable", cVarName )

   TF_SetAttrType( hOperationDescription, "dtype", nDataType )

return TF_FinishOperation( hOperationDescription, ::hStatus )

METHOD Constant( uValue, cName ) CLASS TensorFlow

   local hOperationDescription, hTensor
   
   do case
      case ValType( uValue ) == "C"
         hTensor = ::TensorString( uValue )
         
      case ValType( uValue ) == "N"
         hTensor = ::TensorNum( uValue )
   endcase

   hOperationDescription = TF_NewOperation( ::hGraph, "Const", cName )
   TF_SetAttrTensor( hOperationDescription, "value", hTensor, ::hStatus )
   TF_SetAttrType( hOperationDescription, "dtype", TF_TensorType( hTensor ) )

return TF_FinishOperation( hOperationDescription, ::hStatus )

METHOD Run( hOperation ) CLASS TensorFlow

   local hTensorOutput := 0

   TF_SessionRun( ::hSession, 0,;
                  0, 0, 0,;  // Inputs    
                  TF_Output( hOperation, 0 ), @hTensorOutput, 1,;  // Outputs
                  hOperation, 1,;  // Operations
                  0, ::hStatus )

   ::hTensorOutput = hTensorOutput

return nil

METHOD Output() CLASS TensorFlow

   local nType := TF_TensorType( ::hTensorOutput )
   local uValue
   
   do case
      case nType == TF_STRING
         uValue = TF_TensorString( TF_TensorData( ::hTensorOutput ) )
         
      case nType == TF_INT32  
         uValue = TF_TensorNum( TF_TensorData( ::hTensorOutput ) )
   endcase
   
return uValue

DLL FUNCTION TF_Version() AS LPSTR LIB hDLL

DLL FUNCTION TF_NewGraph() AS LONG LIB hDLL

DLL FUNCTION TF_NewSessionOptions() AS LONG LIB hDLL

DLL FUNCTION TF_NewStatus() AS LONG LIB hDLL

DLL FUNCTION TF_NewSession( hGraph AS LONG, hOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_CloseSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteStatus( hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSessionOptions( hOptions AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_NewImportGraphDefOptions() AS LONG LIB hDLL

DLL FUNCTION TF_GraphImportGraphDef( hGraph AS LONG, hBuffer AS LONG, hGraphDefOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewBufferFromString( cString AS LPSTR, nLegth AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_GetCode( hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_DeleteImportGraphDefOptions( hGraphDefOptions AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewTensor( nType AS LONG, pDims AS LONG, nDims AS LONG, @pData AS LONG, nLength AS LONG, pDeallocator AS LONG,;
                           pDeallocatorArgs AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_AllocateTensor( nType AS LONG, pDims AS LONG, nDims AS LONG, nLegth AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_StringEncodedSize( nLength AS LONG ) AS LONG LIB hDLL    

DLL FUNCTION TF_TensorData( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_StringEncode( cString AS LPSTR, nLength AS LONG, pDest AS LONG, nDestLength AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SessionRun( hSession AS LONG, hRunOptions AS LONG, hInputs AS LONG, @hInputValues AS LONG, nInputs AS LONG,;
                            hOutputs AS LONG, @hOutputValues AS LONG, nOutputs AS LONG, @hTargetOperations AS LONG, nTargets AS LONG,;
                            hRunMetadata AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_Message( hStatus AS LONG ) AS LPSTR LIB hDLL

DLL FUNCTION TF_NewOperation( hGraph AS LONG, cOperationType AS LPSTR, cOperationName AS LPSTR ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrTensor( hOperationDescription AS LONG, cAttributeName AS LPSTR, hTensor AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_TensorType( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrType( hOperationDescription AS LONG, cAttributeName AS LPSTR, nDataType AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_FinishOperation( hOperationDescription AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

#pragma BEGINDUMP

#include <hbapi.h>

typedef struct TF_Output {
  void * oper;
  int index;
} TF_Output;

HB_FUNC( TF_OUTPUT )
{
   TF_Output * hOutput = ( TF_Output * ) hb_xgrab( sizeof( TF_Output ) );
   
   hOutput->oper = ( void * ) hb_parnll( 1 );
   hOutput->index = hb_parnl( 2 );
   
   hb_retnll( ( HB_LONGLONG ) hOutput );
}  

HB_FUNC( TF_TENSORSTRING )
{
   hb_retc( ( ( char * ) hb_parnll( 1 ) ) + 9 );
}  

HB_FUNC( TF_TENSORNUM )
{
   hb_retnl( hb_parnl( 1 ) );
}  

HB_FUNC( MEMSET )
{
   hb_retnll( ( HB_LONGLONG ) memset( ( void * ) hb_parnll( 1 ), hb_parnl( 2 ), hb_parnll( 3 ) ) );
}  

#pragma ENDDUMP
regards, saludos

Antonio Linares
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Antonio Linares
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Posts: 42118
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Re: TensorFlow DLL for Windows (64 bits)

Postby Antonio Linares » Wed Jun 07, 2017 3:43 pm

Testing a constant numeric value:

tf.prg
Code: Select all  Expand view  RUN
#include "FiveWin.ch"

#define TF_INT32   3
#define TF_STRING  7
#define TF_INT64   9

static hDLL

function Main()

   local oTF := TensorFlow():New()

   MsgInfo( oTF:Version() )

   oTF:Run( oTF:Constant( 5, "Five" ) )

   MsgInfo( oTF:Output() )

   oTF:End()

return nil

CLASS TensorFlow

   DATA hGraph
   DATA hOptions
   DATA hStatus
   DATA hSession
   DATA hTensorOutput

   METHOD New()
   
   METHOD Version() INLINE TF_Version()

   METHOD ImportGraph( cFileName )

   METHOD TensorNum( nValue )

   METHOD TensorString( cString )

   METHOD End()
   
   METHOD StatusCode() INLINE TF_GetCode( ::hStatus )

   METHOD Variable( cVarName, nDataType )

   METHOD Constant( uValue, cName )

   METHOD Run( hOperation )

   METHOD Output()

ENDCLASS

METHOD New() CLASS TensorFlow

   hDLL = LoadLibrary( "tensorflow.dll" )

   ::hGraph = TF_NewGraph()
   ::hOptions = TF_NewSessionOptions()
   ::hStatus = TF_NewStatus()
   ::hSession = TF_NewSession( ::hGraph, ::hOptions, ::hStatus )
     
return Self    

METHOD End() CLASS TensorFlow

   TF_CloseSession( ::hSession, ::hStatus )
   TF_DeleteSession( ::hSession, ::hStatus )
   TF_DeleteStatus( ::hStatus )
   TF_DeleteSessionOptions( ::hOptions )

   FreeLibrary( hDLL )

return nil

METHOD ImportGraph( cFileName ) CLASS TensorFlow

   local cGraph := MemoRead( cFileName )
   local hGraphDefOptions := TF_NewImportGraphDefOptions()
   
   TF_GraphImportGraphDef( ::hGraph, TF_NewBufferFromString( cGraph, Len( cGraph ) ), hGraphDefOptions, ::hStatus )
   
   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error importing a Graph file" )
   endif
   
   TF_DeleteImportGraphDefOptions( hGraphDefOptions )
   
return nil  

METHOD TensorNum( nValue ) CLASS TensorFlow

   local hTensor := TF_AllocateTensor( TF_INT64, 0, 0, 8 )
   
   Memset( TF_TensorData( hTensor ), 0, 8 )
   // Memset( TF_TensorData( hTensor ), nValue, 1 )
   Memcpy( TF_TensorData( hTensor ), L2Bin( nValue ), Len( L2Bin( nValue ) ) )
   
return hTensor

METHOD TensorString( cString ) CLASS TensorFlow

   local hTensor := TF_AllocateTensor( TF_STRING, 0, 0, 8 + TF_StringEncodedSize( Len( cString ) ) )
   
   Memset( TF_TensorData( hTensor ), 0, 8 )
   
   TF_StringEncode( cString, Len( cString ), 8 + TF_TensorData( hTensor ), TF_StringEncodedSize( Len( cString ) ), ::hStatus )

   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error creating a Tensor string" )
   endif
   
return hTensor  

METHOD Variable( cVarName, nDataType ) CLASS TensorFlow

   local hOperationDescription := TF_NewOperation( ::hGraph, "Variable", cVarName )

   TF_SetAttrType( hOperationDescription, "dtype", nDataType )

return TF_FinishOperation( hOperationDescription, ::hStatus )

METHOD Constant( uValue, cName ) CLASS TensorFlow

   local hOperationDescription, hTensor
   
   do case
      case ValType( uValue ) == "C"
         hTensor = ::TensorString( uValue )
         
      case ValType( uValue ) == "N"
         hTensor = ::TensorNum( uValue )
   endcase

   hOperationDescription = TF_NewOperation( ::hGraph, "Const", cName )
   TF_SetAttrTensor( hOperationDescription, "value", hTensor, ::hStatus )
   TF_SetAttrType( hOperationDescription, "dtype", TF_TensorType( hTensor ) )

return TF_FinishOperation( hOperationDescription, ::hStatus )

METHOD Run( hOperation ) CLASS TensorFlow

   local hTensorOutput := 0

   TF_SessionRun( ::hSession, 0,;
                  0, 0, 0,;  // Inputs    
                  TF_Output( hOperation, 0 ), @hTensorOutput, 1,;  // Outputs
                  hOperation, 1,;  // Operations
                  0, ::hStatus )

   ::hTensorOutput = hTensorOutput

return nil

METHOD Output() CLASS TensorFlow

   local nType := TF_TensorType( ::hTensorOutput )
   local uValue
   
   do case
      case nType == TF_STRING
         uValue = TF_TensorString( TF_TensorData( ::hTensorOutput ) )
         
      case nType == TF_INT64  
         uValue = TF_TensorNum( TF_TensorData( ::hTensorOutput ) )
         
      otherwise
         MsgAlert( "type not supported in Method Output yet", nType )
   endcase
   
return uValue

DLL FUNCTION TF_Version() AS LPSTR LIB hDLL

DLL FUNCTION TF_NewGraph() AS LONG LIB hDLL

DLL FUNCTION TF_NewSessionOptions() AS LONG LIB hDLL

DLL FUNCTION TF_NewStatus() AS LONG LIB hDLL

DLL FUNCTION TF_NewSession( hGraph AS LONG, hOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_CloseSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteStatus( hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSessionOptions( hOptions AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_NewImportGraphDefOptions() AS LONG LIB hDLL

DLL FUNCTION TF_GraphImportGraphDef( hGraph AS LONG, hBuffer AS LONG, hGraphDefOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewBufferFromString( cString AS LPSTR, nLegth AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_GetCode( hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_DeleteImportGraphDefOptions( hGraphDefOptions AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewTensor( nType AS LONG, @pDims AS LONG, nDims AS LONG, @pData AS LONG, nLength AS LONG, pDeallocator AS LONG,;
                           pDeallocatorArgs AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_AllocateTensor( nType AS LONG, pDims AS LONG, nDims AS LONG, nLegth AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_StringEncodedSize( nLength AS LONG ) AS LONG LIB hDLL    

DLL FUNCTION TF_TensorData( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_StringEncode( cString AS LPSTR, nLength AS LONG, pDest AS LONG, nDestLength AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SessionRun( hSession AS LONG, hRunOptions AS LONG, hInputs AS LONG, @hInputValues AS LONG, nInputs AS LONG,;
                            hOutputs AS LONG, @hOutputValues AS LONG, nOutputs AS LONG, @hTargetOperations AS LONG, nTargets AS LONG,;
                            hRunMetadata AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_Message( hStatus AS LONG ) AS LPSTR LIB hDLL

DLL FUNCTION TF_NewOperation( hGraph AS LONG, cOperationType AS LPSTR, cOperationName AS LPSTR ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrTensor( hOperationDescription AS LONG, cAttributeName AS LPSTR, hTensor AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_TensorType( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrType( hOperationDescription AS LONG, cAttributeName AS LPSTR, nDataType AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_FinishOperation( hOperationDescription AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

#pragma BEGINDUMP

#include <hbapi.h>

typedef struct TF_Output {
  void * oper;
  int index;
} TF_Output;

HB_FUNC( TF_OUTPUT )
{
   TF_Output * hOutput = ( TF_Output * ) hb_xgrab( sizeof( TF_Output ) );
   
   hOutput->oper = ( void * ) hb_parnll( 1 );
   hOutput->index = hb_parnl( 2 );
   
   hb_retnll( ( HB_LONGLONG ) hOutput );
}  

HB_FUNC( TF_TENSORSTRING )
{
   hb_retc( ( ( char * ) hb_parnll( 1 ) ) + 9 );
}  

HB_FUNC( TF_TENSORNUM )
{
   hb_retnl( * ( int * ) hb_parnll( 1 ) );
}  

HB_FUNC( MEMSET )
{
   hb_retnll( ( HB_LONGLONG ) memset( ( void * ) hb_parnll( 1 ), hb_parnl( 2 ), hb_parnll( 3 ) ) );
}  

HB_FUNC( MEMCPY )
{
   hb_retnll( ( HB_LONGLONG ) memcpy( ( void * ) hb_parnll( 1 ), ( void * ) hb_parc( 2 ), hb_parnll( 3 ) ) );
}  

#pragma ENDDUMP
regards, saludos

Antonio Linares
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Re: TensorFlow DLL for Windows (64 bits)

Postby karinha » Thu Jun 08, 2017 2:54 pm

Maestro, desculpe mi ignorancia, pero para qué sirve TensorFlow() ?

Regards, saludos.
João Santos - São Paulo - Brasil - Phone: +55(11)95150-7341
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Re: TensorFlow DLL for Windows (64 bits)

Postby Antonio Linares » Thu Jun 08, 2017 6:49 pm

Joao,

TensorFlow is a Machine Learning (AI) software developed by Google which is becoming very popular

An open-source software library for Machine Intelligence


https://www.tensorflow.org/

Examples of use:
https://cloud.google.com/blog/big-data/2016/08/how-a-japanese-cucumber-farmer-is-using-deep-learning-and-tensorflow

https://www.theverge.com/2016/1/21/10805398/friends-neural-network-scripts

Possibilities are endless :-)
regards, saludos

Antonio Linares
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Antonio Linares
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Posts: 42118
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Re: TensorFlow DLL for Windows (64 bits)

Postby Antonio Linares » Fri Jun 09, 2017 6:09 am

Adding two constant numbers:

tf.prg
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#include "FiveWin.ch"

#define TF_STRING  7
#define TF_INT64   9

static hDLL

function Main()

   local oTF := TensorFlow():New()

   MsgInfo( oTF:Version() )

   oTF:Run( oTF:Add( oTF:Constant( 5, "Five" ), oTF:Constant( 3, "three" ) ) )

   MsgInfo( oTF:Output() )

   oTF:End()

return nil

CLASS TensorFlow

   DATA hGraph
   DATA hOptions
   DATA hStatus
   DATA hSession
   DATA hTensorOutput

   METHOD New()
   
   METHOD Add( hOperation1, hOperation1, cName )
   
   METHOD Version() INLINE TF_Version()

   METHOD ImportGraph( cFileName )

   METHOD TensorNum( nValue )

   METHOD TensorString( cString )

   METHOD End()
   
   METHOD StatusCode() INLINE TF_GetCode( ::hStatus )

   METHOD Variable( cVarName, nDataType )

   METHOD Constant( uValue, cName )

   METHOD Run( hOperation )

   METHOD Output()

ENDCLASS

METHOD New() CLASS TensorFlow

   hDLL = LoadLibrary( "tensorflow.dll" )

   ::hGraph = TF_NewGraph()
   ::hOptions = TF_NewSessionOptions()
   ::hStatus = TF_NewStatus()
   ::hSession = TF_NewSession( ::hGraph, ::hOptions, ::hStatus )
     
return Self    

METHOD End() CLASS TensorFlow

   TF_CloseSession( ::hSession, ::hStatus )
   TF_DeleteSession( ::hSession, ::hStatus )
   TF_DeleteStatus( ::hStatus )
   TF_DeleteSessionOptions( ::hOptions )

   FreeLibrary( hDLL )

return nil

METHOD Add( hOperation1, hOperation2, cName ) CLASS TensorFlow

   local hOperationDescription := TF_NewOperation( ::hGraph, "AddN", If( cName == nil, "AddN", cName ) )
   local hOperation, hOutput
   
   TF_AddInputList( hOperationDescription, hOutput := TF_Output2( hOperation1, hOperation2 ), 2 )

   hOperation = TF_FinishOperation( hOperationDescription, ::hStatus )
   
   hb_xfree( hOutput )
   
   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error creating AddN operator: " + Str( TF_GetCode( ::hStatus ) ))
   endif
   
return hOperation

METHOD ImportGraph( cFileName ) CLASS TensorFlow

   local cGraph := MemoRead( cFileName )
   local hGraphDefOptions := TF_NewImportGraphDefOptions()
   
   TF_GraphImportGraphDef( ::hGraph, TF_NewBufferFromString( cGraph, Len( cGraph ) ), hGraphDefOptions, ::hStatus )
   
   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error importing a Graph file" )
   endif
   
   TF_DeleteImportGraphDefOptions( hGraphDefOptions )
   
return nil  

METHOD TensorNum( nValue ) CLASS TensorFlow

   local hTensor := TF_AllocateTensor( TF_INT64, 0, 0, 8 )
   
   Memset( TF_TensorData( hTensor ), 0, 8 )
   Memcpy( TF_TensorData( hTensor ), L2Bin( nValue ), Len( L2Bin( nValue ) ) )
   
return hTensor

METHOD TensorString( cString ) CLASS TensorFlow

   local hTensor := TF_AllocateTensor( TF_STRING, 0, 0, 8 + TF_StringEncodedSize( Len( cString ) ) )
   
   Memset( TF_TensorData( hTensor ), 0, 8 )
   
   TF_StringEncode( cString, Len( cString ), 8 + TF_TensorData( hTensor ), TF_StringEncodedSize( Len( cString ) ), ::hStatus )

   if TF_GetCode( ::hStatus ) != 0
      MsgAlert( TF_Message( ::hStatus ), "Error creating a Tensor string" )
   endif
   
return hTensor  

METHOD Variable( cVarName, nDataType ) CLASS TensorFlow

   local hOperationDescription := TF_NewOperation( ::hGraph, "Variable", cVarName )

   TF_SetAttrType( hOperationDescription, "dtype", nDataType )

return TF_FinishOperation( hOperationDescription, ::hStatus )

METHOD Constant( uValue, cName ) CLASS TensorFlow

   local hOperationDescription, hTensor
   
   do case
      case ValType( uValue ) == "C"
         hTensor = ::TensorString( uValue )
         
      case ValType( uValue ) == "N"
         hTensor = ::TensorNum( uValue )
   endcase

   hOperationDescription = TF_NewOperation( ::hGraph, "Const", cName )
   TF_SetAttrTensor( hOperationDescription, "value", hTensor, ::hStatus )
   TF_SetAttrType( hOperationDescription, "dtype", TF_TensorType( hTensor ) )

return TF_FinishOperation( hOperationDescription, ::hStatus )

METHOD Run( hOperation ) CLASS TensorFlow

   local hTensorOutput := 0, hOutput

   TF_SessionRun( ::hSession, 0,;
                  0, 0, 0,;  // Inputs    
                  hOutput := TF_Output( hOperation, 0 ), @hTensorOutput, 1,;  // Outputs
                  hOperation, 1,;  // Operations
                  0, ::hStatus )

   hb_xfree( hOutput )
   
   ::hTensorOutput = hTensorOutput

return nil

METHOD Output() CLASS TensorFlow

   local nType := TF_TensorType( ::hTensorOutput )
   local uValue
   
   do case
      case nType == TF_STRING
         uValue = TF_TensorString( TF_TensorData( ::hTensorOutput ) )
         
      case nType == TF_INT64  
         uValue = TF_TensorNum( TF_TensorData( ::hTensorOutput ) )
         
      otherwise
         MsgAlert( "type not supported in Method Output yet", nType )
   endcase
   
return uValue

DLL FUNCTION TF_Version() AS LPSTR LIB hDLL

DLL FUNCTION TF_NewGraph() AS LONG LIB hDLL

DLL FUNCTION TF_NewSessionOptions() AS LONG LIB hDLL

DLL FUNCTION TF_NewStatus() AS LONG LIB hDLL

DLL FUNCTION TF_NewSession( hGraph AS LONG, hOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_CloseSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSession( hSession AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteStatus( hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_DeleteSessionOptions( hOptions AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_NewImportGraphDefOptions() AS LONG LIB hDLL

DLL FUNCTION TF_GraphImportGraphDef( hGraph AS LONG, hBuffer AS LONG, hGraphDefOptions AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewBufferFromString( cString AS LPSTR, nLegth AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_GetCode( hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_DeleteImportGraphDefOptions( hGraphDefOptions AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_NewTensor( nType AS LONG, @pDims AS LONG, nDims AS LONG, @pData AS LONG, nLength AS LONG, pDeallocator AS LONG,;
                           pDeallocatorArgs AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_AllocateTensor( nType AS LONG, pDims AS LONG, nDims AS LONG, nLegth AS LONG ) AS LONG LIB hDLL
                           
DLL FUNCTION TF_StringEncodedSize( nLength AS LONG ) AS LONG LIB hDLL    

DLL FUNCTION TF_TensorData( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_StringEncode( cString AS LPSTR, nLength AS LONG, pDest AS LONG, nDestLength AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SessionRun( hSession AS LONG, hRunOptions AS LONG, hInputs AS LONG, @hInputValues AS LONG, nInputs AS LONG,;
                            hOutputs AS LONG, @hOutputValues AS LONG, nOutputs AS LONG, @hTargetOperations AS LONG, nTargets AS LONG,;
                            hRunMetadata AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_Message( hStatus AS LONG ) AS LPSTR LIB hDLL

DLL FUNCTION TF_NewOperation( hGraph AS LONG, cOperationType AS LPSTR, cOperationName AS LPSTR ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrTensor( hOperationDescription AS LONG, cAttributeName AS LPSTR, hTensor AS LONG, hStatus AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_TensorType( hTensor AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_SetAttrType( hOperationDescription AS LONG, cAttributeName AS LPSTR, nDataType AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_FinishOperation( hOperationDescription AS LONG, hStatus AS LONG ) AS LONG LIB hDLL

DLL FUNCTION TF_AddInput( hOperationDescription AS LONG, nInput AS LONG ) AS VOID LIB hDLL

DLL FUNCTION TF_AddInputList( hOperationDescription AS LONG, hInputs AS LONG, nInputs AS LONG ) AS VOID LIB hDLL

#pragma BEGINDUMP

#include <hbapi.h>

typedef struct TF_Output {
  void * oper;
  int index;
} TF_Output;

HB_FUNC( TF_OUTPUT )
{
   TF_Output * hOutput = ( TF_Output * ) hb_xgrab( sizeof( TF_Output ) );
   
   hOutput->oper = ( void * ) hb_parnll( 1 );
   hOutput->index = hb_parnl( 2 );
   
   hb_retnll( ( HB_LONGLONG ) hOutput );
}  

HB_FUNC( TF_OUTPUT2 )
{
   TF_Output * hOutput = ( TF_Output * ) hb_xgrab( sizeof( TF_Output ) * 2 );
   
   hOutput[ 0 ].oper = ( void * ) hb_parnll( 1 );
   hOutput[ 0 ].index = 0;
   hOutput[ 1 ].oper = ( void * ) hb_parnll( 2 );
   hOutput[ 1 ].index = 0;
   
   hb_retnll( ( HB_LONGLONG ) hOutput );
}  

HB_FUNC( TF_TENSORSTRING )
{
   hb_retc( ( ( char * ) hb_parnll( 1 ) ) + 9 );
}  

HB_FUNC( TF_TENSORNUM )
{
   hb_retnl( * ( int * ) hb_parnll( 1 ) );
}  

HB_FUNC( MEMSET )
{
   hb_retnll( ( HB_LONGLONG ) memset( ( void * ) hb_parnll( 1 ), hb_parnl( 2 ), hb_parnll( 3 ) ) );
}  

HB_FUNC( MEMCPY )
{
   hb_retnll( ( HB_LONGLONG ) memcpy( ( void * ) hb_parnll( 1 ), ( void * ) hb_parc( 2 ), hb_parnll( 3 ) ) );
}  

HB_FUNC( HB_XFREE )
{
   hb_xfree( ( void * ) hb_parnll( 1 ) );
}  

#pragma ENDDUMP


Image
regards, saludos

Antonio Linares
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Re: TensorFlow DLL for Windows (64 bits)

Postby cnavarro » Fri Jun 09, 2017 6:57 pm

Great Antonio, very good
Cristobal Navarro
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Re: TensorFlow DLL for Windows (64 bits)

Postby Antonio Linares » Mon Jun 12, 2017 12:47 pm

regards, saludos

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Re: TensorFlow DLL for Windows (64 bits)

Postby Antonio Linares » Tue Jun 20, 2017 10:11 pm

Accelerating Deep Learning Research with the Tensor2Tensor Library

https://research.googleblog.com/2017/06/accelerating-deep-learning-research.html?m=1
regards, saludos

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Re: TensorFlow DLL for Windows (64 bits)

Postby Antonio Linares » Mon Jul 31, 2017 3:46 pm

regards, saludos

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Re: TensorFlow DLL for Windows (64 bits)

Postby jnavas » Sun Nov 11, 2018 2:11 am

Antonio
saludos, excelente trabajo.
En este video, explican su aplicación, me interesa aplicarlo en las tendencias de ventas.
https://youtu.be/E7iBIzEhKnQ
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