AI-MXNetCAPI
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PUSHMARK(SP);
XPUSHs(sv_2mortal(newSViv(index)));
XPUSHs(SWIG_NewPointerObj(SWIG_as_voidptr(recv), SWIGTYPE_p_MXNDArray, 0));
XPUSHs(SWIG_NewPointerObj(SWIG_as_voidptr(local), SWIGTYPE_p_MXNDArray, 0));
PUTBACK;
call_sv((SV*)callback, G_DISCARD);
}
}
static void KVStoreServer_callback(int head, const char *body, void* callback)
{
{
dSP;
PUSHMARK(SP);
XPUSHs(sv_2mortal(newSViv(head)));
XPUSHs(sv_2mortal(newSVpv(body, 0)));
PUTBACK;
call_sv((SV*)callback, G_DISCARD);
}
}
static void ExecutorMonitor_callback(const char* name, NDArrayHandle handle, void* callback)
{
{
dSP;
PUSHMARK(SP);
XPUSHs(sv_2mortal(newSVpv(name, 0)));
XPUSHs(SWIG_NewPointerObj(SWIG_as_voidptr(handle), SWIGTYPE_p_MXNDArray, 0));
PUTBACK;
call_sv((SV*)callback, G_DISCARD);
}
}
%}
%init %{
/* These SWIG_TypeClientData() calls might break in the future, but
* %rename should work on these types before that happens. */
SWIG_TypeClientData(SWIGTYPE_p_MXNDArray, (void *)"NDArrayHandle");
SWIG_TypeClientData(SWIGTYPE_p_MXFunction, (void *)"FunctionHandle");
SWIG_TypeClientData(SWIGTYPE_p_MXAtomicSymbolCreator, (void *)"AtomicSymbolCreator");
SWIG_TypeClientData(SWIGTYPE_p_MXSymbol, (void *)"SymbolHandle");
SWIG_TypeClientData(SWIGTYPE_p_MXExecutor, (void *)"ExecutorHandle");
SWIG_TypeClientData(SWIGTYPE_p_MXDataIterCreator, (void *)"DataIterCreator");
SWIG_TypeClientData(SWIGTYPE_p_MXDataIter, (void *)"DataIterHandle");
SWIG_TypeClientData(SWIGTYPE_p_MXKVStore, (void *)"KVStoreHandle");
SWIG_TypeClientData(SWIGTYPE_p_MXRecordIO, (void *)"RecordIOHandle");
SWIG_TypeClientData(SWIGTYPE_p_MXRtc, (void *)"RtcHandle");
SWIG_TypeClientData(SWIGTYPE_p_MXCachedOp, (void *)"CachedOpHandle");
%}
/*! \brief manually define unsigned int */
typedef unsigned int mx_uint;
/*! \brief manually define float */
typedef float mx_float;
// all the handles are simply void *
// will be casted internally to specific pointers types
// these typedefs are mainly used for readablity reasons
/*! \brief handle to NDArray */
typedef MXNDArray *NDArrayHandle;
/*! \brief handle to a mxnet ndarray function that changes NDArray */
typedef MXFunction *FunctionHandle;
/*! \brief handle to a function that takes param and creates symbol */
typedef MXAtomicSymbolCreator *AtomicSymbolCreator;
/*! \brief handle to a symbol that can be bind as operator */
typedef MXSymbol *SymbolHandle;
/*! \brief handle to a AtomicSymbol */
typedef MXAtomicSymbol *AtomicSymbolHandle;
/*! \brief handle to an Executor */
typedef MXExecutor *ExecutorHandle;
/*! \brief handle a dataiter creator */
typedef MXDataIterCreator *DataIterCreator;
/*! \brief handle to a DataIterator */
typedef MXDataIter *DataIterHandle;
/*! \brief handle to KVStore */
typedef MXKVStore *KVStoreHandle;
/*! \brief handle to RecordIO */
typedef MXRecordIO *RecordIOHandle;
/*! \brief handle to MXRtc*/
typedef MXRtc *RtcHandle;
/*! \brief handle to cached operator */
typedef MXCachedOp *CachedOpHandle;
typedef void (*ExecutorMonitorCallback)(const char*,
NDArrayHandle,
void *);
struct NativeOpInfo {
void (*forward)(int, float**, int*, unsigned**, int*, void*);
void (*backward)(int, float**, int*, unsigned**, int*, void*);
void (*infer_shape)(int, int*, unsigned**, void*);
void (*list_outputs)(char***, void*);
void (*list_arguments)(char***, void*);
// all functions also pass a payload void* pointer
void* p_forward;
void* p_backward;
void* p_infer_shape;
void* p_list_outputs;
void* p_list_arguments;
};
struct NDArrayOpInfo {
bool (*forward)(int, void**, int*, void*);
bool (*backward)(int, void**, int*, void*);
bool (*infer_shape)(int, int*, unsigned**, void*);
bool (*list_outputs)(char***, void*);
bool (*list_arguments)(char***, void*);
bool (*declare_backward_dependency)(const int*, const int*, const int*,
int*, int**, void*);
// all functions also pass a payload void* pointer
void* p_forward;
void* p_backward;
void* p_infer_shape;
void* p_list_outputs;
void* p_list_arguments;
void* p_declare_backward_dependency;
};
/*!
* \brief return str message of the last error
* all function in this file will return 0 when success
* and -1 when an error occured,
const char*** out_array2);
/*!
* \brief List arguments in the symbol.
* \param symbol the symbol
* \param out_size output size
* \param out_str_array pointer to hold the output string array
* \return 0 when success, -1 when failure happens
*/
int MXSymbolListArguments(SymbolHandle symbol,
mx_uint *out_size,
const char ***out_array);
/*!
* \brief List returns in the symbol.
* \param symbol the symbol
* \param out_size output size
* \param out_str_array pointer to hold the output string array
* \return 0 when success, -1 when failure happens
*/
int MXSymbolListOutputs(SymbolHandle symbol,
mx_uint *out_size,
const char ***out_array);
/*!
* \brief Get a symbol that contains all the internals.
* \param symbol The symbol
* \param out The output symbol whose outputs are all the internals.
* \return 0 when success, -1 when failure happens
*/
int MXSymbolGetInternals(SymbolHandle symbol,
SymbolHandle *out);
/*!
* \brief Get a symbol that contains only direct children.
* \param symbol The symbol
* \param out The output symbol whose outputs are the direct children.
* \return 0 when success, -1 when failure happens
*/
int MXSymbolGetChildren(SymbolHandle symbol,
SymbolHandle *out);
/*!
* \brief Get index-th outputs of the symbol.
* \param symbol The symbol
* \param index the Index of the output.
* \param out The output symbol whose outputs are the index-th symbol.
* \return 0 when success, -1 when failure happens
*/
int MXSymbolGetOutput(SymbolHandle symbol,
mx_uint index,
SymbolHandle *out);
/*!
* \brief List auxiliary states in the symbol.
* \param symbol the symbol
* \param out_size output size
* \param out_str_array pointer to hold the output string array
* \return 0 when success, -1 when failure happens
*/
int MXSymbolListAuxiliaryStates(SymbolHandle symbol,
mx_uint *out_size,
const char ***out_array);
/*!
* \brief Compose the symbol on other symbols.
*
* This function will change the sym hanlde.
* To achieve function apply behavior, copy the symbol first
* before apply.
*
* \param sym the symbol to apply
* \param name the name of symbol
* \param num_args number of arguments
* \param keys the key of keyword args (optional)
* \param args arguments to sym
* \return 0 when success, -1 when failure happens
*/
int MXSymbolCompose(SymbolHandle sym,
const char *name,
mx_uint num_args,
const char** in,
SymbolHandle* in);
/*!
* \brief Get the gradient graph of the symbol
*
* \param sym the symbol to get gradient
* \param num_wrt number of arguments to get gradient
* \param wrt the name of the arguments to get gradient
* \param out the returned symbol that has gradient
* \return 0 when success, -1 when failure happens
*/
int MXSymbolGrad(SymbolHandle sym,
mx_uint num_wrt,
const char** in,
SymbolHandle* out);
/*!
* \brief infer shape of unknown input shapes given the known one.
* The shapes are packed into a CSR matrix represented by arg_ind_ptr and arg_shape_data
* The call will be treated as a kwargs call if key != nullptr or num_args==0, otherwise it is positional.
*
* \param sym symbol handle
* \param num_args numbe of input arguments.
* \param keys the key of keyword args (optional)
* \param arg_ind_ptr the head pointer of the rows in CSR
* \param arg_shape_data the content of the CSR
* \param in_shape_size sizeof the returning array of in_shapes
* \param in_shape_ndim returning array of shape dimensions of eachs input shape.
* \param in_shape_data returning array of pointers to head of the input shape.
* \param out_shape_size sizeof the returning array of out_shapes
* \param out_shape_ndim returning array of shape dimensions of eachs input shape.
* \param out_shape_data returning array of pointers to head of the input shape.
* \param aux_shape_size sizeof the returning array of aux_shapes
* \param aux_shape_ndim returning array of shape dimensions of eachs auxiliary shape.
* \param aux_shape_data returning array of pointers to head of the auxiliary shape.
* \param complete whether infer shape completes or more information is needed.
* \return 0 when success, -1 when failure happens
*/
int MXSymbolInferShape(SymbolHandle sym,
mx_uint num_args,
const char** in,
const mx_uint *in,
const mx_uint *in,
mx_uint *in_shape_size,
const mx_uint **in_shape_ndim,
const mx_uint ***in_shape_data,
mx_uint *out_shape_size,
const mx_uint **out_shape_ndim,
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