AI-MXNetCAPI

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                                         SymbolHandle *out);
/*!
 * \brief Create a Variable Symbol.
 * \param name name of the variable
 * \param out pointer to the created symbol handle
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolCreateVariable(const char *name, SymbolHandle *out);
/*!
 * \brief Create a Symbol by grouping list of symbols together
 * \param num_symbols number of symbols to be grouped
 * \param symbols array of symbol handles
 * \param out pointer to the created symbol handle
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolCreateGroup(mx_uint num_symbols,
                                  SymbolHandle *in,
                                  SymbolHandle *out);
/*!
 * \brief Load a symbol from a json file.
 * \param fname the file name.
 * \param out the output symbol.
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolCreateFromFile(const char *fname, SymbolHandle *out);
/*!
 * \brief Load a symbol from a json string.
 * \param json the json string.
 * \param out the output symbol.
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolCreateFromJSON(const char *json, SymbolHandle *out);
/*!
 * \brief Save a symbol into a json file.
 * \param symbol the input symbol.
 * \param fname the file name.
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolSaveToFile(SymbolHandle symbol, const char *fname);
/*!
 * \brief Save a symbol into a json string
 * \param symbol the input symbol.
 * \param out_json output json string.
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolSaveToJSON(SymbolHandle symbol, const char **out);
/*!
 * \brief Free the symbol handle.
 * \param symbol the symbol
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolFree(SymbolHandle symbol);
/*!
 * \brief Copy the symbol to another handle
 * \param symbol the source symbol
 * \param out used to hold the result of copy
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolCopy(SymbolHandle symbol, SymbolHandle *out);
/*!
 * \brief Print the content of symbol, used for debug.
 * \param symbol the symbol
 * \param out_str pointer to hold the output string of the printing.
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolPrint(SymbolHandle symbol, const char **out);
/*!
 * \brief Get string name from symbol
 * \param symbol the source symbol
 * \param out The result name.
 * \param success Whether the result is contained in out.
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolGetName(SymbolHandle symbol,
                              const char** out,
                              int *out);
/*!
 * \brief Get string attribute from symbol
 * \param symbol the source symbol
 * \param key The key of the symbol.
 * \param out The result attribute, can be NULL if the attribute do not exist.
 * \param success Whether the result is contained in out.
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolGetAttr(SymbolHandle symbol,
                              const char* key,
                              const char** out,
                              int *out);
/*!
 * \brief Set string attribute from symbol.
 *  NOTE: Setting attribute to a symbol can affect the semantics(mutable/immutable) of symbolic graph.
 *
 *  Safe recommendaton: use  immutable graph
 *  - Only allow set attributes during creation of new symbol as optional parameter
 *
 *  Mutable graph (be careful about the semantics):
 *  - Allow set attr at any point.
 *  - Mutating an attribute of some common node of two graphs can cause confusion from user.
 *
 * \param symbol the source symbol
 * \param key The key of the symbol.
 * \param value The value to be saved.
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolSetAttr(SymbolHandle symbol,
                              const char* in,
                              const char* in);
/*!
 * \brief Get all attributes from symbol, including all descendents.
 * \param symbol the source symbol
 * \param out_size The number of output attributes
 * \param out 2*out_size strings representing key value pairs.
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolListAttr(SymbolHandle symbol,
                               mx_uint *out_size,
                               const char*** out_array2);
/*!
 * \brief Get all attributes from symbol, excluding descendents.
 * \param symbol the source symbol
 * \param out_size The number of output attributes

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 * \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 MXSymbolInferShapePartial(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,
                                 const mx_uint ***out_shape_data,
                                 mx_uint *aux_shape_size,
                                 const mx_uint **aux_shape_ndim,
                                 const mx_uint ***aux_shape_data,
                                 int *out);

/*!
 * \brief infer type of unknown input types given the known one.
 *  The types are packed into a CSR matrix represented by arg_ind_ptr and arg_type_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_type_data the content of the CSR
 * \param in_type_size sizeof the returning array of in_types
 * \param in_type_data returning array of pointers to head of the input type.
 * \param out_type_size sizeof the returning array of out_types
 * \param out_type_data returning array of pointers to head of the input type.
 * \param aux_type_size sizeof the returning array of aux_types
 * \param aux_type_data returning array of pointers to head of the auxiliary type.
 * \param complete whether infer type completes or more information is needed.
 * \return 0 when success, -1 when failure happens
 */
int MXSymbolInferType(SymbolHandle sym,
                                mx_uint num_args,
                                const char** in,
                                const int *in,
                                mx_uint *in_type_size,
                                const int **in_type_data,
                                mx_uint *out_type_size,
                                const int **out_type_data,
                                mx_uint *aux_type_size,
                                const int **aux_type_data,
                                int *out);
//--------------------------------------------
// Part 4: Executor interface
//--------------------------------------------
/*!
 * \brief Delete the executor
 * \param handle the executor.
 * \return 0 when success, -1 when failure happens
 */
int MXExecutorFree(ExecutorHandle handle);
/*!
 * \brief Print the content of execution plan, used for debug.
 * \param handle the executor.
 * \param out_str pointer to hold the output string of the printing.
 * \return 0 when success, -1 when failure happens
 */
int MXExecutorPrint(ExecutorHandle handle, const char **out);
/*!
 * \brief Executor forward method
 *
 * \param handle executor handle
 * \param is_train bool value to indicate whether the forward pass is for evaluation
 * \return 0 when success, -1 when failure happens
 */
int MXExecutorForward(ExecutorHandle handle, int is_train);
/*!
 * \brief Excecutor run backward
 *
 * \param handle execute handle
 * \param len lenth
 * \param head_grads NDArray handle for heads' gradient
 *
 * \return 0 when success, -1 when failure happens
 */
int MXExecutorBackward(ExecutorHandle handle,
                                 mx_uint len,
                                 NDArrayHandle *in);

/*!
 * \brief Get executor's head NDArray
 *
 * \param handle executor handle
 * \param out_size output ndarray vector size
 * \param out out put ndarray handles
 * \return 0 when success, -1 when failure happens
 */
int MXExecutorOutputs(ExecutorHandle handle,
                                mx_uint *out_size,
                                NDArrayHandle **out_array);

/*!
 * \brief Generate Executor from symbol
 *
 * \param symbol_handle symbol handle
 * \param dev_type device type
 * \param dev_id device id
 * \param len length
 * \param in_args in args array
 * \param arg_grad_store arg grads handle array
 * \param grad_req_type grad req array
 * \param aux_states_len length of auxiliary states
 * \param aux_states auxiliary states array
 * \param out output executor handle
 * \return 0 when success, -1 when failure happens
 */
int MXExecutorBind(SymbolHandle symbol_handle,
                             int dev_type,
                             int dev_id,
                             mx_uint len,
                             NDArrayHandle *in,
                             NDArrayHandle *in,
                             mx_uint *in,



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