/* * Copyright (c) 2018 Intel Corporation. * * Author: Sathish Kuttan * * SPDX-License-Identifier: Apache-2.0 */ /** * @file * @brief Public API header file for Intel GNA driver * * This file contains the driver APIs for Intel's * Gaussian Mixture Model and Neural Network Accelerator (GNA) */ #ifndef __INCLUDE_GNA__ #define __INCLUDE_GNA__ #ifdef __cplusplus extern "C" { #endif /** * GNA driver configuration structure. * Currently empty. */ struct gna_config { }; /** * GNA Neural Network model header * Describes the key parameters of the neural network model */ struct gna_model_header { u32_t labase_offset; u32_t model_size; u32_t gna_mode; u32_t layer_count; u32_t bytes_per_input; u32_t bytes_per_output; u32_t num_input_nodes; u32_t num_output_nodes; u32_t input_ptr_offset; u32_t output_ptr_offset; u32_t rw_region_size; u32_t input_scaling_factor; u32_t output_scaling_factor; }; /** * GNA Neural Network model information to be provided by application * during model registration */ struct gna_model_info { struct gna_model_header *header; void *rw_region; void *ro_region; }; /** * Request to perform inference on the given neural network model */ struct gna_inference_req { void *model_handle; void *input; void *output; void *intermediate; }; /** * Statistics of the inference operation returned after completion */ struct gna_inference_stats { u32_t total_cycles; u32_t stall_cycles; u32_t cycles_per_sec; }; /** * Result of an inference operation */ enum gna_result { GNA_RESULT_INFERENCE_COMPLETE, GNA_RESULT_SATURATION_OCCURRED, GNA_RESULT_OUTPUT_BUFFER_FULL_ERROR, GNA_RESULT_PARAM_OUT_OF_RANGE_ERROR, GNA_RESULT_GENERIC_ERROR, }; /** * Structure containing a response to the inference request */ struct gna_inference_resp { enum gna_result result; void *output; size_t output_len; struct gna_inference_stats stats; }; /** * @cond INTERNAL_HIDDEN * * Internal documentation. Skip in public documentation */ typedef int (*gna_callback)(struct gna_inference_resp *result); typedef int (*gna_api_config)(struct device *dev, struct gna_config *cfg); typedef int (*gna_api_register)(struct device *dev, struct gna_model_info *model, void **model_handle); typedef int (*gna_api_deregister)(struct device *dev, void *model_handle); typedef int (*gna_api_infer)(struct device *dev, struct gna_inference_req *req, gna_callback callback); struct gna_driver_api { gna_api_config configure; gna_api_register register_model; gna_api_deregister deregister_model; gna_api_infer infer; }; /** * @endcond */ /** * @brief Configure the GNA device. * * Configure the GNA device. The GNA device must be configured before * registering a model or performing inference * * @param dev Pointer to the device structure for the driver instance. * @param cfg Device configuration information * * @retval 0 If the configuration is successful * @retval A negative error code in case of a failure. */ static inline int gna_configure(struct device *dev, struct gna_config *cfg) { const struct gna_driver_api *api = dev->driver_api; return api->configure(dev, cfg); } /** * @brief Register a neural network model * * Register a neural network model with the GNA device * A model needs to be registered before it can be used to perform inference * * @param dev Pointer to the device structure for the driver instance. * @param model Information about the neural network model * @param model_handle Handle to the registered model if registration succeeds * * @retval 0 If registration of the model is successful. * @retval A negative error code in case of a failure. */ static inline int gna_register_model(struct device *dev, struct gna_model_info *model, void **model_handle) { const struct gna_driver_api *api = dev->driver_api; return api->register_model(dev, model, model_handle); } /** * @brief De-register a previously registered neural network model * * De-register a previously registered neural network model from the GNA device * De-registration may be done to free up memory for registering another model * Once de-registered, the model can no longer be used to perform inference * * @param dev Pointer to the device structure for the driver instance. * @param model Model handle output by gna_register_model API * * @retval 0 If de-registration of the model is successful. * @retval A negative error code in case of a failure. */ static inline int gna_deregister_model(struct device *dev, void *model) { const struct gna_driver_api *api = dev->driver_api; return api->deregister_model(dev, model); } /** * @brief Perform inference on a model with input vectors * * Make an inference request on a previously registered model with an of * input data vector * A callback is provided for notification of inference completion * * @param dev Pointer to the device structure for the driver instance. * @param req Information required to perform inference on a neural network * @param callback A callback function to notify inference completion * * @retval 0 If the request is accepted * @retval A negative error code in case of a failure. */ static inline int gna_infer(struct device *dev, struct gna_inference_req *req, gna_callback callback) { const struct gna_driver_api *api = dev->driver_api; return api->infer(dev, req, callback); } #ifdef __cplusplus } #endif #endif /* __INCLUDE_GNA__ */