zephyr/include/gna.h

213 lines
5.4 KiB
C

/*
* Copyright (c) 2018 Intel Corporation.
*
* Author: Sathish Kuttan <sathish.k.kuttan@intel.com>
*
* 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__ */