* drivers/devfreq/qlearning/qlearning_network.h
*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership. The
* ASF licenses this file to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance with the
* License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
* License for the specific language governing permissions and limitations
* under the License.
*
****************************************************************************/
#ifndef __DRIVER_DEVFREQ_QLEARNING_NETWORK_H
#define __DRIVER_DEVFREQ_QLEARNING_NETWORK_H
* Included Files
****************************************************************************/
#include <nuttx/config.h>
#include <stdint.h>
* Pre-processor Definitions
****************************************************************************/
#define MAX_LAYER_SIZE CONFIG_DEVFREQ_QLEARNING_NEURONS_PER_LAYER
#define MAX_LAYERS_NUM CONFIG_DEVFREQ_QLEARNING_NUM_LAYERS
#define RELU 0
#define SIGMOID 1
#define TANH 2
* Public Types
****************************************************************************/
struct layer_s
{
uint32_t input_size;
uint32_t output_size;
uint32_t activation;
float weights[MAX_LAYER_SIZE * MAX_LAYER_SIZE];
float biases[MAX_LAYER_SIZE];
float output[MAX_LAYER_SIZE];
};
struct network_s
{
uint32_t layers_num;
struct layer_s layers[MAX_LAYERS_NUM];
};
struct qlearning_params_s
{
struct network_s net;
float mean[MAX_LAYER_SIZE];
float std[MAX_LAYER_SIZE];
};
* Public Functions Prototypes
****************************************************************************/
int qlearning_network_forward(FAR struct network_s *net, FAR float *input);
#endif