using System.Collections.Generic;
using UnityEngine;

/// <summary>
/// Interface for implementing the behavior of an Agent that uses a Heuristic
/// Brain. The behavior of an Agent in this case is fully decided using the
/// implementation of these methods and no training or inference takes place.
/// Currently, the Heuristic Brain does not support text observations and actions.
/// </summary>
public interface Decision
{
    /// <summary>
    /// Defines the decision-making logic of the agent. Given the information 
    /// about the agent, returns a vector of actions.
    /// </summary>
    /// <returns>Vector action vector.</returns>
    /// <param name="vectorObs">The vector observations of the agent.</param>
    /// <param name="visualObs">The cameras the agent uses for visual observations.</param>
    /// <param name="reward">The reward the agent received at the previous step.</param>
    /// <param name="done">Whether or not the agent is done.</param>
    /// <param name="memory">
    /// The memories stored from the previous step with 
    /// <see cref="MakeMemory(List{float}, List{Texture2D}, float, bool, List{float})"/>
    /// </param>
    float[] Decide(
        List<float>
        vectorObs,
        List<Texture2D> visualObs,
        float reward,
        bool done,
        List<float> memory);

    /// <summary>
    /// Defines the logic for creating the memory vector for the Agent.
    /// </summary>
    /// <returns>The vector of memories the agent will use at the next step.</returns>
    /// <param name="vectorObs">The vector observations of the agent.</param>
    /// <param name="visualObs">The cameras the agent uses for visual observations.</param>
    /// <param name="reward">The reward the agent received at the previous step.</param>
    /// <param name="done">Whether or not the agent is done.</param>
    /// <param name="memory">
    /// The memories stored from the previous call to this method.
    /// </param>
    List<float> MakeMemory(
        List<float> vectorObs,
        List<Texture2D> visualObs,
        float reward,
        bool done,
        List<float> memory);
}