using System;
using System.Linq;
using UnityEngine;

namespace Unity.MLAgents.Actuators
{
    /// <summary>
    /// A structure that wraps the <see cref="ActionSegment{T}"/>s for a particular <see cref="IActionReceiver"/> and is
    /// used when <see cref="IActionReceiver.OnActionReceived"/> is called.
    /// </summary>
    public readonly struct ActionBuffers
    {
        /// <summary>
        /// An empty action buffer.
        /// </summary>
        public static ActionBuffers Empty = new ActionBuffers(ActionSegment<float>.Empty, ActionSegment<int>.Empty);

        /// <summary>
        /// Holds the Continuous <see cref="ActionSegment{T}"/> to be used by an <see cref="IActionReceiver"/>.
        /// </summary>
        public ActionSegment<float> ContinuousActions { get; }

        /// <summary>
        /// Holds the Discrete <see cref="ActionSegment{T}"/> to be used by an <see cref="IActionReceiver"/>.
        /// </summary>
        public ActionSegment<int> DiscreteActions { get; }

        /// <summary>
        /// Create an <see cref="ActionBuffers"/> instance with discrete actions stored as a float array.  This exists
        /// to achieve backward compatibility with the former Agent methods which used a float array for both continuous
        /// and discrete actions.
        /// </summary>
        /// <param name="discreteActions">The float array of discrete actions.</param>
        /// <returns>An <see cref="ActionBuffers"/> instance initialized with a <see cref="DiscreteActions"/>
        /// <see cref="ActionSegment{T}"/> initialized from a float array.</returns>
        public static ActionBuffers FromDiscreteActions(float[] discreteActions)
        {
            return new ActionBuffers(ActionSegment<float>.Empty, discreteActions == null ? ActionSegment<int>.Empty
                : new ActionSegment<int>(Array.ConvertAll(discreteActions,
                    x => (int)x)));
        }

        /// <summary>
        /// Construct an <see cref="ActionBuffers"/> instance with the continuous and discrete actions that will
        /// be used.
        /// /// </summary>
        /// <param name="continuousActions">The continuous actions to send to an <see cref="IActionReceiver"/>.</param>
        /// <param name="discreteActions">The discrete actions to send to an <see cref="IActionReceiver"/>.</param>
        public ActionBuffers(float[] continuousActions, int[] discreteActions)
            : this(new ActionSegment<float>(continuousActions), new ActionSegment<int>(discreteActions)) { }

        /// <summary>
        /// Construct an <see cref="ActionBuffers"/> instance with the continuous and discrete actions that will
        /// be used.
        /// </summary>
        /// <param name="continuousActions">The continuous actions to send to an <see cref="IActionReceiver"/>.</param>
        /// <param name="discreteActions">The discrete actions to send to an <see cref="IActionReceiver"/>.</param>
        public ActionBuffers(ActionSegment<float> continuousActions, ActionSegment<int> discreteActions)
        {
            ContinuousActions = continuousActions;
            DiscreteActions = discreteActions;
        }

        /// <summary>
        /// Construct an <see cref="ActionBuffers"/> instance with <see cref="ActionSpec"/>. All values are initialized to zeros.
        /// /// </summary>
        /// <param name="actionSpec">The <see cref="ActionSpec"/>  to send to an <see cref="IActionReceiver"/>.</param>
        public ActionBuffers(ActionSpec actionSpec)
            : this(new ActionSegment<float>(new float[actionSpec.NumContinuousActions]),
            new ActionSegment<int>(new int[actionSpec.NumDiscreteActions]))
        { }

        /// <summary>
        /// Create an <see cref="ActionBuffers"/> instance with ActionSpec and all actions stored as a float array.
        /// </summary>
        /// <param name="actionSpec"><see cref="ActionSpec"/> of the <see cref="ActionBuffers"/></param>
        /// <param name="actions">The float array of all actions, including discrete and continuous actions.</param>
        /// <returns>An <see cref="ActionBuffers"/> instance initialized with a <see cref="ActionSpec"/> and a float array.</returns>
        internal static ActionBuffers FromActionSpec(ActionSpec actionSpec, float[] actions)
        {
            if (actions == null)
            {
                return ActionBuffers.Empty;
            }

            Debug.Assert(actions.Length == actionSpec.NumContinuousActions + actionSpec.NumDiscreteActions,
                $"The length of '{nameof(actions)}' does not match the total size of ActionSpec.\n" +
                $"{nameof(actions)}.Length: {actions.Length}\n" +
                $"{nameof(actionSpec)}: {actionSpec.NumContinuousActions + actionSpec.NumDiscreteActions}");

            ActionSegment<float> continuousActionSegment = ActionSegment<float>.Empty;
            ActionSegment<int> discreteActionSegment = ActionSegment<int>.Empty;
            int offset = 0;
            if (actionSpec.NumContinuousActions > 0)
            {
                continuousActionSegment = new ActionSegment<float>(actions, 0, actionSpec.NumContinuousActions);
                offset += actionSpec.NumContinuousActions;
            }
            if (actionSpec.NumDiscreteActions > 0)
            {
                int[] discreteActions = new int[actionSpec.NumDiscreteActions];
                for (var i = 0; i < actionSpec.NumDiscreteActions; i++)
                {
                    discreteActions[i] = (int)actions[i + offset];
                }
                discreteActionSegment = new ActionSegment<int>(discreteActions);
            }

            return new ActionBuffers(continuousActionSegment, discreteActionSegment);
        }

        /// <summary>
        /// Clear the <see cref="ContinuousActions"/> and <see cref="DiscreteActions"/> segments to be all zeros.
        /// </summary>
        public void Clear()
        {
            ContinuousActions.Clear();
            DiscreteActions.Clear();
        }

        /// <summary>
        /// Check if the <see cref="ActionBuffers"/> is empty.
        /// </summary>
        /// <returns>Whether the buffers are empty.</returns>
        public bool IsEmpty()
        {
            return ContinuousActions.IsEmpty() && DiscreteActions.IsEmpty();
        }

        /// <inheritdoc/>
        public override bool Equals(object obj)
        {
            if (!(obj is ActionBuffers))
            {
                return false;
            }

            var ab = (ActionBuffers)obj;
            return ab.ContinuousActions.SequenceEqual(ContinuousActions) &&
                ab.DiscreteActions.SequenceEqual(DiscreteActions);
        }

        /// <inheritdoc/>
        public override int GetHashCode()
        {
            unchecked
            {
                return (ContinuousActions.GetHashCode() * 397) ^ DiscreteActions.GetHashCode();
            }
        }
    }

    /// <summary>
    /// An interface that describes an object that can receive actions from a Reinforcement Learning network.
    /// </summary>
    public interface IActionReceiver
    {
        /// <summary>
        /// Method called in order too allow object to execute actions based on the
        /// <see cref="ActionBuffers"/> contents.  The structure of the contents in the <see cref="ActionBuffers"/>
        /// are defined by the <see cref="ActionSpec"/>.
        /// </summary>
        /// <param name="actionBuffers">The data structure containing the action buffers for this object.</param>
        void OnActionReceived(ActionBuffers actionBuffers);

        /// <summary>
        /// Implement `WriteDiscreteActionMask()` to modify the masks for discrete
        /// actions. When using discrete actions, the agent will not perform the masked
        /// action.
        /// </summary>
        /// <param name="actionMask">
        /// The action mask for the agent.
        /// </param>
        /// <remarks>
        /// When using Discrete Control, you can prevent the Agent from using a certain
        /// action by masking it with <see cref="IDiscreteActionMask.SetActionEnabled"/>.
        ///
        /// See [Agents - Actions] for more information on masking actions.
        ///
        /// [Agents - Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_16_docs/docs/Learning-Environment-Design-Agents.md#actions
        /// </remarks>
        /// <seealso cref="IActionReceiver.OnActionReceived"/>
        void WriteDiscreteActionMask(IDiscreteActionMask actionMask);
    }
}