ml-agents/UnitySDK/Assets/ML-Agents/Examples/Reacher/Scripts/ReacherAgent.cs

using UnityEngine;
using MLAgents;

public class ReacherAgent : Agent
{

    public GameObject pendulumA;
    public GameObject pendulumB;
    public GameObject hand;
    public GameObject goal;
    private ReacherAcademy myAcademy;
    float goalDegree;
    private Rigidbody rbA;
    private Rigidbody rbB;
    // speed of the goal zone around the arm (in radians)
    private float goalSpeed;
    // radius of the goal zone
    private float goalSize;
    // Magnitude of sinusoidal (cosine) deviation of the goal along the vertical dimension
    private float deviation;
    // Frequency of the cosine deviation of the goal along the vertical dimension
    private float deviationFreq;

    /// <summary>
    /// Collect the rigidbodies of the reacher in order to resue them for
    /// observations and actions.
    /// </summary>
    public override void InitializeAgent()
    {
        rbA = pendulumA.GetComponent<Rigidbody>();
        rbB = pendulumB.GetComponent<Rigidbody>();
        myAcademy = GameObject.Find("Academy").GetComponent<ReacherAcademy>();

        SetResetParameters();
    }

    /// <summary>
    /// We collect the normalized rotations, angularal velocities, and velocities of both
    /// limbs of the reacher as well as the relative position of the target and hand.
    /// </summary>
    public override void CollectObservations()
    {
        AddVectorObs(pendulumA.transform.localPosition);
        AddVectorObs(pendulumA.transform.rotation);
        AddVectorObs(rbA.angularVelocity);
        AddVectorObs(rbA.velocity);

        AddVectorObs(pendulumB.transform.localPosition);
        AddVectorObs(pendulumB.transform.rotation);
        AddVectorObs(rbB.angularVelocity);
        AddVectorObs(rbB.velocity);

        AddVectorObs(goal.transform.localPosition);
        AddVectorObs(hand.transform.localPosition);

        AddVectorObs(goalSpeed);
    }

    /// <summary>
    /// The agent's four actions correspond to torques on each of the two joints.
    /// </summary>
    public override void AgentAction(float[] vectorAction, string textAction)
    {
        goalDegree += goalSpeed;
        UpdateGoalPosition();

        var torqueX = Mathf.Clamp(vectorAction[0], -1f, 1f) * 150f;
        var torqueZ = Mathf.Clamp(vectorAction[1], -1f, 1f) * 150f;
        rbA.AddTorque(new Vector3(torqueX, 0f, torqueZ));

        torqueX = Mathf.Clamp(vectorAction[2], -1f, 1f) * 150f;
        torqueZ = Mathf.Clamp(vectorAction[3], -1f, 1f) * 150f;
        rbB.AddTorque(new Vector3(torqueX, 0f, torqueZ));
    }

    /// <summary>
    /// Used to move the position of the target goal around the agent.
    /// </summary>
    void UpdateGoalPosition()
    {
        var radians = goalDegree * Mathf.PI / 180f;
        var goalX = 8f * Mathf.Cos(radians);
        var goalY = 8f * Mathf.Sin(radians);
        var goalZ = deviation * Mathf.Cos(deviationFreq * radians);
        goal.transform.position = new Vector3(goalY, goalZ, goalX) + transform.position;
    }

    /// <summary>
    /// Resets the position and velocity of the agent and the goal.
    /// </summary>
    public override void AgentReset()
    {
        pendulumA.transform.position = new Vector3(0f, -4f, 0f) + transform.position;
        pendulumA.transform.rotation = Quaternion.Euler(180f, 0f, 0f);
        rbA.velocity = Vector3.zero;
        rbA.angularVelocity = Vector3.zero;

        pendulumB.transform.position = new Vector3(0f, -10f, 0f) + transform.position;
        pendulumB.transform.rotation = Quaternion.Euler(180f, 0f, 0f);
        rbB.velocity = Vector3.zero;
        rbB.angularVelocity = Vector3.zero;

        goalDegree = Random.Range(0, 360);
        UpdateGoalPosition();

        SetResetParameters();


        goal.transform.localScale = new Vector3(goalSize, goalSize, goalSize);
    }


    public void SetResetParameters()
    {
        goalSize = myAcademy.resetParameters["goal_size"];
        goalSpeed = Random.Range(-1f, 1f) * myAcademy.resetParameters["goal_speed"];
        deviation = myAcademy.resetParameters["deviation"];
        deviationFreq = myAcademy.resetParameters["deviation_freq"];

    }
}