ml-agents/Project/Assets/ML-Agents/Examples/Walker/Scripts/WalkerAgent.cs

using UnityEngine;
using Unity.MLAgents;
using Unity.MLAgentsExamples;
using Unity.MLAgents.Sensors;

public class WalkerAgent : Agent
{
    [Header("Specific to Walker")]
    [Header("Target To Walk Towards")]
    [Space(10)]
    public Transform target;

    Vector3 m_DirToTarget;
    public Transform hips;
    public Transform chest;
    public Transform spine;
    public Transform head;
    public Transform thighL;
    public Transform shinL;
    public Transform footL;
    public Transform thighR;
    public Transform shinR;
    public Transform footR;
    public Transform armL;
    public Transform forearmL;
    public Transform handL;
    public Transform armR;
    public Transform forearmR;
    public Transform handR;
    JointDriveController m_JdController;

    Rigidbody m_HipsRb;
    Rigidbody m_ChestRb;
    Rigidbody m_SpineRb;

    EnvironmentParameters m_ResetParams;

    public override void Initialize()
    {
        m_JdController = GetComponent<JointDriveController>();
        m_JdController.SetupBodyPart(hips);
        m_JdController.SetupBodyPart(chest);
        m_JdController.SetupBodyPart(spine);
        m_JdController.SetupBodyPart(head);
        m_JdController.SetupBodyPart(thighL);
        m_JdController.SetupBodyPart(shinL);
        m_JdController.SetupBodyPart(footL);
        m_JdController.SetupBodyPart(thighR);
        m_JdController.SetupBodyPart(shinR);
        m_JdController.SetupBodyPart(footR);
        m_JdController.SetupBodyPart(armL);
        m_JdController.SetupBodyPart(forearmL);
        m_JdController.SetupBodyPart(handL);
        m_JdController.SetupBodyPart(armR);
        m_JdController.SetupBodyPart(forearmR);
        m_JdController.SetupBodyPart(handR);

        m_HipsRb = hips.GetComponent<Rigidbody>();
        m_ChestRb = chest.GetComponent<Rigidbody>();
        m_SpineRb = spine.GetComponent<Rigidbody>();

        m_ResetParams = Academy.Instance.EnvironmentParameters;

        SetResetParameters();
    }

    /// <summary>
    /// Add relevant information on each body part to observations.
    /// </summary>
    public void CollectObservationBodyPart(BodyPart bp, VectorSensor sensor)
    {
        var rb = bp.rb;
        sensor.AddObservation(bp.groundContact.touchingGround ? 1 : 0); // Is this bp touching the ground
        sensor.AddObservation(rb.velocity);
        sensor.AddObservation(rb.angularVelocity);
        var localPosRelToHips = hips.InverseTransformPoint(rb.position);
        sensor.AddObservation(localPosRelToHips);

        if (bp.rb.transform != hips && bp.rb.transform != handL && bp.rb.transform != handR &&
            bp.rb.transform != footL && bp.rb.transform != footR && bp.rb.transform != head)
        {
            sensor.AddObservation(bp.currentXNormalizedRot);
            sensor.AddObservation(bp.currentYNormalizedRot);
            sensor.AddObservation(bp.currentZNormalizedRot);
            sensor.AddObservation(bp.currentStrength / m_JdController.maxJointForceLimit);
        }
    }

    /// <summary>
    /// Loop over body parts to add them to observation.
    /// </summary>
    public override void CollectObservations(VectorSensor sensor)
    {
        m_JdController.GetCurrentJointForces();

        sensor.AddObservation(m_DirToTarget.normalized);
        sensor.AddObservation(m_JdController.bodyPartsDict[hips].rb.position);
        sensor.AddObservation(hips.forward);
        sensor.AddObservation(hips.up);

        foreach (var bodyPart in m_JdController.bodyPartsDict.Values)
        {
            CollectObservationBodyPart(bodyPart, sensor);
        }
    }

    public override void OnActionReceived(float[] vectorAction)
    {
        var bpDict = m_JdController.bodyPartsDict;
        var i = -1;

        bpDict[chest].SetJointTargetRotation(vectorAction[++i], vectorAction[++i], vectorAction[++i]);
        bpDict[spine].SetJointTargetRotation(vectorAction[++i], vectorAction[++i], vectorAction[++i]);

        bpDict[thighL].SetJointTargetRotation(vectorAction[++i], vectorAction[++i], 0);
        bpDict[thighR].SetJointTargetRotation(vectorAction[++i], vectorAction[++i], 0);
        bpDict[shinL].SetJointTargetRotation(vectorAction[++i], 0, 0);
        bpDict[shinR].SetJointTargetRotation(vectorAction[++i], 0, 0);
        bpDict[footR].SetJointTargetRotation(vectorAction[++i], vectorAction[++i], vectorAction[++i]);
        bpDict[footL].SetJointTargetRotation(vectorAction[++i], vectorAction[++i], vectorAction[++i]);


        bpDict[armL].SetJointTargetRotation(vectorAction[++i], vectorAction[++i], 0);
        bpDict[armR].SetJointTargetRotation(vectorAction[++i], vectorAction[++i], 0);
        bpDict[forearmL].SetJointTargetRotation(vectorAction[++i], 0, 0);
        bpDict[forearmR].SetJointTargetRotation(vectorAction[++i], 0, 0);
        bpDict[head].SetJointTargetRotation(vectorAction[++i], vectorAction[++i], 0);

        //update joint strength settings
        bpDict[chest].SetJointStrength(vectorAction[++i]);
        bpDict[spine].SetJointStrength(vectorAction[++i]);
        bpDict[head].SetJointStrength(vectorAction[++i]);
        bpDict[thighL].SetJointStrength(vectorAction[++i]);
        bpDict[shinL].SetJointStrength(vectorAction[++i]);
        bpDict[footL].SetJointStrength(vectorAction[++i]);
        bpDict[thighR].SetJointStrength(vectorAction[++i]);
        bpDict[shinR].SetJointStrength(vectorAction[++i]);
        bpDict[footR].SetJointStrength(vectorAction[++i]);
        bpDict[armL].SetJointStrength(vectorAction[++i]);
        bpDict[forearmL].SetJointStrength(vectorAction[++i]);
        bpDict[armR].SetJointStrength(vectorAction[++i]);
        bpDict[forearmR].SetJointStrength(vectorAction[++i]);
    }

    void FixedUpdate()
    {
        // Set reward for this step according to mixture of the following elements.
        // a. Velocity alignment with goal direction.
        // b. Rotation alignment with goal direction.
        // c. Encourage head height.
        // d. Discourage head movement.
        m_DirToTarget = target.position - m_JdController.bodyPartsDict[hips].rb.position;
        AddReward(
            +0.03f * Vector3.Dot(m_DirToTarget.normalized, m_JdController.bodyPartsDict[hips].rb.velocity)
            + 0.01f * Vector3.Dot(m_DirToTarget.normalized, hips.forward)
            + 0.02f * (head.position.y - hips.position.y)
            - 0.01f * Vector3.Distance(m_JdController.bodyPartsDict[head].rb.velocity,
                m_JdController.bodyPartsDict[hips].rb.velocity)
        );
    }

    /// <summary>
    /// Loop over body parts and reset them to initial conditions.
    /// </summary>
    public override void OnEpisodeBegin()
    {
        if (m_DirToTarget != Vector3.zero)
        {
            transform.rotation = Quaternion.LookRotation(m_DirToTarget);
        }

        foreach (var bodyPart in m_JdController.bodyPartsDict.Values)
        {
            bodyPart.Reset(bodyPart);
        }
        SetResetParameters();
    }

    public void SetTorsoMass()
    {
        m_ChestRb.mass = m_ResetParams.GetWithDefault("chest_mass", 8);
        m_SpineRb.mass = m_ResetParams.GetWithDefault("spine_mass", 10);
        m_HipsRb.mass = m_ResetParams.GetWithDefault("hip_mass", 15);
    }

    public void SetResetParameters()
    {
        SetTorsoMass();
    }
}