ml-agents/unity-environment/Assets/ML-Agents/Examples/3DBall/Scripts/Ball3DHardAgent.cs

using System.Collections;
using System.Collections.Generic;
using UnityEngine;

public class Ball3DHardAgent : Agent
{
    [Header("Specific to Ball3DHard")]
    public GameObject ball;

    public override void CollectObservations()
    {
        AddVectorObs(gameObject.transform.rotation.z);
        AddVectorObs(gameObject.transform.rotation.x);
        AddVectorObs((ball.transform.position - gameObject.transform.position));
    }

    public override void AgentAction(float[] vectorAction, string textAction)
    {
        if (brain.brainParameters.vectorActionSpaceType == SpaceType.continuous)
        {
            float action_z = 2f * Mathf.Clamp(vectorAction[0], -1f, 1f);
            if ((gameObject.transform.rotation.z < 0.25f && action_z > 0f) ||
                (gameObject.transform.rotation.z > -0.25f && action_z < 0f))
            {
                gameObject.transform.Rotate(new Vector3(0, 0, 1), action_z);
            }
            float action_x = 2f * Mathf.Clamp(vectorAction[1], -1f, 1f);
            if ((gameObject.transform.rotation.x < 0.25f && action_x > 0f) ||
                (gameObject.transform.rotation.x > -0.25f && action_x < 0f))
            {
                gameObject.transform.Rotate(new Vector3(1, 0, 0), action_x);
            }
            if (!IsDone())
            {
                SetReward( 0.1f);
            }
        }
        if ((ball.transform.position.y - gameObject.transform.position.y) < -2f ||
            Mathf.Abs(ball.transform.position.x - gameObject.transform.position.x) > 3f ||
            Mathf.Abs(ball.transform.position.z - gameObject.transform.position.z) > 3f)
        {
            Done();
            SetReward(-1f);
        }

    }

    public override void AgentReset()
    {
        gameObject.transform.rotation = new Quaternion(0f, 0f, 0f, 0f);
        gameObject.transform.Rotate(new Vector3(1, 0, 0), Random.Range(-10f, 10f));
        gameObject.transform.Rotate(new Vector3(0, 0, 1), Random.Range(-10f, 10f));
        ball.GetComponent<Rigidbody>().velocity = new Vector3(0f, 0f, 0f);
        ball.transform.position = new Vector3(Random.Range(-1.5f, 1.5f), 4f, Random.Range(-1.5f, 1.5f)) + gameObject.transform.position;
    }
}