using System.Collections; using System.Collections.Generic; using UnityEngine; using MLAgents; public class Ball3DAgent : Agent { [Header("Specific to Ball3D")] public GameObject ball; private Rigidbody ballRb; private ResetParameters resetParams; public override void InitializeAgent() { ballRb = ball.GetComponent(); var academy = Object.FindObjectOfType() as Academy; resetParams = academy.resetParameters; SetResetParameters(); } public override void CollectObservations() { AddVectorObs(gameObject.transform.rotation.z); AddVectorObs(gameObject.transform.rotation.x); AddVectorObs(ball.transform.position - gameObject.transform.position); AddVectorObs(ballRb.velocity); } public override void AgentAction(float[] vectorAction, string textAction) { if (brain.brainParameters.vectorActionSpaceType == SpaceType.continuous) { var actionZ = 2f * Mathf.Clamp(vectorAction[0], -1f, 1f); var actionX = 2f * Mathf.Clamp(vectorAction[1], -1f, 1f); if ((gameObject.transform.rotation.z < 0.25f && actionZ > 0f) || (gameObject.transform.rotation.z > -0.25f && actionZ < 0f)) { gameObject.transform.Rotate(new Vector3(0, 0, 1), actionZ); } if ((gameObject.transform.rotation.x < 0.25f && actionX > 0f) || (gameObject.transform.rotation.x > -0.25f && actionX < 0f)) { gameObject.transform.Rotate(new Vector3(1, 0, 0), actionX); } } 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); } else { SetReward(0.1f); } } 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)); ballRb.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; //Reset the parameters when the Agent is reset. SetResetParameters(); } public void SetBall() { //Set the attributes of the ball by fetching the information from the academy ballRb.mass = resetParams["mass"]; var scale = resetParams["scale"]; ball.transform.localScale = new Vector3(scale, scale, scale); } public void SetResetParameters() { SetBall(); } }