Unity 机器学习代理工具包 (ML-Agents) 是一个开源项目,它使游戏和模拟能够作为训练智能代理的环境。
您最多选择25个主题 主题必须以中文或者字母或数字开头,可以包含连字符 (-),并且长度不得超过35个字符
 
 
 
 
 

327 行
10 KiB

//Put this script on your blue cube.
using System.Collections;
using System.Collections.Generic;
using UnityEngine;
using System.Linq;
public class WallJumpAgent : Agent
{
// Depending on this value, the wall will have different height
int configuration;
// Brain to use when no wall is present
public Brain noWallBrain;
// Brain to use when a jumpable wall is present
public Brain smallWallBrain;
// Brain to use when a wall requiring a block to jump over is present
public Brain bigWallBrain;
public GameObject ground;
public GameObject spawnArea;
Bounds spawnAreaBounds;
public GameObject goal;
public GameObject shortBlock;
public GameObject wall;
Rigidbody shortBlockRB;
Rigidbody agentRB;
Material groundMaterial;
Renderer groundRenderer;
WallJumpAcademy academy;
RayPerception rayPer;
public float jumpingTime;
public float jumpTime;
// This is a downward force applied when falling to make jumps look
// less floaty
public float fallingForce;
// Use to check the coliding objects
public Collider[] hitGroundColliders = new Collider[3];
Vector3 jumpTargetPos;
Vector3 jumpStartingPos;
string[] detectableObjects;
public override void InitializeAgent()
{
academy = FindObjectOfType<WallJumpAcademy>();
rayPer = GetComponent<RayPerception>();
configuration = Random.Range(0, 5);
detectableObjects = new string[] { "wall", "goal", "block" };
agentRB = GetComponent<Rigidbody>();
shortBlockRB = shortBlock.GetComponent<Rigidbody>();
spawnAreaBounds = spawnArea.GetComponent<Collider>().bounds;
groundRenderer = ground.GetComponent<Renderer>();
groundMaterial = groundRenderer.material;
spawnArea.SetActive(false);
}
// Begin the jump sequence
public void Jump()
{
jumpingTime = 0.2f;
jumpStartingPos = agentRB.position;
}
/// <summary>
/// Does the ground check.
/// </summary>
/// <returns><c>true</c>, if the agent is on the ground,
/// <c>false</c> otherwise.</returns>
/// <param name="boxWidth">The width of the box used to perform
/// the ground check. </param>
public bool DoGroundCheck(float boxWidth)
{
hitGroundColliders = new Collider[3];
Physics.OverlapBoxNonAlloc(
gameObject.transform.position + new Vector3(0, -0.05f, 0),
new Vector3(boxWidth / 2f, 0.5f, boxWidth / 2f),
hitGroundColliders,
gameObject.transform.rotation);
bool grounded = false;
foreach (Collider col in hitGroundColliders)
{
if (col != null && col.transform != this.transform &&
(col.CompareTag("walkableSurface") ||
col.CompareTag("block") ||
col.CompareTag("wall")))
{
grounded = true; //then we're grounded
break;
}
}
return grounded;
}
/// <summary>
/// Moves a rigidbody towards a position smoothly.
/// </summary>
/// <param name="targetPos">Target position.</param>
/// <param name="rb">The rigidbody to be moved.</param>
/// <param name="targetVel">The velocity to target during the
/// motion.</param>
/// <param name="maxVel">The maximum velocity posible.</param>
void MoveTowards(
Vector3 targetPos, Rigidbody rb, float targetVel, float maxVel)
{
Vector3 moveToPos = targetPos - rb.worldCenterOfMass;
Vector3 velocityTarget = moveToPos * targetVel * Time.fixedDeltaTime;
if (float.IsNaN(velocityTarget.x) == false)
{
rb.velocity = Vector3.MoveTowards(
rb.velocity, velocityTarget, maxVel);
}
}
public override void CollectObservations()
{
float rayDistance = 20f;
float[] rayAngles = { 0f, 45f, 90f, 135f, 180f, 110f, 70f };
AddVectorObs(rayPer.Perceive(
rayDistance, rayAngles, detectableObjects, 0f, 0f));
AddVectorObs(rayPer.Perceive(
rayDistance, rayAngles, detectableObjects, 2.5f, 2.5f));
Vector3 agentPos = agentRB.position - ground.transform.position;
AddVectorObs(agentPos / 20f);
AddVectorObs(DoGroundCheck(0.4f) ? 1 : 0);
}
/// <summary>
/// Gets a random spawn position in the spawningArea.
/// </summary>
/// <returns>The random spawn position.</returns>
public Vector3 GetRandomSpawnPos()
{
Vector3 randomSpawnPos = Vector3.zero;
float randomPosX = Random.Range(-spawnAreaBounds.extents.x,
spawnAreaBounds.extents.x);
float randomPosZ = Random.Range(-spawnAreaBounds.extents.z,
spawnAreaBounds.extents.z);
randomSpawnPos = spawnArea.transform.position +
new Vector3(randomPosX, 0.45f, randomPosZ);
return randomSpawnPos;
}
/// <summary>
/// Chenges the color of the ground for a moment
/// </summary>
/// <returns>The Enumerator to be used in a Coroutine</returns>
/// <param name="mat">The material to be swaped.</param>
/// <param name="time">The time the material will remain.</param>
IEnumerator GoalScoredSwapGroundMaterial(Material mat, float time)
{
groundRenderer.material = mat;
yield return new WaitForSeconds(time); //wait for 2 sec
groundRenderer.material = groundMaterial;
}
public void MoveAgent(float[] act)
{
AddReward(-0.0005f);
bool smallGrounded = DoGroundCheck(0.4f);
bool largeGrounded = DoGroundCheck(1.0f);
Vector3 dirToGo = Vector3.zero;
Vector3 rotateDir = Vector3.zero;
int action = Mathf.FloorToInt(act[0]);
switch (action)
{
case 0:
dirToGo = transform.forward * 1f * (largeGrounded ? 1f : 0.5f);
break;
case 1:
dirToGo = transform.forward * -1f * (largeGrounded ? 1f : 0.5f);
break;
case 2:
rotateDir = transform.up * -1f;
break;
case 3:
rotateDir = transform.up * 1f;
break;
case 4:
dirToGo = transform.right * -0.6f * (largeGrounded ? 1f : 0.5f);
break;
case 5:
dirToGo = transform.right * 0.6f * (largeGrounded ? 1f : 0.5f);
break;
case 6:
if ((jumpingTime <= 0f) && smallGrounded)
{
Jump();
}
break;
}
transform.Rotate(rotateDir, Time.fixedDeltaTime * 300f);
agentRB.AddForce(dirToGo * academy.agentRunSpeed,
ForceMode.VelocityChange);
if (jumpingTime > 0f)
{
jumpTargetPos =
new Vector3(agentRB.position.x,
jumpStartingPos.y + academy.agentJumpHeight,
agentRB.position.z) + dirToGo;
MoveTowards(jumpTargetPos, agentRB, academy.agentJumpVelocity,
academy.agentJumpVelocityMaxChange);
}
if (!(jumpingTime > 0f) && !largeGrounded)
{
agentRB.AddForce(
Vector3.down * fallingForce, ForceMode.Acceleration);
}
jumpingTime -= Time.fixedDeltaTime;
}
public override void AgentAction(float[] vectorAction, string textAction)
{
MoveAgent(vectorAction);
if ((!Physics.Raycast(agentRB.position, Vector3.down, 20))
|| (!Physics.Raycast(shortBlockRB.position, Vector3.down, 20)))
{
Done();
SetReward(-1f);
ResetBlock(shortBlockRB);
StartCoroutine(
GoalScoredSwapGroundMaterial(academy.failMaterial, .5f));
}
}
// Detect when the agent hits the goal
void OnTriggerEnter(Collider col)
{
if (col.gameObject.CompareTag("goal") && DoGroundCheck(0.4f))
{
SetReward(1f);
Done();
StartCoroutine(
GoalScoredSwapGroundMaterial(academy.goalScoredMaterial, 2));
}
}
//Reset the orange block position
void ResetBlock(Rigidbody blockRB)
{
blockRB.transform.position = GetRandomSpawnPos();
blockRB.velocity = Vector3.zero;
blockRB.angularVelocity = Vector3.zero;
}
public override void AgentReset()
{
ResetBlock(shortBlockRB);
transform.localPosition = new Vector3(
18 * (Random.value - 0.5f), 1, -12);
configuration = Random.Range(0, 5);
agentRB.velocity = default(Vector3);
}
private void FixedUpdate()
{
if (configuration != -1)
{
ConfigureAgent(configuration);
configuration = -1;
}
}
/// <summary>
/// Configures the agent. Given an integer config, the wall will have
/// different height and a different brain will be assigned to the agent.
/// </summary>
/// <param name="config">Config.
/// If 0 : No wall and noWallBrain.
/// If 1: Small wall and smallWallBrain.
/// Other : Tall wall and BigWallBrain. </param>
void ConfigureAgent(int config)
{
if (config == 0)
{
wall.transform.localScale = new Vector3(
wall.transform.localScale.x,
academy.resetParameters["no_wall_height"],
wall.transform.localScale.z);
GiveBrain(noWallBrain);
}
else if (config == 1)
{
wall.transform.localScale = new Vector3(
wall.transform.localScale.x,
academy.resetParameters["small_wall_height"],
wall.transform.localScale.z);
GiveBrain(smallWallBrain);
}
else
{
float height =
academy.resetParameters["big_wall_min_height"] +
Random.value * (academy.resetParameters["big_wall_max_height"] -
academy.resetParameters["big_wall_min_height"]);
wall.transform.localScale = new Vector3(
wall.transform.localScale.x,
height,
wall.transform.localScale.z);
GiveBrain(bigWallBrain);
}
}
}