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。
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108 行
2.4 KiB

using System.Collections;
using System.Collections.Generic;
using UnityEngine;
using MLAgents;
public class BasicAgent : Agent
{
[Header("Specific to Basic")]
private BasicAcademy academy;
public float timeBetweenDecisionsAtInference;
private float timeSinceDecision;
int position;
int smallGoalPosition;
int largeGoalPosition;
public GameObject largeGoal;
public GameObject smallGoal;
int minPosition;
int maxPosition;
public override void InitializeAgent()
{
academy = FindObjectOfType(typeof(BasicAcademy)) as BasicAcademy;
}
public override void CollectObservations()
{
AddVectorObs(position, 20);
}
public override void AgentAction(float[] vectorAction, string textAction)
{
var movement = (int)vectorAction[0];
int direction = 0;
switch (movement)
{
case 0:
direction = -1;
break;
case 1:
direction = 1;
break;
}
position += direction;
if (position < minPosition) { position = minPosition; }
if (position > maxPosition) { position = maxPosition; }
gameObject.transform.position = new Vector3(position - 10f, 0f, 0f);
AddReward(-0.01f);
if (position == smallGoalPosition)
{
Done();
AddReward(0.1f);
}
if (position == largeGoalPosition)
{
Done();
AddReward(1f);
}
}
public override void AgentReset()
{
position = 10;
minPosition = 0;
maxPosition = 20;
smallGoalPosition = 7;
largeGoalPosition = 17;
smallGoal.transform.position = new Vector3(smallGoalPosition - 10f, 0f, 0f);
largeGoal.transform.position = new Vector3(largeGoalPosition - 10f, 0f, 0f);
}
public override void AgentOnDone()
{
}
public void FixedUpdate()
{
WaitTimeInference();
}
private void WaitTimeInference()
{
if (!academy.GetIsInference())
{
RequestDecision();
}
else
{
if (timeSinceDecision >= timeBetweenDecisionsAtInference)
{
timeSinceDecision = 0f;
RequestDecision();
}
else
{
timeSinceDecision += Time.fixedDeltaTime;
}
}
}
}