ML-Agent tutorial says "Heuristic method called but not implemented.Returning placeholder actions." and fails to proceed

Asked 1 years ago, Updated 1 years ago, 547 views

In the ML-Agent tutorial, there was a problem that could not be solved by following the document, so I would like to ask you a question.
I've looked through other questioning sites, but I can't help it... I'd like to use your help.

Here are the codes and errors.

using System.Collections.General;
using UnityEngine;
using Unity.MLAgents;
using Unity.MLAgents.Sensors;
using Unity.MLAgents.Actuators;

public class RollerAgent:Agent
{
    RigidbodyrBody;
    void Start() {
        rBody = GetComponent <Rigidbody >();
    }

    public Transform Target;
    public override void OnEpisodeBegin()
    {
       // If the Agent fell, zeroits moment
        if (this.transform.localPosition.y<0)
        {
            This.rBody.angularVelocity=Vector3.zero;
            this.rBody.velocity=Vector3.zero;
            this.transform.localPosition=new Vector3(0,0.5f,0);
        }

        // Move the target to a new spot
        Target.localPosition = new Vector3 (Random.value*8-4,
                                           0.5f,
                                           Random.value*8-4);
    }

    public override void CollectObserutions (VectorSensor sensor)
    {
    // Target and Agent positions
    sensor.AddObserveration(Target.localPosition);
    sensor.AddObserveration(this.transform.localPosition);

    // Agent velocity
    sensor.AddObserveration(rBody.velocity.x);
    sensor.AddObserveration(rBody.velocity.z);
    }
    

    public float forceMultiplier=10;
    public override void OnActionReceived (ActionBuffers actionBuffers)
    {
        // Actions, size = 2
        Vector3 controlSignal=Vector3.zero;
        controlSignal.x = actionBuffers.ContinuousActions[0];
        controlSignal.z=actionBuffers.ContinuousActions[1];
        rBody.AddForce(controlSignal*forceMultiplier);

        // Rewards
        float distanceToTarget=Vector3.Distance(this.transform.localPosition, Target.localPosition);

        // Reached target
        if (distanceToTarget<1.42f)
        {
            SetReward (1.0f);
            EndEpisode();
        }

        // Fell off platform
        else if (this.transform.localPosition.y<0)
        {
            EndEpisode();
        }
    }

    public override void Heuristic (in ActionBuffers actionsOut)
    {
        var continuousActionsOut=actionsOut.ContinuousActions;
        continuousActionsOut[0] = Input.GetAxis("Horizontal");
        continuousActionsOut[1] = Input.GetAxis("Vertical");
    }

}

Console Image

The error (warning) appears continuously when you press the Play button, and although the document says you can use the cross key to manipulate the Agent, it does not work.

OS: macOS Venture 13.1

ML-Agent:Release 20

documentation:
https://github.com/Unity-Technologies/ml-agents/blob/develop/docs/Learning-Environment-Create-New.md

Thank you for your cooperation.

c# unity3d

2023-01-18 01:10

1 Answers

Self-resolved.

"I was told on another site that ""detaching the Agent (Script) will cure it"", so I tried it, and found out that

"
InvalidOperationException: You are trying to read Input using the UnityEngine.Input class, but you have switched active Input Handling to Input System package in Player Settings.

The error is

However, I was told that changing the settings would cure it, so

Change the Edit->ProjectSettings->Player->Active Input Handling check box to both

Then there will be no errors, and you will be able to operate them yourself!

Incidentally, the error Fewer observations(0)made... was also resolved at the same time.

Sorry for the trouble.


2023-01-18 07:46

If you have any answers or tips


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