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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using UnityEngine;
namespace Unity.MLAgents.Sensors
{
/// <summary>
/// A SensorComponent that creates a <see cref="BufferSensor"/>.
/// </summary>
[AddComponentMenu("ML Agents/Buffer Sensor", (int)MenuGroup.Sensors)]
public class BufferSensorComponent : SensorComponent
{
/// <summary>
/// Name of the generated <see cref="bufferSensor"/> object.
/// Note that changing this at runtime does not affect how the Agent sorts the sensors.
/// </summary>
public string SensorName
{
get { return m_SensorName; }
set { m_SensorName = value; }
}
[HideInInspector, SerializeField]
private string m_SensorName = "BufferSensor";
/// <summary>
/// This is how many floats each entities will be represented with. This number
/// is fixed and all entities must have the same representation.
/// </summary>
public int ObservableSize
{
get { return m_ObservableSize; }
set { m_ObservableSize = value; }
}
[HideInInspector, SerializeField]
private int m_ObservableSize;
/// <summary>
/// This is the maximum number of entities the `BufferSensor` will be able to
/// collect.
/// </summary>
public int MaxNumObservables
{
get { return m_MaxNumObservables; }
set { m_MaxNumObservables = value; }
}
[HideInInspector, SerializeField]
private int m_MaxNumObservables;
private BufferSensor m_Sensor;
/// <inheritdoc/>
public override ISensor[] CreateSensors()
{
m_Sensor = new BufferSensor(MaxNumObservables, ObservableSize, m_SensorName);
return new ISensor[] { m_Sensor };
}
/// <summary>
/// Appends an observation to the buffer. If the buffer is full (maximum number
/// of observation is reached) the observation will be ignored. the length of
/// the provided observation array must be equal to the observation size of
/// the buffer sensor.
/// </summary>
/// <param name="obs"> The float array observation</param>
public void AppendObservation(float[] obs)
{
m_Sensor.AppendObservation(obs);
}
}
}