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 System;
using NUnit.Framework;
using UnityEngine;
using MLAgents.Sensors;
namespace MLAgents.Tests
{
[TestFixture]
public class RenderTextureSensorComponentTest
{
[Test]
public void TestRenderTextureSensorComponent()
{
foreach (var grayscale in new[] { true, false })
{
foreach (SensorCompressionType compression in Enum.GetValues(typeof(SensorCompressionType)))
{
var width = 24;
var height = 16;
var texture = new RenderTexture(width, height, 0);
var agentGameObj = new GameObject("agent");
var renderTexComponent = agentGameObj.AddComponent<RenderTextureSensorComponent>();
renderTexComponent.renderTexture = texture;
renderTexComponent.grayscale = grayscale;
renderTexComponent.compression = compression;
var expectedShape = new[] { height, width, grayscale ? 1 : 3 };
Assert.AreEqual(expectedShape, renderTexComponent.GetObservationShape());
Assert.IsTrue(renderTexComponent.IsVisual());
Assert.IsFalse(renderTexComponent.IsVector());
var sensor = renderTexComponent.CreateSensor();
Assert.AreEqual(expectedShape, sensor.GetObservationShape());
Assert.AreEqual(typeof(RenderTextureSensor), sensor.GetType());
}
}
}
}
}