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 System.Linq;
using System.Text;
using NUnit.Framework;
using Google.Protobuf;
using Unity.MLAgents.Analytics;
using Unity.MLAgents.SideChannels;
using Unity.MLAgents.CommunicatorObjects;
namespace Unity.MLAgents.Tests
{
/// <summary>
/// These tests send messages through the event handling code.
/// There's no output to test, so just make sure there are no exceptions
/// (and get the code coverage above the minimum).
/// </summary>
public class TrainingAnalyticsSideChannelTests
{
[Test]
public void TestTrainingEnvironmentReceived()
{
var anyMsg = Google.Protobuf.WellKnownTypes.Any.Pack(new TrainingEnvironmentInitialized());
var anyMsgBytes = anyMsg.ToByteArray();
var sideChannel = new TrainingAnalyticsSideChannel();
using (new AnalyticsUtils.DisableAnalyticsSending())
{
sideChannel.ProcessMessage(anyMsgBytes);
}
}
[Test]
public void TestTrainingBehaviorReceived()
{
var anyMsg = Google.Protobuf.WellKnownTypes.Any.Pack(new TrainingBehaviorInitialized());
var anyMsgBytes = anyMsg.ToByteArray();
var sideChannel = new TrainingAnalyticsSideChannel();
using (new AnalyticsUtils.DisableAnalyticsSending())
{
sideChannel.ProcessMessage(anyMsgBytes);
}
}
[Test]
public void TestInvalidProtobufMessage()
{
// Test an invalid (non-protobuf) message. This should silently ignore the data.
var badBytes = Encoding.ASCII.GetBytes("Lorem ipsum");
var sideChannel = new TrainingAnalyticsSideChannel();
using (new AnalyticsUtils.DisableAnalyticsSending())
{
sideChannel.ProcessMessage(badBytes);
}
// Test an almost-valid message. This should silently ignore the data.
var anyMsg = Google.Protobuf.WellKnownTypes.Any.Pack(new TrainingBehaviorInitialized());
var anyMsgBytes = anyMsg.ToByteArray();
var truncatedMessage = new ArraySegment<byte>(anyMsgBytes, 0, anyMsgBytes.Length - 1).ToArray();
using (new AnalyticsUtils.DisableAnalyticsSending())
{
sideChannel.ProcessMessage(truncatedMessage);
}
}
}
}