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69 行
2.8 KiB
69 行
2.8 KiB
using System.Collections.Generic;
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using System;
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using UnityEngine;
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namespace Unity.MLAgents.SideChannels
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{
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/// <summary>
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/// Side channels provide an alternative mechanism of sending/receiving data from Unity
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/// to Python that is outside of the traditional machine learning loop. ML-Agents provides
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/// some specific implementations of side channels, but users can create their own.
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///
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/// To create your own, you'll need to create two, new mirrored classes, one in Unity (by
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/// extending <see cref="SideChannel"/>) and another in Python by extending a Python class
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/// also called SideChannel. Then, within your project, use
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/// <see cref="SideChannelManager.RegisterSideChannel"/> and
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/// <see cref="SideChannelManager.UnregisterSideChannel"/> to register and unregister your
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/// custom side channel.
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/// </summary>
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public abstract class SideChannel
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{
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// The list of messages (byte arrays) that need to be sent to Python via the communicator.
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// Should only ever be read and cleared by a ICommunicator object.
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internal List<byte[]> MessageQueue = new List<byte[]>();
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/// <summary>
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/// An int identifier for the SideChannel. Ensures that there is only ever one side channel
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/// of each type. Ensure the Unity side channels will be linked to their Python equivalent.
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/// </summary>
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/// <returns> The integer identifier of the SideChannel.</returns>
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public Guid ChannelId
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{
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get;
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protected set;
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}
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internal void ProcessMessage(byte[] msg)
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{
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try
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{
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using (var incomingMsg = new IncomingMessage(msg))
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{
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OnMessageReceived(incomingMsg);
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}
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}
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catch (Exception ex)
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{
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// Catch all errors in the sidechannel processing, so that a single
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// bad SideChannel implementation doesn't take everything down with it.
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Debug.LogError($"Error processing SideChannel message: {ex}.\nThe message will be skipped.");
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}
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}
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/// <summary>
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/// Is called by the communicator every time a message is received from Python by the SideChannel.
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/// Can be called multiple times per simulation step if multiple messages were sent.
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/// </summary>
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/// <param name="msg">The incoming message.</param>
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protected abstract void OnMessageReceived(IncomingMessage msg);
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/// <summary>
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/// Queues a message to be sent to Python during the next simulation step.
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/// </summary>
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/// <param name="msg"> The byte array of data to be sent to Python.</param>
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protected void QueueMessageToSend(OutgoingMessage msg)
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{
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MessageQueue.Add(msg.ToByteArray());
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}
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}
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}
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