public static NetModel GetNetModel(string NetID)
{
List <object> FetchedNet = Querys.SelectQuery("*", "NETS", "NetID = " + NetID).Result[0];
NetModel FetchedNetOrg = new NetModel(Convert.ToString(FetchedNet[0]), Convert.ToInt64(FetchedNet[1]), Convert.ToInt64(FetchedNet[2]));
return(FetchedNetOrg);
}
/// <summary>
/// 序列化数据.
/// </summary>
/// <param name="mod">数据对象.</param>
private byte[] Serialize(NetModel mod)
{
try
{
//内存流实例
using (MemoryStream ms = new MemoryStream())
{
//ProtoBuf协议序列化数据对象
ProtoBuf.Serializer.Serialize <NetModel>(ms, mod);
//创建临时结果数组
byte[] result = new byte[ms.Length];
//调整游标位置为0
ms.Position = 0;
//开始读取，从0到尾
ms.Read(result, 0, result.Length);
//返回结果
return(result);
}
}
catch (Exception ex)
{
MyGameServer.LogInfo("Error: " + ex.ToString());
return(null);
}
}
static void Main(string[] args)
{
Console.WriteLine("NetClient");
Socket socket = new Socket(AddressFamily.InterNetwork, SocketType.Stream, ProtocolType.Tcp);
IPEndPoint endPoint = new IPEndPoint(IPAddress.Parse("192.168.3.3"), 6555);
socket.Connect(endPoint);
//while (true)
//{
// string message = Console.ReadLine();
// if (message == "c")
// {
// socket.Close();
// break;
// }
// NetModel netModel = new NetModel();
// netModel.Message = message;
// byte[] data = Serialize<NetModel>(netModel);
// byte[] newData = NetMessage.GetBytes(data);
// socket.Send(newData);
//}
for (int i = 0; i < 1000; i++)
{
NetModel netModel = new NetModel();
netModel.Message = "客户端发送消息给服务器:" + i.ToString();
byte[] data = Serialize <NetModel>(netModel);
byte[] newData = NetMessage.GetBytes(data);
socket.Send(newData);
}
Console.ReadKey();
}
/// <summary>
/// 异步接收消息回调
/// </summary>
/// <param name="ar">Ar.</param>
void AsyncReceive(System.IAsyncResult ar)
{
//获取消息套接字
Socket workingClient = ar.AsyncState as Socket;
//完成接收
int msgLength = workingClient.EndReceive(ar);
//如果接收到了数据
if (msgLength > 0)
{
//消息接收提示
ReceiveCallback("ReceiveData : " + msgLength + "bytes");
//临时缓冲区
byte[] tempBuffer = new byte[msgLength];
//拷贝数据到临时缓冲区
Buffer.BlockCopy(buffer, 0, tempBuffer, 0, msgLength);
//数据放到缓存数据组队尾
cache.AddRange(tempBuffer);
//拆包解析
byte[] result = LengthDecode(ref cache);
//如果已经接收完全部数据
if (result != null)
{
//开始反序列化数据
NetModel resultModel = DeSerialize(result);
//TODO:Object Processing!
//数据对象结果提示
ReceiveCallback("Object Result IP : " + resultModel.senderIp);
ReceiveCallback("Object Result Content : " + resultModel.content);
ReceiveCallback("Object Result Time : " + resultModel.time);
}
//消息未接收全，继续接收
tcpClient.Client.BeginReceive(buffer, 0, 1024, SocketFlags.None, AsyncReceive, tcpClient.Client);
}
}
static void Main(string[] args)
{
var network = NetModel
.Load("model.json")
.NetChain
.Compile <Vector, Vector>();
Console.WriteLine(network.Process(new double[] { 1, 1 }));
var sw = System.Diagnostics.Stopwatch.StartNew();
var vec = new Vector(2);
for (var i = 0; i < 10000000; i++)
{
var b1 = i & 1;
var b2 = (i >> 1) & 1;
vec[0] = b1;
vec[1] = b2;
var ans = network.Process(vec);
//Console.WriteLine($"{b1} ^ {b2} = {Math.Round(ans[0], 2)}");
}
sw.Stop();
Console.WriteLine($"Elapsed: {sw.Elapsed}");
}
public void ApplyMutation(ref NetModel net)
{
var(fromId, toId) = GetRandomNodeIds(net);
if (HasConnection(net, fromId, toId) is { } id)
{
ToggleConnection(ref net, id);
return;
}
// Finds innovation number based on connection locations: from, to
var innovation = _innovationController.FetchWithInsertOnFail(new InnovationModel
{
BatchId = net.BatchId,
NodeFromId = fromId,
NodeToId = toId,
Type = InnovationType.Connection
});
// Creates new connections
var rnd = new Random();
var connection = new ConnectionModel
{
FromId = fromId,
ToId = toId,
InnovationId = innovation.Id,
NetworkId = net.Id,
Weight = rnd.NextDouble() * 2 - 1 // Range of -1 to 1
};
// Saves and Adds new connection to network
_connectionProcessor.Save(ref connection);
net.Connections.Add(connection);
}
public static NetModel GetInstance()
{
if (_instance == null)
{
_instance = new NetModel();
}
return(_instance);
}
public double[] GetOutputValues(NetModel target)
{
var output = new double[Config.OutputLayerSize];
var offset = Config.InputLayerSize;
for (var i = 0; i < Config.OutputLayerSize; i++)
{
output[i] = target.Nodes[i + offset].Value;
}
return(output);
}
private void Test()
{
NetModel netModel = new NetModel()
{
Message = "Unity"
};
byte[] bytes = Serialize <NetModel>(netModel);
NetModel temp = DeSerialize <NetModel>(bytes);
Debug.Log(temp.Message);
}
/// <summary>
/// Finds two potential nodes for connections, so that - node from can not be output layers node
/// and node to can not be input layers node
/// </summary>
/// <param name="net">Where to search nodes</param>
/// <returns>Tuple containing from and to nodes innovation ids</returns>
private static (int fromId, int toId) GetRandomNodeIds(NetModel net)
{
var rnd = new Random();
// Output layer can't connect to other other nodes, thus:
var from = rnd.Next(0, net.Nodes.Count - Config.OutputLayerSize);
// Input layer can't be targeted by other nodes, thus:
var to = rnd.Next(Config.InputLayerSize, net.Nodes.Count);
return(net.Nodes[from].InnovationId, net.Nodes[to].InnovationId);
}
public bool FeedForward(NetModel target, double[] input)
{
// In network model input layer and output layers are stored in sequence
// Example for 3in and 1out: List<Nodes>[in, in, in, out, hid, hid, hid ..]
#region Prepairing for feed forward
var(inputCount, outputCount) = (Config.InputLayerSize, Config.OutputLayerSize);
if (input.Length != inputCount)
{
throw new Exception($"{nameof(input)} should be {inputCount} long.");
}
for (var i = 0; i < inputCount; i++)
{
target.Nodes[i].Value = input[i];
}
#endregion
#region FeedForward implementation
// Because of the algorithm the network can be non-linear, meaning that
// it's possible to create connection between nodes in layers that are not
// next to one another, for example input layer can connect to output layer
// even thou there are hidden layers in between.
var currentLayersNodes = new HashSet <int>();
// First run - input layer
for (var i = 0; i < inputCount; i++)
{
currentLayersNodes.Add(target.Nodes[i].InnovationId);
}
var runCount = 0;
do
{
runCount++;
currentLayersNodes = UpdateLayerAndGetNext(ref target, currentLayersNodes, runCount == 1);
if (runCount > target.Connections.Count + 1)
{
return(false);
}
} while (currentLayersNodes.Count != 0);
return(true);
#endregion
}
private static int?HasConnection(NetModel net, int fromId, int toId)
{
// If connection exists in one way that means that you can not add the connection other way
// because it will create an infinity loop.
for (var i = 0; i < net.Connections.Count; i++)
{
var c = net.Connections[i];
if ((c.FromId == fromId && c.ToId == toId) || (c.FromId == toId && c.ToId == fromId))
{
return(i);
}
}
return(null);
}
private void ParseData(int length)
{
startIndex += length;
while (true)
{
if (startIndex <= 4)
{
return;
}
int count = System.BitConverter.ToInt32(buffer, 0);
if ((startIndex - 4) >= count)
{ //解析出来一条新的数据
//string s = System.Text.Encoding.UTF8.GetString(buffer, 4, count);
byte[] ss = new byte[count];
for (int i = 0; i < count; i++)
{
ss[i] = buffer[i + 4];
}
NetModel netModel = DeSerialize <NetModel>(ss);
UnityEngine.Debug.Log("接收到消息:" + netModel.Message);
System.Buffer.BlockCopy(buffer, count + 4, buffer, 0, startIndex - count - 4);
startIndex -= (count + 4);
}
else
{
break;
}
}
//while (true) {
// if (startIndex <= 4) return;
// int count = System.BitConverter.ToInt32(buffer, 0);
// if ((startIndex - 4) >= count)
// { //解析出来一条新的数据
// //string s = System.Text.Encoding.UTF8.GetString(buffer, 4, count);
// byte[] ss = new byte[count];
// for (int i = 0; i < count; i++) {
// ss[i] = buffer[i+4];
// }
// byte[] s = DeSerialize<byte[]>(ss);
// UnityEngine.Debug.Log("接收到消息:" + System.Text.Encoding.UTF8.GetString(s));
// System.Buffer.BlockCopy(buffer, count + 4, buffer, 0, startIndex - count - 4);
// startIndex -= (count + 4);
// }
// else {
// break;
// }
//}
}
// Use this for initialization
void Start()
{
//创建对象
NetModel item = new NetModel()
{
ID = 1, Commit = "马三", Message = "Unity"
};
//序列化对象
byte[] temp = Serialize(item);
Debug.Log("序列化数组长度：" + temp.Length);
//反序列化为对象
NetModel result = DeSerialize(temp);
Debug.Log(result.ID + "," + result.Commit + "," + result.Message);
}
void Start()
{
NetModel item = new NetModel()
{
ID = 1, Commit = "Hello", Message = "Unity"
};
//序列化对象
byte[] temp = Serialize(item);
Debug.Log(temp.Length);
//反序列化为对象
NetModel result = DeSerialize(temp);
Debug.Log(result.Message);
}
public void ApplyMutation(ref NetModel net)
{
if (net.Connections.Count == 0)
{
return;
}
// Shifts weight
var rnd = new Random();
var connectionId = rnd.Next(0, net.Connections.Count);
net.Connections[connectionId].Weight *= rnd.NextDouble();
// Saves change
_connectionProcessor.Update(net.Connections[connectionId]);
}
/// <summary>
/// 反序列化数据.
/// </summary>
/// <returns>数据对象.</returns>
/// <param name="data">源数据.</param>
private NetModel DeSerialize(byte[] data)
{
try {
//内存流实例
using (MemoryStream ms = new MemoryStream(data)) {
//调整游标位置
ms.Position = 0;
//ProtoBuf协议反序列化数据
NetModel mod = ProtoBuf.Serializer.Deserialize <NetModel> (ms);
//返回数据对象
return(mod);
}
} catch (Exception ex) {
Debug.Log("Error: " + ex.ToString());
return(null);
}
}
private NetModel DeSerialize(byte[] msg)
{
try
{
using (MemoryStream ms = new MemoryStream())
{
ms.Write(msg, 0, msg.Length);
ms.Position = 0;
NetModel result = ProtoBuf.Serializer.Deserialize <NetModel>(ms);
return(result);
}
}
catch (Exception ex)
{
Debug.Log("反序列化失败: " + ex.ToString());
return(null);
}
}
private byte[] Serialize(NetModel model)
{
try
{
using (MemoryStream ms = new MemoryStream())
{
ProtoBuf.Serializer.Serialize <NetModel>(ms, model);
byte[] result = new byte[ms.Length];
ms.Position = 0;
ms.Read(result, 0, result.Length);
return(result);
}
}
catch (Exception ex)
{
Debug.Log("序列化失败: " + ex.ToString());
return(null);
}
}
private HashSet <int> UpdateLayerAndGetNext(ref NetModel target, HashSet <int> currentLayer, bool isInputLayer = false)
{
var nextLayer = new HashSet <int>();
var updatedValues = new Dictionary <int, double>();
foreach (var connection in target.Connections.Where(connection => connection.Enabled))
{
// Builds next layer
if (currentLayer.Contains(connection.FromId))
{
nextLayer.Add(connection.ToId);
}
// If it's a input layer then we have no need to update node values
if (isInputLayer)
{
continue;
}
// If we have reached this node it means that all previous nodes have been set
// thus we can find all connections that are marked towards current layers node
// to calculate its new value
if (currentLayer.Contains(connection.ToId))
{
if (!updatedValues.ContainsKey(connection.ToId))
{
updatedValues.Add(connection.ToId, 0);
}
// Basics of NN the value of node is sum of previous layer nodes * weight of
// connection that connects them
updatedValues[connection.ToId] += connection.Weight * FindNode(target, connection.FromId).Value;
}
}
// After we have calculated the sum of new value we can apply it through our activation function - Tanh.
foreach (var(innovationId, value) in updatedValues)
{
FindNode(target, innovationId).Value = Math.Tanh(value);
}
return(nextLayer);
}
/// <summary>
/// 读取数据
/// </summary>
private void ReadData()
{
byte[] data = NetEncode.Decode(ref receiveCache);
//说明数据保存成功
if (data != null)
{
NetModel item = DeSerilizer(data);
UnityEngine.Debug.Log(item.Message);
if (receiveCallBack != null)
{
receiveCallBack(item);
}
//尾递归，继续读取数据
ReadData();
}
else
{
isReceiving = false;
}
}
/// <summary>
/// 读取数据
/// </summary>
private void ReadData()
{
byte[] data = NetEncode.Decode(ref receiveCache);
//如果数据读取成功
if (null != data)
{
NetModel item = NetSerilizer.DeSerialize(data);
Debug.Log(item.ID + "," + item.Commit + "," + item.Message);
if (null != receiveCallback)
{
receiveCallback(item);
}
//尾递归，继续处理数据
ReadData();
}
else
{
isReceiving = false;
}
}
/// <summary>
/// 将收到的消息反序列化成对象
/// </summary>
/// <returns>The serialize.</returns>
/// <param name="msg">收到的消息.</param>
private NetModel DeSerilizer(byte[] msg)
{
try
{
using (MemoryStream ms = new MemoryStream())
{
//将消息写入流中
ms.Write(msg, 0, msg.Length);
//将流的位置归0
ms.Position = 0;
//使用工具反序列化对象
NetModel result = ProtoBuf.Serializer.Deserialize <NetModel>(ms);
return(result);
}
}
catch (Exception ex)
{
UnityEngine.Debug.Log("反序列化失败: " + ex.ToString());
return(null);
}
}
/// <summary>
/// 发送消息
/// </summary>
/// <param name="model">Model.</param>
public void SendMsg(NetModel model)
{
//将数据对象序列化
buffer = Serialize(model);
//将序列化后的数据加字节头
buffer = LengthEncode(buffer);
//拆分数据，多次发送
for (int i = 0; i < buffer.Length / 1024 + 1; i++)
{
//满发送，1KB
int needSendBytes = 1024;
//最后一次发送，剩余字节
if (i == buffer.Length / 1024)
{
//计算剩余字节
needSendBytes = buffer.Length - i * 1024;
}
//发送本次数据
tcpClient.GetStream().Write(buffer, i * 1024, needSendBytes);
}
}
/// <summary>
/// Finds networks innovation ranges min max
/// </summary>
/// <param name="net">Searchable network</param>
/// <returns>tuple of minimum innovations id and maximum innovations id</returns>
public (int min, int max) GetInnovationRange(NetModel net)
{
(int min, int max)minMxTuple = (0, 0);
// Connections and innovations are sorted on gnn population
// and selection from DB
minMxTuple.min = net.Connections[0].InnovationId;
minMxTuple.max = net.Connections.Last().InnovationId;
//// Connections / Innovations are not sorted, thus
//// we need to search through them in O(n) complexity
//foreach (var connection in net.Connections)
//{
// if (connection.InnovationId < minMxTuple.min)
// minMxTuple.min = connection.InnovationId;
// else if (connection.InnovationId > minMxTuple.max)
// minMxTuple.max = connection.InnovationId;
//}
return(minMxTuple);
}
public void click()
{
Socket socket = new Socket(AddressFamily.InterNetwork, SocketType.Stream, ProtocolType.Tcp);
socket.Connect("192.168.4.95", 8080);
print(11111111);
NetModel item = new NetModel();
item.ID = 3;
item.Commit = "444";
item.Message = "hahahah";
byte[] temp = Serialize(item);
Debug.Log(temp.Length);
NetModel result = DeSerialize(temp);
Debug.Log(result.Message);
}
/// <summary>
/// 把收到的消息反序列化成对象
/// </summary>
/// <param name="msg"></param>
/// <returns></returns>
public static NetModel DeSerialize(byte[] msg)
{
try
{
using (MemoryStream ms = new MemoryStream())
{
//将消息写入流中
ms.Write(msg, 0, msg.Length);
//将流的位置归零
ms.Position = 0;
//使用工具反序列化对象
NetModel result = ProtoBuf.Serializer.Deserialize <NetModel>(ms);
return(result);
}
}
catch (Exception e)
{
Console.WriteLine(e);
throw;
}
}
IEnumerator ServerStart()
{
//加载网页数据
WWW www = new WWW(wwwAddress);
yield return(www);
//编码获取内容
string content = UTF8Encoding.UTF8.GetString(www.bytes);
//内容测试
Debug.Log(content);
//待发送对象
NetModel nm = new NetModel();
//消息体
nm.senderIp = "127.0.0.1";
nm.content = content;
nm.time = DateTime.Now.ToString();
//发送数据对象
NetUtility.Instance.SendMsg(nm);
}
/// <summary>
/// 将消息序列化为二进制的方法
/// </summary>
/// <param name="model">要序列化的对象</param>
private byte[] Serialize(NetModel model)
{
try
{
//涉及格式转换，需要用到流，将二进制序列化到流中
using (MemoryStream ms = new MemoryStream())
{
//使用ProtoBuf工具的序列化方法
ProtoBuf.Serializer.Serialize <NetModel>(ms, model);
//定义二级制数组，保存序列化后的结果
byte[] result = new byte[ms.Length];
//将流的位置设为0，起始点
ms.Position = 0;
//将流中的内容读取到二进制数组中
ms.Read(result, 0, result.Length);
return(result);
}
}
catch (Exception ex)
{
Debug.Log("序列化失败: " + ex.ToString());
return(null);
}
}
/// <summary>
/// 将消息序列化为二进制数组
/// </summary>
/// <param name="netModel"></param>
/// <returns></returns>
public static byte[] Serialize(NetModel netModel)
{
try
{
//将二进制序列化到流中
using (MemoryStream ms = new MemoryStream())
{
//使用ProtoBuf工具序列化方法
ProtoBuf.Serializer.Serialize <NetModel>(ms, netModel);
//保存序列化后的结果
byte[] result = new byte[ms.Length];
//将流的位置设置为0，起始点
ms.Position = 0;
//将流中的内容读取到二进制数组中
ms.Read(result, 0, result.Length);
return(result);
}
}
catch (Exception e)
{
Console.WriteLine(e);
throw;
}
}