public Hyperparameters Copy(Hyperparameters individ, string source, string destination)
{
Hyperparameters H = individ.Clone();
var algorithmBranches = H.getNodesByparentID(H.getNodeByName("committee")[0].ID);
List <Hyperparameters> hs = new List <Hyperparameters>();
for (int j = 0; j < algorithmBranches.Count; j++)
{
var h = new Hyperparameters(H.toJSON(algorithmBranches[j].ID), form1);
var new_save_folder = destination + "\\" + h.getValueByName("model_name") + "\\";
//новые пути прописываются в h.json автоматически, если передать объект Hyperparameters по ссылке, а не по значению
Algorithm.CopyFiles(h, h.getValueByName("save_folder"), new_save_folder);
hs.Add(h);
}
//удаление старых записей
for (int i = 0; i < algorithmBranches.Count; i++)
{
H.deleteBranch(algorithmBranches[i].ID);
}
//приращение новых записей к узлу "committee"
for (int i = 0; i < algorithmBranches.Count; i++)
{
H.addBranch(hs[i], hs[i].nodes[0].name(), H.getNodeByName("committee")[0].ID);
}
H.setValueByName("report_path", destination);
H = H.Clone();
File.WriteAllText(destination + "\\h.json", H.toJSON(0), System.Text.Encoding.Default);
return(H);
}
public void hyperCubeRecursiveCalculation(int variableNodeId, string value)
{
if (form1.multiThreadTrainingRATE != threads && form1.multiThreadTrainingRATE != 0)
{
threads = form1.multiThreadTrainingRATE;
initPool();
}
if (threads > Math.Pow(3.0, Convert.ToDouble(variablesCount)))
{
threads = Convert.ToInt32(Math.Pow(3.0, Convert.ToDouble(variablesCount)));
initPool();
}
P.nodes[variableNodeId].setValue(value);
for (int i = variableNodeId + 1; i < P.nodes.Count; i++)
{
if (P.nodes[i].getAttributeValue("variable") == "numerical")
{
string min = P.nodes[i].getAttributeValue("min");
string max = P.nodes[i].getAttributeValue("max");
hyperCubeRecursiveCalculation(i, min);
hyperCubeRecursiveCalculation(i, max);
hyperCubeRecursiveCalculation(i, getVariableCenter(P.nodes[i]).Replace(',', '.'));
return;
}
}
double Q = searchInExplored(P);
if (Q == -1)
{
calculateTargetFunction(P);
}
else
{// по идее среди этих точек не может быть максимума
currentHypercube.Add(new TargetFunctionPoint(P.Clone(), Q));
}
}
private Hyperparameters get_child(Hyperparameters parent1, Hyperparameters parent2, Hyperparameters old)
{
Hyperparameters child = old.Clone();
foreach (int variableID in variablesIDs)
{
//родитель гена выбирается случайно
int parent_of_gene = r.Next(0, 2);
if (parent_of_gene == 0)
{
child.nodes[variableID].setAttribute("value", parent1.nodes[variableID].getValue());
}
else
{
child.nodes[variableID].setAttribute("value", parent2.nodes[variableID].getValue());
}
}
return(child);
}
public void Process()
{
NetworkStream stream = null;
/* try
* { */
stream = client.GetStream();
BinaryReader reader = new BinaryReader(stream);
BinaryWriter writer = new BinaryWriter(stream);
while (true)
{
if (task != null)
{
if (task.status != "done")
{
if (task.type == "train")
{
//log(hostName + ": " + task.h.getValueByName("code")+" .1");
status = "busy";
//объявление агенту типа задачи
sendCommand(writer, "train");
task.h.Save();
sendFile(writer, task.h.getValueByName("json_file_path"));
System.Threading.Thread.Sleep(10);
sendFile(writer, task.h.getValueByName("train_script_path"));
System.Threading.Thread.Sleep(10);
sendFile(writer, task.h.getValueByName("input_file"));
System.Threading.Thread.Sleep(10);
var trainingReport = recieveCommand(reader);
// log(trainingReport);
if (!trainingReport.Contains("Произошла ошибка"))
{
recieveFile(reader, task.h.getValueByName("json_file_path"));
System.Threading.Thread.Sleep(10);
recieveFile(reader, task.h.getValueByName("predictions_file_path"));
System.Threading.Thread.Sleep(10);
recieveFile(reader, task.h.getValueByName("save_folder") + "weights.h5");
System.Threading.Thread.Sleep(10);
// log(hostName + ": " + task.h.getValueByName("code") + " .2");
Hyperparameters hTemp = new Hyperparameters(File.ReadAllText(task.h.getValueByName("json_file_path"), Encoding.Default), form1);
hTemp.setValueByName("json_file_path", task.h.getValueByName("json_file_path"));
hTemp.setValueByName("predictions_file_path", task.h.getValueByName("predictions_file_path"));
hTemp.setValueByName("save_folder", task.h.getValueByName("save_folder"));
hTemp.setValueByName("train_script_path", task.h.getValueByName("train_script_path"));
hTemp.setValueByName("get_prediction_script_path", task.h.getValueByName("get_prediction_script_path"));
hTemp.setValueByName("input_file", task.h.getValueByName("input_file"));
task.h = hTemp.Clone();
task.h.Save();
log(hostName + ": " + task.h.getValueByName("code") + " trained; accuracy = " + task.h.getValueByName("stdDev"));
task.status = "done";
}
else
{
task.status = "error";
}
status = "free";
}
}
}
System.Threading.Thread.Sleep(1000);
}
/* }
* catch (Exception ex)
* {
* log(ex.Message);
* }
* finally
* {
* if (stream != null)
* stream.Close();
* if (client != null)
* client.Close();
* } */
}