/// <summary>
/// Pythonスクリプトを用いて複数対戦の評価をする
/// </summary>
/// <param name="path">今は指定の必要なし．将来的に動的に評価スクリプトを変化した場合に用いるとよい</param>
/// <returns>評価が無事に終了するとtrue，失敗するとfalseを返す</returns>
public static bool PythonPredictBranch(string path = "")
{
ErrorFlag = false;
var work_path = MySettings.GetInstance().WorkingPath;
if (path == "")
{
path = MySettings.GetInstance().PredictBranchScriptName;
}
if (StreamWriter.BaseStream.CanWrite)
{
StreamWriter.WriteLine(@"cd " + work_path);
StreamWriter.WriteLine(@"python " + path + " ./data/" + MySettings.GetInstance().InputLearningCsvName);
}
bool exist_flag = false;
while (!exist_flag)
{
exist_flag = File.Exists(MySettings.GetInstance().OutputFlagPath);
System.Threading.Thread.Sleep(100);
if (PythonProxy.ErrorFlag)
{
System.Threading.Thread.Sleep(100);
return(false);
}
}
return(true);
}
/// <summary>
/// Pythonの環境設定をする
/// </summary>
public static void StartUpPython()
{
Process = new System.Diagnostics.Process();
Process.StartInfo.UseShellExecute = false;
Process.StartInfo.RedirectStandardInput = true;
Process.StartInfo.RedirectStandardOutput = true;
Process.StartInfo.RedirectStandardError = true;
Process.OutputDataReceived += p_OutputDataReceived;
Process.ErrorDataReceived += p_ErrorDataReceived;
Process.StartInfo.FileName =
System.Environment.GetEnvironmentVariable("ComSpec");
Process.StartInfo.CreateNoWindow = true;
Process.Start();
Process.BeginOutputReadLine();
Process.BeginErrorReadLine();
StreamWriter = Process.StandardInput;
if (StreamWriter.BaseStream.CanWrite)
{
StreamWriter.WriteLine(MySettings.GetInstance().AnacondaPath);
StreamWriter.WriteLine(@"activate " + MySettings.GetInstance().AnacondaEnv);
}
}
static void Main(string[] args)
{
PythonProxy.StartUpPython();
//トーナメントに使うデータを読み込む
var group = InOutput.ReadRaw(MySettings.GetInstance().InputLearningCsvPath).GroupBy(line => new { start = line.MyRouteList[0].RouteColumnDic["a0"], goal = line.MyRouteList[0].RouteColumnDic["g0"] });
var group_list = group.OrderByDescending(g => g.Count()).ToList();
var tournament_data = group.ToList().OrderByDescending(g => g.Count()).FirstOrDefault().ToList();
foreach (var group_data in group_list)
{
Console.WriteLine(group_data.Key);
Console.WriteLine(group_data.Count());
new Rapid_Experiment().Execute(group_data.ToList());
}
//new Simple_Experiment().Execute();
//new Rapid_Experiment().Execute(tournament_data);
}
/// <summary>
/// CargoAndRoute型のデータをcsvファイルに書き込む
/// </summary>
/// <param name="car_list">CargoAndRoute型のリスト</param>
public static void WriteRaw(List <CargoAndRoutes> car_list)
{
var filepath = MySettings.GetInstance().OutputPredictCsvPath;
List <string> column_list = new List <string>();
File.Delete(filepath);
System.Threading.Thread.Sleep(100);
column_list.Add("random");
column_list.Add("number");
column_list.Add("cor_number");
foreach (var cargo_column in car_list.First().MyCargo.CargoColumnDic.Keys)
{
column_list.Add(cargo_column);
}
foreach (var route in car_list.First().MyRouteList)
{
foreach (var route_column in route.RouteColumnDic.Keys)
{
column_list.Add(route_column);
}
}
string sp = string.Empty;
using (StreamWriter sw = new StreamWriter(filepath, false, Encoding.UTF8)) {
foreach (var column in column_list)
{
sw.Write(sp + column);
sp = ",";
}
sw.WriteLine();
foreach (var car in car_list)
{
var cargo_values = car.MyCargo.CargoColumnDic.Values;
sp = string.Empty;
for (int i = 0; i < 3; i++)
{
sw.Write(sp);
sp = ",";
}
foreach (var cargo_value in cargo_values)
{
sw.Write(sp + cargo_value);
sp = ",";
}
foreach (var route in car.MyRouteList)
{
foreach (var route_value in route.RouteColumnDic.Values)
{
sw.Write(sp + route_value);
sp = ",";
}
}
sw.WriteLine();
}
}
}
/// <summary>
/// 学習データを貨物オブジェクト，経路オブジェクトに変換して登録する
/// </summary>
/// <param name="one_row"></param>
/// <param name="columns"></param>
public void Register(List <string> one_row, List <string> columns, int line_num)
{
var setting = MySettings.GetInstance();
this.ColumnID = int.Parse(one_row[1]);
this.CorrectNumber = int.Parse(one_row[2]);
List <string> cargo_str_list = new List <string>();
List <string> cargo_columns = new List <string>();
for (int i = setting.CargoColumDuration.Item1; i <= setting.CargoColumDuration.Item2; i++)
{
cargo_str_list.Add(one_row[i]);
cargo_columns.Add(columns[i]);
}
this.MyCargo.Register(cargo_str_list, cargo_columns);
List <string> route00_str_list = new List <string>();
List <string> route00_columns = new List <string>();
for (int i = setting.Route00_ColumDuration.Item1; i <= setting.Route00_ColumDuration.Item2; i++)
{
route00_str_list.Add(one_row[i]);
route00_columns.Add(columns[i]);
}
var route00 = new Route(0, 0 + 4 * line_num);
route00.Register(route00_str_list, route00_columns);
this.MyRouteList.Add(route00);
List <string> route01_str_list = new List <string>();
List <string> route01_columns = new List <string>();
for (int i = setting.Route01_ColumDuration.Item1; i <= setting.Route01_ColumDuration.Item2; i++)
{
route01_str_list.Add(one_row[i]);
route01_columns.Add(columns[i]);
}
var route01 = new Route(1, 1 + 4 * line_num);
route01.Register(route01_str_list, route01_columns);
this.MyRouteList.Add(route01);
List <string> route02_str_list = new List <string>();
List <string> route02_columns = new List <string>();
for (int i = setting.Route02_ColumDuration.Item1; i <= setting.Route02_ColumDuration.Item2; i++)
{
route02_str_list.Add(one_row[i]);
route02_columns.Add(columns[i]);
}
var route02 = new Route(2, 2 + 4 * line_num);
route02.Register(route02_str_list, route02_columns);
this.MyRouteList.Add(route02);
List <string> route03_str_list = new List <string>();
List <string> route03_columns = new List <string>();
for (int i = setting.Route03_ColumDuration.Item1; i <= setting.Route03_ColumDuration.Item2; i++)
{
route03_str_list.Add(one_row[i]);
route03_columns.Add(columns[i]);
}
var route03 = new Route(3, 3 + 4 * line_num);
route03.Register(route03_str_list, route03_columns);
this.MyRouteList.Add(route03);
}
public void Execute()
{
//トーナメントに使うデータを読み込む
var tournament_data = InOutput.ReadRaw(MySettings.GetInstance().InputTournamentCsvPath);
//貨物
var cargo = tournament_data[0].MyCargo;
//トーナメント1試合目
//経路4つ
var route10 = tournament_data[0].MyRouteList[0];
var route11 = tournament_data[0].MyRouteList[1];
var route12 = tournament_data[0].MyRouteList[2];
var route13 = tournament_data[0].MyRouteList[3];
//経路をまとめる
var route_list_1 = new List <Route>();
route_list_1.Add(route10);
route_list_1.Add(route11);
route_list_1.Add(route12);
route_list_1.Add(route13);
//貨物と経路をまとめる
var cargo_and_route_1 = new CargoAndRoutes(false);
cargo_and_route_1.Register(cargo, route_list_1);
//試合をする
var win_route_1 = Predict.PredictBranchs(cargo_and_route_1);
//トーナメント2試合目
//経路4つ
var route20 = tournament_data[1].MyRouteList[0];
var route21 = tournament_data[1].MyRouteList[1];
var route22 = tournament_data[1].MyRouteList[2];
var route23 = tournament_data[1].MyRouteList[3];
//経路をまとめる
var route_list_2 = new List <Route>();
route_list_2.Add(route20);
route_list_2.Add(route21);
route_list_2.Add(route22);
route_list_2.Add(route23);
//貨物と経路をまとめる
var cargo_and_route_2 = new CargoAndRoutes(false);
cargo_and_route_2.Register(cargo, route_list_2);
//試合をする
var win_route_2 = Predict.PredictBranchs(cargo_and_route_2);
//トーナメント3試合目
//経路4つ
var route30 = tournament_data[2].MyRouteList[0];
var route31 = tournament_data[2].MyRouteList[1];
var route32 = tournament_data[2].MyRouteList[2];
var route33 = tournament_data[2].MyRouteList[3];
//経路をまとめる
var route_list_3 = new List <Route>();
route_list_3.Add(route30);
route_list_3.Add(route31);
route_list_3.Add(route32);
route_list_3.Add(route33);
//貨物と経路をまとめる
var cargo_and_route_3 = new CargoAndRoutes(false);
cargo_and_route_3.Register(cargo, route_list_3);
//試合をする
var win_route_3 = Predict.PredictBranchs(cargo_and_route_3);
//トーナメント4試合目
//経路4つ
var route40 = tournament_data[3].MyRouteList[0];
var route41 = tournament_data[3].MyRouteList[1];
var route42 = tournament_data[3].MyRouteList[2];
var route43 = tournament_data[3].MyRouteList[3];
//経路をまとめる
var route_list_4 = new List <Route>();
route_list_4.Add(route40);
route_list_4.Add(route41);
route_list_4.Add(route42);
route_list_4.Add(route43);
//貨物と経路をまとめる
var cargo_and_route_4 = new CargoAndRoutes(false);
cargo_and_route_4.Register(cargo, route_list_4);
//試合をする
var win_route_4 = Predict.PredictBranchs(cargo_and_route_4);
//トーナメント最終試合
//4試合の勝利経路をまとめる
List <Route> win_route_list = new List <Route>();
win_route_list.AddRange(win_route_1);
win_route_list.AddRange(win_route_2);
win_route_list.AddRange(win_route_3);
win_route_list.AddRange(win_route_4);
//貨物と上の勝利経路4つをまとめる
CargoAndRoutes car = new CargoAndRoutes(false);
car.Register(cargo, win_route_list);
//試合をする
var final_win_route = Predict.PredictBranchs(car);
Console.WriteLine($"最終勝利ルートは {final_win_route[0].PublicRouteID} です");
Console.ReadLine();
}
