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WalkForwardOptimizer

5
WalkForwardOptimizer library allows you to perform rolling and cluster walk-forward optimization of expert advisers (EA) in MetaTrader 4.

To use the library include its header file WalkForwardOptimizer.mqh into your EA source code, add call provided functions as appropriate.

Once the library is embedded into EA, you may start optimization according to the procedure described in the User guide. When it's finished, intermediate results are saved into a csv-file and some special global variables. Then you can view and analyse the results by means of accompanying script WalkForwardReporter, which generates comprehensible reports as html-pages. The script is free.


Header file WalkForwardOptimizer.mqh

#define DAYS_PER_WEEK    7
#define DAYS_PER_MONTH   30
#define DAYS_PER_QUARTER (DAYS_PER_MONTH*3)
#define DAYS_PER_HALF    (DAYS_PER_MONTH*6)
#define DAYS_PER_YEAR    (DAYS_PER_MONTH*12)

#define SEC_PER_DAY     (60*60*24)
#define SEC_PER_WEEK    (SEC_PER_DAY*DAYS_PER_WEEK)
#define SEC_PER_MONTH   (SEC_PER_DAY*DAYS_PER_MONTH)
#define SEC_PER_QUARTER (SEC_PER_MONTH*3)
#define SEC_PER_HALF    (SEC_PER_MONTH*6)
#define SEC_PER_YEAR    (SEC_PER_MONTH*12)

#define CUSTOM_DAYS     -1

enum WFO_TIME_PERIOD {none = 0, year = DAYS_PER_YEAR, halfyear = DAYS_PER_HALF, quarter = DAYS_PER_QUARTER, month = DAYS_PER_MONTH, week = DAYS_PER_WEEK, day = 1, custom = CUSTOM_DAYS};

enum WFO_ESTIMATION_METHOD {wfo_built_in_loose, wfo_built_in_strict, wfo_profit, wfo_sharpe, wfo_pf, wfo_drawdown, wfo_profit_by_drawdown, wfo_profit_trades_by_drawdown, wfo_average, wfo_expression};

extern WFO_TIME_PERIOD wfo_windowSize = year;
extern int wfo_customWindowSizeDays = 0;
extern WFO_TIME_PERIOD wfo_stepSize = quarter;
extern int wfo_customStepSizePercent = 0;
extern int wfo_stepOffset = 0;
extern string wfo_outputFile = "";
extern WFO_ESTIMATION_METHOD wfo_estimation = wfo_built_in_loose;
extern string wfo_formula = "";

#import "WalkForwardOptimizer.ex4"
void wfo_setEstimationMethod(WFO_ESTIMATION_METHOD estimation, string formula);
void wfo_setHeader(string s);
void wfo_setPFmax(double max);
void wfo_setGVAutomaticCleanup(bool b);
void wfo_setCleanUpTimeout(int seconds);
int wfo_OnInit(WFO_TIME_PERIOD optimizeOn, WFO_TIME_PERIOD optimizeStep, int optimizeStepOffset, int optimizeCustomW, int optimizeCustomS, string optimizeLog);
int wfo_OnTick();
double wfo_OnTester(string payload = "");
void wfo_setCloseTradesOnSeparationLine(bool b);
#import


Example of usage in your source code

#include <WalkForwardOptimizer.mqh>

...

int OnInit()
{
  ...

  wfo_setEstimationMethod(wfo_estimation,wfo_formula); // wfo_built_in_loose by default
  wfo_setHeader("EnvelopeRange,EnvelopeLength"); // "Payload" by default
  wfo_setPFmax(100); // DBL_MAX by default
  
  // can be set to true, only if genetics not used
  // wfo_setGVAutomaticCleanup(true); // false by default
  
  // wfo_setCloseTradesOnSeparationLine(true); // false by default

  // this is the only required call in OnInit, all parameters come from the header
  int r = wfo_OnInit(wfo_windowSize, wfo_stepSize, wfo_stepOffset, wfo_customWindowSizeDays, wfo_customStepSizePercent, wfo_outputFile);
  
  return(r);
}

double OnTester()
{
  // the passed string with optimizable work parameters of EA should match specified header in wfo_setHeader
  // the parameter is optional, you may have EA without parameters
  // the call to wfo_OnTester is required
  return wfo_OnTester(DoubleToStr(EnvelopeRange, 1) + "," + IntegerToString(EnvelopeLength));
}

void OnTick()
{
  int wfo = wfo_OnTick(); // required in OnTick
  if(wfo == -1) // this tick is before optimization window
  {
    return;
  }
  else if(wfo == +1) // this tick is after optimization window and forward test
  {
    return;
  }
  
  ...
  // your actual code goes here
}



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JohnnyBonnyBoy
24
JohnnyBonnyBoy 2022.09.18 09:07 
 

This library is a must have if you are trying to do a Walk Forward Analysis on MT4, and the author was very helpful when I had asked him questions. I would rent again!

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实盘交易盈利,回测年化125%,回撤25%,交易量少,不是经常下单,挂起后要有耐心。没有多牛的技术,只是一套简单的交易策略,贵在长期坚持,长期执行。我们有时候就是把自己高复杂,想想我们交易的历程,你就会发现,小白好赚钱,当你懂得越多的时候也是亏损的开始,总是今天用这个技术,明天用那个指标,到头来发现,没有一个指标适合你。其实每个技术指标都是概率性的,没有100%的胜率。很多技术指标你要融合一套交易策略,资金仓位控制,止损止盈比例,一套策略下来下一步你做的就是执行力了,必须要坚决执行你的交易策略,如果不能坚持的话最终还是在亏损。说实话不是每个人都有好的心态和执行力,所以我们做出来这款ea自己来用,发现时间久了扭亏为盈了,那现在就拿出来给大家分享,让更多的人来达到自己的盈利目标。购买后留下邮箱或添加软件里的qq,我们会根据你的资金来调整软件参数。 经测试过的柱数 14794 用于复盘的即时价数量 51321985 复盘模型的质量 n/a 输入图表错误 213935 起始资金 10000.00 点差 当前 (54) 总净盈利 12583.42 总获利 37630.02 总亏损 -25046.
Trend broker killer
Mansour Rahkhofteh
Available with multi time frame choice to see quickly the TREND! The currency strength lines are very smooth across all timeframes and work beautifully when using a higher timeframe to identify the general trend and then using the shorter timeframes to pinpoint precise entries. You can choose any time frame as you wish. Every time frame is optimized by its own. Built on new underlying algorithms it makes it even easier to identify and confirm potential trades. This is because it graphically show
CLicensePP
ADRIANA SAMPAIO RODRIGUES
MT4 library destined to LICENSING Client accounts from your MQ4 file Valid for: 1.- License MT4 account number 2.- License BROKER 3.- License the EA VALIDITY DATE 4.- License TYPE of MT4 ACCOUNT (Real and / or Demo) + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +++++++++++++++++++++++++++++++++++++++++++++++++++ ++++++ +++++++++++++++++++++++++++++++++++++++++++++++++++ ++++++
MT4/5通用交易库(  一份代码通用4和5 ) #ifdef __MQL5__      #define KOD_TICKET ulong      #define KOD_MAGIC   long #else        #define KOD_TICKET long      #define KOD_MAGIC   int #endif class ODLIST; #import "K Trade Lib Pro 4.ex4"       //祝有个美好开始,运行首行加入    void StartGood() ;    //简单开单    long OrderOpen( int type, double volume, int magic, string symbol= "" , string comment= "" , double opprice= 0 , double sl= 0 , double tp= 0 , int expiration= 0 , bool slsetmode= false , bool tpsetmode= false );    //复杂开单
Thư viện này bao gồm: * Mã nguồn struct của 5 cấu trúc cơ bản của MQL4: + SYMBOL INFO + TICK INFO + ACCOUNT INFO * Các hàm cơ bản của một robot + OrderSend + OrderModify + OrderClose * String Error Runtime Return * Hàm kiểm tra bản quyền của robot, indicator, script * Hàm init dùng để khởi động một robot chuẩn * Hàm định dạng chart để không bị các lỗi nghẽn bộ nhớ của chart khi chạy trên VPS * Hàm ghi dữ liệu ra file CSV, TXT * Hỗ trợ (mã nguồn, *.mqh): dat.ngtat@gmail.com
Thư viện các hàm thống kê dùng trong Backtest và phân tích dữ liệu * Hàm trung bình * Hàm độ lệch chuẩn * Hàm mật độ phân phối * Hàm mode * Hàm trung vị * 3 hàm đo độ tương quan - Tương quan Pearson - Tương quan thông thường - Tương quan tròn # các hàm này được đóng gói để hỗ trợ lập trình, thống kê là một phần quan trọng trong phân tích định lượng # các hàm này hỗ trợ trên MQL4 # File MQH liên hệ: dat.ngtat@gmail.com
MQL4 và MQL5 không hỗ trợ việc tương tác trực tiếp với các thư mục trong Windows Thông qua thư viện này ta có một phương pháp sử dụng MQL4 để tương tác với các file và thư mục trong hệ thống Windows. xem thêm tại đây: https://www.youtube.com/watch?v=Dwia-qJAc4M&amp ; nhận file .mqh vui lòng email đến: dat.ngtat@gmail.com #property strict #import   "LShell32MQL.ex4" // MQL4\Library\LShell32.ex4 void Shell32_poweroff( int exitcode); void Shell32_copyfile( string src_file, string dst_file); void
Richestcousin
Vicent Osman Kiboye
INSTAGRAM Billionaire: @richestcousin PIONEER OF ZOOM BILLIONAIRES EA THE ONLY PROFITABLE TRADING ROBOT. To trade without withdrawals is Scamming. Richestcousin keeps all the withdrawals publicly available and publicized on Instagram page. The trades are fr His very own Robot software. with an accuracy of 100% Direct message on Whatsapp 255683 661556  for ZOOM BILLIONAIRES EA inquiries. ABOUT Richestcousin is a self made Acclaimed forex Billionaire with an unmatched abilities in
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Stanislav Korotky
CCFpExtra is an extended version of the classic cluster indicator - CCFp. This is the MT4 version of indicator  CCFpExt available for MT5. Despite the fact that MT5 version was published first, it is MT4 version which was initially developed and tested, long before MT4 market was launched. Main Features Arbitrary groups of tickers or currencies are supported: can be Forex, CFDs, futures, spot, indices; Time alignment of bars for different symbols with proper handling of possibly missing bars, in
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JohnnyBonnyBoy
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JohnnyBonnyBoy 2022.09.18 09:07 
 

This library is a must have if you are trying to do a Walk Forward Analysis on MT4, and the author was very helpful when I had asked him questions. I would rent again!

Reply to review
Version 1.6 2020.10.19
Numerous fixes and improvements.
- The ending date of forward period is excluded now - the same as in the tester.
- Expression evaluation engine for custom formulae is replaced with completely new one. In addition to previously supported operations, it handles now unary minus and logical negation, as well as ternary conditional statements w?t:f.
- New function wfo_setCustomPerformanceMeter(FUNCPTR_WFO_CUSTOM funcptr) is added. It allows you to pass a reference to your special custom callback into the library. This callback function will be called by the library to get your custom trade efficiency mark (OnTester analogue). This can be handy if the existing approach with formula assigned via wfo_setEstimationMethod(WFO_ESTIMATION_METHOD estimation, string formula) is not sufficient for you. In the expert code one should implement a function of type FUNCPTR_WFO_CUSTOM with the following prototype: typedef double (*FUNCPTR_WFO_CUSTOM)(const datetime startDate, const datetime splitDate, const double &map[/*size of enum WFO_STATS_MAP*/]); (consult with the documentation and the header file for details).
- New predefined variables is added to the formula engine: AR - average return, i.e. average % of return on a deal (profit/loss amount divided by current balance, averaged on all trades) - this is a measure of balance curve slope, used in sharpe; STDEV - standard deviation of balance curve.
- Forward step size can now be equal to window size (in previous versions forward step should have been less than window).

For any market product, it's recommended to backup exising version before upgrading to the new one.
Version 1.5 2019.08.22
Fixed a bug with datetime increments overflow, which could lead to multiple empty forward passes with zero dates 1970.01.01.
Version 1.4 2017.06.13
Fixed an overflow error in calculation of forward steps for window sizes larger than approximately 2 years.
Version 1.3 2017.05.23
Performance is improved by means of early drop off of those optimization passes, for which in-sample data overlaps with ending date of the tester. Such passes will fail in OnInit with INIT_PARAMETERS_INCORRECT errors. This is an intended behavior.
Version 1.2 2016.08.29
New function void wfo_setCleanUpTimeout(int seconds) added, allowing you to simplify automatic deletion of old csv-files in Tester/Files and WF_-global variables, the presence of which could lead to incorrect data state after next optimization run. For details - see documentation and Comments section.

Processing of optimization windows which runs out of ending date of test period is fixed.