WalkForwardLight MT5

This is a simplified and effective version of the library for walk forward analysis of trading experts. It collects data about the expert's trade during the optimization process in the MetaTrader tester and stores them in intermediate files in the "MQL5\Files" directory. Then it uses these files to automatically build a cluster walk forward report and rolling walk forward reports that refine it (all of them in one HTML file). Using the WalkForwardBuilder MT5 auxiliary script allows building other reports on the same intermediate data for other optimization criteria. This is convenient in that it eliminates the re-optimization step in the tester. The script is free.

There is a similar library for MetaTrader 4 - WalkForwardLight. It has fewer features, it requires performing part of the operations manually.

A detailed User's Guide is available in the blog.

This library performs a walk-forward analysis using an unconventional method (details are in the User's Guide). There is the WalkForwardOptimizer MT5 library (also available for MetaTrader 4) for those, who want to adhere to the standard procedure more accurately (as much as possible with an implementation in the built-in tester without third-party programs). It supports more operation modes and provides more customization options, but it is accordingly more complex and more resource-intensive.


The wfL.mqh header file

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

input WFO_ESTIMATION_METHOD Estimator = wfo_profit;

#import "wfL.ex5"
  void wfl_OnTesterInit();
  void wfl_OnTesterPass();
  void wfl_OnTesterDeinit(const WFO_ESTIMATION_METHOD estimator);
  void wfl_OnInit();
  double wfl_OnTester();
  void wfl_OnTick();
#import


Example of use in an expert code

input bool EnableWFL = false;

#include <wfL.mqh>

int OnInit()
{
  // your working code
  // ...
  if(EnableWFL) wfl_OnInit();
  return(INIT_SUCCEEDED);
}

void OnTick()
{
  // your working code
  // ...
  if(EnableWFL) wfl_OnTick();
}

void OnTesterInit()
{
  if(EnableWFL) wfl_OnTesterInit();
}

void OnTesterPass()
{
  if(EnableWFL) wfl_OnTesterPass();
}

void OnTesterDeinit()
{
  if(EnableWFL) wfl_OnTesterDeinit(Estimator);
}

double OnTester()
{
  if(EnableWFL) return wfl_OnTester();
  return 0;
}
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BlitzGeist Telegram Notifier – Stay Connected to Your Trades Anywhere! BlitzGeist Telegram Notifier is a powerful tool that instantly connects your MetaTrader 5 account with Telegram . No matter where you are – you will always receive real-time notifications about your trading activity directly on your phone, PC, or any device with Telegram installed. Perfect for traders who want professional trade reporting, transparency, and risk management monitoring . ️ Key Features Easy Configuratio
TupoT3
Li Guo Yin
突破交易策略:智能风控系统升级版‌ 当价格突破关键阻力位时,往往意味着趋势的质变时刻。我们的突破交易策略通过三重智能系统——‌动态阈值识别‌、‌量能验证机制‌和‌自适应止损算法‌,帮助交易者精准捕捉这些跃迁机会。 ‌核心优势‌: ‌智能预警‌:实时监测200+技术指标,自动标记潜在突破位 ‌风险对冲‌:突破失败时自动触发0.5秒内止损,保护本金安全 ‌多周期验证‌:结合日线/4小时/1小时数据过滤假信号 ‌实战案例‌: 2025年第二季度,该策略在现货黄金市场实现连续23次有效突破,平均持仓周期缩短至4.7小时,收益率达传统趋势策略的3.2倍。 ‌智能风控系统‌: ‌动态止盈‌:根据ATR指标自动调整止盈位,锁定利润的同时保留上行空间 ‌分级止损‌:首次突破失败后自动切换至1:1盈亏比保护模式,二次突破确认后恢复原策略 本EA依下图设置做黄金1小时图线,经长时期实盘验证年利润达到30多倍,修改参数可以用作比特币和纳斯达克指数都有很好的收益。
[Gold Intelligent Trading EA | Risk Control is Steady, Profit Breakthrough] The intelligent trading EA, which is customized for the fluctuation characteristics of gold, takes the hard-core trading system as the core, and each order is derived from the accurate judgment of market trends and supporting pressures by quantitative models, so as to eliminate subjective interference and make trading decisions more objective and efficient. Equipped with multi-dimensional risk control system, dynamic s
SniperkickEA
Mohamed Maguini
Questo Expert Advisor (EA) è stato progettato per offrire un'esperienza di trading automatizzata di alto livello, adatta sia ai trader principianti che a quelli esperti. Utilizzando algoritmi avanzati e tecniche di analisi del mercato, l'EA è in grado di identificare opportunità di trading redditizie con precisione e velocità. L'EA è configurabile per operare su vari strumenti finanziari, tra cui forex, indici e materie prime, garantendo una flessibilità senza pari. Le caratteristiche princip
First contact Telegram - @BerlinOG for more files and installation The   Telegram Signal EA   is a powerful tool designed to bridge your Telegram communications with your MetaTrader 5 (MT5) charts. It enables you to display messages from your Telegram channels, groups, and private chats directly on your MT5 charts as comments. This integration simplifies the process of monitoring trading signals and important messages while you're actively trading. Features Real-time Message Display : View mes
LSTM Library
Thalles Nascimento De Carvalho
LSTM Library - Reti Neurali Avanzate per MetaTrader 5 Libreria Professionale di Reti Neurali per il Trading Algoritmico LSTM Library porta la potenza delle reti neurali ricorrenti alle tue strategie di trading in MQL5. Questa implementazione di livello professionale include reti LSTM, BiLSTM e GRU con funzionalità avanzate tipicamente disponibili solo in framework specializzati di machine learning. "Il segreto del successo nel Machine Learning per il trading risiede nel trattamento adeguato dei
Automatic Replenishment Trading Within a Defined Range The EA operates only within the predefined price range . When an order is closed, filled, or cancelled (reducing the total number of orders), the EA will automatically place new orders to maintain the continuous operation of the trading strategy. This EA is designed for ranging / sideways market conditions . You can control the total number of orders using Max Orders . Example: Max Orders: 8 Active trades: 2 Pending Buy Limit orders: 6 In t
Automatic Replenishment Trading Within a Defined Range The EA operates   only within the predefined price range . When an order is   closed, filled, or cancelled   (reducing the total number of orders), the EA will   automatically place new orders   to maintain the continuous operation of the trading strategy. This EA is   designed for ranging / sideways market conditions . You can control the total number of orders using   Max Orders . Example: Max Orders:   8 Active trades:   2 Pending Sell L
Altri dall’autore
WalkForwardOptimizer MT5
Stanislav Korotky
3.78 (9)
WalkForwardOptimizer library allows you to perform rolling and cluster walk-forward optimization of expert advisers (EA) in MetaTrader 5. 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.
RenkoCharts
Stanislav Korotky
This non-trading expert utilizes so called custom symbols feature ( available in MQL as well ) to build renko charts based on historical quotes of selected standard symbol and to refresh renko in real-time according to new ticks. Also, it translates real ticks to the renko charts, which allows other EAs and indicators to trade and analyze renko. Place RenkoCharts on a chart of a work instrument. The lesser timeframe of the source chart is, the more precise resulting renko chart is, but the lesse
AutomaticZigZag
Stanislav Korotky
4.5 (2)
This is a non-parametric ZigZag providing 4 different methods of calculation. Upward edge continues on new bars while their `highs` are above highest `low` among previous bars, downward edge continues on next bars while their `lows` are below lowest `high` among previous; Gann swing: upward edge continues while `highs` and `lows` are higher than on the left adjacent bar, downward edge continues while `highs` and `lows` are lower than on the left adjacent bar. Inside bars (with lower `high` and
FREE
ADXS
Stanislav Korotky
5 (3)
Ever wondered why standard ADX is made unsigned and what if it would be kept signed? This indicator gives the answer, which allows you to trade more efficient. This indicator calculates ADX values using standard formulae, but excludes operation of taking the module of ADX values, which is forcedly added into ADX for some reason. In other words, the indicator preserves natural signs of ADX values, which makes it more consistent, easy to use, and gives signals earlier than standard ADX. Strictly s
CustomVolumeDelta
Stanislav Korotky
5 (1)
This indicator displays volume delta (of either tick volume or real volume) encoded in a custom symbol, generated by special expert advisers, such as RenkoFromRealTicks . MetaTrader does not allow negative values in the volumes, this is why we need to encode deltas in a special way, and then use CustomVolumeDelta indicator to decode and display the deltas. This indicator is applicable only for custom instruments generated in appropriate way (with signed volumes encoded). It makes no sense to ap
FREE
ADXSignal
Stanislav Korotky
Classical ADX revamped to provide faster and more solid trading signals. This indicator calculates ADX values using standard formulae, but excludes operation of taking the module of ADX values, which is forcedly added into ADX for some reason. In other words, the indicator preserves natural signs of ADX values, which makes it more consistent, easy to use, and gives signals earlier than standard ADX. Strictly speaking, any conversion to an absolute value destroys a part of information, and it mak
RenkoChartsDemo
Stanislav Korotky
This is a demo version of a non-trading expert , which utilizes so called the custom symbols feature ( available in MQL as well ) to build renko charts based on historical quotes of selected standard symbol and to refresh renko in real-time according to new ticks. Also it translates real ticks to the renko charts, which allows other EAs and indicators to trade and analyze renko. Place the EA on a chart of a working instrument. The lesser timeframe of the source chart is, the more precise resulti
FREE
PointsVsBars
Stanislav Korotky
This indicator provides a statistical analysis of price changes (in points) versus time delta (in bars). It calculates a matrix of full statistics about price changes during different time periods, and displays either distribution of returns in points for requested bar delta, or distribution of time deltas in bars for requested return. Please, note, that the indicator values are always a number of times corresponding price change vs bar delta occurred in history. Parameters: HistoryDepth - numbe
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. This expert adviser OrderBook History Playback allows you to playback the market book events on the history using files, created by OrderBook Recorder . The exper
FREE
HZZM
Stanislav Korotky
4 (1)
This is an adaptive ZigZag based on modification of  HZZ indicator (original source code is available in this article ). Most important changes in this version: two additional indicator buffers added for zigzag evolution monitoring - they show cross signs at points where zigzag direction first changes; zigzag range (H) autodetection on day by day basis; time-dependent adjustment of zigzag range. Parameters: H - zigzag range in points; this parameter is similar to original HZZ, but it can take 0
FREE
Comparator
Stanislav Korotky
4.75 (4)
This indicator compares the price changes during the specified period for the current symbol and other reference symbol. It allows to analyze the similar movements of highly correlated symbols, such as XAUUSD and XAGUSD, and find their occasional convergences and divergences for trading opportunities. The indicator displays the following buffers: light-green thick line - price changes of the current symbol for TimeGap bars; light-blue thin line - price changes of the reference symbol ( LeadSymbo
FREE
WalkForwardDemo MT5
Stanislav Korotky
WalkForwardDemo is an expert adviser (EA) demonstrating how the built-in library WalkForwardOptimizer (WFO) for walk-forward optimization works. It allows you to easily optimize, view and analyze your EA performance and robustness in unknown trading conditions of future. You may find more details about walk-forward optimization in Wikipedia . Once you have performed optimization using WFO, the library generates special global variables (saved in an "archived" file with GVF-extension) and a CSV-f
FREE
OrderBook Recorder
Stanislav Korotky
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker in real time. The expert OrderBook Recorder records market book changes and stores them in local files for further usage in indicators and expert adviser, including testing in the tester. The expert stores market book
FREE
ReturnAutoScale
Stanislav Korotky
5 (2)
The indicator calculates running total of linear weighted returns. It transforms rates into integrated and difference-stationary time series with distinctive buy and sell zones. Buy zones are shown in blue, sell zones in red. Parameters: period - number of bars to use for linear weighted calculation; default value - 96; smoothing - period for EMA; default value - 5; mode - an integer value for choosing calculation mode: 0 - long term trading; 1 - medium term trading; 2 - short term trading; defa
FREE
OrderBook Utilities is a script, which performs several service operations on order book hob-files, created by OrderBook Recorder . The script processes a file for work symbol of the current chart. The file date is selected by means of the input parameter CustomDate (if it's filled in) or by the point where the script is dropped on the chart. Depending from the operation, useful information is written into the log, and optionally new file is created. The operation is selected by the input parame
FREE
This script allows performing a walk-forward analysis of trading experts based on the data collected by the WalkForwardLight MT5 library. The script builds a cluster walk forward report and rolling walk forward reports that refine it, in the form of a single HTML page. This script is optional, as the library automatically generates the report immediate after the optimization in the tester is complete. However, the script is convenient because it allows using the same collected data to rebuild th
FREE
Year2Year
Stanislav Korotky
This indicator shows price changes for the same days in past years. D1 timeframe is required. This is a predictor indicator that finds D1 bars for the same days in past 8 years and shows their relative price changes on the current chart. Parameters: LookForward - number of days (bars) to show "future" price changes; default is 5; Offset - number of days (bars) to shift back in history; default is 0; ShowAverage - mode switch; true - show mean value for all 8 years and deviation bounds; false - s
FREE
SOMFX1Builder
Stanislav Korotky
5 (1)
If you like trading by candle patterns and want to reinforce this approach by modern technologies, this script is for you. In fact, it is a part of a toolbox, that includes a neural network engine implementing Self-Organizing Map (SOM) for candle patterns recognition, prediction, and provides you with an option to explore input and resulting data. The toolbox contains: SOMFX1Builder  - this script for training neural networks; it builds a file with generalized data about most characteristic pric
FREE
Mirror
Stanislav Korotky
This indicator predicts rate changes based on the chart display principle. It uses the idea that the price fluctuations consist of "action" and "reaction" phases, and the "reaction" is comparable and similar to the "action", so mirroring can be used to predict it. The indicator has three parameters: predict - the number of bars for prediction (24 by default); depth - the number of past bars that will be used as mirror points; for all depth mirroring points an MA is calculated and drawn on the ch
If you like trading crosses (such as AUDJPY, CADJPY, EURCHF, and similar), you should take into account what happens with major currencies (especially, USD and EUR) against the work pair: for example, while trading AUDJPY, important levels from AUDUSD and USDJPY may have an implicit effect. This indicator allows you to view hidden levels, calculated from the major rates. It finds nearest extremums in major quotes for specified history depth, which most likely form resistence or support levels, a
EvoLevels
Stanislav Korotky
The indicator displays most prominent price levels and their changes in history. It dynamically detects regions where price movements form attractors and shows up to 8 of them. The attractors can serve as resistance or support levels and outer bounds for rates. Parameters: WindowSize - number of bars in the sliding window which is used for detection of attractors; default is 100; MaxBar - number of bars to process (for performance optimization); default is 1000; when the indicator is called from
This is an intraday indicator that uses conventional formulae for daily and weekly levels of pivot, resistance and support, but updates them dynamically bar by bar. It answers the question how pivot levels would behave if every bar were considered as the last bar of a day. At every point in time, it takes N latest bars into consideration, where N is either the number of bars in a day (round the clock, i.e. in 24h) or the number of bars in a week - for daily and weekly levels correspondingly. So,
Most of traders use resistance and support levels for trading, and many people draw these levels as lines that go through extremums on a chart. When someone does this manually, he normally does this his own way, and every trader finds different lines as important. How can one be sure that his vision is correct? This indicator helps to solve this problem. It builds a complete set of virtual lines of resistance and support around current price and calculates density function for spatial distributi
The indicator draws a histogram of important levels for several major currencies attached to the current cross rates. It is intended for using on charts of crosses. It displays a histogram calculated from levels of nearest extremums of related major currencies. For example, hidden levels for AUDJPY can be detected by analyzing extremums of AUD and JPY rates against USD, EUR, GBP, and CHF. All instruments built from these currencies must be available on the client. This is an extended version of
StatBars
Stanislav Korotky
The indicator provides a statistic histogram of estimated price movements for intraday bars. It builds a histogram of average price movements for every intraday bar in history, separately for each day of week. Bars with movements above standard deviation or with higher percentage of buys than sells, or vice versa, can be used as direct trading signals. The indicator looks up current symbol history and sums up returns on every single intraday bar on a specific day of week. For example, if current
PriceProbability
Stanislav Korotky
This is an easy to use signal indicator which shows and alerts probability measures for buys and sells in near future. It is based on statistical data gathered on existing history and takes into account all observed price changes versus corresponding bar intervals in the past. The statistical calculations use the same matrix as another related indicator - PointsVsBars. Once the indicator is placed on a chart, it shows 2 labels with current estimation of signal probability and alerts when signal
CCFpExtra
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
This is a signal indicator for automatic trading which shows probability measures for buys and sells for each bar. It is based on statistical data gathered on existing history and takes into account all observed price changes versus corresponding bar intervals in the past. The core of the indicator is the same as in PriceProbablility indicator intended for manual trading. Unlike PriceProbability this indicator should be called from MQL4 Expert Advisors or used for history visual analysis. The in
The main idea of this indicator is rates analysis and prediction by Fourier transform. Indicator decomposes exchange rates into main harmonics and calculates their product in future. You may use the indicator as a standalone product, but for better prediction accuracy there is another related indicator - FreqoMaster - which uses FreqoMeterForecast as a backend engine and combines several instances of FreqoMeterForecast for different frequency bands. Parameters: iPeriod - number of bars in the ma
FreqoMaster
Stanislav Korotky
The main idea of this indicator is rates analysis and prediction by Fourier transform. The indicator decomposes exchange rates into main harmonics and calculates their product in future. The indicator shows 2 price marks in history, depicting price range in the past, and 2 price marks in future with price movement forecast. Buy or sell decision and take profit size are displayed in a text label in the indicator window. The indicator uses another indicator as an engine for calculations - FreqoMet
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Charles John Phillips
199
Charles John Phillips 2021.08.16 05:36 
 

Unable to get Walk Forward Light to work in MetaTrader 5. Instructions confusing.

Stanislav Korotky
50856
Risposta dello sviluppatore Stanislav Korotky 2021.08.16 21:56
Please, be more specific. Feel free to send all the details directly to me. It seems, you did not ask for support.
ivanov1253
186
ivanov1253 2017.09.27 12:04 
 

L'utente non ha lasciato alcun commento sulla valutazione.

Stanislav Korotky
50856
Risposta dello sviluppatore Stanislav Korotky 2020.10.26 11:41
Нужно было проверить, что файл библиотеки размещен в папке MQL5/Libraries. К сожалению, маркет может скачивать библиотеки в каталог MQL/Scripts/Market, что конечно же неверно со стороны MQ. Эта особенность описана в FAQ. Если дело в этом, то достаточно скопировать файл в MQL5/Libraries. В принципе, по любым проблемам лучше обращаться с личными сообщениями напрямую, потому что уведомления на отзывы приходят не всегда.
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