MetaTrader 5 platform build 2085: Integration with Python and Strategy Tester improvements
Added new API which enables request of MetaTrader 5 terminal data through applications using Python language
12 June 2019
Added new API which enables request of MetaTrader 5 terminal data through applications using Python language.
Python is a modern high-level programming language for developing scripts and applications. It contains multiple libraries for machine learning, process automation, as well as data analysis and visualization.
MetaTrader package for Python is designed for efficient and fast obtaining of exchange data via interprocessor communication, directly from the MetaTrader 5 terminal. The data received via this pathway can be further used for statistical calculations and machine learning.
During Python installation, check "Add Python X.X to PATH%" to enable the launch of Python scripts from the command line.
Install the MetaTrader 5 module from the command line
pip install MetaTrader5
Add matplotlib and pytz packages
pip install matplotlib
pip install pytz
MT5Initialize establishes connection with the MetaTrader 5 terminal
MT5Shutdown closes the previously established connection to the MetaTrader 5 terminal
MT5TerminalInfo receives status and parameters of the connected MetaTrader 5 terminal
MT5Version returns the MetaTrader 5 terminal version
MT5WaitForTerminal waits till the MetaTrader 5 terminal connects to the trade server
MT5CopyRatesFrom receives bars from the MetaTrader 5 terminal starting from the specified date
MT5CopyRatesFromPos receives bars from the MetaTrader 5 terminal starting from the specified index
MT5CopyRatesRange receives bars in the specified date range from the MetaTrader 5 terminal
MT5CopyTicksFrom receives ticks from the MetaTrader 5 terminal starting from the specified date
MT5CopyTicksRange receives ticks for the specified date range from the MetaTrader 5 terminal
The Market and Signal sections have been optimized. Now the product and signal showcases run up to seven times faster and thus provide a better service browsing experience.
Added support for "Market", "Signals" and "Search" in Wine. Linux and Mac OS users can now access the largest store of trading applications along with the copy trading service.
The built-in learning program has been translated into more than 30 languages, including Spanish, Chinese, Portuguese and German, among others. To view interactive tips in the desired language, switch to the required interface language using the View menu.
New options enable verification of phone numbers and emails, which are specified by traders when opening demo and preliminary accounts.
The need for data verification is determined by the broker. If the option is enabled, confirmation codes are automatically sent to the trader during an account request and special code fields appear in the dialog box:
Confirmation codes are valid for several minutes. If the code is not entered in the field within this time frame, the trader will need to repeat the procedure.
Before sending codes, the system checks whether the specified phone/email was previously confirmed. If the trader has already passed verification from his or her computer, an account will be opened without additional confirmation. Thus, there will be no additional burden for traders during an account request.
MQL5.community payment options through the PayPal system have been expanded. Purchases can now be performed with one click, using this system.
How it works
After you log in using your PayPal account when making a purchase, you will be requested to allow further payments to our company:
By confirming this option, and you will be able to perform further purchases with one click, by pressing the previously saved account button:
If you click "Cancel and return to MetaQuotes Software Corp.", you will make the payments in a normal way, by entering the PayPal account details manually, for each purchase.
The MQL5.com website and the MetaTrader 5 platform do not store your payment details. When you deposit funds, make a purchase in the Market service or subscribe to a Signal, the data verification is performed on the payment system side.
You can always remove your PayPal account link.
Strategy Tester improvements and optimization.
We have introduced a large number of hidden improvements and fixed errors to optimize the Strategy Tester operation. The update enables much faster testing for some of the task types and higher operation stability. Major improvements include:
Operations with frames
Operations with frames on local, network and cloud agents have been optimized. Such operations are now processed faster and are never skipped.
Distribution of tasks to agents
The tester can now redistribute tasks to agents during the optimization process. If a new agent has become available (or one of the previously used ones has been released), the tester automatically creates a new package of tasks, using those which were earlier distributed among other agents. Tasks can also be redistributed if slow agents are detected. Tasks of such agents are sent to other agents to complete the optimization faster.
Task distribution in math calculation mode has become much faster.
Optimization statistics in the Journal
Optimization logging has been extended: it includes detailed statistics related to the MQL5 Cloud Network usage and to the enabling and disabling of cloud agents, among others.
Operation in full optimization log mode
For optimal resource consumption, not all messages from agents are recorded to the tester log. To view all logs, you can enable the "Full optimization logs" option using the tester log context menu. Previously, this mode significantly slowed the optimization process. Now the calculation time is not affected.
MQL5 Cloud Network
Optimized operation of cloud testing agents. Now computation tasks are distributed more efficiently.
The built-in calendar features publications of more than 900 indicators related to the 18 largest global economies, including US, European Union, Japan and the UK, among others. Relevant data is collected from open sources in real time. By regularly checking the service, traders remain informed on the latest global news and can take informed trading decisions.
The economic calendar is available in desktop terminals and websites, as well as on mobile devices. The application can be opened using the Calendar context menu in the terminal:
Select your platform and download the Tradays apps:
In addition to calendar functions available in the desktop platform, the mobile version provides event reminders and access to a complete history of indicators in the form of charts and tables.
Added automatic generation of custom symbol bar history during import of tick history. Now, if tick data of a custom symbol changes, corresponding bars are automatically recalculated:
Thus, unified data is preserved in the platform.
After importing tick data (provided that there is enough data), there is no need to import bars since they are automatically calculated by the terminal.
Changes concern the import of ticks performed via the terminal interface, as well as the update of ticks performed from MQL5 applications using the CustomTicks* function. Any changes in tick data lead to recalculation of the corresponding 1-minute bars of the custom symbol.
Fixed data update in the Data Window when using a crosshair on a detached chart.
Fixed tick history saving. In earlier versions, multiple ticks within a millisecond could be saved in the wrong order.
Fixed generation of charts based on a too short price history (less than a day) available on the server.
Added MQL5 service debugging option. These applications can now be tested similar to Expert Advisors and indicators.
SYMBOL_CALC_MODE_EXCH_BONDS — calculation for exchange bonds.
SYMBOL_CALC_MODE_EXCH_STOCKS_MOEX — calculation for the stocks traded on the Moscow Exchange.
SYMBOL_CALC_MODE_EXCH_BONDS_MOEX — calculation for the bonds traded on the Moscow Exchange.
The new TesterDeposit function enables the emulation of deposit operations during testing. The function can be useful when testing money management strategies.
double money // the deposit amount
During the OnDeinit method execution, the MQL5 application does not receive any events from the terminal. Previously, applications occasionally failed to complete de-initialization (for example, to delete all created objects) due to the receiving of other events.
Fixed occasional errors which could occur after a change in the custom symbol tick history for the current day.
Fixed occasional application slowdown when using a large number (tens of thousands) of graphical objects.
Fixed terminal freezing in the case of frequent trading history calls from MQL5 programs.
Fixed iBarShift function operation. With the "exact=false" flag and request outside the data, the function returned the oldest bar number instead of the newest one.
Fixed determination of the cores number on computers with processors having several NUMA nodes.
Added possibility to run testing and optimization with the zero initial deposit, since deposit operations can be emulated during testing using the new TesterDeposit function.
The code styler command can now be added to the toolbar for quick access.
Fixed switching to parameter definition and viewing of related data when using non-Unicode characters in function and variable names.
Documentation has been updated.
The update is available through the LiveUpdate system.