Variables and macros are the muscles and bones of your script. Here are concepts and functions to make the best use of variables in macros.
Macros and variables make the skeleton of all of your scripts, so this is important to understand those concepts well. A nice article already covers many useful aspects but we will go one step further with registers and dereferencing. Those techniques can be used to speed up execution or to make your code more readable.
What are Variables?
Variables in WarpScript are like in any language: a way to associate an identifier to an object, and in our case, a reference to an object. As everything in WarpScript is a function, using variables also involves functions.
Associating a symbol to an object reference is done using the
STORE function. Getting back the reference is usually done using
$myvariable. In reality, this is just a convenient alias of
'myvariable' LOAD. So
LOAD are the main functions to interact with variables.
Internally, variables are stored using a HashMap. The complexity of HashMaps is O(1) for puts and gets, which means the number of variables does not impact the performance of
LOADs. However, the cost of each of these operations, while very low, can still have an impact on performance if you use them a lot.
Variables to Registers
To improve the performance of storing and loading variables, another mechanism is available: registers. Instead of using internally a HashMap, we use an array to store the references. Two function groups mimic the behavior of
x a number:
The drawback is that we cannot use Strings anymore to reference the objects because arrays are indexed using integers. This defeats the primary idea of variables, adding clarity. Hopefully, you don’t have to handle registers yourself, the
ASREGS function automatically converts variables to registers.
Since the 2.7.0 release, some improvements have been done to the
ASREGS function. The list of variables is now optional and defaults to all variables which are
STOREd and it can now handle much more cases, especially the
[ 'a' 'b' 'c' ] STORE case.
So the idea is to write clean and readable code using variables and then automatically convert these variables to registers. You still have to be careful that none of the variables you use in the macro you
ASREGSed “leaks” outside of it, else it will break your code. Look for this code, for instance:
leaking_var will be converted to a register only inside the
FOR macro, but will still be a variable outside. The call to
$leaking_var inside the macro is converted to
PUSHR0 and, as there is no link between variable and registers, it will return
1337, making the code fail.
Another source of error is the nesting of
Why does that fail? Because both macros will use the 0 register (
ASREGS being done on the macros independently. Register values will get mixed resulting in an error.
To make sure
ASREGS will work correctly on your macros, make sure to save the context. If you want to use it on your script, use
ASREGS only on the top-level macro as it will recursively replace variables in nested macros. The best way to do that is to encapsulate your script in a
<% ... %> ASREGS EVAL construct.
Sometimes your macro is only loading a variable and not modifying the referenced object. In that case, it can be considered as a constant, and your macro can be simplified.
We previously said that
$myvariable is an alias of
'myvariable' LOAD. When your script is executed,
LOAD will look in the symbol table and get the object reference associated to
'myvariable'. This is called late binding.
But it is also possible to load the object reference when the macro is parsed, with the expression
!$myvariable. This is done before the macro gets a chance of being executed, and for that reason, it is called early binding. In that case, the reference to the object in the symbol table will be directly added to the macro instead of a
'myvariable' LOAD. In other terms, if you change the reference object of
'myvariable' after the enclosing symbol
%> of the macro, it won’t change the value of
!$myvariable that is in it.
You can find more examples and explanations in this article.
This mechanism is great when you want to define constants and optimize macros in your repository. Why? Because the
.mc2 files that are in your repository are executed by your Warp10 platform at initialization to parse their macro and reference them for later use by incoming scripts. So every early binding in your macros will be computed only once at that time.
Take this macro:
If you put that macro in your macro repository, the shape computation, which could be very long, will be done only once. Calling the macro will be very fast because it will only return the reference to an already existing object.
But what if you want to place a constant in a macro but its value depends from previous code? You can’t do this:
When the macro is parsed,
'now' is not known, resulting in an error. There is a solution though.
The DEREF Function
DEREF function takes a macro and a map associating symbols to values and replaces each of these symbol loads by their value. This mechanism is called dereferencing and can speed up your code and make it more readable. Since this substitution is done when
DEREF is executed and not at macro parsing time, you can use it in nested macros. The script above can be corrected as:
Obviously, replacing the loading of a variable with a constant will make the code faster if a macro is executed numerous times because the symbol will only be looked once by DEREF. This is particularly useful for MACROMAPPERs which can be executed millions of times. Suppose for instance you want to create a mapper in your macro repository which translates all the latitudes and longitudes:
In that case, the
dlon are replaced by constants when executing
DEREF, so that will save some loading afterward.
Another nice use of the
DEREF function is to replace the use of
TEMPLATE when used with
REXEC. If you want to create a script to be sent to another Warp 10 instance containing local parameters, you would usually do this:
While this works well, you don’t have any syntax highlighting and auto-completion in WarpStudio and VSCode because your script is a simple string.
REXEC also accepts macros, so you can take advantage of that, plus
DEREF to have local variable substitution, syntax highlighting, and auto-completion:
In WarpScript, using variables is done through the
LOAD functions. The
$myvariable syntax is usually preferred over
'myvariable' LOAD for readability.
Several ways are available to speed up the use of variables or make the code more readable. The first one is early binding with the
!$myvariable syntax. It makes the definition of constant easy and efficient.
If your code relies heavily on variables, which is usually a good thing because it makes your code more readable, you can easily optimize it with registers. Instead of writing yourself the register logic, you can use the
ASREGS functions which translate your code using variables to registers. There are several catches, however, so make sure to save the context and use
ASREGS on the top-level macro.
Finally, you can directly replace a variable with a constant in a macro with the
DEREF function. This can speed up your code and make a macro compatible with
It is time to go back to the basics. The FETCH function allows you to extract your data from Warp 10 in different manners.
In this blog post, we review the essential frameworks available in WarpScript. They simplify greatly usual time series processing.