Saturday, 16 May 2020

Understanding python closure

Background

In the last couple of posts, we saw how we can pass multiple arguments in Python functions and what are generators in Python. Next, I want to explain what decorators are in python. Decorator is a very powerful feature of python but in order to explain it, we need to understand closure in Python. You must have heard of Javascript closures, these are kind of similar. We will see this in detail now

Understanding python closure

Python closures are related to nested functions. Consider the following example:

def print_func(text):
    text_to_print = text
    
    def printer():
        print(text_to_print)
        
    return printer

print_function_reference = print_func("Hello World!")
print(print_function_reference)
print_function_reference()


What happens when you execute the above piece of code? It prints:
<function print_func.<locals>.printer at 0x7f21b16d1950>
Hello World!

So what's happening here?
We have defined a function called print_func which takes in a string argument which we like to print. Then this method returns a reference new method called printer() and when you invoke this method(reference) you see your value is printed.

But wait a second? I am good with the part where I get a reference of printer method as seen in output but when I invoke it how does it get the value of text_to_print? It does not seem to be in printer methods scope.
>> This is exactly what we call closure.

A couple of other pointers before we go to the definition of closure:

  • printer() function is called a nested function
  • A nested function has read-only access to variables defined in the outer scope. 'text_to_print' in this case.
  • Such variables are called "non-local" variables.
  • Everything in python is an object with set of attributes. Yes, even a function. They all have some common attributes like "__doc__".
So, Closure is a function object that is used to access variables from enclosing scope, even though they are not present in the memory(out of scope). Eg. 'text_to_print' in this case.

They are used to invoke functions not in scope. Eg. printer() in the above case. The scope for printer() function is inside print_func() function yet we can invoke it from outside.

NOTE: You can try deleting print_func() and then invoke print_function_reference(). It will still work, even though its closing function is deleted.


When and Why to use Closures?

As you can see closure helps with data hiding. You don't need to define global variables. That's exactly the primary use case of closures.

They are used in callbacks and decorators. We will have a detailed post on decorators (stay tuned!).

Typically when you have a few methods you can go with closure. However, if you have multiple methods you are better off with a class.

You can also see closure contents as follows:




Related Links

How to add code Syntax highlighting to your blogger blog?

Background

If you own a technical blog or a website you generally need to add code to illustrate your examples. In such cases highlighting the code becomes essential. You would have seen the code syntax highlighting in this blog itself.




In this post, I will show you how you can achieve this.


How to add code Syntax highlighting to your blogger blog?

For code syntax highlighting we will use SyntaxHighlighter. I will specifically tell you how to add this to your blogger blog.


  • Open your blogger blog dashboard
  • Go to Theme
  • Click on 3 dots beside "My theme" and click on  "Edit HTML"








  • In the panel which opens and shows some HTML code search and go to the line with </head> tag. This is where your head tag ends. We need to add some include CSS and js files here along with some custom javascript.
  • Inside the head tag (Just before </head> add following code)

    <!-- Syntax Highlighter START -->
    <link href="http://alexgorbatchev.com/pub/sh/current/styles/shCore.css" rel="stylesheet" type="text/css"></link>
    <link href="http://alexgorbatchev.com/pub/sh/current/styles/shThemeDefault.css" rel="stylesheet" type="text/css"></link>
    <script src="http://alexgorbatchev.com/pub/sh/current/scripts/shCore.js" type="text/javascript">
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushAS3.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushBash.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushColdFusion.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushCSharp.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushCpp.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushCss.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushDelphi.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushDiff.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushErlang.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushGroovy.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushJScript.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushJava.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushJavaFX.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushPerl.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushPhp.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushPlain.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushPowerShell.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushPython.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushRuby.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushScala.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushSql.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushVb.js' type='text/javascript'/>
    <script src='http://alexgorbatchev.com/pub/sh/current/scripts/shBrushXml.js' type='text/javascript'/>
    <script language='javascript' type='text/javascript'>
    SyntaxHighlighter.config.bloggerMode = true;
    SyntaxHighlighter.all();
    </script>
    
    

  • Once done save the file and reload blog.


  • Now if you want any highlighting you can use the corresponding class in <pre> tag. Eg for Java you can do
    <pre class="brush:java">This will be highlighted</pre>
  • Instead of Java you can have other languages as well. Choices are: cpp, c, c++, c#, c-sharp, csharp, css, delphi, pascal, java, js, jscript, javascript, php, py, python, rb, ruby, rails, ror, sql, vb, vb.net, xml, html, xhtml, xslt. You can see the latest list of supported languages.
  • You can only add js files for brushes you need (See optimization below)

Optimizations

This is the good part! We would not call ourselves programmers if we did not have an optimization part :)


  • You can see above there are a bunch of js files added in the head tag. You might not need all and each page load with load these external JS code which can slow loading if your blog. So Add only those JS files which you need. In fact, if you see the screenshot above I have used just the Java brush JS. I just use the same for all types of codes.


  • If you do not want the code highlighting to work for your homepage (Just for the the posts you write), you can add all above code inside the following tags:

    <b:if cond='data:blog.pageType == "item"'>
    </b:if>
    
    
  • Lastly, you would have also noticed the link base path for JS and CSS files are different in my code that what I originally provided. That's because I have used the CDN path(https://cdnjs.com/libraries/SyntaxHighlighter). This is done primarily for 2 things:
    • First, it allows highlighting to work even on https. By default with the above code loading your blog site with https protocol will not show highlighting. That's because your include scripts are HTTP and not supported for https.
    • Secondly, if the HTTP links are down you are screwed. CDN caches the scripts and cs files. So you can always rely on it (rely is is a strong word but it's better than those HTTP links :) )

Configuration


  • Another thing you might have noticed is the change of theme file I have used. The original set of code I proposed uses a default theme shThemeDefault.css but I have changed this to use shThemeEmacs.css. You can use whichever theme you like - Just include the corresponding theme CSS file (and remove the default one).  Some of the available themes are: shThemeRDark, shThemeMidnight, shThemeMDUltra, shThemeFadeToGrey, shThemeEmacs, shThemeEclipse, shThemeDjango, shThemeDefault, shCoreRDark, shCoreMidnight, shCoreMDUltra, shCoreFadeToGrey, shCoreEmacs, shCoreEclipse, shCoreDjango, shCoreDefault



  • I already mentioned you should only include and use the JS files corresponding to language brushed you intent to use. This will reduce your page load time. You can also use the "b:if" tag I mentioned above so that these scripts load for your blog posts.

You can already see this blog using all of these customizations. Feel free to comment if you need any help. Thanks.

Related Links



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