Twisted features a decorator named inlineCallbacks which allows you to work with deferreds without writing callback functions.

This is done by writing your code as generators, which yield deferreds instead of attaching callbacks.

Consider the following function written in the traditional deferred style:

using inlineCallbacks, we can write this as:

from twisted.internet.defer import inlineCallbacks

Instead of calling addCallback on the deferred returned by redis.Connection, we yield it. this causes Twisted to return the deferred‘s result to us.

Though the inlineCallbacks looks like synchronous code, which blocks while waiting for the request to finish, each yield statement allows other code to run while waiting for the deferred being yielded to fire.

inlineCallbacks become even more powerful when dealing with complex control flow and error handling.


txredis is a non-blocking client for the redis database, written in Python. It uses twisted for the asynchronous communication with redis.


Now to check if txredis is properly installed or not goto python prompt and import txredis :

Example :

Using redis-cli, add list of user’s in redis-server with hmset :

hmset, set key to value within hash name for each corresponding key and value from the mapping dict.

Now, using python twisted get user’s :

Above code do connection with redis-server.

Here, rediscreator.connectTCP return defer and register appropriate method in addCallback, addErrback

Here, define callback function onRedisConnect and errRedisConnect.

Here, hget return the value of key within the hase name and return defer

Here, define callback function onSuccess and onFailur and log the appropriate result.

It give output 123, it is correspond to user abc

How Implement Multiservice in Twisted.

Multiservice module is service collection provided by twisted, which is useful for creating a new service and combines with two or more existing services.

The major tools that manages Twisted application is a command line utility called twistd. twistd is a cross-platform, and is the recommended tool for running twisted applications.

The core component of the Twisted Application infrastructure is the

object. which represents your application. Application acts as a container of any “Services” that your application provides. This will be done through Services.

Services manages application that can be started and stopped. In Application object can contain many services, or can even hierarchies of Services using “Multiservice” or your own custom IServiceCollection implementations.

Multiservice Implementaion:

To use multiserivce, which implements IService. For this, import internet and service module.


Example :

To run, Save above code in a file as serviceexample.tac . Here, “tac ” file is regular python file. Twisted application infrastructure, protocol implementations live in a module, services, using those protocols are registered in a Twisted Application Configuration(TAC) file and the reactor and configuration are managed by an external utility.

Here, I use multiservice functionality from service. agentservice create object of multiservice. Then add services using add service method. In service, you can add web servers, FTP servers and SSH clients. After this, set application name and pass application to serviceparent method.

now, add service on port 8082 as :

add another service same as above on port 8083 as:

To run serviceexample.tac file using twistd program, use command twistd -y serviceexample.tac -n. After this, open browser and enter url localhost:8082 and localhost:8083. You can see result on web page and both TCP servers are active.

Asynchronous DB Operations in Twisted

Twisted is an asynchronous networking framework. Other Database API Implementations have blocking interfaces.

For this reason, twisted.enterprise.adbapi was created. It is a non-blocking interface,which allows you to access a number of different RDBMSes.

General Method to access DB API.

1 ) Create a Connection with db.

2) create a cursor.

3) do a query.

Cursor blocks to response in asynchronous framework. Those delays are unacceptable when using an asynchronous framework such as Twisted.
To Overcome blocking interface, twisted provides asynchronous wrapper for db module such as twisted.enterprise.adbapi

Database Connection using adbapi API.

To use adbapi, we import dependencies as below

1) Connect Database using adbapi.ConnectionPool

Here, We do not need to import dbmodule directly.
dbmodule.connect are passed as extra arguments to adbapi.ConnectionPool’s Constructor.

2) Run Database Query

Here, I used ‘%s’ paramstyle for mysql. if you use another database module, you need to use compatible paramstyle. for more, use DB-API specification.

Twisted doesn’t attempt to offer any sort of magic parameter munging – runQuery(query,params,…) maps directly onto cursor.execute(query,params,…).

This query returns Deferred, which allows arbitrary callbacks to be called upon completion (or failure).

Demo : Select, Insert and Update query in Database.

Here, I have used MySQLdb api, agentdata as a database name, root as a user, 123456 as a password.
Also, I have created select, insert and update query for select, insert and update operation respectively.
runQuery method returns deferred. For this, add callback and error back to handle success and failure respectively.

How to write port-forwarding program using Twisted

Recently I was faced with an issue where a long running process is listening on loop back IP ( on port 8080 on one of our servers and client programs on other machines are trying to access it on server’s local IP  We ended up at this situation when we have updated server configuration and restarted the server program and forgot to change IP binding info in config file from loop back to local IP. Server got busy with it’s work, with lots of customer’s connections already, by the time we have discovered that some services of  server are not accessible to client programs on other machines. So, the dummy’s guide to fixing it by changing config and restarting the server program is not an option as we can’t risk to disconnect existing customers. So, hot patching is the only option until we can restart the program at next scheduled down time.

I could have fixed this in couple of ways either by adding few lines to iptables configuration or by writing simple socket program in python. The task is to forward data coming in on local IP port 8080 to loop back IP ( port 8080 and send replies back to source address. Forwarding one socket data to other socket is pretty trivial using Python’s socket library and Twisted made it even more trivial, so I went with the following solution using Twisted.

That’s it. Now, all I needed to do is to run this program by the following command

This simple program is made possible by the heavy lifting done by twisted library. Interested folks can look under hood at twisted’s module.

Sending emails asynchronously using Twisted – Part 2

In Part 1 of article, we saw how to send blocking emails using ‘smtplib’ module & non-blocking emails using Twisted framework. In this part, we will see how to send asynchronous emails to multiple recipients using Twisted

  • Sending multiple emails

    Refer following script.This script sends emails to given recipients asynchronously. Here we have used twisted.internet.defer.DeferredList API. This API is very useful in some scenarios. Suppose you have to finish multiple task asynchronously and then you have to finish one final task. For examples, your program is connected to 4 different clients & and before shutting it down, you have to make sure that all connections are closed properly. In such cases, DeferredList API is used. Create deferrands of each task & make their list. Pass this list to ‘DeferredList‘ API which will return you another deferrand. This final deferrand will be fired when all deferrands in list will be fired.

  • Sending multiple emails using coiterator

    Though above script runs fine, there is one problem. Here, recipients number is very small. But suppose you have to send emails to millions recipients then will this code work ?. Refer function ‘send_multiple_emails’.

    Here we have used ‘for’ loop which is blocking. So until this ‘for’ loop is iterated, program will not move to next line of code. For 3 recipients iteration will not take much time however for millions of recipients, it will not work.
    So lets modify our code to work like generators.

    Here, we have used twisted.internet.task.coiterate API. This API iterates over iterator by dividing reactor runtime between all iterators. Thus we can send millions of emails asynchronously.

Sending emails asynchronously using Twisted – Part 1

  • Using ‘smtplib‘ module

It is very easy to send emails using ‘smtplib‘ module of python. Check following recipe.

But ‘smtplib’ module sends emails synchronously. So code execution is blocked until email is sent. To overcome this, lets try to send email asynchornously.

  • Using Twisted

For this tutorial we are going to use Twisted framework. Twisted is event-driven networking engine. It uses reactor-pattern. Twisted uses deferred objects to address waiting IOs. Deferred is more like subset of promises. Check following recipe to send asynchronously MIME message using Twisted.



How to implement Websocket server using Twisted.

HTTP is a request-response type one way protocol. For the web application where continuous data is to be send, websocket was introduced. Unlike HTTP, websocket provides full duplex communication. Websocket, which can be said as an upgraded version of HTTP, is standardized to be used over TCP like HTTP. In this article I will share my experience in implementing websocket with twisted, a framework of python for internet. If you are familiar with websocket, then you can skip to twisted.web or else below is a little introduction to websocket.


To initiate communication using websocket, a Handshake need to be done between client and server. This procedure is backward compatible to HTTP’s request – response structure. First the client sends a handshake request to the server which looks like:

Sending Upgrade header in request with value websocket will acknowledge server about websocket communication. Now if server supports websocket with specified sub-protocols (Sec-WebSocket-Protocol) and version (Sec-WebSocket-Version), it will send adequate response . Possible response could be:

In response, server will send 101 Switching Protocols code and Sec-WebSocket-Accept whose value is calculated using Sec-WebSocket-Key. you can find more information here. After a successful handshake, any of the peer can send data to each other which must be encoded in binary format described in websocket RFC. A high-level overview of the framing is given in the following figure.


websocket using twisted wire diagramAs in normal twisted.web server , at TCP level, we have HTTPChannel class (a child class of T.I.protocol.Protocol) and server.Site class (which is the child class of T.I.protocol.ServerFactory). Also a Resource instance needs to be passed to class, so that it can serve GET request.

Whenever a data is received, DataReceived method of HTTPChannel is invoked. Now if data starts with ‘GET’, allow the HTTPChannel handle it, which will invoke the render function of the root resource provided to Site class. Render will set 101 response code and will compute the websocket response key. During handshake do not send any raw data, because if handshake is successful this will be considered as framed binary data. Even if you want to send, frame it and send.

If data doesn’t start with ‘GET’, that means we can assume it is a binary encoded message. Now this message can be decoded using, which is a very simple data framing module following WebSocket specification. Data send to the client by server should be unmasked as per the websocket specification.

Below is code example of an echo websocket server.