Tuesday, December 18, 2007

Declarative and Object Oriented programming

One of the main objectives for ShapeLogic is to make a good hybrid of Declarative programming and Object Oriented programming. This is not specific to computer vision, but is a general problem. This is a daunting task, and many people have tried and the state of the art still leaves a lot to be desired.

I have started to work on the first release of ShapeLogic with an external rule based engine, I have not worked through all the problems yet. I think that this is a case of evolutionary programming where you have to try out and approach, not knowing if it will lead to anything useful. Hopefully I will have ShapeLogic 0.9 ready pretty soon.

I think that the key is to keep it simple and keep the syntax easy to work with. Let me just give my 2 cents on a few project that combined Declarative programming and Object Oriented programming.

Approaches that impressed me

Prova is a Java Prolog hybrid. I was very impressed by the simplicity and how well it managed to integrate queries with normal database access. Unfortunately I do not think that Prolog is applicable to the approach to computer vision, that I am pursuing in ShapeLogic now.

List Comprehension in Python and Haskell. It is somewhat limited, but it is very convenient to work with.

Microsoft LINQ, I think that it is great that you can use the same simple syntax to query databases, XML and collections.

Hibernate and ORM tools: While I do not think that the dust has settled yet as to how feasible they are for production system with large databases. I think they are very promising. This was the reason that I included Hibernate in ShapeLogic, despite it not being used much yet.

Promising approaches that I found hard to work with

Drools: An open source RETE engine for the Java JVM. It comes with a lot of cool features, but I thought that the example program setting a rule up to calculate Fibonacci numbers was too complicated.

OWL: Works with XML / RDF. It is a standard. It comes with good open source tools, but it just seems too heavy weight for my purpose.

-Sami Badawi

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