Proposed by Chow Zheng Wei (profile, biography) Don't forget to submit this proposal to official Google Melange site too!
Abstract
This project aims to implement a fast and intelligent search engine in Smalltalk to answer relevant categories, classes, methods, source code, comments and global variables to queries made by the programmer. The search engine consists of two main components: indexing and searching. Ranking is done using the Google Page Rank method but specialized for the Smalltalk programming language. A single browser to unify all searching needs within Smalltalk will be made.
Demo on Search Indexing of Smalltalk image videos:
Search Indexing of Smalltalk Image Part 1
Search Indexing of Smalltalk Image Part 2
Search Indexing of Smalltalk Image Part 3
How will I do that project?
- I will contact the project mentors everyday for at least 15 minutes to ensure everything goes according to the timeline or better. We will use Skype to talk and share screens. My aim is: It all comes down to “doing whatever it takes” to implement the search engine. I feel very motivated for this project because of my past work with the mentors.
- Each time I have a new idea or concept, I will start it with a small area. This is to ensure that the idea can work smoothly when it goes big. Also, this will save a lot of time when we are debugging the code. Smalltalk is very good for debugging of live code.
- I will spend sufficient time on research phase and write down clear specifications of a feature before jumping right into code development because I believe this will greatly reduce the time spent on re-writing the specs and again re-developing the code since the specifications have changed.
- Tackling stuck - it is normal to get stuck while programming. The following are my little strategies to tackle with stuck. If it is a small stuck I will motivate myself to solve it, bigger stuck, and I will seek help from forums. If it is a conceptually level stuck, which means I-don't-even-know-what-to-ask type of stuck, I will consult my mentor. Besides, I will actively participate in forums to widen my understandings, and to help out fellow Smalltalk programmers.
What methodologies will I use?
An information retrieval system (IR) or search engine consists of two main components:
A) Indexing
1) The Smalltalk categories, classes, methods, source codes, comments and global variables will be indexed. Given a search term, the relevant categories, classes, etc. can be found quickly.
2) To present the results more intelligently, the Google Page Rank Algorithm will be applied to the method index and source code index to define the popularity of the code. The formula is
PR(A) = (1-d) + d( PR(T1)/C(T1) + ... + PR(Tn)/C(Tn) )
Where:
PR() = Page Rank of
d = damping factor
A = an implementor of a selector
T1 = a sender of selector A. There are n of them.
C = number of method sends in the sender method T.
By applying this formula, it actually describes the popularity of the method. As the number of senders increases, the importance of the method increases as well. The PageRank will be saved inside the method index and source code index.
B) Searching
1) The implementation of the search engine will be started on single term query. Words that used frequently such as self, nil, super and true will be filtered out to improve the speed of the search.
2) An Information Retrieval System Score which is also known as IR-Score, is a numeric score computed by the search engine. The IR-score is computed based on how well each objects in the database (index) match the query. The IR-score for now is computed based on the frequency weight of the query inside the method or source code.
3) The results will be listed in order of the Final Rank. The Final Rank will be the combination of IR-score and PageRank of the results.
4) For multiple term queries, by comparing the position vector between the queries inside the method or source code, a position vector weight will be computed. As the position of the queries are closer, the position vector weight increases. This position vector weight will then be added into the IR-score.
Suggested timeline and milestones
- May 21 – June17: Begin to develop the indexing, and PageRank of Smalltalk Image with the help from mentors and ESUG forum. The indexing and PageRank will be started with smaller size of the class to ensure that the concept is correct. As the size of the Smalltalk Image is large, this requires around 3~4 weeks to research and develop the indexing and PageRank code on the Smalltalk image.
- June11 – July 15: Begin to code for the IR-score computation on single term query. Then, the IR-score will be combined with the PageRank.
- July 15 – July 22: Implement multiple term queries into the search engine.
- July 23 – August 13: Fixing Bugs and writing documentation.
This timeline can be changed according to progress and mentors suggestions.
Where I see the risks
a) It is possible that the indexing duration might take very long time.
b) If every time a new code is added into the image, the updating duration might be time consuming.
c) The number of iterative computation of PageRank for each method in order to obtain accurate PageRank is still an unknown for Smalltalk Image.
How the results will look like
Three videos on the draft of the search engine have been made and below are the links:
The video in Part 1 and 2 explain the brief algorithm on ranking the results. The algorithm will be improved later on. Part 3 of the video explains the functionality of the buttons in the search engine.
Here are some brief descriptions on the search engine including a screenshot:
a) System categories, classes, selectors, codes, comments and global variables will be indexed and ranked according to the relevancy.
b) A GUI of the search engine will be developed to display the results above. Figure 1 shows the draft GUI of the search engine.
![](data:image/png;base64,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)
Figure 1: Draft GUI of the search engine
For more information, please visits the 3 links provided earlier.
|