I am writing an in-house application that holds several pieces of text information as well as a number of pieces of data about these pieces of text. These pieces of data will be held within a database (SQL Server, although this could change) in order of entry.
I'd like to be able to search for the most relevant of these pieces of information, with the most relevant of these to be at the top. I originally looked into using SQL Server Full-Text Search but it's not as flexible for my other needs as I had hoped so it seems that I'll need to develop my own solution to this.
From what I understand what is needed is an inverted index, then for the contents of said inverted index to be restored and modified based on the results of the additional information held (although for now this can be left for a later date as I just want the inverted index to index the main text from the database table/strings provided).
I've had a crack at writing this code in Java using a Hashtable with the key as the words and the value as a list of the occurrences of the word but in all honesty I'm still rather new at C# and have only really used things like DataSets and DataTables when handling information. If requested I'll upload the Java code soon once I've cleared this laptop of viruses.
If given a set of entries from a table or from a List of Strings, how could one create an inverted index in C# that will preferably save into a DataSet/DataTable?
EDIT: I forgot to mention that I have already tried Lucene and Nutch, but require my own solution as modifying Lucene to meet my needs would take far longer than writing an inverted index. I'll be handling a lot of meta-data that'll also need handling once the basic inverted index is completed, so all I require for now is a basic full-text search on one area using the inverted index. Finally, working on an inverted index isn't something I get to do every day so it'd be great to have a crack at it.
The inverted index is typically stored on the disk and is loaded on a dynamic basis depending on the query... e.g. if the query is "stack overflow", you hit on the individual lists corresponding to the terms 'stack' and 'overflow'...
An inverted index is an index data structure storing a mapping from content, such as words or numbers, to its locations in a document or a set of documents. In simple words, it is a hashmap like data structure that directs you from a word to a document or a web page.
This type of index is called an inverted index, namely because it is an inversion of the forward index.
Here's a rough overview of an approach I've used successfully in C# in the past:
struct WordInfo
{
public int position;
public int fieldID;
}
Dictionary<string,List<WordInfo>> invertedIndex=new Dictionary<string,List<WordInfo>>();
public void BuildIndex()
{
foreach (int fieldID in GetDatabaseFieldIDS())
{
string textField=GetDatabaseTextFieldForID(fieldID);
string word;
int position=0;
while(GetNextWord(textField,out word,ref position)==true)
{
WordInfo wi=new WordInfo();
if (invertedIndex.TryGetValue(word,out wi)==false)
{
invertedIndex.Add(word,new List<WordInfo>());
}
wi.Position=position;
wi.fieldID=fieldID;
invertedIndex[word].Add(wi);
}
}
}
Notes:
GetNextWord() iterates through the field and returns the next word and position. To implement it look at using string.IndexOf() and char character type checking methods (IsAlpha etc).
GetDatabaseTextFieldForID() and GetDatabaseFieldIDS() are self explanatory, implement as required.
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