Implement Reverse Indexing in C++
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We need to implement a reverse indexing system in C++ to optimize document retrieval and improve the search efficiency in our search engine. Reverse indexing will allow us to associate each word with a list of documents or pages where it appears, facilitating keyword-based search.
Tasks:
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Define the Data Structure:
Use an efficient structure to store the index (e.g., std::unordered_map or std::map), where the key is a word and the value is a list of documents/pages. -
Document Parsing:
Implement a function to process documents or web pages, tokenizing them into words and populating the reverse index.
Remove punctuation and normalize the text to lowercase. -
Update the Index:
Implement logic to update the index as new documents are added or removed. -
Search Query:
Implement a function that, given a word, returns the corresponding documents/pages using the reverse index. -
Testing:
Create unit tests to ensure that the index works correctly and that queries return the expected results.
Test with different dataset sizes to evaluate performance.
Requirements:
- Familiarity with STL data structures (maps and lists).
- Basic knowledge of string manipulation and text processing in C++.
References:
- Explanation of Inverted Index
- Guide to Text Processing in C++