215df1cdf3
- Add Formal Verification section to README and architecture docs - Document TLA+ specs for Raft, 2PC, MVCC, Replication - Add new BaraQL features: JSON path (->, ->>), FTS @@, CREATE INDEX USING FTS, RECOVER TO TIMESTAMP, UNION/INTERSECT/EXCEPT - Add OpenTelemetry tracing example to README - Update Quick Start to use nimble test/bench - Update EN and BG documentation
1.8 KiB
1.8 KiB
Full-Text Search Engine
Inverted index with BM25 and TF-IDF ranking for text search.
Usage
import barabadb/fts/engine
var idx = newInvertedIndex()
idx.addDocument(1, "Nim is a fast programming language")
idx.addDocument(2, "Python is popular for data science")
# BM25 search
let results = idx.search("programming language")
# TF-IDF search
let tfidf = idx.searchTfidf("programming language")
# Fuzzy search (typo tolerance)
let fuzzy = idx.fuzzySearch("programing", maxDistance = 2)
# Wildcard search
let wild = idx.regexSearch("prog*")
Ranking Methods
BM25
Best matching ranking algorithm:
let bm25 = idx.searchBM25("query terms")
TF-IDF
Term Frequency-Inverse Document Frequency:
let tfidf = idx.searchTfidf("query terms")
Search Features
| Feature | Description |
|---|---|
| Fuzzy search | Levenshtein distance tolerance |
| Wildcard | Prefix, suffix, and infix wildcards |
| Regex | Regular expression patterns |
| Phrase search | Exact phrase matching |
| Boolean | AND, OR, NOT operators |
SQL Interface
Full-text search is also available directly in BaraQL:
-- Create a table with text column
CREATE TABLE articles (id INT PRIMARY KEY, title TEXT, body TEXT);
-- Create an FTS index
CREATE INDEX idx_fts ON articles(body) USING FTS;
-- Search with the @@ operator (BM25 ranking)
SELECT * FROM articles WHERE body @@ 'machine learning';
-- Search with multiple terms
SELECT * FROM articles WHERE body @@ 'quick brown fox';
Multi-Language Support
import barabadb/fts/multilang
# Supported languages: EN, BG, DE, FR, RU
var tokenizer = newTokenizer("bg") # Bulgarian
let tokens = tokenizer.tokenize("Търсене в пълен текст")
Features per language:
- Tokenization
- Stop words
- Stemming
- Language detection