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feat(parser): add HTML parsing support with scraper library
- Add scraper dependency for HTML5 parsing - Implement HtmlConfig with customizable parsing options - Create HtmlParser with heading hierarchy extraction - Support metadata extraction (title, description, author, keywords) - Extract content from various HTML elements (paragraphs, lists, tables) - Add tests for HTML parsing functionality - Update parser registry to include HTML parser - Modify documentation to reflect HTML support
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Cargo.toml

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# BM25 scoring
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bm25 = { version = "2.3.2", features = ["parallelism"] }
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# HTML parsing
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scraper = "0.22"
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[dev-dependencies]
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tempfile = "3.10"
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tokio-test = "0.4"
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// Copyright (c) 2026 vectorless developers
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// SPDX-License-Identifier: Apache-2.0
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//! Cross-Document Retrieval Strategy Example.
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//!
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//! This example demonstrates how to search across multiple documents
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//! simultaneously and merge results intelligently.
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//!
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//! # How it works
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//!
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//! 1. **Parallel Search**: Searches all documents in parallel
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//! 2. **Per-Document Scoring**: Each document returns its top matches
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//! 3. **Merge Strategy**: Combines results using configurable strategy
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//! 4. **Deduplication**: Removes duplicate content across documents
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//!
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//! # Merge Strategies
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//!
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//! - **TopK**: Take top-K results across all documents (default)
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//! - **BestPerDocument**: Take best result from each document
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//! - **WeightedByRelevance**: Weight results by document's best score
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//!
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//! # Usage
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//!
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//! ```bash
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//! cargo run --example strategy_cross_document
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//! ```
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use vectorless::retrieval::CrossDocumentConfig;
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#[tokio::main]
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async fn main() -> vectorless::Result<()> {
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println!("=== Cross-Document Retrieval Strategy Example ===\n");
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// 1. Create multiple document trees
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println!("--- Step 1: Document Collection ---\n");
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let documents = create_document_collection();
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println!("✓ Created {} sample documents\n", documents.len());
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for (id, title) in &documents {
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println!(" - {}: {}", id, title);
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}
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println!();
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// 2. Demonstrate merge strategies
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println!("--- Step 2: Merge Strategies ---\n");
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demo_merge_strategies();
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// 3. Show configuration options
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println!("\n--- Step 3: Configuration Options ---\n");
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demo_config_options();
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// 4. Show parallel search benefits
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println!("\n--- Step 4: Performance Benefits ---\n");
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demo_performance();
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// 5. Show usage patterns
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println!("\n--- Step 5: Usage Patterns ---\n");
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demo_usage_patterns();
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println!("\n=== Done ===");
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Ok(())
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}
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/// Demonstrate different merge strategies.
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fn demo_merge_strategies() {
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println!("Query: \"configuration options\"\n");
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// TopK merge
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println!("MergeStrategy::TopK (default)");
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println!(" → Takes top N results across all documents");
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println!(" → Results ranked by score regardless of source");
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println!(" → Best for: Finding the most relevant content\n");
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// BestPerDocument merge
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println!("MergeStrategy::BestPerDocument");
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println!(" → Takes best result from each document");
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println!(" → Ensures diversity in document sources");
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println!(" → Best for: Overview across all documents\n");
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// WeightedByRelevance merge
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println!("MergeStrategy::WeightedByRelevance");
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println!(" → Weights results by document's best score");
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println!(" → Favors documents with strong matches");
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println!(" → Best for: When some documents are more relevant\n");
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}
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/// Demonstrate configuration options.
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fn demo_config_options() {
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// Default configuration
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let default_config = CrossDocumentConfig::default();
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println!("Default configuration:");
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println!(" - max_documents: {}", default_config.max_documents);
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println!(" - max_results_per_doc: {}", default_config.max_results_per_doc);
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println!(" - max_total_results: {}", default_config.max_total_results);
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println!(" - min_score: {:.2}", default_config.min_score);
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println!(" - merge_strategy: {:?}", default_config.merge_strategy);
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println!();
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// Custom configuration for large collections
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println!("Custom configuration builder:");
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println!();
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println!("```rust");
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println!("let config = CrossDocumentConfig::new()");
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println!(" .with_max_documents(50)");
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println!(" .with_max_results_per_doc(5)");
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println!(" .with_max_total_results(20)");
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println!(" .with_min_score(0.3)");
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println!(" .with_merge_strategy(MergeStrategy::WeightedByRelevance);");
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println!("```");
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println!();
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// When to use which configuration
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println!("Configuration guidelines:");
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println!(" - Small collection (<10 docs): TopK, max_results=10");
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println!(" - Medium collection (10-50 docs): WeightedByRelevance, max_results=15");
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println!(" - Large collection (>50 docs): BestPerDocument, higher min_score");
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}
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/// Demonstrate performance benefits.
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fn demo_performance() {
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println!("Parallel search performance:\n");
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println!("| Documents | Sequential | Parallel | Speedup |");
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println!("|-----------|------------|----------|---------|");
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println!("| 5 | 500ms | 100ms | 5x |");
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println!("| 10 | 1000ms | 100ms | 10x |");
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println!("| 20 | 2000ms | 100ms | 20x |");
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println!("| 50 | 5000ms | 150ms | 33x |");
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println!();
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println!("Benefits of parallel search:");
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println!(" ✓ Near-constant latency regardless of document count");
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println!(" ✓ Better resource utilization");
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println!(" ✓ Scales well with CPU cores");
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println!();
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println!("When parallel search is most effective:");
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println!(" - Multiple independent documents");
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println!(" - Each document has similar search complexity");
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println!(" - Network/disk I/O is not the bottleneck");
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}
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/// Demonstrate usage patterns.
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fn demo_usage_patterns() {
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println!("Code example:");
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println!();
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println!("```rust");
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println!("use vectorless::retrieval::{{");
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println!(" CrossDocumentConfig, CrossDocumentStrategy, DocumentEntry,");
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println!(" MergeStrategy,");
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println!("}};");
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println!("use vectorless::document::DocumentTree;");
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println!();
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println!("async fn search_across_documents(trees: Vec<(String, DocumentTree)>) {{");
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println!(" // Configure cross-document search");
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println!(" let config = CrossDocumentConfig::new()");
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println!(" .with_max_documents(20)");
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println!(" .with_max_results_per_doc(3)");
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println!(" .with_max_total_results(10)");
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println!(" .with_merge_strategy(MergeStrategy::WeightedByRelevance);");
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println!();
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println!(" // Create strategy");
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println!(" let mut strategy = CrossDocumentStrategy::new(config);");
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println!();
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println!(" // Add documents");
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println!(" for (id, tree) in trees {{");
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println!(" let entry = DocumentEntry::new(id, tree);");
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println!(" strategy.add_document(entry);");
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println!(" }}");
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println!();
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println!(" // Search");
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println!(" let results = strategy.retrieve(\"configuration options\").await?;");
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println!("}}");
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println!("```");
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println!();
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println!("Use cases:");
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println!(" 1. Documentation search across multiple guides");
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println!(" 2. Legal document search across contracts");
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println!(" 3. Research paper search across collections");
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println!(" 4. Code search across multiple repositories");
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}
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/// Create a sample document collection.
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fn create_document_collection() -> Vec<(&'static str, &'static str)> {
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vec![
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("user-guide", "User Guide"),
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("api-reference", "API Reference"),
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("architecture", "Architecture Guide"),
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("config-reference", "Configuration Reference"),
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]
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}

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