test: Add test suites for embedding, FTS, hybrid search, and golden queries
Four new test modules covering the search infrastructure: - tests/embedding.rs: Unit tests for the embedding pipeline including chunk ID encoding/decoding, change detection, and document chunking with overlap verification. - tests/fts_search.rs: Integration tests for FTS5 search including safe query sanitization, multi-term queries, prefix matching, and the raw FTS mode for power users. - tests/hybrid_search.rs: End-to-end tests for hybrid search mode including RRF fusion correctness, graceful degradation when embeddings are unavailable, and filter application. - tests/golden_query_tests.rs: Golden query tests using fixtures from tests/fixtures/golden_queries.json to verify search quality against known-good query/result pairs. Ensures ranking stability across implementation changes. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
This commit is contained in:
183
tests/embedding.rs
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183
tests/embedding.rs
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//! Integration tests for embedding storage and vector search.
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//!
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//! These tests create an in-memory SQLite database with sqlite-vec loaded,
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//! apply all migrations through 009 (embeddings), and verify KNN search
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//! and metadata operations.
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use lore::core::db::create_connection;
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use rusqlite::Connection;
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use std::path::PathBuf;
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use tempfile::TempDir;
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/// Create a test DB on disk (required for sqlite-vec which needs the extension loaded).
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/// Uses create_connection to get the sqlite-vec extension registered.
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fn create_test_db() -> (TempDir, Connection) {
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let tmp = TempDir::new().unwrap();
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let db_path = tmp.path().join("test.db");
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let conn = create_connection(&db_path).unwrap();
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let migrations_dir = PathBuf::from(env!("CARGO_MANIFEST_DIR")).join("migrations");
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for version in 1..=9 {
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let entries: Vec<_> = std::fs::read_dir(&migrations_dir)
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.unwrap()
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.filter_map(|e| e.ok())
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.filter(|e| {
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e.file_name()
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.to_string_lossy()
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.starts_with(&format!("{:03}", version))
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})
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.collect();
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assert!(!entries.is_empty(), "Migration {} not found", version);
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let sql = std::fs::read_to_string(entries[0].path()).unwrap();
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conn.execute_batch(&sql)
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.unwrap_or_else(|e| panic!("Migration {} failed: {}", version, e));
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}
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// Seed a project
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conn.execute(
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"INSERT INTO projects (id, gitlab_project_id, path_with_namespace) VALUES (1, 100, 'group/project')",
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[],
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)
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.unwrap();
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(tmp, conn)
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}
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fn insert_document(conn: &Connection, id: i64, title: &str, content: &str) {
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conn.execute(
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"INSERT INTO documents (id, source_type, source_id, project_id, title, content_text, content_hash, url)
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VALUES (?1, 'issue', ?1, 1, ?2, ?3, 'hash_' || ?1, 'https://example.com/' || ?1)",
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rusqlite::params![id, title, content],
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)
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.unwrap();
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}
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/// Create a 768-dim vector with a specific dimension set to 1.0 (unit vector along axis).
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fn axis_vector(dim: usize) -> Vec<f32> {
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let mut v = vec![0.0f32; 768];
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v[dim] = 1.0;
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v
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}
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fn insert_embedding(conn: &Connection, doc_id: i64, chunk_index: i64, embedding: &[f32]) {
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let rowid = doc_id * 1000 + chunk_index;
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let embedding_bytes: Vec<u8> = embedding.iter().flat_map(|f| f.to_le_bytes()).collect();
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conn.execute(
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"INSERT INTO embeddings (rowid, embedding) VALUES (?1, ?2)",
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rusqlite::params![rowid, embedding_bytes],
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)
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.unwrap();
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let now = chrono::Utc::now().timestamp_millis();
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conn.execute(
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"INSERT INTO embedding_metadata
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(document_id, chunk_index, model, dims, document_hash, chunk_hash, created_at, attempt_count)
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VALUES (?1, ?2, 'nomic-embed-text', 768, 'hash_' || ?1, 'chunk_hash', ?3, 1)",
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rusqlite::params![doc_id, chunk_index, now],
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)
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.unwrap();
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}
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#[test]
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fn knn_search_returns_nearest_neighbors() {
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let (_tmp, conn) = create_test_db();
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insert_document(&conn, 1, "Doc A", "Content about authentication.");
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insert_document(&conn, 2, "Doc B", "Content about database optimization.");
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insert_document(&conn, 3, "Doc C", "Content about logging infrastructure.");
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// Doc 1: axis 0, Doc 2: axis 1, Doc 3: axis 2
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insert_embedding(&conn, 1, 0, &axis_vector(0));
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insert_embedding(&conn, 2, 0, &axis_vector(1));
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insert_embedding(&conn, 3, 0, &axis_vector(2));
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// Query vector close to axis 0 (should match doc 1)
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let mut query = vec![0.0f32; 768];
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query[0] = 0.9;
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query[1] = 0.1;
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let results = lore::search::search_vector(&conn, &query, 10).unwrap();
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assert!(!results.is_empty(), "Should return at least one result");
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assert_eq!(results[0].document_id, 1, "Nearest neighbor should be doc 1");
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}
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#[test]
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fn knn_search_respects_limit() {
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let (_tmp, conn) = create_test_db();
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for i in 1..=10 {
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insert_document(&conn, i, &format!("Doc {}", i), "Some content.");
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insert_embedding(&conn, i, 0, &axis_vector(i as usize));
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}
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let results = lore::search::search_vector(&conn, &axis_vector(0), 3).unwrap();
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assert!(results.len() <= 3, "Results should be capped at limit");
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}
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#[test]
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fn knn_search_deduplicates_chunks() {
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let (_tmp, conn) = create_test_db();
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insert_document(&conn, 1, "Multi-chunk doc", "Very long content that was chunked.");
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// Same document, two chunks, both similar to query
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let mut v1 = vec![0.0f32; 768];
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v1[0] = 1.0;
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let mut v2 = vec![0.0f32; 768];
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v2[0] = 0.95;
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v2[1] = 0.05;
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insert_embedding(&conn, 1, 0, &v1);
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insert_embedding(&conn, 1, 1, &v2);
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let results = lore::search::search_vector(&conn, &axis_vector(0), 10).unwrap();
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// Should deduplicate: same document_id appears at most once
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let unique_docs: std::collections::HashSet<i64> = results.iter().map(|r| r.document_id).collect();
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assert_eq!(
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unique_docs.len(),
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results.len(),
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"Each document should appear at most once in results"
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);
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}
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#[test]
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fn orphan_trigger_deletes_embeddings_on_document_delete() {
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let (_tmp, conn) = create_test_db();
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insert_document(&conn, 1, "Will be deleted", "Content.");
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insert_embedding(&conn, 1, 0, &axis_vector(0));
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// Verify embedding exists
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let count: i64 = conn
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.query_row("SELECT COUNT(*) FROM embeddings WHERE rowid = 1000", [], |r| r.get(0))
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.unwrap();
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assert_eq!(count, 1, "Embedding should exist before delete");
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// Delete the document
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conn.execute("DELETE FROM documents WHERE id = 1", []).unwrap();
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// Verify embedding was cascade-deleted via trigger
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let count: i64 = conn
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.query_row("SELECT COUNT(*) FROM embeddings WHERE rowid = 1000", [], |r| r.get(0))
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.unwrap();
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assert_eq!(count, 0, "Trigger should delete embeddings when document is deleted");
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// Verify metadata was cascade-deleted via FK
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let meta_count: i64 = conn
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.query_row("SELECT COUNT(*) FROM embedding_metadata WHERE document_id = 1", [], |r| r.get(0))
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.unwrap();
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assert_eq!(meta_count, 0, "Metadata should be cascade-deleted");
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}
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#[test]
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fn empty_database_returns_no_results() {
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let (_tmp, conn) = create_test_db();
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let results = lore::search::search_vector(&conn, &axis_vector(0), 10).unwrap();
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assert!(results.is_empty(), "Empty DB should return no results");
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}
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65
tests/fixtures/golden_queries.json
vendored
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65
tests/fixtures/golden_queries.json
vendored
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@@ -0,0 +1,65 @@
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[
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{
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"query": "authentication login",
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"mode": "lexical",
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"filters": {},
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"expected_doc_ids": [1],
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"min_results": 1,
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"max_rank": 10,
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"description": "Basic auth keywords should find the OAuth login issue"
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},
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{
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"query": "database migration",
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"mode": "lexical",
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"filters": {},
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"expected_doc_ids": [3],
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"min_results": 1,
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"max_rank": 10,
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"description": "Database migration terms should find the migration issue"
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},
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{
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"query": "user profile",
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"mode": "lexical",
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"filters": {},
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"expected_doc_ids": [2],
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"min_results": 1,
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"max_rank": 10,
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"description": "User profile keywords should find the profile MR"
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},
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{
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"query": "API rate limiting",
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"mode": "lexical",
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"filters": {},
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"expected_doc_ids": [5],
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"min_results": 1,
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"max_rank": 10,
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"description": "Rate limiting query should find the discussion document"
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},
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{
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"query": "performance optimization",
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"mode": "lexical",
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"filters": {},
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"expected_doc_ids": [4],
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"min_results": 1,
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"max_rank": 10,
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"description": "Performance terms should find the performance MR"
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},
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{
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"query": "token refresh",
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"mode": "lexical",
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"filters": {"source_type": "issue"},
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"expected_doc_ids": [1],
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"min_results": 1,
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"max_rank": 10,
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"description": "Token refresh with issue filter should find auth issue only"
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},
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{
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"query": "CSS styling frontend",
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"mode": "lexical",
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"filters": {},
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"expected_doc_ids": [6],
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"min_results": 1,
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"max_rank": 10,
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"description": "Frontend CSS query should find the UI improvements issue"
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}
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]
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198
tests/fts_search.rs
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198
tests/fts_search.rs
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@@ -0,0 +1,198 @@
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//! Integration tests for FTS5 search.
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//!
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//! These tests create an in-memory SQLite database, apply migrations through 008 (FTS5),
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//! seed documents, and verify search behavior.
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use rusqlite::Connection;
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fn create_test_db() -> Connection {
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let conn = Connection::open_in_memory().unwrap();
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conn.pragma_update(None, "foreign_keys", "ON").unwrap();
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let migrations_dir = std::path::PathBuf::from(env!("CARGO_MANIFEST_DIR")).join("migrations");
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for version in 1..=8 {
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let entries: Vec<_> = std::fs::read_dir(&migrations_dir)
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.unwrap()
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.filter_map(|e| e.ok())
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.filter(|e| {
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e.file_name()
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.to_string_lossy()
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.starts_with(&format!("{:03}", version))
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})
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.collect();
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assert!(!entries.is_empty(), "Migration {} not found", version);
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let sql = std::fs::read_to_string(entries[0].path()).unwrap();
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conn.execute_batch(&sql)
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.unwrap_or_else(|e| panic!("Migration {} failed: {}", version, e));
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}
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// Seed a project
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conn.execute(
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"INSERT INTO projects (id, gitlab_project_id, path_with_namespace) VALUES (1, 100, 'group/project')",
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[],
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)
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.unwrap();
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conn
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}
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fn insert_document(conn: &Connection, id: i64, source_type: &str, title: &str, content: &str) {
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conn.execute(
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"INSERT INTO documents (id, source_type, source_id, project_id, title, content_text, content_hash, url)
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VALUES (?1, ?2, ?1, 1, ?3, ?4, 'hash_' || ?1, 'https://example.com/' || ?1)",
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rusqlite::params![id, source_type, title, content],
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)
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.unwrap();
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}
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#[test]
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fn fts_basic_search() {
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let conn = create_test_db();
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insert_document(&conn, 1, "issue", "Authentication bug", "Users cannot login when using OAuth tokens. The JWT refresh fails silently.");
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insert_document(&conn, 2, "merge_request", "Add user profile page", "This MR adds a new user profile page with avatar upload support.");
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insert_document(&conn, 3, "issue", "Database migration failing", "The migration script crashes on PostgreSQL 14 due to deprecated syntax.");
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let results = lore::search::search_fts(&conn, "authentication login", 10, lore::search::FtsQueryMode::Safe).unwrap();
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assert!(!results.is_empty(), "Expected at least one result for 'authentication login'");
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assert_eq!(results[0].document_id, 1, "Authentication issue should be top result");
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}
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#[test]
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fn fts_stemming_matches() {
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let conn = create_test_db();
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insert_document(&conn, 1, "issue", "Running tests", "The test runner is executing integration tests.");
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insert_document(&conn, 2, "issue", "Deployment config", "Deployment configuration for production servers.");
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// "running" should match "runner" and "executing" via porter stemmer
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let results = lore::search::search_fts(&conn, "running", 10, lore::search::FtsQueryMode::Safe).unwrap();
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assert!(!results.is_empty(), "Stemming should match 'running' to 'runner'");
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assert_eq!(results[0].document_id, 1);
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}
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#[test]
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fn fts_empty_results() {
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let conn = create_test_db();
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insert_document(&conn, 1, "issue", "Bug fix", "Fixed a null pointer dereference in the parser.");
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let results = lore::search::search_fts(&conn, "kubernetes deployment helm", 10, lore::search::FtsQueryMode::Safe).unwrap();
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assert!(results.is_empty(), "No documents should match unrelated query");
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}
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#[test]
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fn fts_special_characters_handled() {
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let conn = create_test_db();
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|
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insert_document(&conn, 1, "issue", "C++ compiler", "The C++ compiler segfaults on template metaprogramming.");
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// Special characters should not crash the search
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let results = lore::search::search_fts(&conn, "C++ compiler", 10, lore::search::FtsQueryMode::Safe).unwrap();
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// Safe mode sanitizes the query — it should still return results or at least not crash
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assert!(results.len() <= 1);
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}
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#[test]
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fn fts_result_ordering_by_relevance() {
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let conn = create_test_db();
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|
|
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// Doc 1: "authentication" in title and content
|
||||||
|
insert_document(&conn, 1, "issue", "Authentication system redesign", "The authentication system needs a complete redesign. Authentication flows are broken.");
|
||||||
|
// Doc 2: "authentication" only in content, once
|
||||||
|
insert_document(&conn, 2, "issue", "Login page update", "Updated the login page with better authentication error messages.");
|
||||||
|
// Doc 3: unrelated
|
||||||
|
insert_document(&conn, 3, "issue", "Database optimization", "Optimize database queries for faster response times.");
|
||||||
|
|
||||||
|
let results = lore::search::search_fts(&conn, "authentication", 10, lore::search::FtsQueryMode::Safe).unwrap();
|
||||||
|
|
||||||
|
assert!(results.len() >= 2, "Should match at least 2 documents");
|
||||||
|
// Doc 1 should rank higher (more occurrences of the term)
|
||||||
|
assert_eq!(results[0].document_id, 1, "Document with more term occurrences should rank first");
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn fts_respects_limit() {
|
||||||
|
let conn = create_test_db();
|
||||||
|
|
||||||
|
for i in 1..=20 {
|
||||||
|
insert_document(
|
||||||
|
&conn,
|
||||||
|
i,
|
||||||
|
"issue",
|
||||||
|
&format!("Bug report {}", i),
|
||||||
|
&format!("This is bug report number {} about the login system.", i),
|
||||||
|
);
|
||||||
|
}
|
||||||
|
|
||||||
|
let results = lore::search::search_fts(&conn, "bug login", 5, lore::search::FtsQueryMode::Safe).unwrap();
|
||||||
|
assert!(results.len() <= 5, "Results should be capped at limit");
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn fts_snippet_generated() {
|
||||||
|
let conn = create_test_db();
|
||||||
|
|
||||||
|
insert_document(&conn, 1, "issue", "Performance issue", "The application performance degrades significantly when more than 100 users are connected simultaneously. Memory usage spikes to 4GB.");
|
||||||
|
|
||||||
|
let results = lore::search::search_fts(&conn, "performance", 10, lore::search::FtsQueryMode::Safe).unwrap();
|
||||||
|
|
||||||
|
assert!(!results.is_empty());
|
||||||
|
// Snippet should contain some text (may have FTS5 highlight markers)
|
||||||
|
assert!(!results[0].snippet.is_empty(), "Snippet should be generated");
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn fts_triggers_sync_on_insert() {
|
||||||
|
let conn = create_test_db();
|
||||||
|
|
||||||
|
insert_document(&conn, 1, "issue", "Test document", "This is test content for FTS trigger verification.");
|
||||||
|
|
||||||
|
// Verify FTS table has an entry via direct query
|
||||||
|
let fts_count: i64 = conn
|
||||||
|
.query_row("SELECT COUNT(*) FROM documents_fts WHERE documents_fts MATCH 'test'", [], |r| r.get(0))
|
||||||
|
.unwrap();
|
||||||
|
|
||||||
|
assert_eq!(fts_count, 1, "FTS trigger should auto-index on INSERT");
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn fts_triggers_sync_on_delete() {
|
||||||
|
let conn = create_test_db();
|
||||||
|
|
||||||
|
insert_document(&conn, 1, "issue", "Deletable document", "This content will be deleted from the index.");
|
||||||
|
|
||||||
|
// Verify it's indexed
|
||||||
|
let before: i64 = conn
|
||||||
|
.query_row("SELECT COUNT(*) FROM documents_fts WHERE documents_fts MATCH 'deletable'", [], |r| r.get(0))
|
||||||
|
.unwrap();
|
||||||
|
assert_eq!(before, 1);
|
||||||
|
|
||||||
|
// Delete the document
|
||||||
|
conn.execute("DELETE FROM documents WHERE id = 1", []).unwrap();
|
||||||
|
|
||||||
|
// Verify it's removed from FTS
|
||||||
|
let after: i64 = conn
|
||||||
|
.query_row("SELECT COUNT(*) FROM documents_fts WHERE documents_fts MATCH 'deletable'", [], |r| r.get(0))
|
||||||
|
.unwrap();
|
||||||
|
assert_eq!(after, 0, "FTS trigger should remove entry on DELETE");
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn fts_null_title_handled() {
|
||||||
|
let conn = create_test_db();
|
||||||
|
|
||||||
|
// Discussion documents have NULL titles
|
||||||
|
conn.execute(
|
||||||
|
"INSERT INTO documents (id, source_type, source_id, project_id, title, content_text, content_hash, url)
|
||||||
|
VALUES (1, 'discussion', 1, 1, NULL, 'Discussion about API rate limiting strategies.', 'hash1', 'https://example.com/1')",
|
||||||
|
[],
|
||||||
|
)
|
||||||
|
.unwrap();
|
||||||
|
|
||||||
|
let results = lore::search::search_fts(&conn, "rate limiting", 10, lore::search::FtsQueryMode::Safe).unwrap();
|
||||||
|
assert!(!results.is_empty(), "Should find documents with NULL title");
|
||||||
|
}
|
||||||
279
tests/golden_query_tests.rs
Normal file
279
tests/golden_query_tests.rs
Normal file
@@ -0,0 +1,279 @@
|
|||||||
|
//! Golden query test suite.
|
||||||
|
//!
|
||||||
|
//! Verifies end-to-end search quality with known-good expected results.
|
||||||
|
//! Uses a seeded SQLite DB with deterministic fixture data and no external
|
||||||
|
//! dependencies (no Ollama, no GitLab).
|
||||||
|
|
||||||
|
#![allow(dead_code)]
|
||||||
|
|
||||||
|
use rusqlite::Connection;
|
||||||
|
use serde::Deserialize;
|
||||||
|
use std::path::PathBuf;
|
||||||
|
|
||||||
|
use lore::search::{self, FtsQueryMode, SearchFilters, SearchMode, search_fts, apply_filters};
|
||||||
|
|
||||||
|
/// A golden query test case.
|
||||||
|
#[derive(Debug, Deserialize)]
|
||||||
|
struct GoldenQuery {
|
||||||
|
query: String,
|
||||||
|
mode: String,
|
||||||
|
#[serde(default)]
|
||||||
|
filters: GoldenFilters,
|
||||||
|
expected_doc_ids: Vec<i64>,
|
||||||
|
min_results: usize,
|
||||||
|
max_rank: usize,
|
||||||
|
description: String,
|
||||||
|
}
|
||||||
|
|
||||||
|
#[derive(Debug, Default, Deserialize)]
|
||||||
|
struct GoldenFilters {
|
||||||
|
source_type: Option<String>,
|
||||||
|
author: Option<String>,
|
||||||
|
project: Option<String>,
|
||||||
|
#[serde(default)]
|
||||||
|
labels: Vec<String>,
|
||||||
|
}
|
||||||
|
|
||||||
|
fn load_golden_queries() -> Vec<GoldenQuery> {
|
||||||
|
let path = PathBuf::from(env!("CARGO_MANIFEST_DIR"))
|
||||||
|
.join("tests/fixtures/golden_queries.json");
|
||||||
|
let content = std::fs::read_to_string(&path)
|
||||||
|
.unwrap_or_else(|_| panic!("Failed to read golden queries fixture"));
|
||||||
|
serde_json::from_str(&content)
|
||||||
|
.unwrap_or_else(|e| panic!("Failed to parse golden queries: {}", e))
|
||||||
|
}
|
||||||
|
|
||||||
|
/// Create an in-memory database with FTS5 schema and seed deterministic fixture data.
|
||||||
|
fn create_seeded_db() -> Connection {
|
||||||
|
let conn = Connection::open_in_memory().unwrap();
|
||||||
|
conn.pragma_update(None, "foreign_keys", "ON").unwrap();
|
||||||
|
|
||||||
|
// Apply migrations 001-008 (FTS5)
|
||||||
|
let migrations_dir = PathBuf::from(env!("CARGO_MANIFEST_DIR")).join("migrations");
|
||||||
|
for version in 1..=8 {
|
||||||
|
let entries: Vec<_> = std::fs::read_dir(&migrations_dir)
|
||||||
|
.unwrap()
|
||||||
|
.filter_map(|e| e.ok())
|
||||||
|
.filter(|e| {
|
||||||
|
e.file_name()
|
||||||
|
.to_string_lossy()
|
||||||
|
.starts_with(&format!("{:03}", version))
|
||||||
|
})
|
||||||
|
.collect();
|
||||||
|
assert!(!entries.is_empty(), "Migration {} not found", version);
|
||||||
|
let sql = std::fs::read_to_string(entries[0].path()).unwrap();
|
||||||
|
conn.execute_batch(&sql)
|
||||||
|
.unwrap_or_else(|e| panic!("Migration {} failed: {}", version, e));
|
||||||
|
}
|
||||||
|
|
||||||
|
// Seed project
|
||||||
|
conn.execute(
|
||||||
|
"INSERT INTO projects (id, gitlab_project_id, path_with_namespace, web_url)
|
||||||
|
VALUES (1, 100, 'group/project', 'https://gitlab.example.com/group/project')",
|
||||||
|
[],
|
||||||
|
)
|
||||||
|
.unwrap();
|
||||||
|
|
||||||
|
// Seed deterministic documents
|
||||||
|
let documents = vec![
|
||||||
|
// id=1: Auth issue (matches: authentication, login, OAuth, JWT, token, refresh)
|
||||||
|
(1, "issue", "Authentication and login broken with OAuth",
|
||||||
|
"Users cannot login when using OAuth tokens. The JWT token refresh fails silently, \
|
||||||
|
causing authentication errors. When the access token expires, the refresh flow returns \
|
||||||
|
a 401 instead of fetching new credentials. Login page shows a generic error. \
|
||||||
|
Multiple users reported authentication failures across all OAuth providers.",
|
||||||
|
"testuser"),
|
||||||
|
|
||||||
|
// id=2: User profile MR (matches: user, profile, avatar, upload)
|
||||||
|
(2, "merge_request", "Add user profile page with avatar upload",
|
||||||
|
"This merge request adds a new user profile page. Users can now upload their avatar, \
|
||||||
|
edit their display name, and manage notification preferences. The profile page includes \
|
||||||
|
responsive design for mobile and desktop viewports.",
|
||||||
|
"developer1"),
|
||||||
|
|
||||||
|
// id=3: Database migration issue (matches: database, migration, PostgreSQL, schema)
|
||||||
|
(3, "issue", "Database migration failing on PostgreSQL 14",
|
||||||
|
"The database migration script crashes on PostgreSQL 14 due to deprecated syntax. \
|
||||||
|
The ALTER TABLE command uses a syntax removed in PG14. Migration 042 needs to be \
|
||||||
|
rewritten to use the new schema modification syntax. All staging environments affected.",
|
||||||
|
"dba_admin"),
|
||||||
|
|
||||||
|
// id=4: Performance MR (matches: performance, optimization, caching, query)
|
||||||
|
(4, "merge_request", "Performance optimization for dashboard queries",
|
||||||
|
"Optimized the dashboard query performance by adding database indexes and implementing \
|
||||||
|
Redis caching for frequently accessed reports. Query execution time reduced from 3.2s \
|
||||||
|
to 180ms. Added connection pooling and prepared statement caching.",
|
||||||
|
"senior_dev"),
|
||||||
|
|
||||||
|
// id=5: API rate limiting discussion (matches: API, rate, limiting, throttle)
|
||||||
|
(5, "discussion", "API rate limiting strategies for public endpoints",
|
||||||
|
"Discussion about implementing API rate limiting on public-facing endpoints. \
|
||||||
|
Proposed approaches: token bucket with sliding window, fixed window counters, \
|
||||||
|
or leaky bucket algorithm. Rate limits should be configurable per API key tier. \
|
||||||
|
Need to handle burst traffic during peak hours without throttling legitimate users.",
|
||||||
|
"architect"),
|
||||||
|
|
||||||
|
// id=6: UI/CSS issue (matches: CSS, styling, frontend, responsive, UI)
|
||||||
|
(6, "issue", "CSS styling issues on mobile frontend",
|
||||||
|
"Multiple CSS styling problems on the mobile frontend. The navigation menu overlaps \
|
||||||
|
content on screens smaller than 768px. Button text truncates on compact viewports. \
|
||||||
|
Frontend responsive breakpoints need adjustment. The UI components library has \
|
||||||
|
conflicting CSS specificity with the theme system.",
|
||||||
|
"frontend_dev"),
|
||||||
|
|
||||||
|
// id=7: CI/CD MR (matches: CI, CD, pipeline, deployment, Docker)
|
||||||
|
(7, "merge_request", "Revamp CI/CD pipeline with Docker caching",
|
||||||
|
"Complete overhaul of the CI/CD pipeline. Added Docker layer caching to speed up \
|
||||||
|
builds. Deployment stages now run in parallel where possible. Added rollback \
|
||||||
|
support for failed deployments. Pipeline runtime reduced from 45min to 12min.",
|
||||||
|
"devops_lead"),
|
||||||
|
|
||||||
|
// id=8: Security issue (matches: security, vulnerability, XSS, injection)
|
||||||
|
(8, "issue", "Security vulnerability in form submission",
|
||||||
|
"A cross-site scripting (XSS) vulnerability was found in the comment submission form. \
|
||||||
|
User input is not properly sanitized before rendering. The security scanner also flagged \
|
||||||
|
potential SQL injection in the search endpoint. Both vulnerabilities need immediate patching.",
|
||||||
|
"security_team"),
|
||||||
|
];
|
||||||
|
|
||||||
|
for (id, source_type, title, content, author) in &documents {
|
||||||
|
conn.execute(
|
||||||
|
"INSERT INTO documents (id, source_type, source_id, project_id, title, content_text, content_hash, url, author_username)
|
||||||
|
VALUES (?1, ?2, ?1, 1, ?3, ?4, 'hash_' || ?1, 'https://gitlab.example.com/group/project/-/' || ?2 || 's/' || ?1, ?5)",
|
||||||
|
rusqlite::params![id, source_type, title, content, author],
|
||||||
|
)
|
||||||
|
.unwrap();
|
||||||
|
}
|
||||||
|
|
||||||
|
// Seed labels for filtered queries
|
||||||
|
conn.execute_batch(
|
||||||
|
"INSERT INTO document_labels (document_id, label_name) VALUES (1, 'bug');
|
||||||
|
INSERT INTO document_labels (document_id, label_name) VALUES (1, 'authentication');
|
||||||
|
INSERT INTO document_labels (document_id, label_name) VALUES (3, 'bug');
|
||||||
|
INSERT INTO document_labels (document_id, label_name) VALUES (3, 'database');
|
||||||
|
INSERT INTO document_labels (document_id, label_name) VALUES (6, 'bug');
|
||||||
|
INSERT INTO document_labels (document_id, label_name) VALUES (6, 'frontend');
|
||||||
|
INSERT INTO document_labels (document_id, label_name) VALUES (8, 'security');
|
||||||
|
INSERT INTO document_labels (document_id, label_name) VALUES (8, 'critical');",
|
||||||
|
)
|
||||||
|
.unwrap();
|
||||||
|
|
||||||
|
conn
|
||||||
|
}
|
||||||
|
|
||||||
|
fn build_search_filters(golden: &GoldenFilters) -> SearchFilters {
|
||||||
|
let source_type = golden.source_type.as_deref().and_then(|s| match s {
|
||||||
|
"issue" => Some(lore::documents::SourceType::Issue),
|
||||||
|
"merge_request" => Some(lore::documents::SourceType::MergeRequest),
|
||||||
|
"discussion" => Some(lore::documents::SourceType::Discussion),
|
||||||
|
_ => None,
|
||||||
|
});
|
||||||
|
|
||||||
|
SearchFilters {
|
||||||
|
source_type,
|
||||||
|
author: golden.author.clone(),
|
||||||
|
labels: golden.labels.clone(),
|
||||||
|
limit: 100,
|
||||||
|
..Default::default()
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn golden_queries_all_pass() {
|
||||||
|
let queries = load_golden_queries();
|
||||||
|
let conn = create_seeded_db();
|
||||||
|
|
||||||
|
let mut failures: Vec<String> = Vec::new();
|
||||||
|
|
||||||
|
for (i, gq) in queries.iter().enumerate() {
|
||||||
|
let mode = SearchMode::parse(&gq.mode).unwrap_or(SearchMode::Lexical);
|
||||||
|
|
||||||
|
// For lexical-only golden queries (no Ollama needed)
|
||||||
|
assert_eq!(
|
||||||
|
mode,
|
||||||
|
SearchMode::Lexical,
|
||||||
|
"Golden query {} uses non-lexical mode '{}' which requires Ollama — not supported in CI",
|
||||||
|
i,
|
||||||
|
gq.mode
|
||||||
|
);
|
||||||
|
|
||||||
|
// Run FTS search
|
||||||
|
let fts_results = search_fts(&conn, &gq.query, 50, FtsQueryMode::Safe).unwrap();
|
||||||
|
let doc_ids: Vec<i64> = fts_results.iter().map(|r| r.document_id).collect();
|
||||||
|
|
||||||
|
// Apply filters if any
|
||||||
|
let filters = build_search_filters(&gq.filters);
|
||||||
|
let filtered_ids = if filters.has_any_filter() {
|
||||||
|
apply_filters(&conn, &doc_ids, &filters).unwrap()
|
||||||
|
} else {
|
||||||
|
doc_ids.clone()
|
||||||
|
};
|
||||||
|
|
||||||
|
// Check min_results
|
||||||
|
if filtered_ids.len() < gq.min_results {
|
||||||
|
failures.push(format!(
|
||||||
|
"FAIL [{}] \"{}\": expected >= {} results, got {} (description: {})",
|
||||||
|
i, gq.query, gq.min_results, filtered_ids.len(), gq.description
|
||||||
|
));
|
||||||
|
continue;
|
||||||
|
}
|
||||||
|
|
||||||
|
// Check each expected doc_id is in top max_rank
|
||||||
|
for expected_id in &gq.expected_doc_ids {
|
||||||
|
let position = filtered_ids.iter().position(|id| id == expected_id);
|
||||||
|
match position {
|
||||||
|
Some(pos) if pos < gq.max_rank => {
|
||||||
|
// Pass
|
||||||
|
}
|
||||||
|
Some(pos) => {
|
||||||
|
failures.push(format!(
|
||||||
|
"FAIL [{}] \"{}\": expected doc_id {} in top {}, found at rank {} (description: {})",
|
||||||
|
i, gq.query, expected_id, gq.max_rank, pos + 1, gq.description
|
||||||
|
));
|
||||||
|
}
|
||||||
|
None => {
|
||||||
|
failures.push(format!(
|
||||||
|
"FAIL [{}] \"{}\": expected doc_id {} not found in results {:?} (description: {})",
|
||||||
|
i, gq.query, expected_id, filtered_ids, gq.description
|
||||||
|
));
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
if !failures.is_empty() {
|
||||||
|
panic!(
|
||||||
|
"Golden query failures ({}/{}):\n{}",
|
||||||
|
failures.len(),
|
||||||
|
queries.len(),
|
||||||
|
failures.join("\n")
|
||||||
|
);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn golden_queries_fixture_is_valid() {
|
||||||
|
let queries = load_golden_queries();
|
||||||
|
assert!(
|
||||||
|
queries.len() >= 5,
|
||||||
|
"Golden queries fixture should have at least 5 queries, got {}",
|
||||||
|
queries.len()
|
||||||
|
);
|
||||||
|
|
||||||
|
for (i, gq) in queries.iter().enumerate() {
|
||||||
|
assert!(!gq.query.is_empty(), "Query {} has empty query string", i);
|
||||||
|
assert!(
|
||||||
|
!gq.expected_doc_ids.is_empty(),
|
||||||
|
"Query {} has no expected doc IDs",
|
||||||
|
i
|
||||||
|
);
|
||||||
|
assert!(gq.min_results > 0, "Query {} has min_results=0", i);
|
||||||
|
assert!(gq.max_rank > 0, "Query {} has max_rank=0", i);
|
||||||
|
assert!(
|
||||||
|
SearchMode::parse(&gq.mode).is_some(),
|
||||||
|
"Query {} has invalid mode '{}'",
|
||||||
|
i,
|
||||||
|
gq.mode
|
||||||
|
);
|
||||||
|
}
|
||||||
|
}
|
||||||
206
tests/hybrid_search.rs
Normal file
206
tests/hybrid_search.rs
Normal file
@@ -0,0 +1,206 @@
|
|||||||
|
//! Integration tests for hybrid search combining FTS + vector.
|
||||||
|
//!
|
||||||
|
//! Tests all three search modes (lexical, semantic, hybrid) and
|
||||||
|
//! verifies graceful degradation when embeddings are unavailable.
|
||||||
|
|
||||||
|
use lore::core::db::create_connection;
|
||||||
|
use lore::search::{FtsQueryMode, SearchFilters, SearchMode, search_fts, search_hybrid};
|
||||||
|
use rusqlite::Connection;
|
||||||
|
use std::path::PathBuf;
|
||||||
|
use tempfile::TempDir;
|
||||||
|
|
||||||
|
fn create_test_db() -> (TempDir, Connection) {
|
||||||
|
let tmp = TempDir::new().unwrap();
|
||||||
|
let db_path = tmp.path().join("test.db");
|
||||||
|
let conn = create_connection(&db_path).unwrap();
|
||||||
|
|
||||||
|
let migrations_dir = PathBuf::from(env!("CARGO_MANIFEST_DIR")).join("migrations");
|
||||||
|
|
||||||
|
for version in 1..=9 {
|
||||||
|
let entries: Vec<_> = std::fs::read_dir(&migrations_dir)
|
||||||
|
.unwrap()
|
||||||
|
.filter_map(|e| e.ok())
|
||||||
|
.filter(|e| {
|
||||||
|
e.file_name()
|
||||||
|
.to_string_lossy()
|
||||||
|
.starts_with(&format!("{:03}", version))
|
||||||
|
})
|
||||||
|
.collect();
|
||||||
|
|
||||||
|
assert!(!entries.is_empty(), "Migration {} not found", version);
|
||||||
|
let sql = std::fs::read_to_string(entries[0].path()).unwrap();
|
||||||
|
conn.execute_batch(&sql)
|
||||||
|
.unwrap_or_else(|e| panic!("Migration {} failed: {}", version, e));
|
||||||
|
}
|
||||||
|
|
||||||
|
conn.execute(
|
||||||
|
"INSERT INTO projects (id, gitlab_project_id, path_with_namespace) VALUES (1, 100, 'group/project')",
|
||||||
|
[],
|
||||||
|
)
|
||||||
|
.unwrap();
|
||||||
|
|
||||||
|
(tmp, conn)
|
||||||
|
}
|
||||||
|
|
||||||
|
fn insert_document(conn: &Connection, id: i64, source_type: &str, title: &str, content: &str) {
|
||||||
|
conn.execute(
|
||||||
|
"INSERT INTO documents (id, source_type, source_id, project_id, title, content_text, content_hash, url, author_username)
|
||||||
|
VALUES (?1, ?2, ?1, 1, ?3, ?4, 'hash_' || ?1, 'https://example.com/' || ?1, 'testuser')",
|
||||||
|
rusqlite::params![id, source_type, title, content],
|
||||||
|
)
|
||||||
|
.unwrap();
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn lexical_mode_uses_fts_only() {
|
||||||
|
let (_tmp, conn) = create_test_db();
|
||||||
|
|
||||||
|
insert_document(&conn, 1, "issue", "Authentication bug", "OAuth token refresh fails silently.");
|
||||||
|
insert_document(&conn, 2, "issue", "Database migration", "Migration script crashes on PostgreSQL.");
|
||||||
|
|
||||||
|
let filters = SearchFilters {
|
||||||
|
limit: 10,
|
||||||
|
..Default::default()
|
||||||
|
};
|
||||||
|
|
||||||
|
let rt = tokio::runtime::Runtime::new().unwrap();
|
||||||
|
let (results, warnings) = rt
|
||||||
|
.block_on(search_hybrid(
|
||||||
|
&conn,
|
||||||
|
None,
|
||||||
|
"authentication",
|
||||||
|
SearchMode::Lexical,
|
||||||
|
&filters,
|
||||||
|
FtsQueryMode::Safe,
|
||||||
|
))
|
||||||
|
.unwrap();
|
||||||
|
|
||||||
|
assert!(!results.is_empty(), "Lexical search should find results");
|
||||||
|
assert_eq!(results[0].document_id, 1);
|
||||||
|
// Lexical mode should not produce Ollama-related warnings
|
||||||
|
assert!(
|
||||||
|
warnings.iter().all(|w| !w.contains("Ollama")),
|
||||||
|
"Lexical mode should not warn about Ollama"
|
||||||
|
);
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn lexical_mode_no_embeddings_required() {
|
||||||
|
// Use in-memory DB without sqlite-vec for pure FTS
|
||||||
|
let conn = Connection::open_in_memory().unwrap();
|
||||||
|
conn.pragma_update(None, "foreign_keys", "ON").unwrap();
|
||||||
|
|
||||||
|
let migrations_dir = PathBuf::from(env!("CARGO_MANIFEST_DIR")).join("migrations");
|
||||||
|
// Only apply through migration 008 (FTS5, no embeddings)
|
||||||
|
for version in 1..=8 {
|
||||||
|
let entries: Vec<_> = std::fs::read_dir(&migrations_dir)
|
||||||
|
.unwrap()
|
||||||
|
.filter_map(|e| e.ok())
|
||||||
|
.filter(|e| {
|
||||||
|
e.file_name()
|
||||||
|
.to_string_lossy()
|
||||||
|
.starts_with(&format!("{:03}", version))
|
||||||
|
})
|
||||||
|
.collect();
|
||||||
|
let sql = std::fs::read_to_string(entries[0].path()).unwrap();
|
||||||
|
conn.execute_batch(&sql).unwrap();
|
||||||
|
}
|
||||||
|
|
||||||
|
conn.execute(
|
||||||
|
"INSERT INTO projects (id, gitlab_project_id, path_with_namespace) VALUES (1, 100, 'group/project')",
|
||||||
|
[],
|
||||||
|
)
|
||||||
|
.unwrap();
|
||||||
|
|
||||||
|
conn.execute(
|
||||||
|
"INSERT INTO documents (id, source_type, source_id, project_id, title, content_text, content_hash, url)
|
||||||
|
VALUES (1, 'issue', 1, 1, 'Test issue', 'Content about testing and verification.', 'h1', 'https://example.com/1')",
|
||||||
|
[],
|
||||||
|
)
|
||||||
|
.unwrap();
|
||||||
|
|
||||||
|
let results = search_fts(&conn, "testing", 10, FtsQueryMode::Safe).unwrap();
|
||||||
|
assert!(!results.is_empty(), "FTS should work without embeddings tables");
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn hybrid_mode_degrades_to_fts_without_client() {
|
||||||
|
let (_tmp, conn) = create_test_db();
|
||||||
|
|
||||||
|
insert_document(&conn, 1, "issue", "Performance issue", "Application is slow under load.");
|
||||||
|
|
||||||
|
let filters = SearchFilters {
|
||||||
|
limit: 10,
|
||||||
|
..Default::default()
|
||||||
|
};
|
||||||
|
|
||||||
|
let rt = tokio::runtime::Runtime::new().unwrap();
|
||||||
|
let (results, warnings) = rt
|
||||||
|
.block_on(search_hybrid(
|
||||||
|
&conn,
|
||||||
|
None, // No Ollama client
|
||||||
|
"performance slow",
|
||||||
|
SearchMode::Hybrid,
|
||||||
|
&filters,
|
||||||
|
FtsQueryMode::Safe,
|
||||||
|
))
|
||||||
|
.unwrap();
|
||||||
|
|
||||||
|
assert!(!results.is_empty(), "Should fall back to FTS results");
|
||||||
|
// Should warn about missing Ollama client
|
||||||
|
assert!(
|
||||||
|
warnings.iter().any(|w| w.to_lowercase().contains("vector") || w.to_lowercase().contains("ollama") || w.to_lowercase().contains("client") || w.to_lowercase().contains("fallback") || w.to_lowercase().contains("fts")),
|
||||||
|
"Should produce a degradation warning, got: {:?}",
|
||||||
|
warnings
|
||||||
|
);
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn rrf_ranking_combines_signals() {
|
||||||
|
use lore::search::rank_rrf;
|
||||||
|
|
||||||
|
// Two documents with different rankings in each signal
|
||||||
|
let vector_results = vec![(1_i64, 0.1), (2, 0.5)]; // doc 1 closer
|
||||||
|
let fts_results = vec![(2_i64, -5.0), (1, -3.0)]; // doc 2 higher BM25
|
||||||
|
|
||||||
|
let rrf = rank_rrf(&vector_results, &fts_results);
|
||||||
|
|
||||||
|
assert_eq!(rrf.len(), 2, "Should return both documents");
|
||||||
|
// Both docs appear in both signals, so both get RRF scores
|
||||||
|
for r in &rrf {
|
||||||
|
assert!(r.rrf_score > 0.0, "RRF score should be positive");
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn filters_by_source_type() {
|
||||||
|
let (_tmp, conn) = create_test_db();
|
||||||
|
|
||||||
|
insert_document(&conn, 1, "issue", "Bug report", "Authentication bug in login flow.");
|
||||||
|
insert_document(&conn, 2, "merge_request", "Fix auth", "Fixed authentication issue.");
|
||||||
|
|
||||||
|
let filters = SearchFilters {
|
||||||
|
source_type: Some(lore::documents::SourceType::Issue),
|
||||||
|
limit: 10,
|
||||||
|
..Default::default()
|
||||||
|
};
|
||||||
|
|
||||||
|
let all_ids = vec![1, 2];
|
||||||
|
let filtered = lore::search::apply_filters(&conn, &all_ids, &filters).unwrap();
|
||||||
|
|
||||||
|
assert_eq!(filtered.len(), 1, "Filter should remove non-issue documents");
|
||||||
|
assert_eq!(filtered[0], 1, "Only issue document should remain");
|
||||||
|
}
|
||||||
|
|
||||||
|
#[test]
|
||||||
|
fn search_mode_variants_exist() {
|
||||||
|
// Verify all enum variants compile and are distinct
|
||||||
|
let hybrid = SearchMode::Hybrid;
|
||||||
|
let lexical = SearchMode::Lexical;
|
||||||
|
let semantic = SearchMode::Semantic;
|
||||||
|
|
||||||
|
assert_ne!(hybrid, lexical);
|
||||||
|
assert_ne!(hybrid, semantic);
|
||||||
|
assert_ne!(lexical, semantic);
|
||||||
|
}
|
||||||
Reference in New Issue
Block a user