store.d.ts 39 KB

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  1. /**
  2. * QMD Store - Core data access and retrieval functions
  3. *
  4. * This module provides all database operations, search functions, and document
  5. * retrieval for QMD. It returns raw data structures that can be formatted by
  6. * CLI or MCP consumers.
  7. *
  8. * Usage:
  9. * const store = createStore("/path/to/db.sqlite");
  10. * // or use default path:
  11. * const store = createStore();
  12. */
  13. import type { Database } from "./db.js";
  14. import { LlamaCpp, formatQueryForEmbedding, formatDocForEmbedding, type ILLMSession } from "./llm.js";
  15. import type { NamedCollection, Collection, CollectionConfig } from "./collections.js";
  16. import { type EmbeddingProvider } from "./embedding/provider.js";
  17. export declare const DEFAULT_EMBED_MODEL = "embeddinggemma";
  18. export declare const DEFAULT_RERANK_MODEL = "ExpedientFalcon/qwen3-reranker:0.6b-q8_0";
  19. export declare const DEFAULT_QUERY_MODEL = "Qwen/Qwen3-1.7B";
  20. export declare const DEFAULT_GLOB = "**/*.md";
  21. export declare const DEFAULT_MULTI_GET_MAX_BYTES: number;
  22. export declare const DEFAULT_EMBED_MAX_DOCS_PER_BATCH = 64;
  23. export declare const DEFAULT_EMBED_MAX_BATCH_BYTES: number;
  24. export declare const CHUNK_SIZE_TOKENS = 900;
  25. export declare const CHUNK_OVERLAP_TOKENS: number;
  26. export declare const CHUNK_SIZE_CHARS: number;
  27. export declare const CHUNK_OVERLAP_CHARS: number;
  28. export declare const CHUNK_WINDOW_TOKENS = 200;
  29. export declare const CHUNK_WINDOW_CHARS: number;
  30. /**
  31. * A potential break point in the document with a base score indicating quality.
  32. */
  33. export interface BreakPoint {
  34. pos: number;
  35. score: number;
  36. type: string;
  37. }
  38. /**
  39. * A region where a code fence exists (between ``` markers).
  40. * We should never split inside a code fence.
  41. */
  42. export interface CodeFenceRegion {
  43. start: number;
  44. end: number;
  45. }
  46. /**
  47. * Patterns for detecting break points in markdown documents.
  48. * Higher scores indicate better places to split.
  49. * Scores are spread wide so headings decisively beat lower-quality breaks.
  50. * Order matters for scoring - more specific patterns first.
  51. */
  52. export declare const BREAK_PATTERNS: [RegExp, number, string][];
  53. /**
  54. * Scan text for all potential break points.
  55. * Returns sorted array of break points with higher-scoring patterns taking precedence
  56. * when multiple patterns match the same position.
  57. */
  58. export declare function scanBreakPoints(text: string): BreakPoint[];
  59. /**
  60. * Find all code fence regions in the text.
  61. * Code fences are delimited by ``` and we should never split inside them.
  62. */
  63. export declare function findCodeFences(text: string): CodeFenceRegion[];
  64. /**
  65. * Check if a position is inside a code fence region.
  66. */
  67. export declare function isInsideCodeFence(pos: number, fences: CodeFenceRegion[]): boolean;
  68. /**
  69. * Find the best cut position using scored break points with distance decay.
  70. *
  71. * Uses squared distance for gentler early decay - headings far back still win
  72. * over low-quality breaks near the target.
  73. *
  74. * @param breakPoints - Pre-scanned break points from scanBreakPoints()
  75. * @param targetCharPos - The ideal cut position (e.g., maxChars boundary)
  76. * @param windowChars - How far back to search for break points (default ~200 tokens)
  77. * @param decayFactor - How much to penalize distance (0.7 = 30% score at window edge)
  78. * @param codeFences - Code fence regions to avoid splitting inside
  79. * @returns The best position to cut at
  80. */
  81. export declare function findBestCutoff(breakPoints: BreakPoint[], targetCharPos: number, windowChars?: number, decayFactor?: number, codeFences?: CodeFenceRegion[]): number;
  82. export type ChunkStrategy = "auto" | "regex" | "function";
  83. /**
  84. * Merge two sets of break points (e.g. regex + AST), keeping the highest
  85. * score at each position. Result is sorted by position.
  86. */
  87. export declare function mergeBreakPoints(a: BreakPoint[], b: BreakPoint[]): BreakPoint[];
  88. /**
  89. * Core chunk algorithm that operates on precomputed break points and code fences.
  90. * This is the shared implementation used by both regex-only and AST-aware chunking.
  91. */
  92. export declare function chunkDocumentWithBreakPoints(content: string, breakPoints: BreakPoint[], codeFences: CodeFenceRegion[], maxChars?: number, overlapChars?: number, windowChars?: number): {
  93. text: string;
  94. pos: number;
  95. }[];
  96. export declare const STRONG_SIGNAL_MIN_SCORE = 0.85;
  97. export declare const STRONG_SIGNAL_MIN_GAP = 0.15;
  98. export declare const RERANK_CANDIDATE_LIMIT = 40;
  99. /**
  100. * A typed query expansion result. Decoupled from llm.ts internal Queryable —
  101. * same shape, but store.ts owns its own public API type.
  102. *
  103. * - lex: keyword variant → routes to FTS only
  104. * - vec: semantic variant → routes to vector only
  105. * - hyde: hypothetical document → routes to vector only
  106. */
  107. export type ExpandedQuery = {
  108. type: 'lex' | 'vec' | 'hyde';
  109. query: string;
  110. /** Optional line number for error reporting (CLI parser) */
  111. line?: number;
  112. };
  113. export declare function homedir(): string;
  114. /**
  115. * Check if a path is absolute.
  116. * Supports:
  117. * - Unix paths: /path/to/file
  118. * - Windows native: C:\path or C:/path
  119. * - Git Bash: /c/path or /C/path (C-Z drives, excluding A/B floppy drives)
  120. *
  121. * Note: /c without trailing slash is treated as Unix path (directory named "c"),
  122. * while /c/ or /c/path are treated as Git Bash paths (C: drive).
  123. */
  124. export declare function isAbsolutePath(path: string): boolean;
  125. /**
  126. * Normalize path separators to forward slashes.
  127. * Converts Windows backslashes to forward slashes.
  128. */
  129. export declare function normalizePathSeparators(path: string): string;
  130. /**
  131. * Get the relative path from a prefix.
  132. * Returns null if path is not under prefix.
  133. * Returns empty string if path equals prefix.
  134. */
  135. export declare function getRelativePathFromPrefix(path: string, prefix: string): string | null;
  136. export declare function resolve(...paths: string[]): string;
  137. export declare function enableProductionMode(): void;
  138. /** Reset production mode flag — only for testing. */
  139. export declare function _resetProductionModeForTesting(): void;
  140. export declare function getDefaultDbPath(indexName?: string): string;
  141. export declare function getPwd(): string;
  142. export declare function getRealPath(path: string): string;
  143. export type VirtualPath = {
  144. collectionName: string;
  145. path: string;
  146. };
  147. /**
  148. * Normalize explicit virtual path formats to standard qmd:// format.
  149. * Only handles paths that are already explicitly virtual:
  150. * - qmd://collection/path.md (already normalized)
  151. * - qmd:////collection/path.md (extra slashes - normalize)
  152. * - //collection/path.md (missing qmd: prefix - add it)
  153. *
  154. * Does NOT handle:
  155. * - collection/path.md (bare paths - could be filesystem relative)
  156. * - :linenum suffix (should be parsed separately before calling this)
  157. */
  158. export declare function normalizeVirtualPath(input: string): string;
  159. /**
  160. * Parse a virtual path like "qmd://collection-name/path/to/file.md"
  161. * into its components.
  162. * Also supports collection root: "qmd://collection-name/" or "qmd://collection-name"
  163. */
  164. export declare function parseVirtualPath(virtualPath: string): VirtualPath | null;
  165. /**
  166. * Build a virtual path from collection name and relative path.
  167. */
  168. export declare function buildVirtualPath(collectionName: string, path: string): string;
  169. /**
  170. * Check if a path is explicitly a virtual path.
  171. * Only recognizes explicit virtual path formats:
  172. * - qmd://collection/path.md
  173. * - //collection/path.md
  174. *
  175. * Does NOT consider bare collection/path.md as virtual - that should be
  176. * handled separately by checking if the first component is a collection name.
  177. */
  178. export declare function isVirtualPath(path: string): boolean;
  179. /**
  180. * Resolve a virtual path to absolute filesystem path.
  181. */
  182. export declare function resolveVirtualPath(db: Database, virtualPath: string): string | null;
  183. /**
  184. * Convert an absolute filesystem path to a virtual path.
  185. * Returns null if the file is not in any indexed collection.
  186. */
  187. export declare function toVirtualPath(db: Database, absolutePath: string): string | null;
  188. export declare function verifySqliteVecLoaded(db: Database): void;
  189. /**
  190. * Apply concurrency pragmas with env-var override support. Exported for
  191. * unit tests; consumers should rely on `initializeDatabase` instead.
  192. */
  193. export declare function applyConcurrencyPragmas(db: Database): void;
  194. export declare function getStoreCollections(db: Database): NamedCollection[];
  195. export declare function getStoreCollection(db: Database, name: string): NamedCollection | null;
  196. export declare function getStoreGlobalContext(db: Database): string | undefined;
  197. export declare function getStoreContexts(db: Database): Array<{
  198. collection: string;
  199. path: string;
  200. context: string;
  201. }>;
  202. export declare function upsertStoreCollection(db: Database, name: string, collection: Omit<Collection, 'pattern'> & {
  203. pattern?: string;
  204. }): void;
  205. export declare function deleteStoreCollection(db: Database, name: string): boolean;
  206. export declare function renameStoreCollection(db: Database, oldName: string, newName: string): boolean;
  207. export declare function updateStoreContext(db: Database, collectionName: string, path: string, text: string): boolean;
  208. export declare function removeStoreContext(db: Database, collectionName: string, path: string): boolean;
  209. export declare function setStoreGlobalContext(db: Database, value: string | undefined): void;
  210. /**
  211. * Sync external config (YAML/inline) into SQLite store_collections.
  212. * External config always wins. Skips sync if config hash hasn't changed.
  213. */
  214. export declare function syncConfigToDb(db: Database, config: CollectionConfig): void;
  215. export declare function isSqliteVecAvailable(): boolean;
  216. export type Store = {
  217. db: Database;
  218. dbPath: string;
  219. /** Optional LlamaCpp instance for this store (overrides the global singleton) */
  220. llm?: LlamaCpp;
  221. close: () => void;
  222. ensureVecTable: (dimensions: number) => void;
  223. getHashesNeedingEmbedding: () => number;
  224. getIndexHealth: () => IndexHealthInfo;
  225. getStatus: () => IndexStatus;
  226. getCacheKey: typeof getCacheKey;
  227. getCachedResult: (cacheKey: string) => string | null;
  228. setCachedResult: (cacheKey: string, result: string) => void;
  229. clearCache: () => void;
  230. deleteLLMCache: () => number;
  231. deleteInactiveDocuments: () => number;
  232. cleanupOrphanedContent: () => number;
  233. cleanupOrphanedVectors: () => number;
  234. vacuumDatabase: () => void;
  235. getContextForFile: (filepath: string) => string | null;
  236. getContextForPath: (collectionName: string, path: string) => string | null;
  237. getCollectionByName: (name: string) => {
  238. name: string;
  239. pwd: string;
  240. glob_pattern: string;
  241. } | null;
  242. getCollectionsWithoutContext: () => {
  243. name: string;
  244. pwd: string;
  245. doc_count: number;
  246. }[];
  247. getTopLevelPathsWithoutContext: (collectionName: string) => string[];
  248. parseVirtualPath: typeof parseVirtualPath;
  249. buildVirtualPath: typeof buildVirtualPath;
  250. isVirtualPath: typeof isVirtualPath;
  251. resolveVirtualPath: (virtualPath: string) => string | null;
  252. toVirtualPath: (absolutePath: string) => string | null;
  253. searchFTS: (query: string, limit?: number, collectionName?: string) => SearchResult[];
  254. searchVec: (query: string, model: string, limit?: number, collectionName?: string, session?: ILLMSession, precomputedEmbedding?: number[], embedProvider?: EmbeddingProvider) => Promise<SearchResult[]>;
  255. expandQuery: (query: string, model?: string, intent?: string) => Promise<ExpandedQuery[]>;
  256. rerank: (query: string, documents: {
  257. file: string;
  258. text: string;
  259. }[], model?: string, intent?: string) => Promise<{
  260. file: string;
  261. score: number;
  262. }[]>;
  263. findDocument: (filename: string, options?: {
  264. includeBody?: boolean;
  265. }) => DocumentResult | DocumentNotFound;
  266. getDocumentBody: (doc: DocumentResult | {
  267. filepath: string;
  268. }, fromLine?: number, maxLines?: number) => string | null;
  269. findDocuments: (pattern: string, options?: {
  270. includeBody?: boolean;
  271. maxBytes?: number;
  272. }) => {
  273. docs: MultiGetResult[];
  274. errors: string[];
  275. };
  276. findSimilarFiles: (query: string, maxDistance?: number, limit?: number) => string[];
  277. matchFilesByGlob: (pattern: string) => {
  278. filepath: string;
  279. displayPath: string;
  280. bodyLength: number;
  281. }[];
  282. findDocumentByDocid: (docid: string) => {
  283. filepath: string;
  284. hash: string;
  285. } | null;
  286. insertContent: (hash: string, content: string, createdAt: string) => void;
  287. insertDocument: (collectionName: string, path: string, title: string, hash: string, createdAt: string, modifiedAt: string) => void;
  288. findActiveDocument: (collectionName: string, path: string) => {
  289. id: number;
  290. hash: string;
  291. title: string;
  292. } | null;
  293. updateDocumentTitle: (documentId: number, title: string, modifiedAt: string) => void;
  294. updateDocument: (documentId: number, title: string, hash: string, modifiedAt: string) => void;
  295. deactivateDocument: (collectionName: string, path: string) => void;
  296. getActiveDocumentPaths: (collectionName: string) => string[];
  297. getHashesForEmbedding: () => {
  298. hash: string;
  299. body: string;
  300. path: string;
  301. }[];
  302. clearAllEmbeddings: () => void;
  303. insertEmbedding: (hash: string, seq: number, pos: number, embedding: Float32Array, model: string, embeddedAt: string) => void;
  304. };
  305. export type ReindexProgress = {
  306. file: string;
  307. current: number;
  308. total: number;
  309. };
  310. export type ReindexResult = {
  311. indexed: number;
  312. updated: number;
  313. unchanged: number;
  314. removed: number;
  315. orphanedCleaned: number;
  316. };
  317. /**
  318. * Re-index a single collection by scanning the filesystem and updating the database.
  319. * Pure function — no console output, no db lifecycle management.
  320. */
  321. export declare function reindexCollection(store: Store, collectionPath: string, globPattern: string, collectionName: string, options?: {
  322. ignorePatterns?: string[];
  323. onProgress?: (info: ReindexProgress) => void;
  324. }): Promise<ReindexResult>;
  325. export type EmbedProgress = {
  326. chunksEmbedded: number;
  327. totalChunks: number;
  328. bytesProcessed: number;
  329. totalBytes: number;
  330. errors: number;
  331. };
  332. export type EmbedResult = {
  333. docsProcessed: number;
  334. chunksEmbedded: number;
  335. errors: number;
  336. durationMs: number;
  337. };
  338. export type EmbedOptions = {
  339. force?: boolean;
  340. model?: string;
  341. maxDocsPerBatch?: number;
  342. maxBatchBytes?: number;
  343. chunkStrategy?: ChunkStrategy;
  344. onProgress?: (info: EmbedProgress) => void;
  345. /**
  346. * Required provider for embedding work. Embeddings are routed through the
  347. * approved commercial HTTPS API. The provider's `getModelId()` is verified against existing
  348. * `content_vectors.model` rows; mismatch throws unless `force` is set.
  349. *
  350. * When omitted, learned work reaches the fail-closed compatibility adapter
  351. * and returns typed HOLD.
  352. */
  353. embedProvider?: EmbeddingProvider;
  354. /**
  355. * Optional collection name filter (i-ofojj7dy). When set, only content
  356. * hashes that have at least one document in this collection are embedded.
  357. * `getPendingEmbeddingDocs` filters at the SQL level. Callers are expected
  358. * to validate the name against `listCollections(db)` first; passing an
  359. * unknown name yields zero pending docs (no work, no error).
  360. */
  361. collection?: string;
  362. };
  363. /**
  364. * Generate vector embeddings for documents that need them.
  365. * Pure function — no console output, no db lifecycle management.
  366. * Uses the store's LlamaCpp instance if set, otherwise the global singleton.
  367. */
  368. export declare function generateEmbeddings(store: Store, options?: EmbedOptions): Promise<EmbedResult>;
  369. /**
  370. * Create a new store instance with the given database path.
  371. * If no path is provided, uses the default path (~/.cache/qmd/index.sqlite).
  372. *
  373. * @param dbPath - Path to the SQLite database file
  374. * @returns Store instance with all methods bound to the database
  375. */
  376. export declare function createStore(dbPath?: string): Store;
  377. /**
  378. * Unified document result type with all metadata.
  379. * Body is optional - use getDocumentBody() to load it separately if needed.
  380. */
  381. export type DocumentResult = {
  382. filepath: string;
  383. displayPath: string;
  384. title: string;
  385. context: string | null;
  386. hash: string;
  387. docid: string;
  388. collectionName: string;
  389. modifiedAt: string;
  390. bodyLength: number;
  391. body?: string;
  392. };
  393. /**
  394. * Extract short docid from a full hash (first 6 characters).
  395. */
  396. export declare function getDocid(hash: string): string;
  397. export declare function handelize(path: string): string;
  398. /**
  399. * Search result extends DocumentResult with score and source info
  400. */
  401. export type SearchResult = DocumentResult & {
  402. score: number;
  403. source: "fts" | "vec";
  404. chunkPos?: number;
  405. };
  406. /**
  407. * Ranked result for RRF fusion (simplified, used internally)
  408. */
  409. export type RankedResult = {
  410. file: string;
  411. displayPath: string;
  412. title: string;
  413. body: string;
  414. score: number;
  415. };
  416. export type RRFContributionTrace = {
  417. listIndex: number;
  418. source: "fts" | "vec";
  419. queryType: "original" | "lex" | "vec" | "hyde";
  420. query: string;
  421. rank: number;
  422. weight: number;
  423. backendScore: number;
  424. rrfContribution: number;
  425. };
  426. export type RRFScoreTrace = {
  427. contributions: RRFContributionTrace[];
  428. baseScore: number;
  429. topRank: number;
  430. topRankBonus: number;
  431. totalScore: number;
  432. };
  433. export type HybridQueryExplain = {
  434. ftsScores: number[];
  435. vectorScores: number[];
  436. rrf: {
  437. rank: number;
  438. positionScore: number;
  439. weight: number;
  440. baseScore: number;
  441. topRankBonus: number;
  442. totalScore: number;
  443. contributions: RRFContributionTrace[];
  444. };
  445. rerankScore: number;
  446. blendedScore: number;
  447. };
  448. /**
  449. * Error result when document is not found
  450. */
  451. export type DocumentNotFound = {
  452. error: "not_found";
  453. query: string;
  454. similarFiles: string[];
  455. };
  456. /**
  457. * Result from multi-get operations
  458. */
  459. export type MultiGetResult = {
  460. doc: DocumentResult;
  461. skipped: false;
  462. } | {
  463. doc: Pick<DocumentResult, "filepath" | "displayPath">;
  464. skipped: true;
  465. skipReason: string;
  466. };
  467. export type CollectionInfo = {
  468. name: string;
  469. path: string | null;
  470. pattern: string | null;
  471. documents: number;
  472. lastUpdated: string;
  473. };
  474. export type IndexStatus = {
  475. totalDocuments: number;
  476. needsEmbedding: number;
  477. hasVectorIndex: boolean;
  478. collections: CollectionInfo[];
  479. };
  480. export declare function getHashesNeedingEmbedding(db: Database, collection?: string): number;
  481. export type IndexHealthInfo = {
  482. needsEmbedding: number;
  483. totalDocs: number;
  484. daysStale: number | null;
  485. };
  486. export declare function getIndexHealth(db: Database): IndexHealthInfo;
  487. export declare function getCacheKey(url: string, body: object): string;
  488. export declare function getCachedResult(db: Database, cacheKey: string): string | null;
  489. export declare function setCachedResult(db: Database, cacheKey: string, result: string): void;
  490. export declare function clearCache(db: Database): void;
  491. /**
  492. * Delete cached LLM API responses.
  493. * Returns the number of cached responses deleted.
  494. */
  495. export declare function deleteLLMCache(db: Database): number;
  496. /**
  497. * Remove inactive document records (active = 0).
  498. * Returns the number of inactive documents deleted.
  499. */
  500. export declare function deleteInactiveDocuments(db: Database): number;
  501. /**
  502. * Remove orphaned content hashes that are not referenced by any active document.
  503. * Returns the number of orphaned content hashes deleted.
  504. */
  505. export declare function cleanupOrphanedContent(db: Database): number;
  506. /**
  507. * Remove orphaned vector embeddings that are not referenced by any active document.
  508. * Returns the number of orphaned embedding chunks deleted.
  509. */
  510. export declare function cleanupOrphanedVectors(db: Database): number;
  511. /**
  512. * Run VACUUM to reclaim unused space in the database.
  513. * This operation rebuilds the database file to eliminate fragmentation.
  514. */
  515. export declare function vacuumDatabase(db: Database): void;
  516. export declare function hashContent(content: string): Promise<string>;
  517. export declare function extractTitle(content: string, filename: string): string;
  518. /**
  519. * Insert content into the content table (content-addressable storage).
  520. * Uses INSERT OR IGNORE so duplicate hashes are skipped.
  521. */
  522. export declare function insertContent(db: Database, hash: string, content: string, createdAt: string): void;
  523. /**
  524. * Insert a new document into the documents table.
  525. */
  526. export declare function insertDocument(db: Database, collectionName: string, path: string, title: string, hash: string, createdAt: string, modifiedAt: string): void;
  527. /**
  528. * Find an active document by collection name and path.
  529. */
  530. export declare function findActiveDocument(db: Database, collectionName: string, path: string): {
  531. id: number;
  532. hash: string;
  533. title: string;
  534. } | null;
  535. /**
  536. * Update the title and modified_at timestamp for a document.
  537. */
  538. export declare function updateDocumentTitle(db: Database, documentId: number, title: string, modifiedAt: string): void;
  539. /**
  540. * Update an existing document's hash, title, and modified_at timestamp.
  541. * Used when content changes but the file path stays the same.
  542. */
  543. export declare function updateDocument(db: Database, documentId: number, title: string, hash: string, modifiedAt: string): void;
  544. /**
  545. * Deactivate a document (mark as inactive but don't delete).
  546. */
  547. export declare function deactivateDocument(db: Database, collectionName: string, path: string): void;
  548. /**
  549. * Get all active document paths for a collection.
  550. */
  551. export declare function getActiveDocumentPaths(db: Database, collectionName: string): string[];
  552. export { formatQueryForEmbedding, formatDocForEmbedding };
  553. /**
  554. * Chunk a document using regex-only break point detection.
  555. * This is the sync, backward-compatible API used by tests and legacy callers.
  556. */
  557. export declare function chunkDocument(content: string, maxChars?: number, overlapChars?: number, windowChars?: number): {
  558. text: string;
  559. pos: number;
  560. }[];
  561. /**
  562. * Async AST-aware chunking. Detects language from filepath, computes AST
  563. * break points for supported code files, merges with regex break points,
  564. * and delegates to the shared chunk algorithm.
  565. *
  566. * Strategies:
  567. * - "regex" (default) — char-based chunking with regex break points only.
  568. * - "auto" — regex break points merged with AST break points (soft hints).
  569. * - "function" — one chunk per AST function range (Phase 2); inter-range
  570. * gaps (imports, top-level code) are char-chunked with AST
  571. * hints. Falls back to "auto" when zero ranges are detected.
  572. */
  573. export declare function chunkDocumentAsync(content: string, maxChars?: number, overlapChars?: number, windowChars?: number, filepath?: string, chunkStrategy?: ChunkStrategy): Promise<{
  574. text: string;
  575. pos: number;
  576. }[]>;
  577. /**
  578. * Counts the tokens in `text`. Used by `chunkDocumentByTokens` for the
  579. * safety re-split that splits chunks exceeding `maxTokens`.
  580. *
  581. * When `chunkDocumentByTokens` is called without a tokenizer, the disabled
  582. * compatibility adapter returns typed HOLD.
  583. *
  584. * Commercial-provider callers pass a deterministic JS-only approximator. A char-based estimate like
  585. * `Math.ceil(text.length / 3)` is a reasonable default — it matches the
  586. * `avgCharsPerToken=3` heuristic used for the initial char-space chunk
  587. * step, so the safety re-split stays a near no-op while populating the
  588. * `tokens` field with a stable estimate.
  589. */
  590. export type TokenCounter = (text: string) => number | Promise<number>;
  591. /**
  592. * Chunk a document with an injected token counter.
  593. *
  594. * When `tokenizer` is supplied, no compatibility learned adapter is invoked.
  595. *
  596. * When `filepath` and `chunkStrategy` are provided, uses AST-aware break
  597. * points for supported code files.
  598. */
  599. export declare function chunkDocumentByTokens(content: string, maxTokens?: number, overlapTokens?: number, windowTokens?: number, filepath?: string, chunkStrategy?: ChunkStrategy, signal?: AbortSignal, tokenizer?: TokenCounter): Promise<{
  600. text: string;
  601. pos: number;
  602. tokens: number;
  603. }[]>;
  604. /**
  605. * Normalize a docid input by stripping surrounding quotes and leading #.
  606. * Handles: "#abc123", 'abc123', "abc123", #abc123, abc123
  607. * Returns the bare hex string.
  608. */
  609. export declare function normalizeDocid(docid: string): string;
  610. /**
  611. * Check if a string looks like a docid reference.
  612. * Accepts: #abc123, abc123, "#abc123", "abc123", '#abc123', 'abc123'
  613. * Returns true if the normalized form is a valid hex string of 6+ chars.
  614. */
  615. export declare function isDocid(input: string): boolean;
  616. /**
  617. * Find a document by its short docid (first 6 characters of hash).
  618. * Returns the document's virtual path if found, null otherwise.
  619. * If multiple documents match the same short hash (collision), returns the first one.
  620. *
  621. * Accepts lenient input: #abc123, abc123, "#abc123", "abc123"
  622. */
  623. export declare function findDocumentByDocid(db: Database, docid: string): {
  624. filepath: string;
  625. hash: string;
  626. } | null;
  627. export declare function findSimilarFiles(db: Database, query: string, maxDistance?: number, limit?: number): string[];
  628. export declare function matchFilesByGlob(db: Database, pattern: string): {
  629. filepath: string;
  630. displayPath: string;
  631. bodyLength: number;
  632. }[];
  633. /**
  634. * Get context for a file path using hierarchical inheritance.
  635. * Contexts are collection-scoped and inherit from parent directories.
  636. * For example, context at "/talks" applies to "/talks/2024/keynote.md".
  637. *
  638. * @param db Database instance (unused - kept for compatibility)
  639. * @param collectionName Collection name
  640. * @param path Relative path within the collection
  641. * @returns Context string or null if no context is defined
  642. */
  643. export declare function getContextForPath(db: Database, collectionName: string, path: string): string | null;
  644. /**
  645. * Get context for a file path (virtual or filesystem).
  646. * Resolves the collection and relative path from the DB store_collections table.
  647. */
  648. export declare function getContextForFile(db: Database, filepath: string): string | null;
  649. /**
  650. * Get collection by name from DB store_collections table.
  651. */
  652. export declare function getCollectionByName(db: Database, name: string): {
  653. name: string;
  654. pwd: string;
  655. glob_pattern: string;
  656. } | null;
  657. /**
  658. * List all collections with document counts from database.
  659. * Merges store_collections config with database statistics.
  660. */
  661. export declare function listCollections(db: Database): {
  662. name: string;
  663. pwd: string;
  664. glob_pattern: string;
  665. doc_count: number;
  666. active_count: number;
  667. last_modified: string | null;
  668. includeByDefault: boolean;
  669. }[];
  670. /**
  671. * Remove a collection and clean up its documents.
  672. * Uses collections.ts to remove from YAML config and cleans up database.
  673. */
  674. export declare function removeCollection(db: Database, collectionName: string): {
  675. deletedDocs: number;
  676. cleanedHashes: number;
  677. };
  678. /**
  679. * Rename a collection.
  680. * Updates both YAML config and database documents table.
  681. */
  682. export declare function renameCollection(db: Database, oldName: string, newName: string): void;
  683. /**
  684. * Insert or update a context for a specific collection and path prefix.
  685. */
  686. export declare function insertContext(db: Database, collectionId: number, pathPrefix: string, context: string): void;
  687. /**
  688. * Delete a context for a specific collection and path prefix.
  689. * Returns the number of contexts deleted.
  690. */
  691. export declare function deleteContext(db: Database, collectionName: string, pathPrefix: string): number;
  692. /**
  693. * Delete all global contexts (contexts with empty path_prefix).
  694. * Returns the number of contexts deleted.
  695. */
  696. export declare function deleteGlobalContexts(db: Database): number;
  697. /**
  698. * List all contexts, grouped by collection.
  699. * Returns contexts ordered by collection name, then by path prefix length (longest first).
  700. */
  701. export declare function listPathContexts(db: Database): {
  702. collection_name: string;
  703. path_prefix: string;
  704. context: string;
  705. }[];
  706. /**
  707. * Get all collections (name only - from YAML config).
  708. */
  709. export declare function getAllCollections(db: Database): {
  710. name: string;
  711. }[];
  712. /**
  713. * Check which collections don't have any context defined.
  714. * Returns collections that have no context entries at all (not even root context).
  715. */
  716. export declare function getCollectionsWithoutContext(db: Database): {
  717. name: string;
  718. pwd: string;
  719. doc_count: number;
  720. }[];
  721. /**
  722. * Get top-level directories in a collection that don't have context.
  723. * Useful for suggesting where context might be needed.
  724. */
  725. export declare function getTopLevelPathsWithoutContext(db: Database, collectionName: string): string[];
  726. export declare function sanitizeFTS5Term(term: string): string;
  727. /**
  728. * Validate that a vec/hyde query doesn't use lex-only syntax.
  729. * Returns error message if invalid, null if valid.
  730. *
  731. * Negation is detected ONLY when `-` is preceded by whitespace or sits at
  732. * the start of the query. Hyphens inside words (e.g. `auto-archived`,
  733. * `pre-commit`, `multi-session`, `state-of-the-art`) carry no negation
  734. * semantics in natural English and must pass through unchanged.
  735. */
  736. export declare function validateSemanticQuery(query: string): string | null;
  737. export declare function validateLexQuery(query: string): string | null;
  738. export declare function searchFTS(db: Database, query: string, limit?: number, collectionName?: string): SearchResult[];
  739. export declare function searchVec(db: Database, query: string, model: string, limit?: number, collectionName?: string, session?: ILLMSession, precomputedEmbedding?: number[], embedProvider?: EmbeddingProvider): Promise<SearchResult[]>;
  740. /**
  741. * Get all unique content hashes that need embeddings (from active documents).
  742. * Returns hash, document body, and a sample path for display purposes.
  743. */
  744. export declare function getHashesForEmbedding(db: Database): {
  745. hash: string;
  746. body: string;
  747. path: string;
  748. }[];
  749. /**
  750. * Clear all embeddings from the database (force re-index).
  751. * Deletes all rows from content_vectors and drops the vectors_vec table.
  752. */
  753. export declare function clearAllEmbeddings(db: Database): void;
  754. /**
  755. * Get the distinct set of model identifiers present in `content_vectors`.
  756. *
  757. * Used by the embedding migration-safety guard: if a configured provider's
  758. * `getModelId()` does not appear in this list (and the table is non-empty),
  759. * we refuse to embed and ask the user to run `qmd embed -f` to rebuild.
  760. *
  761. * Returns `[]` when the table is empty (fresh DB) — in which case any
  762. * provider is allowed.
  763. */
  764. export declare function getDistinctEmbeddingModels(db: Database): string[];
  765. /**
  766. * Insert a single embedding into both content_vectors and vectors_vec tables.
  767. * The hash_seq key is formatted as "hash_seq" for the vectors_vec table.
  768. *
  769. * content_vectors is inserted first so that getHashesForEmbedding (which checks
  770. * only content_vectors) won't re-select the hash on a crash between the two inserts.
  771. *
  772. * vectors_vec uses DELETE + INSERT instead of INSERT OR REPLACE because sqlite-vec's
  773. * vec0 virtual tables silently ignore the OR REPLACE conflict clause.
  774. */
  775. export declare function insertEmbedding(db: Database, hash: string, seq: number, pos: number, embedding: Float32Array, model: string, embeddedAt: string): void;
  776. export declare function expandQuery(query: string, model: string | undefined, db: Database, intent?: string, llmOverride?: LlamaCpp): Promise<ExpandedQuery[]>;
  777. export declare function rerank(query: string, documents: {
  778. file: string;
  779. text: string;
  780. }[], model: string | undefined, db: Database, intent?: string, llmOverride?: LlamaCpp): Promise<{
  781. file: string;
  782. score: number;
  783. }[]>;
  784. export declare function reciprocalRankFusion(resultLists: RankedResult[][], weights?: number[], k?: number): RankedResult[];
  785. /**
  786. * Build per-document RRF contribution traces for explain/debug output.
  787. */
  788. export declare function buildRrfTrace(resultLists: RankedResult[][], weights?: number[], listMeta?: RankedListMeta[], k?: number): Map<string, RRFScoreTrace>;
  789. /**
  790. * Find a document by filename/path, docid (#hash), or with fuzzy matching.
  791. * Returns document metadata without body by default.
  792. *
  793. * Supports:
  794. * - Virtual paths: qmd://collection/path/to/file.md
  795. * - Absolute paths: /path/to/file.md
  796. * - Relative paths: path/to/file.md
  797. * - Short docid: #abc123 (first 6 chars of hash)
  798. */
  799. export declare function findDocument(db: Database, filename: string, options?: {
  800. includeBody?: boolean;
  801. }): DocumentResult | DocumentNotFound;
  802. /**
  803. * Get the body content for a document
  804. * Optionally slice by line range
  805. */
  806. export declare function getDocumentBody(db: Database, doc: DocumentResult | {
  807. filepath: string;
  808. }, fromLine?: number, maxLines?: number): string | null;
  809. /**
  810. * Find multiple documents by glob pattern or comma-separated list
  811. * Returns documents without body by default (use getDocumentBody to load)
  812. */
  813. export declare function findDocuments(db: Database, pattern: string, options?: {
  814. includeBody?: boolean;
  815. maxBytes?: number;
  816. }): {
  817. docs: MultiGetResult[];
  818. errors: string[];
  819. };
  820. export declare function getStatus(db: Database): IndexStatus;
  821. export type SnippetResult = {
  822. line: number;
  823. snippet: string;
  824. linesBefore: number;
  825. linesAfter: number;
  826. snippetLines: number;
  827. };
  828. /** Weight for intent terms relative to query terms (1.0) in snippet scoring */
  829. export declare const INTENT_WEIGHT_SNIPPET = 0.3;
  830. /** Weight for intent terms relative to query terms (1.0) in chunk selection */
  831. export declare const INTENT_WEIGHT_CHUNK = 0.5;
  832. /**
  833. * Extract meaningful terms from an intent string, filtering stop words and punctuation.
  834. * Uses Unicode-aware punctuation stripping so domain terms like "API" survive.
  835. * Returns lowercase terms suitable for text matching.
  836. */
  837. export declare function extractIntentTerms(intent: string): string[];
  838. export declare function extractSnippet(body: string, query: string, maxLen?: number, chunkPos?: number, chunkLen?: number, intent?: string): SnippetResult;
  839. /**
  840. * Add line numbers to text content.
  841. * Each line becomes: "{lineNum}: {content}"
  842. */
  843. export declare function addLineNumbers(text: string, startLine?: number): string;
  844. /**
  845. * Optional progress hooks for search orchestration.
  846. * CLI wires these to stderr for user feedback; MCP leaves them unset.
  847. */
  848. export interface SearchHooks {
  849. /** BM25 probe found strong signal — expansion will be skipped */
  850. onStrongSignal?: (topScore: number) => void;
  851. /** Query expansion starting */
  852. onExpandStart?: () => void;
  853. /** Query expansion complete. Empty array = strong signal skip. elapsedMs = time taken. */
  854. onExpand?: (original: string, expanded: ExpandedQuery[], elapsedMs: number) => void;
  855. /** Embedding starting (vec/hyde queries) */
  856. onEmbedStart?: (count: number) => void;
  857. /** Embedding complete */
  858. onEmbedDone?: (elapsedMs: number) => void;
  859. /** Reranking is about to start */
  860. onRerankStart?: (chunkCount: number) => void;
  861. /** Reranking finished */
  862. onRerankDone?: (elapsedMs: number) => void;
  863. }
  864. export interface HybridQueryOptions {
  865. collection?: string;
  866. limit?: number;
  867. minScore?: number;
  868. candidateLimit?: number;
  869. explain?: boolean;
  870. intent?: string;
  871. skipRerank?: boolean;
  872. chunkStrategy?: ChunkStrategy;
  873. hooks?: SearchHooks;
  874. /**
  875. * Optional embedding provider for query-side encoding (i-loazq6ze).
  876. * When supplied, the original-query vector AND any vec/hyde expansion
  877. * variants are encoded through this provider (HTTP, GPU worker,
  878. * AutoFallback chain) instead of `getLlm(store).embedBatch(...)`. Skip
  879. * to keep pre-patch behavior (uses local LlamaCpp).
  880. */
  881. embedProvider?: EmbeddingProvider;
  882. }
  883. export interface HybridQueryResult {
  884. file: string;
  885. displayPath: string;
  886. title: string;
  887. body: string;
  888. bestChunk: string;
  889. bestChunkPos: number;
  890. score: number;
  891. context: string | null;
  892. docid: string;
  893. explain?: HybridQueryExplain;
  894. }
  895. export type RankedListMeta = {
  896. source: "fts" | "vec";
  897. queryType: "original" | "lex" | "vec" | "hyde";
  898. query: string;
  899. };
  900. /**
  901. * Hybrid search: BM25 + vector + query expansion + RRF + chunked reranking.
  902. *
  903. * Pipeline:
  904. * 1. BM25 probe → skip expansion if strong signal
  905. * 2. expandQuery() → typed query variants (lex/vec/hyde)
  906. * 3. Type-routed search: original→vector, lex→FTS, vec/hyde→vector
  907. * 4. RRF fusion → slice to candidateLimit
  908. * 5. chunkDocument() + keyword-best-chunk selection
  909. * 6. rerank on chunks (NOT full bodies — O(tokens) trap)
  910. * 7. Position-aware score blending (RRF rank × reranker score)
  911. * 8. Dedup by file, filter by minScore, slice to limit
  912. */
  913. export declare function hybridQuery(store: Store, query: string, options?: HybridQueryOptions): Promise<HybridQueryResult[]>;
  914. export interface VectorSearchOptions {
  915. collection?: string;
  916. limit?: number;
  917. minScore?: number;
  918. intent?: string;
  919. hooks?: Pick<SearchHooks, 'onExpand'>;
  920. /**
  921. * Optional embedding provider for query-side encoding (i-loazq6ze).
  922. * When supplied, query vectors are encoded via the provider (HTTP /
  923. * GPU worker / fallback chain) instead of the local llama-cpp model.
  924. */
  925. embedProvider?: EmbeddingProvider;
  926. }
  927. export interface VectorSearchResult {
  928. file: string;
  929. displayPath: string;
  930. title: string;
  931. body: string;
  932. score: number;
  933. context: string | null;
  934. docid: string;
  935. }
  936. /**
  937. * Vector-only semantic search with query expansion.
  938. *
  939. * Pipeline:
  940. * 1. expandQuery() → typed variants, filter to vec/hyde only (lex irrelevant here)
  941. * 2. searchVec() for original + vec/hyde variants through the commercial provider
  942. * 3. Dedup by filepath (keep max score)
  943. * 4. Sort by score descending, filter by minScore, slice to limit
  944. */
  945. export declare function vectorSearchQuery(store: Store, query: string, options?: VectorSearchOptions): Promise<VectorSearchResult[]>;
  946. /**
  947. * A single sub-search in a structured search request.
  948. * Matches the format used in QMD training data.
  949. */
  950. export interface StructuredSearchOptions {
  951. collections?: string[];
  952. limit?: number;
  953. minScore?: number;
  954. candidateLimit?: number;
  955. explain?: boolean;
  956. /** Domain intent hint for disambiguation — steers reranking and chunk selection */
  957. intent?: string;
  958. /** Skip LLM reranking, use only RRF scores */
  959. skipRerank?: boolean;
  960. chunkStrategy?: ChunkStrategy;
  961. hooks?: SearchHooks;
  962. /**
  963. * Optional embedding provider for query-side encoding (i-loazq6ze).
  964. * When supplied, vec/hyde sub-queries are batch-encoded via the provider
  965. * (HTTP / GPU worker / fallback chain) instead of `getLlm(store).embedBatch`.
  966. */
  967. embedProvider?: EmbeddingProvider;
  968. }
  969. /**
  970. * Structured search: execute pre-expanded queries without LLM query expansion.
  971. *
  972. * Designed for LLM callers (MCP/HTTP) that generate their own query expansions.
  973. * Skips the internal expandQuery() step — goes directly to:
  974. *
  975. * Pipeline:
  976. * 1. Route searches: lex→FTS, vec/hyde→vector (batch embed)
  977. * 2. RRF fusion across all result lists
  978. * 3. Chunk documents + keyword-best-chunk selection
  979. * 4. Rerank on chunks
  980. * 5. Position-aware score blending
  981. * 6. Dedup, filter, slice
  982. *
  983. * This is the recommended endpoint when the caller supplies domain-specific
  984. * query variants and a commercial provider contract is active.
  985. */
  986. export declare function structuredSearch(store: Store, searches: ExpandedQuery[], options?: StructuredSearchOptions): Promise<HybridQueryResult[]>;