store.d.ts 39 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799800801802803804805806807808809810811812813814815816817818819820821822823824825826827828829830831832833834835836837838839840841842843844845846847848849850851852853854855856857858859860861862863864865866867868869870871872873874875876877878879880881882883884885886887888889890891892893894895896897898899900901902903904905906907908909910911912913914915916917918919920921922923924925926927928929930931932933934935936937938939940941942943944945946947948949950951952953954955956957958959960961962963964965966967968969970971972973974975976977978979980981982983984
  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. export declare function getStoreCollections(db: Database): NamedCollection[];
  190. export declare function getStoreCollection(db: Database, name: string): NamedCollection | null;
  191. export declare function getStoreGlobalContext(db: Database): string | undefined;
  192. export declare function getStoreContexts(db: Database): Array<{
  193. collection: string;
  194. path: string;
  195. context: string;
  196. }>;
  197. export declare function upsertStoreCollection(db: Database, name: string, collection: Omit<Collection, 'pattern'> & {
  198. pattern?: string;
  199. }): void;
  200. export declare function deleteStoreCollection(db: Database, name: string): boolean;
  201. export declare function renameStoreCollection(db: Database, oldName: string, newName: string): boolean;
  202. export declare function updateStoreContext(db: Database, collectionName: string, path: string, text: string): boolean;
  203. export declare function removeStoreContext(db: Database, collectionName: string, path: string): boolean;
  204. export declare function setStoreGlobalContext(db: Database, value: string | undefined): void;
  205. /**
  206. * Sync external config (YAML/inline) into SQLite store_collections.
  207. * External config always wins. Skips sync if config hash hasn't changed.
  208. */
  209. export declare function syncConfigToDb(db: Database, config: CollectionConfig): void;
  210. export declare function isSqliteVecAvailable(): boolean;
  211. export type Store = {
  212. db: Database;
  213. dbPath: string;
  214. /** Optional LlamaCpp instance for this store (overrides the global singleton) */
  215. llm?: LlamaCpp;
  216. close: () => void;
  217. ensureVecTable: (dimensions: number) => void;
  218. getHashesNeedingEmbedding: () => number;
  219. getIndexHealth: () => IndexHealthInfo;
  220. getStatus: () => IndexStatus;
  221. getCacheKey: typeof getCacheKey;
  222. getCachedResult: (cacheKey: string) => string | null;
  223. setCachedResult: (cacheKey: string, result: string) => void;
  224. clearCache: () => void;
  225. deleteLLMCache: () => number;
  226. deleteInactiveDocuments: () => number;
  227. cleanupOrphanedContent: () => number;
  228. cleanupOrphanedVectors: () => number;
  229. vacuumDatabase: () => void;
  230. getContextForFile: (filepath: string) => string | null;
  231. getContextForPath: (collectionName: string, path: string) => string | null;
  232. getCollectionByName: (name: string) => {
  233. name: string;
  234. pwd: string;
  235. glob_pattern: string;
  236. } | null;
  237. getCollectionsWithoutContext: () => {
  238. name: string;
  239. pwd: string;
  240. doc_count: number;
  241. }[];
  242. getTopLevelPathsWithoutContext: (collectionName: string) => string[];
  243. parseVirtualPath: typeof parseVirtualPath;
  244. buildVirtualPath: typeof buildVirtualPath;
  245. isVirtualPath: typeof isVirtualPath;
  246. resolveVirtualPath: (virtualPath: string) => string | null;
  247. toVirtualPath: (absolutePath: string) => string | null;
  248. searchFTS: (query: string, limit?: number, collectionName?: string) => SearchResult[];
  249. searchVec: (query: string, model: string, limit?: number, collectionName?: string, session?: ILLMSession, precomputedEmbedding?: number[], embedProvider?: EmbeddingProvider) => Promise<SearchResult[]>;
  250. expandQuery: (query: string, model?: string, intent?: string) => Promise<ExpandedQuery[]>;
  251. rerank: (query: string, documents: {
  252. file: string;
  253. text: string;
  254. }[], model?: string, intent?: string) => Promise<{
  255. file: string;
  256. score: number;
  257. }[]>;
  258. findDocument: (filename: string, options?: {
  259. includeBody?: boolean;
  260. }) => DocumentResult | DocumentNotFound;
  261. getDocumentBody: (doc: DocumentResult | {
  262. filepath: string;
  263. }, fromLine?: number, maxLines?: number) => string | null;
  264. findDocuments: (pattern: string, options?: {
  265. includeBody?: boolean;
  266. maxBytes?: number;
  267. }) => {
  268. docs: MultiGetResult[];
  269. errors: string[];
  270. };
  271. findSimilarFiles: (query: string, maxDistance?: number, limit?: number) => string[];
  272. matchFilesByGlob: (pattern: string) => {
  273. filepath: string;
  274. displayPath: string;
  275. bodyLength: number;
  276. }[];
  277. findDocumentByDocid: (docid: string) => {
  278. filepath: string;
  279. hash: string;
  280. } | null;
  281. insertContent: (hash: string, content: string, createdAt: string) => void;
  282. insertDocument: (collectionName: string, path: string, title: string, hash: string, createdAt: string, modifiedAt: string) => void;
  283. findActiveDocument: (collectionName: string, path: string) => {
  284. id: number;
  285. hash: string;
  286. title: string;
  287. } | null;
  288. updateDocumentTitle: (documentId: number, title: string, modifiedAt: string) => void;
  289. updateDocument: (documentId: number, title: string, hash: string, modifiedAt: string) => void;
  290. deactivateDocument: (collectionName: string, path: string) => void;
  291. getActiveDocumentPaths: (collectionName: string) => string[];
  292. getHashesForEmbedding: () => {
  293. hash: string;
  294. body: string;
  295. path: string;
  296. }[];
  297. clearAllEmbeddings: () => void;
  298. insertEmbedding: (hash: string, seq: number, pos: number, embedding: Float32Array, model: string, embeddedAt: string) => void;
  299. };
  300. export type ReindexProgress = {
  301. file: string;
  302. current: number;
  303. total: number;
  304. };
  305. export type ReindexResult = {
  306. indexed: number;
  307. updated: number;
  308. unchanged: number;
  309. removed: number;
  310. orphanedCleaned: number;
  311. };
  312. /**
  313. * Re-index a single collection by scanning the filesystem and updating the database.
  314. * Pure function — no console output, no db lifecycle management.
  315. */
  316. export declare function reindexCollection(store: Store, collectionPath: string, globPattern: string, collectionName: string, options?: {
  317. ignorePatterns?: string[];
  318. onProgress?: (info: ReindexProgress) => void;
  319. }): Promise<ReindexResult>;
  320. export type EmbedProgress = {
  321. chunksEmbedded: number;
  322. totalChunks: number;
  323. bytesProcessed: number;
  324. totalBytes: number;
  325. errors: number;
  326. };
  327. export type EmbedResult = {
  328. docsProcessed: number;
  329. chunksEmbedded: number;
  330. errors: number;
  331. durationMs: number;
  332. };
  333. export type EmbedOptions = {
  334. force?: boolean;
  335. model?: string;
  336. maxDocsPerBatch?: number;
  337. maxBatchBytes?: number;
  338. chunkStrategy?: ChunkStrategy;
  339. onProgress?: (info: EmbedProgress) => void;
  340. /**
  341. * Optional embedding provider. When supplied, embeddings are routed through
  342. * this provider (HTTP, GPU worker, etc.) instead of the local llama.cpp
  343. * session path. The provider's `getModelId()` is verified against existing
  344. * `content_vectors.model` rows; mismatch throws unless `force` is set.
  345. *
  346. * When omitted, behavior is identical to pre-patch: embeddings come from
  347. * the store's `LlamaCpp` (or the global singleton).
  348. */
  349. embedProvider?: EmbeddingProvider;
  350. };
  351. /**
  352. * Generate vector embeddings for documents that need them.
  353. * Pure function — no console output, no db lifecycle management.
  354. * Uses the store's LlamaCpp instance if set, otherwise the global singleton.
  355. */
  356. export declare function generateEmbeddings(store: Store, options?: EmbedOptions): Promise<EmbedResult>;
  357. /**
  358. * Create a new store instance with the given database path.
  359. * If no path is provided, uses the default path (~/.cache/qmd/index.sqlite).
  360. *
  361. * @param dbPath - Path to the SQLite database file
  362. * @returns Store instance with all methods bound to the database
  363. */
  364. export declare function createStore(dbPath?: string): Store;
  365. /**
  366. * Unified document result type with all metadata.
  367. * Body is optional - use getDocumentBody() to load it separately if needed.
  368. */
  369. export type DocumentResult = {
  370. filepath: string;
  371. displayPath: string;
  372. title: string;
  373. context: string | null;
  374. hash: string;
  375. docid: string;
  376. collectionName: string;
  377. modifiedAt: string;
  378. bodyLength: number;
  379. body?: string;
  380. };
  381. /**
  382. * Extract short docid from a full hash (first 6 characters).
  383. */
  384. export declare function getDocid(hash: string): string;
  385. export declare function handelize(path: string): string;
  386. /**
  387. * Search result extends DocumentResult with score and source info
  388. */
  389. export type SearchResult = DocumentResult & {
  390. score: number;
  391. source: "fts" | "vec";
  392. chunkPos?: number;
  393. };
  394. /**
  395. * Ranked result for RRF fusion (simplified, used internally)
  396. */
  397. export type RankedResult = {
  398. file: string;
  399. displayPath: string;
  400. title: string;
  401. body: string;
  402. score: number;
  403. };
  404. export type RRFContributionTrace = {
  405. listIndex: number;
  406. source: "fts" | "vec";
  407. queryType: "original" | "lex" | "vec" | "hyde";
  408. query: string;
  409. rank: number;
  410. weight: number;
  411. backendScore: number;
  412. rrfContribution: number;
  413. };
  414. export type RRFScoreTrace = {
  415. contributions: RRFContributionTrace[];
  416. baseScore: number;
  417. topRank: number;
  418. topRankBonus: number;
  419. totalScore: number;
  420. };
  421. export type HybridQueryExplain = {
  422. ftsScores: number[];
  423. vectorScores: number[];
  424. rrf: {
  425. rank: number;
  426. positionScore: number;
  427. weight: number;
  428. baseScore: number;
  429. topRankBonus: number;
  430. totalScore: number;
  431. contributions: RRFContributionTrace[];
  432. };
  433. rerankScore: number;
  434. blendedScore: number;
  435. };
  436. /**
  437. * Error result when document is not found
  438. */
  439. export type DocumentNotFound = {
  440. error: "not_found";
  441. query: string;
  442. similarFiles: string[];
  443. };
  444. /**
  445. * Result from multi-get operations
  446. */
  447. export type MultiGetResult = {
  448. doc: DocumentResult;
  449. skipped: false;
  450. } | {
  451. doc: Pick<DocumentResult, "filepath" | "displayPath">;
  452. skipped: true;
  453. skipReason: string;
  454. };
  455. export type CollectionInfo = {
  456. name: string;
  457. path: string | null;
  458. pattern: string | null;
  459. documents: number;
  460. lastUpdated: string;
  461. };
  462. export type IndexStatus = {
  463. totalDocuments: number;
  464. needsEmbedding: number;
  465. hasVectorIndex: boolean;
  466. collections: CollectionInfo[];
  467. };
  468. export declare function getHashesNeedingEmbedding(db: Database): number;
  469. export type IndexHealthInfo = {
  470. needsEmbedding: number;
  471. totalDocs: number;
  472. daysStale: number | null;
  473. };
  474. export declare function getIndexHealth(db: Database): IndexHealthInfo;
  475. export declare function getCacheKey(url: string, body: object): string;
  476. export declare function getCachedResult(db: Database, cacheKey: string): string | null;
  477. export declare function setCachedResult(db: Database, cacheKey: string, result: string): void;
  478. export declare function clearCache(db: Database): void;
  479. /**
  480. * Delete cached LLM API responses.
  481. * Returns the number of cached responses deleted.
  482. */
  483. export declare function deleteLLMCache(db: Database): number;
  484. /**
  485. * Remove inactive document records (active = 0).
  486. * Returns the number of inactive documents deleted.
  487. */
  488. export declare function deleteInactiveDocuments(db: Database): number;
  489. /**
  490. * Remove orphaned content hashes that are not referenced by any active document.
  491. * Returns the number of orphaned content hashes deleted.
  492. */
  493. export declare function cleanupOrphanedContent(db: Database): number;
  494. /**
  495. * Remove orphaned vector embeddings that are not referenced by any active document.
  496. * Returns the number of orphaned embedding chunks deleted.
  497. */
  498. export declare function cleanupOrphanedVectors(db: Database): number;
  499. /**
  500. * Run VACUUM to reclaim unused space in the database.
  501. * This operation rebuilds the database file to eliminate fragmentation.
  502. */
  503. export declare function vacuumDatabase(db: Database): void;
  504. export declare function hashContent(content: string): Promise<string>;
  505. export declare function extractTitle(content: string, filename: string): string;
  506. /**
  507. * Insert content into the content table (content-addressable storage).
  508. * Uses INSERT OR IGNORE so duplicate hashes are skipped.
  509. */
  510. export declare function insertContent(db: Database, hash: string, content: string, createdAt: string): void;
  511. /**
  512. * Insert a new document into the documents table.
  513. */
  514. export declare function insertDocument(db: Database, collectionName: string, path: string, title: string, hash: string, createdAt: string, modifiedAt: string): void;
  515. /**
  516. * Find an active document by collection name and path.
  517. */
  518. export declare function findActiveDocument(db: Database, collectionName: string, path: string): {
  519. id: number;
  520. hash: string;
  521. title: string;
  522. } | null;
  523. /**
  524. * Update the title and modified_at timestamp for a document.
  525. */
  526. export declare function updateDocumentTitle(db: Database, documentId: number, title: string, modifiedAt: string): void;
  527. /**
  528. * Update an existing document's hash, title, and modified_at timestamp.
  529. * Used when content changes but the file path stays the same.
  530. */
  531. export declare function updateDocument(db: Database, documentId: number, title: string, hash: string, modifiedAt: string): void;
  532. /**
  533. * Deactivate a document (mark as inactive but don't delete).
  534. */
  535. export declare function deactivateDocument(db: Database, collectionName: string, path: string): void;
  536. /**
  537. * Get all active document paths for a collection.
  538. */
  539. export declare function getActiveDocumentPaths(db: Database, collectionName: string): string[];
  540. export { formatQueryForEmbedding, formatDocForEmbedding };
  541. /**
  542. * Chunk a document using regex-only break point detection.
  543. * This is the sync, backward-compatible API used by tests and legacy callers.
  544. */
  545. export declare function chunkDocument(content: string, maxChars?: number, overlapChars?: number, windowChars?: number): {
  546. text: string;
  547. pos: number;
  548. }[];
  549. /**
  550. * Async AST-aware chunking. Detects language from filepath, computes AST
  551. * break points for supported code files, merges with regex break points,
  552. * and delegates to the shared chunk algorithm.
  553. *
  554. * Strategies:
  555. * - "regex" (default) — char-based chunking with regex break points only.
  556. * - "auto" — regex break points merged with AST break points (soft hints).
  557. * - "function" — one chunk per AST function range (Phase 2); inter-range
  558. * gaps (imports, top-level code) are char-chunked with AST
  559. * hints. Falls back to "auto" when zero ranges are detected.
  560. */
  561. export declare function chunkDocumentAsync(content: string, maxChars?: number, overlapChars?: number, windowChars?: number, filepath?: string, chunkStrategy?: ChunkStrategy): Promise<{
  562. text: string;
  563. pos: number;
  564. }[]>;
  565. /**
  566. * Counts the tokens in `text`. Used by `chunkDocumentByTokens` for the
  567. * safety re-split that splits chunks exceeding `maxTokens`.
  568. *
  569. * When `chunkDocumentByTokens` is called WITHOUT a tokenizer (default),
  570. * it lazily resolves `getDefaultLlamaCpp()` and uses `llm.tokenize` —
  571. * accurate but expensive (loads the local GGUF embed model + initialises
  572. * llama.cpp, ~22s on cold cache).
  573. *
  574. * Provider-mode callers (HTTP embed providers like the GPU worker on
  575. * `models` LXC) MUST pass a JS-only approximator to avoid loading the
  576. * local model entirely. A char-based estimate like
  577. * `Math.ceil(text.length / 3)` is a reasonable default — it matches the
  578. * `avgCharsPerToken=3` heuristic used for the initial char-space chunk
  579. * step, so the safety re-split stays a near no-op while populating the
  580. * `tokens` field with a stable estimate.
  581. */
  582. export type TokenCounter = (text: string) => number | Promise<number>;
  583. /**
  584. * Chunk a document by actual token count using the LLM tokenizer.
  585. * More accurate than character-based chunking but requires async.
  586. *
  587. * When `tokenizer` is supplied, it is used in place of the local
  588. * `llm.tokenize(...)` call — neither `getDefaultLlamaCpp()` nor
  589. * `llm.tokenize(...)` is invoked. This lets remote-only deployments
  590. * (`QMD_EMBED_ENDPOINT=...`) chunk documents without warming up
  591. * node-llama-cpp (DoD #1 of i-1rqixh6m / i-qkarfffa).
  592. *
  593. * When `filepath` and `chunkStrategy` are provided, uses AST-aware break
  594. * points for supported code files.
  595. */
  596. export declare function chunkDocumentByTokens(content: string, maxTokens?: number, overlapTokens?: number, windowTokens?: number, filepath?: string, chunkStrategy?: ChunkStrategy, signal?: AbortSignal, tokenizer?: TokenCounter): Promise<{
  597. text: string;
  598. pos: number;
  599. tokens: number;
  600. }[]>;
  601. /**
  602. * Normalize a docid input by stripping surrounding quotes and leading #.
  603. * Handles: "#abc123", 'abc123', "abc123", #abc123, abc123
  604. * Returns the bare hex string.
  605. */
  606. export declare function normalizeDocid(docid: string): string;
  607. /**
  608. * Check if a string looks like a docid reference.
  609. * Accepts: #abc123, abc123, "#abc123", "abc123", '#abc123', 'abc123'
  610. * Returns true if the normalized form is a valid hex string of 6+ chars.
  611. */
  612. export declare function isDocid(input: string): boolean;
  613. /**
  614. * Find a document by its short docid (first 6 characters of hash).
  615. * Returns the document's virtual path if found, null otherwise.
  616. * If multiple documents match the same short hash (collision), returns the first one.
  617. *
  618. * Accepts lenient input: #abc123, abc123, "#abc123", "abc123"
  619. */
  620. export declare function findDocumentByDocid(db: Database, docid: string): {
  621. filepath: string;
  622. hash: string;
  623. } | null;
  624. export declare function findSimilarFiles(db: Database, query: string, maxDistance?: number, limit?: number): string[];
  625. export declare function matchFilesByGlob(db: Database, pattern: string): {
  626. filepath: string;
  627. displayPath: string;
  628. bodyLength: number;
  629. }[];
  630. /**
  631. * Get context for a file path using hierarchical inheritance.
  632. * Contexts are collection-scoped and inherit from parent directories.
  633. * For example, context at "/talks" applies to "/talks/2024/keynote.md".
  634. *
  635. * @param db Database instance (unused - kept for compatibility)
  636. * @param collectionName Collection name
  637. * @param path Relative path within the collection
  638. * @returns Context string or null if no context is defined
  639. */
  640. export declare function getContextForPath(db: Database, collectionName: string, path: string): string | null;
  641. /**
  642. * Get context for a file path (virtual or filesystem).
  643. * Resolves the collection and relative path from the DB store_collections table.
  644. */
  645. export declare function getContextForFile(db: Database, filepath: string): string | null;
  646. /**
  647. * Get collection by name from DB store_collections table.
  648. */
  649. export declare function getCollectionByName(db: Database, name: string): {
  650. name: string;
  651. pwd: string;
  652. glob_pattern: string;
  653. } | null;
  654. /**
  655. * List all collections with document counts from database.
  656. * Merges store_collections config with database statistics.
  657. */
  658. export declare function listCollections(db: Database): {
  659. name: string;
  660. pwd: string;
  661. glob_pattern: string;
  662. doc_count: number;
  663. active_count: number;
  664. last_modified: string | null;
  665. includeByDefault: boolean;
  666. }[];
  667. /**
  668. * Remove a collection and clean up its documents.
  669. * Uses collections.ts to remove from YAML config and cleans up database.
  670. */
  671. export declare function removeCollection(db: Database, collectionName: string): {
  672. deletedDocs: number;
  673. cleanedHashes: number;
  674. };
  675. /**
  676. * Rename a collection.
  677. * Updates both YAML config and database documents table.
  678. */
  679. export declare function renameCollection(db: Database, oldName: string, newName: string): void;
  680. /**
  681. * Insert or update a context for a specific collection and path prefix.
  682. */
  683. export declare function insertContext(db: Database, collectionId: number, pathPrefix: string, context: string): void;
  684. /**
  685. * Delete a context for a specific collection and path prefix.
  686. * Returns the number of contexts deleted.
  687. */
  688. export declare function deleteContext(db: Database, collectionName: string, pathPrefix: string): number;
  689. /**
  690. * Delete all global contexts (contexts with empty path_prefix).
  691. * Returns the number of contexts deleted.
  692. */
  693. export declare function deleteGlobalContexts(db: Database): number;
  694. /**
  695. * List all contexts, grouped by collection.
  696. * Returns contexts ordered by collection name, then by path prefix length (longest first).
  697. */
  698. export declare function listPathContexts(db: Database): {
  699. collection_name: string;
  700. path_prefix: string;
  701. context: string;
  702. }[];
  703. /**
  704. * Get all collections (name only - from YAML config).
  705. */
  706. export declare function getAllCollections(db: Database): {
  707. name: string;
  708. }[];
  709. /**
  710. * Check which collections don't have any context defined.
  711. * Returns collections that have no context entries at all (not even root context).
  712. */
  713. export declare function getCollectionsWithoutContext(db: Database): {
  714. name: string;
  715. pwd: string;
  716. doc_count: number;
  717. }[];
  718. /**
  719. * Get top-level directories in a collection that don't have context.
  720. * Useful for suggesting where context might be needed.
  721. */
  722. export declare function getTopLevelPathsWithoutContext(db: Database, collectionName: string): string[];
  723. export declare function sanitizeFTS5Term(term: string): string;
  724. /**
  725. * Validate that a vec/hyde query doesn't use lex-only syntax.
  726. * Returns error message if invalid, null if valid.
  727. *
  728. * Negation is detected ONLY when `-` is preceded by whitespace or sits at
  729. * the start of the query. Hyphens inside words (e.g. `auto-archived`,
  730. * `pre-commit`, `multi-session`, `state-of-the-art`) carry no negation
  731. * semantics in natural English and must pass through unchanged.
  732. */
  733. export declare function validateSemanticQuery(query: string): string | null;
  734. export declare function validateLexQuery(query: string): string | null;
  735. export declare function searchFTS(db: Database, query: string, limit?: number, collectionName?: string): SearchResult[];
  736. export declare function searchVec(db: Database, query: string, model: string, limit?: number, collectionName?: string, session?: ILLMSession, precomputedEmbedding?: number[], embedProvider?: EmbeddingProvider): Promise<SearchResult[]>;
  737. /**
  738. * Get all unique content hashes that need embeddings (from active documents).
  739. * Returns hash, document body, and a sample path for display purposes.
  740. */
  741. export declare function getHashesForEmbedding(db: Database): {
  742. hash: string;
  743. body: string;
  744. path: string;
  745. }[];
  746. /**
  747. * Clear all embeddings from the database (force re-index).
  748. * Deletes all rows from content_vectors and drops the vectors_vec table.
  749. */
  750. export declare function clearAllEmbeddings(db: Database): void;
  751. /**
  752. * Get the distinct set of model identifiers present in `content_vectors`.
  753. *
  754. * Used by the embedding migration-safety guard: if a configured provider's
  755. * `getModelId()` does not appear in this list (and the table is non-empty),
  756. * we refuse to embed and ask the user to run `qmd embed -f` to rebuild.
  757. *
  758. * Returns `[]` when the table is empty (fresh DB) — in which case any
  759. * provider is allowed.
  760. */
  761. export declare function getDistinctEmbeddingModels(db: Database): string[];
  762. /**
  763. * Insert a single embedding into both content_vectors and vectors_vec tables.
  764. * The hash_seq key is formatted as "hash_seq" for the vectors_vec table.
  765. *
  766. * content_vectors is inserted first so that getHashesForEmbedding (which checks
  767. * only content_vectors) won't re-select the hash on a crash between the two inserts.
  768. *
  769. * vectors_vec uses DELETE + INSERT instead of INSERT OR REPLACE because sqlite-vec's
  770. * vec0 virtual tables silently ignore the OR REPLACE conflict clause.
  771. */
  772. export declare function insertEmbedding(db: Database, hash: string, seq: number, pos: number, embedding: Float32Array, model: string, embeddedAt: string): void;
  773. export declare function expandQuery(query: string, model: string | undefined, db: Database, intent?: string, llmOverride?: LlamaCpp): Promise<ExpandedQuery[]>;
  774. export declare function rerank(query: string, documents: {
  775. file: string;
  776. text: string;
  777. }[], model: string | undefined, db: Database, intent?: string, llmOverride?: LlamaCpp): Promise<{
  778. file: string;
  779. score: number;
  780. }[]>;
  781. export declare function reciprocalRankFusion(resultLists: RankedResult[][], weights?: number[], k?: number): RankedResult[];
  782. /**
  783. * Build per-document RRF contribution traces for explain/debug output.
  784. */
  785. export declare function buildRrfTrace(resultLists: RankedResult[][], weights?: number[], listMeta?: RankedListMeta[], k?: number): Map<string, RRFScoreTrace>;
  786. /**
  787. * Find a document by filename/path, docid (#hash), or with fuzzy matching.
  788. * Returns document metadata without body by default.
  789. *
  790. * Supports:
  791. * - Virtual paths: qmd://collection/path/to/file.md
  792. * - Absolute paths: /path/to/file.md
  793. * - Relative paths: path/to/file.md
  794. * - Short docid: #abc123 (first 6 chars of hash)
  795. */
  796. export declare function findDocument(db: Database, filename: string, options?: {
  797. includeBody?: boolean;
  798. }): DocumentResult | DocumentNotFound;
  799. /**
  800. * Get the body content for a document
  801. * Optionally slice by line range
  802. */
  803. export declare function getDocumentBody(db: Database, doc: DocumentResult | {
  804. filepath: string;
  805. }, fromLine?: number, maxLines?: number): string | null;
  806. /**
  807. * Find multiple documents by glob pattern or comma-separated list
  808. * Returns documents without body by default (use getDocumentBody to load)
  809. */
  810. export declare function findDocuments(db: Database, pattern: string, options?: {
  811. includeBody?: boolean;
  812. maxBytes?: number;
  813. }): {
  814. docs: MultiGetResult[];
  815. errors: string[];
  816. };
  817. export declare function getStatus(db: Database): IndexStatus;
  818. export type SnippetResult = {
  819. line: number;
  820. snippet: string;
  821. linesBefore: number;
  822. linesAfter: number;
  823. snippetLines: number;
  824. };
  825. /** Weight for intent terms relative to query terms (1.0) in snippet scoring */
  826. export declare const INTENT_WEIGHT_SNIPPET = 0.3;
  827. /** Weight for intent terms relative to query terms (1.0) in chunk selection */
  828. export declare const INTENT_WEIGHT_CHUNK = 0.5;
  829. /**
  830. * Extract meaningful terms from an intent string, filtering stop words and punctuation.
  831. * Uses Unicode-aware punctuation stripping so domain terms like "API" survive.
  832. * Returns lowercase terms suitable for text matching.
  833. */
  834. export declare function extractIntentTerms(intent: string): string[];
  835. export declare function extractSnippet(body: string, query: string, maxLen?: number, chunkPos?: number, chunkLen?: number, intent?: string): SnippetResult;
  836. /**
  837. * Add line numbers to text content.
  838. * Each line becomes: "{lineNum}: {content}"
  839. */
  840. export declare function addLineNumbers(text: string, startLine?: number): string;
  841. /**
  842. * Optional progress hooks for search orchestration.
  843. * CLI wires these to stderr for user feedback; MCP leaves them unset.
  844. */
  845. export interface SearchHooks {
  846. /** BM25 probe found strong signal — expansion will be skipped */
  847. onStrongSignal?: (topScore: number) => void;
  848. /** Query expansion starting */
  849. onExpandStart?: () => void;
  850. /** Query expansion complete. Empty array = strong signal skip. elapsedMs = time taken. */
  851. onExpand?: (original: string, expanded: ExpandedQuery[], elapsedMs: number) => void;
  852. /** Embedding starting (vec/hyde queries) */
  853. onEmbedStart?: (count: number) => void;
  854. /** Embedding complete */
  855. onEmbedDone?: (elapsedMs: number) => void;
  856. /** Reranking is about to start */
  857. onRerankStart?: (chunkCount: number) => void;
  858. /** Reranking finished */
  859. onRerankDone?: (elapsedMs: number) => void;
  860. }
  861. export interface HybridQueryOptions {
  862. collection?: string;
  863. limit?: number;
  864. minScore?: number;
  865. candidateLimit?: number;
  866. explain?: boolean;
  867. intent?: string;
  868. skipRerank?: boolean;
  869. chunkStrategy?: ChunkStrategy;
  870. hooks?: SearchHooks;
  871. /**
  872. * Optional embedding provider for query-side encoding (i-loazq6ze).
  873. * When supplied, the original-query vector AND any vec/hyde expansion
  874. * variants are encoded through this provider (HTTP, GPU worker,
  875. * AutoFallback chain) instead of `getLlm(store).embedBatch(...)`. Skip
  876. * to keep pre-patch behavior (uses local LlamaCpp).
  877. */
  878. embedProvider?: EmbeddingProvider;
  879. }
  880. export interface HybridQueryResult {
  881. file: string;
  882. displayPath: string;
  883. title: string;
  884. body: string;
  885. bestChunk: string;
  886. bestChunkPos: number;
  887. score: number;
  888. context: string | null;
  889. docid: string;
  890. explain?: HybridQueryExplain;
  891. }
  892. export type RankedListMeta = {
  893. source: "fts" | "vec";
  894. queryType: "original" | "lex" | "vec" | "hyde";
  895. query: string;
  896. };
  897. /**
  898. * Hybrid search: BM25 + vector + query expansion + RRF + chunked reranking.
  899. *
  900. * Pipeline:
  901. * 1. BM25 probe → skip expansion if strong signal
  902. * 2. expandQuery() → typed query variants (lex/vec/hyde)
  903. * 3. Type-routed search: original→vector, lex→FTS, vec/hyde→vector
  904. * 4. RRF fusion → slice to candidateLimit
  905. * 5. chunkDocument() + keyword-best-chunk selection
  906. * 6. rerank on chunks (NOT full bodies — O(tokens) trap)
  907. * 7. Position-aware score blending (RRF rank × reranker score)
  908. * 8. Dedup by file, filter by minScore, slice to limit
  909. */
  910. export declare function hybridQuery(store: Store, query: string, options?: HybridQueryOptions): Promise<HybridQueryResult[]>;
  911. export interface VectorSearchOptions {
  912. collection?: string;
  913. limit?: number;
  914. minScore?: number;
  915. intent?: string;
  916. hooks?: Pick<SearchHooks, 'onExpand'>;
  917. /**
  918. * Optional embedding provider for query-side encoding (i-loazq6ze).
  919. * When supplied, query vectors are encoded via the provider (HTTP /
  920. * GPU worker / fallback chain) instead of the local llama-cpp model.
  921. */
  922. embedProvider?: EmbeddingProvider;
  923. }
  924. export interface VectorSearchResult {
  925. file: string;
  926. displayPath: string;
  927. title: string;
  928. body: string;
  929. score: number;
  930. context: string | null;
  931. docid: string;
  932. }
  933. /**
  934. * Vector-only semantic search with query expansion.
  935. *
  936. * Pipeline:
  937. * 1. expandQuery() → typed variants, filter to vec/hyde only (lex irrelevant here)
  938. * 2. searchVec() for original + vec/hyde variants (sequential — node-llama-cpp embed limitation)
  939. * 3. Dedup by filepath (keep max score)
  940. * 4. Sort by score descending, filter by minScore, slice to limit
  941. */
  942. export declare function vectorSearchQuery(store: Store, query: string, options?: VectorSearchOptions): Promise<VectorSearchResult[]>;
  943. /**
  944. * A single sub-search in a structured search request.
  945. * Matches the format used in QMD training data.
  946. */
  947. export interface StructuredSearchOptions {
  948. collections?: string[];
  949. limit?: number;
  950. minScore?: number;
  951. candidateLimit?: number;
  952. explain?: boolean;
  953. /** Domain intent hint for disambiguation — steers reranking and chunk selection */
  954. intent?: string;
  955. /** Skip LLM reranking, use only RRF scores */
  956. skipRerank?: boolean;
  957. chunkStrategy?: ChunkStrategy;
  958. hooks?: SearchHooks;
  959. /**
  960. * Optional embedding provider for query-side encoding (i-loazq6ze).
  961. * When supplied, vec/hyde sub-queries are batch-encoded via the provider
  962. * (HTTP / GPU worker / fallback chain) instead of `getLlm(store).embedBatch`.
  963. */
  964. embedProvider?: EmbeddingProvider;
  965. }
  966. /**
  967. * Structured search: execute pre-expanded queries without LLM query expansion.
  968. *
  969. * Designed for LLM callers (MCP/HTTP) that generate their own query expansions.
  970. * Skips the internal expandQuery() step — goes directly to:
  971. *
  972. * Pipeline:
  973. * 1. Route searches: lex→FTS, vec/hyde→vector (batch embed)
  974. * 2. RRF fusion across all result lists
  975. * 3. Chunk documents + keyword-best-chunk selection
  976. * 4. Rerank on chunks
  977. * 5. Position-aware score blending
  978. * 6. Dedup, filter, slice
  979. *
  980. * This is the recommended endpoint for capable LLMs — they can generate
  981. * better query variations than our small local model, especially for
  982. * domain-specific or nuanced queries.
  983. */
  984. export declare function structuredSearch(store: Store, searches: ExpandedQuery[], options?: StructuredSearchOptions): Promise<HybridQueryResult[]>;