Files
clawdbot/src/memory/manager.ts
2026-01-17 21:09:22 +00:00

1088 lines
35 KiB
TypeScript

import fs from "node:fs/promises";
import path from "node:path";
import type { DatabaseSync } from "node:sqlite";
import chokidar, { type FSWatcher } from "chokidar";
import { resolveAgentDir, resolveAgentWorkspaceDir } from "../agents/agent-scope.js";
import type { ResolvedMemorySearchConfig } from "../agents/memory-search.js";
import { resolveMemorySearchConfig } from "../agents/memory-search.js";
import type { ClawdbotConfig } from "../config/config.js";
import { resolveSessionTranscriptsDirForAgent } from "../config/sessions/paths.js";
import { createSubsystemLogger } from "../logging.js";
import { onSessionTranscriptUpdate } from "../sessions/transcript-events.js";
import { resolveUserPath, truncateUtf16Safe } from "../utils.js";
import {
createEmbeddingProvider,
type EmbeddingProvider,
type EmbeddingProviderResult,
} from "./embeddings.js";
import {
buildFileEntry,
chunkMarkdown,
cosineSimilarity,
ensureDir,
hashText,
isMemoryPath,
listMemoryFiles,
type MemoryChunk,
type MemoryFileEntry,
normalizeRelPath,
parseEmbedding,
} from "./internal.js";
import { requireNodeSqlite } from "./sqlite.js";
type MemorySource = "memory" | "sessions";
export type MemorySearchResult = {
path: string;
startLine: number;
endLine: number;
score: number;
snippet: string;
source: MemorySource;
};
type MemoryIndexMeta = {
model: string;
provider: string;
chunkTokens: number;
chunkOverlap: number;
vectorDims?: number;
};
type SessionFileEntry = {
path: string;
absPath: string;
mtimeMs: number;
size: number;
hash: string;
content: string;
};
type MemorySyncProgressUpdate = {
completed: number;
total: number;
label?: string;
};
type MemorySyncProgressState = {
completed: number;
total: number;
label?: string;
report: (update: MemorySyncProgressUpdate) => void;
};
const META_KEY = "memory_index_meta_v1";
const SNIPPET_MAX_CHARS = 700;
const VECTOR_TABLE = "chunks_vec";
const SESSION_DIRTY_DEBOUNCE_MS = 5000;
const EMBEDDING_BATCH_MAX_TOKENS = 8000;
const EMBEDDING_APPROX_CHARS_PER_TOKEN = 1;
const log = createSubsystemLogger("memory");
const INDEX_CACHE = new Map<string, MemoryIndexManager>();
const vectorToBlob = (embedding: number[]): Buffer =>
Buffer.from(new Float32Array(embedding).buffer);
export class MemoryIndexManager {
private readonly cacheKey: string;
private readonly cfg: ClawdbotConfig;
private readonly agentId: string;
private readonly workspaceDir: string;
private readonly settings: ResolvedMemorySearchConfig;
private readonly provider: EmbeddingProvider;
private readonly requestedProvider: "openai" | "local";
private readonly fallbackReason?: string;
private readonly db: DatabaseSync;
private readonly sources: Set<MemorySource>;
private readonly vector: {
enabled: boolean;
available: boolean | null;
extensionPath?: string;
loadError?: string;
dims?: number;
};
private vectorReady: Promise<boolean> | null = null;
private watcher: FSWatcher | null = null;
private watchTimer: NodeJS.Timeout | null = null;
private sessionWatchTimer: NodeJS.Timeout | null = null;
private sessionUnsubscribe: (() => void) | null = null;
private intervalTimer: NodeJS.Timeout | null = null;
private closed = false;
private dirty = false;
private sessionsDirty = false;
private sessionsDirtyFiles = new Set<string>();
private sessionWarm = new Set<string>();
private syncing: Promise<void> | null = null;
static async get(params: {
cfg: ClawdbotConfig;
agentId: string;
}): Promise<MemoryIndexManager | null> {
const { cfg, agentId } = params;
const settings = resolveMemorySearchConfig(cfg, agentId);
if (!settings) return null;
const workspaceDir = resolveAgentWorkspaceDir(cfg, agentId);
const key = `${agentId}:${workspaceDir}:${JSON.stringify(settings)}`;
const existing = INDEX_CACHE.get(key);
if (existing) return existing;
const providerResult = await createEmbeddingProvider({
config: cfg,
agentDir: resolveAgentDir(cfg, agentId),
provider: settings.provider,
remote: settings.remote,
model: settings.model,
fallback: settings.fallback,
local: settings.local,
});
const manager = new MemoryIndexManager({
cacheKey: key,
cfg,
agentId,
workspaceDir,
settings,
providerResult,
});
INDEX_CACHE.set(key, manager);
return manager;
}
private constructor(params: {
cacheKey: string;
cfg: ClawdbotConfig;
agentId: string;
workspaceDir: string;
settings: ResolvedMemorySearchConfig;
providerResult: EmbeddingProviderResult;
}) {
this.cacheKey = params.cacheKey;
this.cfg = params.cfg;
this.agentId = params.agentId;
this.workspaceDir = params.workspaceDir;
this.settings = params.settings;
this.provider = params.providerResult.provider;
this.requestedProvider = params.providerResult.requestedProvider;
this.fallbackReason = params.providerResult.fallbackReason;
this.sources = new Set(params.settings.sources);
this.db = this.openDatabase();
this.ensureSchema();
this.vector = {
enabled: params.settings.store.vector.enabled,
available: null,
extensionPath: params.settings.store.vector.extensionPath,
};
const meta = this.readMeta();
if (meta?.vectorDims) {
this.vector.dims = meta.vectorDims;
}
this.ensureWatcher();
this.ensureSessionListener();
this.ensureIntervalSync();
this.dirty = this.sources.has("memory");
if (this.sources.has("sessions")) {
this.sessionsDirty = true;
}
}
async warmSession(sessionKey?: string): Promise<void> {
if (!this.settings.sync.onSessionStart) return;
const key = sessionKey?.trim() || "";
if (key && this.sessionWarm.has(key)) return;
await this.sync({ reason: "session-start" });
if (key) this.sessionWarm.add(key);
}
async search(
query: string,
opts?: {
maxResults?: number;
minScore?: number;
sessionKey?: string;
},
): Promise<MemorySearchResult[]> {
await this.warmSession(opts?.sessionKey);
if (this.settings.sync.onSearch && (this.dirty || this.sessionsDirty)) {
await this.sync({ reason: "search" });
}
const cleaned = query.trim();
if (!cleaned) return [];
const minScore = opts?.minScore ?? this.settings.query.minScore;
const maxResults = opts?.maxResults ?? this.settings.query.maxResults;
const queryVec = await this.provider.embedQuery(cleaned);
if (queryVec.length === 0) return [];
if (await this.ensureVectorReady(queryVec.length)) {
const sourceFilter = this.buildSourceFilter("c");
const rows = this.db
.prepare(
`SELECT c.path, c.start_line, c.end_line, c.text,
c.source,
vec_distance_cosine(v.embedding, ?) AS dist
FROM ${VECTOR_TABLE} v
JOIN chunks c ON c.id = v.id
WHERE c.model = ?${sourceFilter.sql}
ORDER BY dist ASC
LIMIT ?`,
)
.all(
vectorToBlob(queryVec),
this.provider.model,
...sourceFilter.params,
maxResults,
) as Array<{
path: string;
start_line: number;
end_line: number;
text: string;
source: MemorySource;
dist: number;
}>;
return rows
.map((row) => ({
path: row.path,
startLine: row.start_line,
endLine: row.end_line,
score: 1 - row.dist,
snippet: truncateUtf16Safe(row.text, SNIPPET_MAX_CHARS),
source: row.source,
}))
.filter((entry) => entry.score >= minScore);
}
const candidates = this.listChunks();
const scored = candidates
.map((chunk) => ({
chunk,
score: cosineSimilarity(queryVec, chunk.embedding),
}))
.filter((entry) => Number.isFinite(entry.score));
return scored
.filter((entry) => entry.score >= minScore)
.sort((a, b) => b.score - a.score)
.slice(0, maxResults)
.map((entry) => ({
path: entry.chunk.path,
startLine: entry.chunk.startLine,
endLine: entry.chunk.endLine,
score: entry.score,
snippet: truncateUtf16Safe(entry.chunk.text, SNIPPET_MAX_CHARS),
source: entry.chunk.source,
}));
}
async sync(params?: {
reason?: string;
force?: boolean;
progress?: (update: MemorySyncProgressUpdate) => void;
}): Promise<void> {
if (this.syncing) return this.syncing;
this.syncing = this.runSync(params).finally(() => {
this.syncing = null;
});
return this.syncing;
}
async readFile(params: {
relPath: string;
from?: number;
lines?: number;
}): Promise<{ text: string; path: string }> {
const relPath = normalizeRelPath(params.relPath);
if (!relPath || !isMemoryPath(relPath)) {
throw new Error("path required");
}
const absPath = path.resolve(this.workspaceDir, relPath);
if (!absPath.startsWith(this.workspaceDir)) {
throw new Error("path escapes workspace");
}
const content = await fs.readFile(absPath, "utf-8");
if (!params.from && !params.lines) {
return { text: content, path: relPath };
}
const lines = content.split("\n");
const start = Math.max(1, params.from ?? 1);
const count = Math.max(1, params.lines ?? lines.length);
const slice = lines.slice(start - 1, start - 1 + count);
return { text: slice.join("\n"), path: relPath };
}
status(): {
files: number;
chunks: number;
dirty: boolean;
workspaceDir: string;
dbPath: string;
provider: string;
model: string;
requestedProvider: string;
sources: MemorySource[];
sourceCounts: Array<{ source: MemorySource; files: number; chunks: number }>;
fallback?: { from: string; reason?: string };
vector?: {
enabled: boolean;
available?: boolean;
extensionPath?: string;
loadError?: string;
dims?: number;
};
} {
const sourceFilter = this.buildSourceFilter();
const files = this.db
.prepare(`SELECT COUNT(*) as c FROM files WHERE 1=1${sourceFilter.sql}`)
.get(...sourceFilter.params) as {
c: number;
};
const chunks = this.db
.prepare(`SELECT COUNT(*) as c FROM chunks WHERE 1=1${sourceFilter.sql}`)
.get(...sourceFilter.params) as {
c: number;
};
const sourceCounts = (() => {
const sources = Array.from(this.sources);
if (sources.length === 0) return [];
const bySource = new Map<MemorySource, { files: number; chunks: number }>();
for (const source of sources) {
bySource.set(source, { files: 0, chunks: 0 });
}
const fileRows = this.db
.prepare(
`SELECT source, COUNT(*) as c FROM files WHERE 1=1${sourceFilter.sql} GROUP BY source`,
)
.all(...sourceFilter.params) as Array<{ source: MemorySource; c: number }>;
for (const row of fileRows) {
const entry = bySource.get(row.source) ?? { files: 0, chunks: 0 };
entry.files = row.c ?? 0;
bySource.set(row.source, entry);
}
const chunkRows = this.db
.prepare(
`SELECT source, COUNT(*) as c FROM chunks WHERE 1=1${sourceFilter.sql} GROUP BY source`,
)
.all(...sourceFilter.params) as Array<{ source: MemorySource; c: number }>;
for (const row of chunkRows) {
const entry = bySource.get(row.source) ?? { files: 0, chunks: 0 };
entry.chunks = row.c ?? 0;
bySource.set(row.source, entry);
}
return sources.map((source) => ({ source, ...bySource.get(source)! }));
})();
return {
files: files?.c ?? 0,
chunks: chunks?.c ?? 0,
dirty: this.dirty,
workspaceDir: this.workspaceDir,
dbPath: this.settings.store.path,
provider: this.provider.id,
model: this.provider.model,
requestedProvider: this.requestedProvider,
sources: Array.from(this.sources),
sourceCounts,
fallback: this.fallbackReason ? { from: "local", reason: this.fallbackReason } : undefined,
vector: {
enabled: this.vector.enabled,
available: this.vector.available ?? undefined,
extensionPath: this.vector.extensionPath,
loadError: this.vector.loadError,
dims: this.vector.dims,
},
};
}
async probeVectorAvailability(): Promise<boolean> {
if (!this.vector.enabled) return false;
return this.ensureVectorReady();
}
async probeEmbeddingAvailability(): Promise<{ ok: boolean; error?: string }> {
try {
await this.provider.embedQuery("ping");
return { ok: true };
} catch (err) {
const message = err instanceof Error ? err.message : String(err);
return { ok: false, error: message };
}
}
async close(): Promise<void> {
if (this.closed) return;
this.closed = true;
if (this.watchTimer) {
clearTimeout(this.watchTimer);
this.watchTimer = null;
}
if (this.sessionWatchTimer) {
clearTimeout(this.sessionWatchTimer);
this.sessionWatchTimer = null;
}
if (this.intervalTimer) {
clearInterval(this.intervalTimer);
this.intervalTimer = null;
}
if (this.watcher) {
await this.watcher.close();
this.watcher = null;
}
if (this.sessionUnsubscribe) {
this.sessionUnsubscribe();
this.sessionUnsubscribe = null;
}
this.db.close();
INDEX_CACHE.delete(this.cacheKey);
}
private async ensureVectorReady(dimensions?: number): Promise<boolean> {
if (!this.vector.enabled) return false;
if (!this.vectorReady) {
this.vectorReady = this.loadVectorExtension();
}
const ready = await this.vectorReady;
if (ready && typeof dimensions === "number" && dimensions > 0) {
this.ensureVectorTable(dimensions);
}
return ready;
}
private async loadVectorExtension(): Promise<boolean> {
if (this.vector.available !== null) return this.vector.available;
if (!this.vector.enabled) {
this.vector.available = false;
return false;
}
try {
const sqliteVec = await import("sqlite-vec");
const extensionPath = this.vector.extensionPath?.trim()
? resolveUserPath(this.vector.extensionPath)
: sqliteVec.getLoadablePath();
this.db.enableLoadExtension(true);
if (this.vector.extensionPath?.trim()) {
this.db.loadExtension(extensionPath);
} else {
sqliteVec.load(this.db);
}
this.vector.extensionPath = extensionPath;
this.vector.available = true;
return true;
} catch (err) {
const message = err instanceof Error ? err.message : String(err);
this.vector.available = false;
this.vector.loadError = message;
log.warn(`sqlite-vec unavailable: ${message}`);
return false;
}
}
private ensureVectorTable(dimensions: number): void {
if (this.vector.dims === dimensions) return;
if (this.vector.dims && this.vector.dims !== dimensions) {
this.dropVectorTable();
}
this.db.exec(
`CREATE VIRTUAL TABLE IF NOT EXISTS ${VECTOR_TABLE} USING vec0(\n` +
` id TEXT PRIMARY KEY,\n` +
` embedding FLOAT[${dimensions}]\n` +
`)`,
);
this.vector.dims = dimensions;
}
private dropVectorTable(): void {
try {
this.db.exec(`DROP TABLE IF EXISTS ${VECTOR_TABLE}`);
} catch (err) {
const message = err instanceof Error ? err.message : String(err);
log.debug(`Failed to drop ${VECTOR_TABLE}: ${message}`);
}
}
private buildSourceFilter(alias?: string): { sql: string; params: MemorySource[] } {
const sources = Array.from(this.sources);
if (sources.length === 0) return { sql: "", params: [] };
const column = alias ? `${alias}.source` : "source";
const placeholders = sources.map(() => "?").join(", ");
return { sql: ` AND ${column} IN (${placeholders})`, params: sources };
}
private ensureColumn(table: "files" | "chunks", column: string, definition: string): void {
const rows = this.db.prepare(`PRAGMA table_info(${table})`).all() as Array<{
name: string;
}>;
if (rows.some((row) => row.name === column)) return;
this.db.exec(`ALTER TABLE ${table} ADD COLUMN ${column} ${definition}`);
}
private openDatabase(): DatabaseSync {
const dbPath = resolveUserPath(this.settings.store.path);
const dir = path.dirname(dbPath);
ensureDir(dir);
const { DatabaseSync } = requireNodeSqlite();
return new DatabaseSync(dbPath, { allowExtension: this.settings.store.vector.enabled });
}
private ensureSchema() {
this.db.exec(`
CREATE TABLE IF NOT EXISTS meta (
key TEXT PRIMARY KEY,
value TEXT NOT NULL
);
`);
this.db.exec(`
CREATE TABLE IF NOT EXISTS files (
path TEXT PRIMARY KEY,
source TEXT NOT NULL DEFAULT 'memory',
hash TEXT NOT NULL,
mtime INTEGER NOT NULL,
size INTEGER NOT NULL
);
`);
this.db.exec(`
CREATE TABLE IF NOT EXISTS chunks (
id TEXT PRIMARY KEY,
path TEXT NOT NULL,
source TEXT NOT NULL DEFAULT 'memory',
start_line INTEGER NOT NULL,
end_line INTEGER NOT NULL,
hash TEXT NOT NULL,
model TEXT NOT NULL,
text TEXT NOT NULL,
embedding TEXT NOT NULL,
updated_at INTEGER NOT NULL
);
`);
this.ensureColumn("files", "source", "TEXT NOT NULL DEFAULT 'memory'");
this.ensureColumn("chunks", "source", "TEXT NOT NULL DEFAULT 'memory'");
this.db.exec(`CREATE INDEX IF NOT EXISTS idx_chunks_path ON chunks(path);`);
this.db.exec(`CREATE INDEX IF NOT EXISTS idx_chunks_source ON chunks(source);`);
}
private ensureWatcher() {
if (!this.sources.has("memory") || !this.settings.sync.watch || this.watcher) return;
const watchPaths = [
path.join(this.workspaceDir, "MEMORY.md"),
path.join(this.workspaceDir, "memory"),
];
this.watcher = chokidar.watch(watchPaths, {
ignoreInitial: true,
awaitWriteFinish: {
stabilityThreshold: this.settings.sync.watchDebounceMs,
pollInterval: 100,
},
});
const markDirty = () => {
this.dirty = true;
this.scheduleWatchSync();
};
this.watcher.on("add", markDirty);
this.watcher.on("change", markDirty);
this.watcher.on("unlink", markDirty);
}
private ensureSessionListener() {
if (!this.sources.has("sessions") || this.sessionUnsubscribe) return;
this.sessionUnsubscribe = onSessionTranscriptUpdate((update) => {
if (this.closed) return;
const sessionFile = update.sessionFile;
if (!this.isSessionFileForAgent(sessionFile)) return;
this.scheduleSessionDirty(sessionFile);
});
}
private scheduleSessionDirty(sessionFile: string) {
this.sessionsDirtyFiles.add(sessionFile);
if (this.sessionWatchTimer) return;
this.sessionWatchTimer = setTimeout(() => {
this.sessionWatchTimer = null;
this.sessionsDirty = true;
}, SESSION_DIRTY_DEBOUNCE_MS);
}
private isSessionFileForAgent(sessionFile: string): boolean {
if (!sessionFile) return false;
const sessionsDir = resolveSessionTranscriptsDirForAgent(this.agentId);
const resolvedFile = path.resolve(sessionFile);
const resolvedDir = path.resolve(sessionsDir);
return resolvedFile.startsWith(`${resolvedDir}${path.sep}`);
}
private ensureIntervalSync() {
const minutes = this.settings.sync.intervalMinutes;
if (!minutes || minutes <= 0 || this.intervalTimer) return;
const ms = minutes * 60 * 1000;
this.intervalTimer = setInterval(() => {
void this.sync({ reason: "interval" }).catch((err) => {
log.warn(`memory sync failed (interval): ${String(err)}`);
});
}, ms);
}
private scheduleWatchSync() {
if (!this.sources.has("memory") || !this.settings.sync.watch) return;
if (this.watchTimer) clearTimeout(this.watchTimer);
this.watchTimer = setTimeout(() => {
this.watchTimer = null;
void this.sync({ reason: "watch" }).catch((err) => {
log.warn(`memory sync failed (watch): ${String(err)}`);
});
}, this.settings.sync.watchDebounceMs);
}
private listChunks(): Array<{
path: string;
startLine: number;
endLine: number;
text: string;
embedding: number[];
source: MemorySource;
}> {
const sourceFilter = this.buildSourceFilter();
const rows = this.db
.prepare(
`SELECT path, start_line, end_line, text, embedding, source
FROM chunks
WHERE model = ?${sourceFilter.sql}`,
)
.all(this.provider.model, ...sourceFilter.params) as Array<{
path: string;
start_line: number;
end_line: number;
text: string;
embedding: string;
source: MemorySource;
}>;
return rows.map((row) => ({
path: row.path,
startLine: row.start_line,
endLine: row.end_line,
text: row.text,
embedding: parseEmbedding(row.embedding),
source: row.source,
}));
}
private shouldSyncSessions(params?: { reason?: string; force?: boolean }, needsFullReindex = false) {
if (!this.sources.has("sessions")) return false;
if (params?.force) return true;
const reason = params?.reason;
if (reason === "session-start" || reason === "watch") return false;
return this.sessionsDirty || needsFullReindex;
}
private async syncMemoryFiles(params: {
needsFullReindex: boolean;
progress?: MemorySyncProgressState;
}) {
const files = await listMemoryFiles(this.workspaceDir);
const fileEntries = await Promise.all(
files.map(async (file) => buildFileEntry(file, this.workspaceDir)),
);
const activePaths = new Set(fileEntries.map((entry) => entry.path));
if (params.progress) {
params.progress.total += fileEntries.length;
params.progress.report({
completed: params.progress.completed,
total: params.progress.total,
label: "Indexing memory files…",
});
}
for (const entry of fileEntries) {
const record = this.db
.prepare(`SELECT hash FROM files WHERE path = ? AND source = ?`)
.get(entry.path, "memory") as { hash: string } | undefined;
if (!params.needsFullReindex && record?.hash === entry.hash) {
if (params.progress) {
params.progress.completed += 1;
params.progress.report({
completed: params.progress.completed,
total: params.progress.total,
});
}
continue;
}
await this.indexFile(entry, { source: "memory" });
if (params.progress) {
params.progress.completed += 1;
params.progress.report({
completed: params.progress.completed,
total: params.progress.total,
});
}
}
const staleRows = this.db
.prepare(`SELECT path FROM files WHERE source = ?`)
.all("memory") as Array<{ path: string }>;
for (const stale of staleRows) {
if (activePaths.has(stale.path)) continue;
this.db.prepare(`DELETE FROM files WHERE path = ? AND source = ?`).run(stale.path, "memory");
this.db.prepare(`DELETE FROM chunks WHERE path = ? AND source = ?`).run(stale.path, "memory");
}
}
private async syncSessionFiles(params: {
needsFullReindex: boolean;
progress?: MemorySyncProgressState;
}) {
const files = await this.listSessionFiles();
const activePaths = new Set(files.map((file) => this.sessionPathForFile(file)));
const indexAll = params.needsFullReindex || this.sessionsDirtyFiles.size === 0;
if (params.progress) {
params.progress.total += files.length;
params.progress.report({
completed: params.progress.completed,
total: params.progress.total,
label: "Indexing session files…",
});
}
for (const absPath of files) {
if (!indexAll && !this.sessionsDirtyFiles.has(absPath)) {
if (params.progress) {
params.progress.completed += 1;
params.progress.report({
completed: params.progress.completed,
total: params.progress.total,
});
}
continue;
}
const entry = await this.buildSessionEntry(absPath);
if (!entry) {
if (params.progress) {
params.progress.completed += 1;
params.progress.report({
completed: params.progress.completed,
total: params.progress.total,
});
}
continue;
}
const record = this.db
.prepare(`SELECT hash FROM files WHERE path = ? AND source = ?`)
.get(entry.path, "sessions") as { hash: string } | undefined;
if (!params.needsFullReindex && record?.hash === entry.hash) {
if (params.progress) {
params.progress.completed += 1;
params.progress.report({
completed: params.progress.completed,
total: params.progress.total,
});
}
continue;
}
await this.indexFile(entry, { source: "sessions", content: entry.content });
if (params.progress) {
params.progress.completed += 1;
params.progress.report({
completed: params.progress.completed,
total: params.progress.total,
});
}
}
const staleRows = this.db
.prepare(`SELECT path FROM files WHERE source = ?`)
.all("sessions") as Array<{ path: string }>;
for (const stale of staleRows) {
if (activePaths.has(stale.path)) continue;
this.db
.prepare(`DELETE FROM files WHERE path = ? AND source = ?`)
.run(stale.path, "sessions");
this.db
.prepare(`DELETE FROM chunks WHERE path = ? AND source = ?`)
.run(stale.path, "sessions");
}
}
private async runSync(params?: {
reason?: string;
force?: boolean;
progress?: (update: MemorySyncProgressUpdate) => void;
}) {
const progress: MemorySyncProgressState | null = params?.progress
? {
completed: 0,
total: 0,
label: undefined,
report: (update) => {
if (!params.progress) return;
if (update.label) progress.label = update.label;
const label =
update.total > 0 && progress.label
? `${progress.label} ${update.completed}/${update.total}`
: progress.label;
params.progress({
completed: update.completed,
total: update.total,
label,
});
},
}
: null;
const vectorReady = await this.ensureVectorReady();
const meta = this.readMeta();
const needsFullReindex =
params?.force ||
!meta ||
meta.model !== this.provider.model ||
meta.provider !== this.provider.id ||
meta.chunkTokens !== this.settings.chunking.tokens ||
meta.chunkOverlap !== this.settings.chunking.overlap ||
(vectorReady && !meta?.vectorDims);
if (needsFullReindex) {
this.resetIndex();
}
const shouldSyncMemory =
this.sources.has("memory") && (params?.force || needsFullReindex || this.dirty);
const shouldSyncSessions = this.shouldSyncSessions(params, needsFullReindex);
if (shouldSyncMemory) {
await this.syncMemoryFiles({ needsFullReindex, progress: progress ?? undefined });
this.dirty = false;
}
if (shouldSyncSessions) {
await this.syncSessionFiles({ needsFullReindex, progress: progress ?? undefined });
this.sessionsDirty = false;
this.sessionsDirtyFiles.clear();
} else if (needsFullReindex && this.sources.has("sessions")) {
this.sessionsDirty = true;
}
const nextMeta: MemoryIndexMeta = {
model: this.provider.model,
provider: this.provider.id,
chunkTokens: this.settings.chunking.tokens,
chunkOverlap: this.settings.chunking.overlap,
};
if (this.vector.available && this.vector.dims) {
nextMeta.vectorDims = this.vector.dims;
}
if (shouldSyncMemory || shouldSyncSessions || needsFullReindex) {
this.writeMeta(nextMeta);
}
}
private resetIndex() {
this.db.exec(`DELETE FROM files`);
this.db.exec(`DELETE FROM chunks`);
this.dropVectorTable();
this.vector.dims = undefined;
this.sessionsDirtyFiles.clear();
}
private readMeta(): MemoryIndexMeta | null {
const row = this.db.prepare(`SELECT value FROM meta WHERE key = ?`).get(META_KEY) as
| { value: string }
| undefined;
if (!row?.value) return null;
try {
return JSON.parse(row.value) as MemoryIndexMeta;
} catch {
return null;
}
}
private writeMeta(meta: MemoryIndexMeta) {
const value = JSON.stringify(meta);
this.db
.prepare(
`INSERT INTO meta (key, value) VALUES (?, ?) ON CONFLICT(key) DO UPDATE SET value=excluded.value`,
)
.run(META_KEY, value);
}
private async listSessionFiles(): Promise<string[]> {
const dir = resolveSessionTranscriptsDirForAgent(this.agentId);
try {
const entries = await fs.readdir(dir, { withFileTypes: true });
return entries
.filter((entry) => entry.isFile())
.map((entry) => entry.name)
.filter((name) => name.endsWith(".jsonl"))
.map((name) => path.join(dir, name));
} catch {
return [];
}
}
private sessionPathForFile(absPath: string): string {
return path.join("sessions", path.basename(absPath)).replace(/\\/g, "/");
}
private normalizeSessionText(value: string): string {
return value.replace(/\s*\n+\s*/g, " ").replace(/\s+/g, " ").trim();
}
private extractSessionText(content: unknown): string | null {
if (typeof content === "string") {
const normalized = this.normalizeSessionText(content);
return normalized ? normalized : null;
}
if (!Array.isArray(content)) return null;
const parts: string[] = [];
for (const block of content) {
if (!block || typeof block !== "object") continue;
const record = block as { type?: unknown; text?: unknown };
if (record.type !== "text" || typeof record.text !== "string") continue;
const normalized = this.normalizeSessionText(record.text);
if (normalized) parts.push(normalized);
}
if (parts.length === 0) return null;
return parts.join(" ");
}
private async buildSessionEntry(absPath: string): Promise<SessionFileEntry | null> {
try {
const stat = await fs.stat(absPath);
const raw = await fs.readFile(absPath, "utf-8");
const lines = raw.split("\n");
const collected: string[] = [];
for (const line of lines) {
if (!line.trim()) continue;
let record: unknown;
try {
record = JSON.parse(line);
} catch {
continue;
}
if (
!record ||
typeof record !== "object" ||
(record as { type?: unknown }).type !== "message"
) {
continue;
}
const message = (record as { message?: unknown }).message as
| { role?: unknown; content?: unknown }
| undefined;
if (!message || typeof message.role !== "string") continue;
if (message.role !== "user" && message.role !== "assistant") continue;
const text = this.extractSessionText(message.content);
if (!text) continue;
const label = message.role === "user" ? "User" : "Assistant";
collected.push(`${label}: ${text}`);
}
const content = collected.join("\n");
return {
path: this.sessionPathForFile(absPath),
absPath,
mtimeMs: stat.mtimeMs,
size: stat.size,
hash: hashText(content),
content,
};
} catch (err) {
log.debug(`Failed reading session file ${absPath}: ${String(err)}`);
return null;
}
}
private estimateEmbeddingTokens(text: string): number {
if (!text) return 0;
return Math.ceil(text.length / EMBEDDING_APPROX_CHARS_PER_TOKEN);
}
private buildEmbeddingBatches(chunks: MemoryChunk[]): MemoryChunk[][] {
const batches: MemoryChunk[][] = [];
let current: MemoryChunk[] = [];
let currentTokens = 0;
for (const chunk of chunks) {
const estimate = this.estimateEmbeddingTokens(chunk.text);
const wouldExceed =
current.length > 0 && currentTokens + estimate > EMBEDDING_BATCH_MAX_TOKENS;
if (wouldExceed) {
batches.push(current);
current = [];
currentTokens = 0;
}
if (current.length === 0 && estimate > EMBEDDING_BATCH_MAX_TOKENS) {
batches.push([chunk]);
continue;
}
current.push(chunk);
currentTokens += estimate;
}
if (current.length > 0) {
batches.push(current);
}
return batches;
}
private async embedChunksInBatches(chunks: MemoryChunk[]): Promise<number[][]> {
if (chunks.length === 0) return [];
const batches = this.buildEmbeddingBatches(chunks);
const embeddings: number[][] = [];
for (const batch of batches) {
const batchEmbeddings = await this.provider.embedBatch(batch.map((chunk) => chunk.text));
for (let i = 0; i < batch.length; i += 1) {
embeddings.push(batchEmbeddings[i] ?? []);
}
}
return embeddings;
}
private async indexFile(
entry: MemoryFileEntry | SessionFileEntry,
options: { source: MemorySource; content?: string },
) {
const content = options.content ?? (await fs.readFile(entry.absPath, "utf-8"));
const chunks = chunkMarkdown(content, this.settings.chunking);
const embeddings = await this.embedChunksInBatches(chunks);
const sample = embeddings.find((embedding) => embedding.length > 0);
const vectorReady = sample ? await this.ensureVectorReady(sample.length) : false;
const now = Date.now();
this.db
.prepare(`DELETE FROM chunks WHERE path = ? AND source = ?`)
.run(entry.path, options.source);
for (let i = 0; i < chunks.length; i++) {
const chunk = chunks[i];
const embedding = embeddings[i] ?? [];
const id = hashText(
`${options.source}:${entry.path}:${chunk.startLine}:${chunk.endLine}:${chunk.hash}:${this.provider.model}`,
);
this.db
.prepare(
`INSERT INTO chunks (id, path, source, start_line, end_line, hash, model, text, embedding, updated_at)
VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
ON CONFLICT(id) DO UPDATE SET
hash=excluded.hash,
model=excluded.model,
text=excluded.text,
embedding=excluded.embedding,
updated_at=excluded.updated_at`,
)
.run(
id,
entry.path,
options.source,
chunk.startLine,
chunk.endLine,
chunk.hash,
this.provider.model,
chunk.text,
JSON.stringify(embedding),
now,
);
if (vectorReady && embedding.length > 0) {
this.db
.prepare(`INSERT OR REPLACE INTO ${VECTOR_TABLE} (id, embedding) VALUES (?, ?)`)
.run(id, vectorToBlob(embedding));
}
}
this.db
.prepare(
`INSERT INTO files (path, source, hash, mtime, size) VALUES (?, ?, ?, ?, ?)
ON CONFLICT(path) DO UPDATE SET
source=excluded.source,
hash=excluded.hash,
mtime=excluded.mtime,
size=excluded.size`,
)
.run(entry.path, options.source, entry.hash, entry.mtimeMs, entry.size);
}
}