feat: add web server backend.
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@@ -0,0 +1,184 @@
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"use strict";
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/**
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* retrieverService.js — persistent Python daemon.
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*
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* Spawns retrieve.py ONCE when the Node server starts. The Python process
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* loads the FAISS index and BM25 index once, then serves queries via
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* newline-delimited JSON on stdin/stdout.
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*
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* First query: ~150ms (index already warm from startup).
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* Cold start happens in the background while the server is booting.
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*
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* inference.py is never modified.
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*/
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const { spawn } = require("child_process");
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const path = require("path");
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const readline = require("readline");
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const { EventEmitter } = require("events");
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const BRIDGE = path.join(__dirname, "../bridge/retrieve.py");
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const ROOT = path.join(__dirname, "../../..");
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const PYTHON = process.env.PYTHON_BIN || "python";
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const BOOT_TIMEOUT_MS = 90_000; // Python cold-start budget
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const QUERY_TIMEOUT_MS = 10_000; // per-query budget once warm
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class PythonRetriever extends EventEmitter {
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constructor() {
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super();
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this._proc = null;
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this._rl = null;
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this._ready = false;
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this._error = null;
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this._queue = []; // requests queued before ready: [{query,top_n,resolve,reject,timer}]
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this._pending = []; // in-flight requests sent to Python: [{resolve,reject,timer}]
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this._start();
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}
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_start() {
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this._ready = false;
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this._error = null;
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console.log("[retriever] Starting Python daemon (first boot ~20s)…");
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this._proc = spawn(PYTHON, [BRIDGE], {
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cwd: ROOT,
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env: { ...process.env },
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stdio: ["pipe", "pipe", "pipe"],
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});
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this._rl = readline.createInterface({ input: this._proc.stdout, crlfDelay: Infinity });
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this._rl.on("line", (raw) => this._onLine(raw));
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this._proc.stderr.on("data", (d) => {
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const text = d.toString();
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// Suppress routine model-loading noise
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if (
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text.includes("Loading cached") ||
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text.includes("BM25 index") ||
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text.includes("Loaded ") ||
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text.includes("Building BM25")
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) return;
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process.stderr.write("[py] " + text);
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});
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this._proc.on("close", (code) => {
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console.warn(`[retriever] Daemon exited (code ${code}), restarting on next query.`);
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this._ready = false;
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this._proc = null;
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this._rl = null;
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// Reject anything still in flight
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for (const p of [...this._queue, ...this._pending]) {
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clearTimeout(p.timer);
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p.reject(new Error("Python retriever restarted unexpectedly."));
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}
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this._queue.length = 0;
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this._pending.length = 0;
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});
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this._proc.on("error", (err) => {
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console.error("[retriever] Spawn error:", err.message);
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this._error = err.message;
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for (const p of [...this._queue, ...this._pending]) {
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clearTimeout(p.timer);
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p.reject(new Error(`Retriever spawn failed: ${err.message}`));
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}
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this._queue.length = 0;
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this._pending.length = 0;
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});
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}
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_onLine(raw) {
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raw = raw.trim();
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if (!raw) return;
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let msg;
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try { msg = JSON.parse(raw); }
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catch { return; } // ignore non-JSON (e.g. sentence-transformers progress bars)
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// ── Startup handshake ──
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if (!this._ready) {
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if (msg.ready) {
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this._ready = true;
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console.log(`[retriever] Ready — flushing ${this._queue.length} queued request(s).`);
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// Send all queued requests in order
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for (const item of this._queue) {
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this._pending.push(item);
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this._send(item);
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}
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this._queue.length = 0;
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} else if (msg.error) {
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this._error = msg.error;
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console.error("[retriever] Init failed:", msg.error);
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for (const p of this._queue) { clearTimeout(p.timer); p.reject(new Error(msg.error)); }
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this._queue.length = 0;
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}
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return;
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}
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// ── Query response — FIFO ──
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const item = this._pending.shift();
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if (!item) return;
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clearTimeout(item.timer);
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if (msg.error) {
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item.reject(new Error(msg.error));
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} else {
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item.resolve({
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results: msg.results || [],
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latency_seconds: msg.latency_seconds ?? 0,
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});
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}
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}
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_send(item) {
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if (!this._proc || this._proc.killed) return;
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this._proc.stdin.write(
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JSON.stringify({ query: item.query, top_n: item.top_n }) + "\n"
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);
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}
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/**
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* @param {string} query
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* @param {number} topN
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* @returns {Promise<{ results: Array, latency_seconds: number }>}
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*/
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retrieve(query, topN = 5) {
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// Restart if crashed
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if (!this._proc) this._start();
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return new Promise((resolve, reject) => {
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if (this._error) {
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return reject(new Error(this._error));
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}
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const timeoutMs = this._ready ? QUERY_TIMEOUT_MS : BOOT_TIMEOUT_MS;
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const item = { query, top_n: topN, resolve, reject, timer: null };
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item.timer = setTimeout(() => {
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// Remove from whichever queue it's in
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let idx = this._queue.indexOf(item);
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if (idx !== -1) this._queue.splice(idx, 1);
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idx = this._pending.indexOf(item);
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if (idx !== -1) this._pending.splice(idx, 1);
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reject(new Error(`Retriever timed out after ${timeoutMs}ms`));
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}, timeoutMs);
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if (this._ready) {
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// Send immediately and wait for response
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this._pending.push(item);
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this._send(item);
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} else {
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// Queue until daemon signals ready
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this._queue.push(item);
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}
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});
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}
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}
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// Singleton — one daemon for the lifetime of the Node process
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const retriever = new PythonRetriever();
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module.exports = { retrieve: (q, n) => retriever.retrieve(q, n) };
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