Add nonblocking/asyn I/O operations
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@@ -1,4 +1,6 @@
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import Anthropic from "@anthropic-ai/sdk";
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import { pipeline } from "node:stream/promises";
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import { Transform, Writable } from "node:stream";
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import { embedNotes } from "./embedding.service.js";
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import { validateStructure, computeCohesionScore } from "./validation.service.js";
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@@ -33,31 +35,71 @@ Here are the notes:
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${notesJson}`;
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};
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const requestClusters = async (notes) => {
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const response = await client.messages.create({
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model: "claude-sonnet-4-20250514",
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max_tokens: 4096,
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messages: [
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{ role: "user", content: buildPrompt(notes) },
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],
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});
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const textDeltas = () => new Transform({
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objectMode: true,
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transform(event, _encoding, callback) {
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if (event?.type === 'content_block_delta' && event.delta?.type === 'text_delta') {
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callback(null, event.delta.text);
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return;
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}
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callback();
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},
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});
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const textBlock = response?.content?.[0];
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// Rejects as soon as the first non-whitespace character proves the response
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// is not the JSON array we asked for, rather than after the full generation.
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const collectClusterJson = (sink) => new Writable({
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objectMode: true,
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write(text, _encoding, callback) {
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if (!sink.sawOpeningBracket) {
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const leading = (sink.parts.join('') + text).trimStart();
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if (leading.length > 0) {
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if (!leading.startsWith('[')) {
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callback(new Error('LLM API returned non-JSON response'));
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return;
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}
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sink.sawOpeningBracket = true;
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}
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}
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sink.parts.push(text);
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callback();
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},
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});
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if (!textBlock || textBlock.type !== 'text' || typeof textBlock.text !== 'string') {
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const requestClusters = async (notes, signal) => {
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const sink = { parts: [], sawOpeningBracket: false };
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const options = signal ? [{ signal }] : [];
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const events = client.messages.stream(
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{
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model: "claude-sonnet-4-20250514",
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max_tokens: 4096,
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messages: [
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{ role: "user", content: buildPrompt(notes) },
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],
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},
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...options
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);
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await pipeline(events, textDeltas(), collectClusterJson(sink), ...options);
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const text = sink.parts.join('');
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if (text.trim().length === 0) {
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throw new Error('Unexpected response from LLM API: no text content returned');
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}
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try {
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return JSON.parse(textBlock.text);
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return JSON.parse(text);
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} catch {
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throw new Error('LLM API returned non-JSON response');
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}
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};
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export const clusterNotes = async (notes) => {
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export const clusterNotes = async (notes, { signal } = {}) => {
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const [clusters, embeddingMap] = await Promise.all([
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requestClusters(notes),
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requestClusters(notes, signal),
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embedNotes(notes),
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]);
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