Caleb: added ajv json schema validation.
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@ -51,6 +51,7 @@
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"@nangohq/node": "^0.36.33",
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"@sentry/node": "^7.48.0",
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"@supabase/supabase-js": "^2.7.1",
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"ajv": "^8.12.0",
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"async": "^3.2.5",
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"async-mutex": "^0.4.0",
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"axios": "^1.3.4",
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@ -35,6 +35,9 @@ dependencies:
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'@supabase/supabase-js':
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specifier: ^2.7.1
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version: 2.39.7
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ajv:
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specifier: ^8.12.0
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version: 8.12.0
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async:
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specifier: ^3.2.5
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version: 3.2.5
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@ -1820,6 +1823,15 @@ packages:
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humanize-ms: 1.2.1
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dev: false
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/ajv@8.12.0:
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resolution: {integrity: sha512-sRu1kpcO9yLtYxBKvqfTeh9KzZEwO3STyX1HT+4CaDzC6HpTGYhIhPIzj9XuKU7KYDwnaeh5hcOwjy1QuJzBPA==}
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dependencies:
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fast-deep-equal: 3.1.3
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json-schema-traverse: 1.0.0
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require-from-string: 2.0.2
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uri-js: 4.4.1
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dev: false
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/ansi-escapes@4.3.2:
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resolution: {integrity: sha512-gKXj5ALrKWQLsYG9jlTRmR/xKluxHV+Z9QEwNIgCfM1/uwPMCuzVVnh5mwTd+OuBZcwSIMbqssNWRm1lE51QaQ==}
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engines: {node: '>=8'}
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@ -2926,6 +2938,10 @@ packages:
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- supports-color
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dev: false
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/fast-deep-equal@3.1.3:
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resolution: {integrity: sha512-f3qQ9oQy9j2AhBe/H9VC91wLmKBCCU/gDOnKNAYG5hswO7BLKj09Hc5HYNz9cGI++xlpDCIgDaitVs03ATR84Q==}
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dev: false
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/fast-fifo@1.3.2:
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resolution: {integrity: sha512-/d9sfos4yxzpwkDkuN7k2SqFKtYNmCTzgfEpz82x34IM9/zc8KGxQoXg1liNC/izpRM/MBdt44Nmx41ZWqk+FQ==}
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dev: false
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@ -3999,6 +4015,10 @@ packages:
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hasBin: true
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dev: false
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/json-schema-traverse@1.0.0:
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resolution: {integrity: sha512-NM8/P9n3XjXhIZn1lLhkFaACTOURQXjWhV4BA/RnOv8xvgqtqpAX9IO4mRQxSx1Rlo4tqzeqb0sOlruaOy3dug==}
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dev: false
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/json5@2.2.3:
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resolution: {integrity: sha512-XmOWe7eyHYH14cLdVPoyg+GOH3rYX++KpzrylJwSW98t3Nk+U8XOl8FWKOgwtzdb8lXGf6zYwDUzeHMWfxasyg==}
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engines: {node: '>=6'}
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@ -5264,6 +5284,11 @@ packages:
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resolution: {integrity: sha512-fGxEI7+wsG9xrvdjsrlmL22OMTTiHRwAMroiEeMgq8gzoLC/PQr7RsRDSTLUg/bZAZtF+TVIkHc6/4RIKrui+Q==}
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engines: {node: '>=0.10.0'}
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/require-from-string@2.0.2:
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resolution: {integrity: sha512-Xf0nWe6RseziFMu+Ap9biiUbmplq6S9/p+7w7YXP/JBHhrUDDUhwa+vANyubuqfZWTveU//DYVGsDG7RKL/vEw==}
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engines: {node: '>=0.10.0'}
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dev: false
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/resolve-cwd@3.0.0:
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resolution: {integrity: sha512-OrZaX2Mb+rJCpH/6CpSqt9xFVpN++x01XnN2ie9g6P5/3xelLAkXWVADpdz1IHD/KFfEXyE6V0U01OQ3UO2rEg==}
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engines: {node: '>=8'}
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@ -5970,6 +5995,12 @@ packages:
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picocolors: 1.0.0
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dev: true
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/uri-js@4.4.1:
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resolution: {integrity: sha512-7rKUyy33Q1yc98pQ1DAmLtwX109F7TIfWlW1Ydo8Wl1ii1SeHieeh0HHfPeL2fMXK6z0s8ecKs9frCuLJvndBg==}
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dependencies:
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punycode: 2.3.1
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dev: false
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/urlpattern-polyfill@10.0.0:
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resolution: {integrity: sha512-H/A06tKD7sS1O1X2SshBVeA5FLycRpjqiBeqGKmBwBDBy28EnRjORxTNe269KSSr5un5qyWi1iL61wLxpd+ZOg==}
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dev: false
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@ -285,6 +285,11 @@ describe("E2E Tests for API Routes", () => {
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});
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// Ensure that the job was successfully created before proceeding with LLM extraction
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expect(response.statusCode).toBe(200);
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// Assuming the LLM extraction object is available in the response body under `data.llm_extraction`
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let llmExtraction = response.body.data.llm_extraction;
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@ -7,13 +7,14 @@ import { RateLimiterMode } from "../types";
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import { logJob } from "../services/logging/log_job";
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import { Document } from "../lib/entities";
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import { isUrlBlocked } from "../scraper/WebScraper/utils/blocklist"; // Import the isUrlBlocked function
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import Ajv from 'ajv';
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export async function scrapeHelper(
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req: Request,
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team_id: string,
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crawlerOptions: any,
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pageOptions: any,
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extractorOptions: any
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extractorOptions: ExtractorOptions
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): Promise<{
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success: boolean;
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error?: string;
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@ -29,6 +30,7 @@ export async function scrapeHelper(
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return { success: false, error: "Firecrawl currently does not support social media scraping due to policy restrictions. We're actively working on building support for it.", returnCode: 403 };
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}
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const a = new WebScraperDataProvider();
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await a.setOptions({
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mode: "single_urls",
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@ -3,6 +3,8 @@ import OpenAI from 'openai'
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// import { LlamaModel } from 'node-llama-cpp'
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import { z } from 'zod'
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import { zodToJsonSchema } from 'zod-to-json-schema'
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import Ajv from 'ajv';
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const ajv = new Ajv(); // Initialize AJV for JSON schema validation
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import {
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ScraperCompletionResult,
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@ -22,20 +24,29 @@ export async function generateCompletions(
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const switchVariable = "openAI" // Placholder, want to think more about how we abstract the model provider
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const completions = await Promise.all(documents.map(async (document: Document) => {
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switch (switchVariable) {
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case "openAI":
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const llm = new OpenAI();
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return await generateOpenAICompletions({
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const completionResult = await generateOpenAICompletions({
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client: llm,
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document: document,
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schema: schema,
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prompt: prompt
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});
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// Validate the JSON output against the schema using AJV
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const validate = ajv.compile(schema);
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if (!validate(completionResult.llm_extraction)) {
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throw new Error(`LLM extraction did not match the extraction schema you provided. This could be because of a model hallucination, or an Error on our side. Try adjusting your prompt, and if it doesn't work reach out to support. AJV error: ${validate.errors?.map(err => err.message).join(', ')}`);
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}
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return completionResult;
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default:
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throw new Error('Invalid client');
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}
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}));
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return completions;
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}
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@ -31,7 +31,7 @@ function prepareOpenAIDoc(
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return [{ type: 'text', text: document.markdown }]
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}
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export async function generateOpenAICompletions<T>({
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export async function generateOpenAICompletions({
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client,
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model = 'gpt-3.5-turbo',
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document,
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@ -57,7 +57,7 @@ export class Document {
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url?: string; // Used only in /search for now
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content: string;
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markdown?: string;
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llm_extraction?: string;
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llm_extraction?: Record<string, any>;
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createdAt?: Date;
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updatedAt?: Date;
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type?: string;
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