RELEASING: Releasing 1 package(s)

Releases:
  llamaindex@0.0.43

[skip ci]

.changeset/lucky-coins-refuse.md

@@ -1,5 +0,0 @@
----
-"create-llama": patch
----
-
-Added cross-env so frontends with Express/FastAPI backends are working under Windows

.changeset/silly-crabs-wave.md

@@ -1,5 +0,0 @@
----
-"create-llama": patch
----
-
-Added vector DB selector to create-llama (starting with MongoDB support)

.github/workflows/e2e.yml

@@ -36,7 +36,7 @@ jobs:
         working-directory: ./packages/create-llama
       - name: Run Playwright tests
         run: pnpm exec playwright test
-        env: 
+        env:
           OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
         working-directory: ./packages/create-llama
       - uses: actions/upload-artifact@v3

.github/workflows/lint_on_push_or_pull.yml

@@ -17,9 +17,11 @@ jobs:
       - name: Setup Node.js
         uses: actions/setup-node@v4
         with:
-          node-version-file: '.nvmrc'
+          node-version-file: ".nvmrc"
           cache: "pnpm"
       - name: Install dependencies
         run: pnpm install
       - name: Run lint
         run: pnpm run lint
+      - name: Run Prettier
+        run: pnpm run format

.github/workflows/test.yml

@@ -12,7 +12,7 @@ jobs:
       - name: Setup Node.js
         uses: actions/setup-node@v4
         with:
-          node-version-file: '.nvmrc'
+          node-version-file: ".nvmrc"
           cache: "pnpm"
       - name: Install dependencies
         run: pnpm install

.husky/pre-commit

@@ -1,5 +1,6 @@
 #!/usr/bin/env sh
 . "$(dirname -- "$0")/_/husky.sh"
 
+pnpm format
 pnpm lint
 npx lint-staged

.prettierignore

@@ -0,0 +1,3 @@
+apps/docs/i18n
+pnpm-lock.yaml
+

CONTRIBUTING.md

@@ -8,7 +8,7 @@ Right now there are two packages of importance:
 
 packages/core which is the main NPM library llamaindex
 
-apps/simple is where the demo code lives
+examples is where the demo code lives
 
 ### Turborepo docs
 
@@ -47,7 +47,7 @@ We use Jest https://jestjs.io/ to write our test cases. Jest comes with a bunch
 
 ### Demo applications
 
-There is an existing ["simple"](/apps/simple/README.md) demos folder with mainly NodeJS scripts. Feel free to add additional demos to that folder. If you would like to try out your changes in the core package with a new demo, you need to run the build command in the README.
+There is an existing ["example"](/examples/README.md) demos folder with mainly NodeJS scripts. Feel free to add additional demos to that folder. If you would like to try out your changes in the core package with a new demo, you need to run the build command in the README.
 
 You can create new demo applications in the apps folder. Just run pnpm init in the folder after you create it to create its own package.json
 
@@ -56,7 +56,7 @@ You can create new demo applications in the apps folder. Just run pnpm init in t
 To install packages for a specific package or demo application, run
 
 ```
-pnpm add [NPM Package] --filter [package or application i.e. core or simple]
+pnpm add [NPM Package] --filter [package or application i.e. core or docs]
 ```
 
 To install packages for every package or application run

README.md

@@ -105,9 +105,6 @@ const nextConfig = {
     };
     return config;
   },
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Puts pdf-parse in actual NodeJS mode with NextJS App Router
-  },
 };
 
 module.exports = nextConfig;

apps/docs/docs/environments.md

@@ -13,17 +13,3 @@ If you're using NextJS App Router route handlers/serverless functions, you'll ne
 ```js
 export const runtime = "nodejs"; // default
 ```
-
-and you'll need to add an exception for pdf-parse in your next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Puts pdf-parse in actual NodeJS mode with NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/docs/introduction.md

@@ -37,7 +37,7 @@ For more complex applications, our lower-level APIs allow advanced users to cust
 
 `npm install llamaindex`
 
-Our documentation includes [Installation Instructions](./installation.md) and a [Starter Tutorial](./starter.md) to build your first application.
+Our documentation includes [Installation Instructions](./installation.mdx) and a [Starter Tutorial](./starter.md) to build your first application.
 
 Once you're up and running, [High-Level Concepts](./concepts.md) has an overview of LlamaIndex's modular architecture. For more hands-on practical examples, look through our [End-to-End Tutorials](./end_to_end.md).
 

apps/docs/docusaurus.config.js

@@ -30,21 +30,21 @@ const config = {
   i18n: {
     defaultLocale: "en",
     locales: [
-    "en", 
-    "zh-Hans", 
-    "es",
-    "fr",
-    "de",
-    "ja",
-    "ko",
-    "pt",
-    "ar",
-    "it",
-    "tr",
-    "pl",
-    "nl",
-    "vi",
-    "th",
+      "en",
+      "zh-Hans",
+      "es",
+      "fr",
+      "de",
+      "ja",
+      "ko",
+      "pt",
+      "ar",
+      "it",
+      "tr",
+      "pl",
+      "nl",
+      "vi",
+      "th",
     ], // "fa", "ru", "ro", "sv", "hu", "cs", "el", "da", "fi", "he", "no", "hi", "in", "sl", "se", "sk", "uk", "bg", "hr", "lt", "lv", "et", "cat"
   },
 
@@ -66,10 +66,10 @@ const config = {
         },
         blog: false,
         gtag: {
-          trackingID: 'G-NB9B8LW9W5',
+          trackingID: "G-NB9B8LW9W5",
           anonymizeIP: true,
         },
-    }),
+      }),
     ],
   ],
 

apps/docs/i18n/ar/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ sidebar_position: 5
 ```js
 export const runtime = "nodejs"; // الافتراضي
 ```
-
-وستحتاج أيضًا إلى إضافة استثناء لـ pdf-parse في next.config.js الخاص بك
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // يضع pdf-parse في وضع NodeJS الفعلي مع NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/ar/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ LlamaIndex.TS هو إطار بيانات لتطبيقات LLM لاستيعاب
 
 `npm install llamaindex`
 
-تتضمن وثائقنا [تعليمات التثبيت](./installation.md) و[دليل البداية](./starter.md) لبناء تطبيقك الأول.
+تتضمن وثائقنا [تعليمات التثبيت](./installation.mdx) و[دليل البداية](./starter.md) لبناء تطبيقك الأول.
 
 بمجرد أن تكون جاهزًا وتعمل ، يحتوي [مفاهيم عالية المستوى](./concepts.md) على نظرة عامة على الهندسة المعمارية المتعددة المستويات لـ LlamaIndex. لمزيد من الأمثلة العملية التفصيلية ، يمكنك الاطلاع على [دروس النهاية إلى النهاية](./end_to_end.md).
 

apps/docs/i18n/bg/docusaurus-plugin-content-docs/current/environments.md

@@ -16,16 +16,3 @@ LlamaIndex в момента официално поддържа NodeJS 18 и No
 export const runtime = "nodejs"; // по подразбиране
 ```
 
-и ще трябва да добавите изключение за pdf-parse във вашия next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Поставя pdf-parse в реален режим на NodeJS с NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/bg/docusaurus-plugin-content-docs/current/introduction.md

@@ -41,7 +41,7 @@ LlamaIndex.TS предоставя основен набор от инструм
 
 `npm install llamaindex`
 
-Документацията ни включва [Инструкции за инсталиране](./installation.md) и [Урок за начинаещи](./starter.md), за да построите първото си приложение.
+Документацията ни включва [Инструкции за инсталиране](./installation.mdx) и [Урок за начинаещи](./starter.md), за да построите първото си приложение.
 
 След като сте готови, [Високо ниво концепции](./concepts.md) представя общ преглед на модулната архитектура на LlamaIndex. За повече практически примери, разгледайте нашите [Уроци от начало до край](./end_to_end.md).
 

apps/docs/i18n/cat/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Si utilitzeu els gestors de rutes/funcions sense servidor de l'enrutador d'aplic
 ```js
 export const runtime = "nodejs"; // per defecte
 ```
-
-i haureu d'afegir una excepció per a pdf-parse al vostre next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Posiciona pdf-parse en el mode NodeJS real amb l'enrutador d'aplicacions NextJS
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/cat/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Per a aplicacions més complexes, les nostres API de nivell inferior permeten al
 
 `npm install llamaindex`
 
-La nostra documentació inclou [Instruccions d'Instal·lació](./installation.md) i un [Tutorial d'Inici](./starter.md) per a construir la vostra primera aplicació.
+La nostra documentació inclou [Instruccions d'Instal·lació](./installation.mdx) i un [Tutorial d'Inici](./starter.md) per a construir la vostra primera aplicació.
 
 Un cop tingueu tot a punt, [Conceptes de Nivell Alt](./concepts.md) ofereix una visió general de l'arquitectura modular de LlamaIndex. Per a més exemples pràctics, consulteu els nostres [Tutorials de Principi a Fi](./end_to_end.md).
 

apps/docs/i18n/cs/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Pokud používáte NextJS App Router pro zpracování tras/route a serverless fu
 ```js
 export const runtime = "nodejs"; // výchozí hodnota
 ```
-
-a budete muset přidat výjimku pro pdf-parse ve vašem next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Přepne pdf-parse do režimu NodeJS s NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/cs/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Pro složitější aplikace naše API na nižší úrovni umožňuje pokročilý
 
 `npm install llamaindex`
 
-Naše dokumentace obsahuje [Návod k instalaci](./installation.md) a [Úvodní tutoriál](./starter.md) pro vytvoření vaší první aplikace.
+Naše dokumentace obsahuje [Návod k instalaci](./installation.mdx) a [Úvodní tutoriál](./starter.md) pro vytvoření vaší první aplikace.
 
 Jakmile jste připraveni, [Vysokoúrovňové koncepty](./concepts.md) poskytují přehled o modulární architektuře LlamaIndexu. Pro více praktických příkladů se podívejte na naše [Tutoriály od začátku do konce](./end_to_end.md).
 

apps/docs/i18n/da/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Hvis du bruger NextJS App Router route handlers/serverless functions, skal du br
 ```js
 export const runtime = "nodejs"; // standard
 ```
-
-og du skal tilføje en undtagelse for pdf-parse i din next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Sætter pdf-parse i faktisk NodeJS-tilstand med NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/da/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Til mere komplekse applikationer giver vores API'er på lavere niveau avancerede
 
 `npm install llamaindex`
 
-Vores dokumentation inkluderer [Installationsinstruktioner](./installation.md) og en [Starter Tutorial](./starter.md) til at bygge din første applikation.
+Vores dokumentation inkluderer [Installationsinstruktioner](./installation.mdx) og en [Starter Tutorial](./starter.md) til at bygge din første applikation.
 
 Når du er i gang, giver [Højniveaukoncepter](./concepts.md) et overblik over LlamaIndex's modulære arkitektur. For flere praktiske eksempler, kan du kigge igennem vores [End-to-End Tutorials](./end_to_end.md).
 

apps/docs/i18n/de/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Wenn Sie den NextJS App Router für Routen-Handler/Serverless-Funktionen verwend
 ```js
 export const runtime = "nodejs"; // Standardwert
 ```
-
-und Sie müssen eine Ausnahme für pdf-parse in Ihrer next.config.js hinzufügen:
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Setzt pdf-parse in den tatsächlichen NodeJS-Modus mit NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/de/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Für komplexere Anwendungen ermöglichen unsere APIs auf niedrigerer Ebene fortg
 
 `npm install llamaindex`
 
-Unsere Dokumentation enthält [Installationsanweisungen](./installation.md) und ein [Einführungstutorial](./starter.md), um Ihre erste Anwendung zu erstellen.
+Unsere Dokumentation enthält [Installationsanweisungen](./installation.mdx) und ein [Einführungstutorial](./starter.md), um Ihre erste Anwendung zu erstellen.
 
 Sobald Sie bereit sind, bietet [High-Level-Konzepte](./concepts.md) einen Überblick über die modulare Architektur von LlamaIndex. Für praktische Beispiele schauen Sie sich unsere [End-to-End-Tutorials](./end_to_end.md) an.
 

apps/docs/i18n/el/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ sidebar_position: 5
 ```js
 export const runtime = "nodejs"; // προεπιλογή
 ```
-
-και θα πρέπει να προσθέσετε μια εξαίρεση για το pdf-parse στο next.config.js σας
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Βάζει το pdf-parse σε πραγματική λειτουργία NodeJS με τον δρομολογητή NextJS App
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/el/docusaurus-plugin-content-docs/current/introduction.md

@@ -41,7 +41,7 @@ slug: /
 
 `npm install llamaindex`
 
-Η τεκμηρίωσή μας περιλαμβάνει [Οδηγίες Εγκατάστασης](./installation.md) και ένα [Εισαγωγικό Εκπαιδευτικό Πρόγραμμα](./starter.md) για να δημιουργήσετε την πρώτη σας εφαρμογή.
+Η τεκμηρίωσή μας περιλαμβάνει [Οδηγίες Εγκατάστασης](./installation.mdx) και ένα [Εισαγωγικό Εκπαιδευτικό Πρόγραμμα](./starter.md) για να δημιουργήσετε την πρώτη σας εφαρμογή.
 
 Αφού ξεκινήσετε, οι [Υψηλού Επιπέδου Έννοιες](./concepts.md) παρέχουν μια επισκόπηση της μοντουλαρισμένης αρχιτεκτονικής του LlamaIndex. Για περισσότερα πρακτικά παραδείγματα, ρίξτε μια ματιά στα [Ολοκληρωμένα Εκπαιδευτικά Προγράμματα](./end_to_end.md).
 

apps/docs/i18n/es/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Si estás utilizando los controladores de ruta/funciones sin servidor del enruta
 ```js
 export const runtime = "nodejs"; // por defecto
 ```
-
-y deberás agregar una excepción para pdf-parse en tu archivo next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Pone pdf-parse en el modo NodeJS real con el enrutador de aplicaciones NextJS
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/es/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Para aplicaciones más complejas, nuestras API de nivel inferior permiten a los
 
 `npm install llamaindex`
 
-Nuestra documentación incluye [Instrucciones de instalación](./installation.md) y un [Tutorial de inicio](./starter.md) para construir tu primera aplicación.
+Nuestra documentación incluye [Instrucciones de instalación](./installation.mdx) y un [Tutorial de inicio](./starter.md) para construir tu primera aplicación.
 
 Una vez que estés en funcionamiento, [Conceptos de alto nivel](./concepts.md) ofrece una visión general de la arquitectura modular de LlamaIndex. Para obtener ejemplos prácticos más detallados, consulta nuestros [Tutoriales de extremo a extremo](./end_to_end.md).
 

apps/docs/i18n/et/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Kui kasutate NextJS rakenduse marsruuteri marsruutide käsitlejaid/serverita fun
 ```js
 export const runtime = "nodejs"; // vaikimisi
 ```
-
-ja peate lisama erandi pdf-parse jaoks oma next.config.js failis
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Paneb pdf-parse tegelikult NodeJS režiimi koos NextJS rakenduse marsruuteriga
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/et/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Täpsemate rakenduste jaoks võimaldavad meie madalama taseme API-d edasijõudnu
 
 `npm install llamaindex`
 
-Meie dokumentatsioonis on [paigaldusjuhised](./installation.md) ja [algõpetus](./starter.md) oma esimese rakenduse loomiseks.
+Meie dokumentatsioonis on [paigaldusjuhised](./installation.mdx) ja [algõpetus](./starter.md) oma esimese rakenduse loomiseks.
 
 Kui olete valmis ja töötate, siis [kõrgtasemel kontseptsioonid](./concepts.md) annavad ülevaate LlamaIndexi moodularhitektuurist. Praktiliste näidete jaoks vaadake läbi meie [otsast lõpuni õpetused](./end_to_end.md).
 

apps/docs/i18n/fa/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ LlamaIndex در حال حاضر به طور رسمی NodeJS 18 و NodeJS 20 را
 ```js
 export const runtime = "nodejs"; // پیش فرض
 ```
-
-و برای pdf-parse باید یک استثناء در next.config.js اضافه کنید
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // pdf-parse را در حالت واقعی NodeJS با مسیریاب برنامه NextJS قرار می دهد
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/fa/docusaurus-plugin-content-docs/current/introduction.md

@@ -41,7 +41,7 @@ API سطح بالای ما به کاربران مبتدی امکان استفا
 
 `npm install llamaindex`
 
-مستندات ما شامل [دستورالعمل نصب](./installation.md) و [آموزش شروع کار](./starter.md) برای ساخت اولین برنامه شما است.
+مستندات ما شامل [دستورالعمل نصب](./installation.mdx) و [آموزش شروع کار](./starter.md) برای ساخت اولین برنامه شما است.
 
 با راه اندازی و اجرا شدن، [مفاهیم سطح بالا](./concepts.md) یک نمای کلی از معماری ماژولار لاماایندکس را ارائه می دهد. برای مثال های عملی بیشتر، به [آموزش های پایان به پایان](./end_to_end.md) مراجعه کنید.
 

apps/docs/i18n/fi/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Jos käytät NextJS-sovelluksen reitittimen reitinkäsittelijöitä/palveluttomi
 ```js
 export const runtime = "nodejs"; // oletusarvo
 ```
-
-ja sinun tulee lisätä poikkeus pdf-parse:lle next.config.js-tiedostossasi
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Asettaa pdf-parsen todelliseen NodeJS-tilaan NextJS-sovelluksen reitittimen kanssa
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/fi/docusaurus-plugin-content-docs/current/introduction.md

@@ -41,7 +41,7 @@ Monimutkaisempiin sovelluksiin tarjoamme matalamman tason API:t, jotka mahdollis
 
 `npm install llamaindex`
 
-Dokumentaatiostamme löydät [asennusohjeet](./installation.md) ja [aloitusopetusohjelman](./starter.md) ensimmäisen sovelluksesi rakentamiseen.
+Dokumentaatiostamme löydät [asennusohjeet](./installation.mdx) ja [aloitusopetusohjelman](./starter.md) ensimmäisen sovelluksesi rakentamiseen.
 
 Kun olet päässyt vauhtiin, [Korkean tason käsitteet](./concepts.md) antaa yleiskuvan LlamaIndexin modulaarisesta arkkitehtuurista. Lisää käytännön esimerkkejä löydät [Päästä päähän -opetusohjelmista](./end_to_end.md).
 

apps/docs/i18n/fr/docusaurus-plugin-content-docs/current/environments.md

@@ -13,17 +13,3 @@ Si vous utilisez des gestionnaires de route du routeur d'application NextJS ou d
 ```js
 export const runtime = "nodejs"; // par défaut
 ```
-
-et vous devrez ajouter une exception pour pdf-parse dans votre fichier next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Met pdf-parse en mode NodeJS réel avec le routeur d'application NextJS
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/he/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ LlamaIndex כרגע תומך באופן רשמי ב-NodeJS 18 ו-NodeJS 20.
 ```js
 export const runtime = "nodejs"; // ברירת מחדל
 ```
-
-ועליך להוסיף יוצאת דופן עבור pdf-parse בקובץ next.config.js שלך
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // מעביר את pdf-parse למצב NodeJS האמיתי עם מסלולי הראוטר של NextJS App
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/he/docusaurus-plugin-content-docs/current/introduction.md

@@ -41,7 +41,7 @@ API הרמה הגבוהה שלנו מאפשר למשתמשים מתחילים ל
 
 `npm install llamaindex`
 
-התיעוד שלנו כולל [הוראות התקנה](./installation.md) ו[מדריך התחלה](./starter.md) לבניית היישום הראשון שלך.
+התיעוד שלנו כולל [הוראות התקנה](./installation.mdx) ו[מדריך התחלה](./starter.md) לבניית היישום הראשון שלך.
 
 כאשר אתה מוכן ורץ, [מושגים ברמה גבוהה](./concepts.md) מציג סקירה על ארכיטקטורה מודולרית של LlamaIndex. לדוגמאות פרקטיות יותר, עיין ב[מדריכים מתקדמים מתחילה ועד סוף](./end_to_end.md).
 

apps/docs/i18n/hi/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ LlamaIndex वर्तमान में NodeJS 18 और NodeJS 20 का आ
 ```js
 export const runtime = "nodejs"; // डिफ़ॉल्ट
 ```
-
-और आपको अपने next.config.js में pdf-parse के लिए एक अपवाद जोड़ने की आवश्यकता होगी
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // NextJS ऐप राउटर में pdf-parse को वास्तविक NodeJS मोड में रखता है
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/hi/docusaurus-plugin-content-docs/current/introduction.md

@@ -41,7 +41,7 @@ LlamaIndex.TS जावास्क्रिप्ट और TypeScript के
 
 `npm install llamaindex`
 
-हमारी दस्तावेज़ी में [स्थापना निर्देश](./installation.md) और [स्टार्टर ट्यूटोरियल](./starter.md) शामिल हैं, जिनका उपयोग करके आप अपना पहला एप्लिकेशन बना सकते हैं।
+हमारी दस्तावेज़ी में [स्थापना निर्देश](./installation.mdx) और [स्टार्टर ट्यूटोरियल](./starter.md) शामिल हैं, जिनका उपयोग करके आप अपना पहला एप्लिकेशन बना सकते हैं।
 
 एक बार जब आप शुरू हो जाएं, [उच्च स्तरीय अवधारणाएँ](./concepts.md) में LlamaIndex की मॉड्यूलर आर्किटेक्चर का अवलोकन है। अधिक हैंड्स-ऑन प्रैक्टिकल उदाहरणों के लिए, हमारे [एंड-टू-एंड ट्यूटोरियल](./end_to_end.md) को देखें।
 

apps/docs/i18n/hr/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Ako koristite NextJS App Router rukovatelje rutama/serverless funkcije, trebat
 ```js
 export const runtime = "nodejs"; // zadano
 ```
-
-i trebat ćete dodati iznimku za pdf-parse u vašem next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Stavlja pdf-parse u stvarni NodeJS način rada s NextJS App Routerom
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/hr/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Za složenije aplikacije, naše API-je niže razine omogućuju naprednim korisni
 
 `npm install llamaindex`
 
-Naša dokumentacija uključuje [Upute za instalaciju](./installation.md) i [Uvodni vodič](./starter.md) za izgradnju vaše prve aplikacije.
+Naša dokumentacija uključuje [Upute za instalaciju](./installation.mdx) i [Uvodni vodič](./starter.md) za izgradnju vaše prve aplikacije.
 
 Kada ste spremni za rad, [Visokorazinski koncepti](./concepts.md) pružaju pregled modularne arhitekture LlamaIndex-a. Za praktične primjere, pogledajte naše [Vodiče od početka do kraja](./end_to_end.md).
 

apps/docs/i18n/hu/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Ha a NextJS alkalmazás útválasztó útválasztó kezelőket/szerver nélküli
 ```js
 export const runtime = "nodejs"; // alapértelmezett
 ```
-
-és hozzá kell adnia egy kivételt a pdf-parse-hez a next.config.js fájlban
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // A pdf-parse-t valódi NodeJS módban helyezi el a NextJS alkalmazás útválasztó
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/hu/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ A komplexebb alkalmazásokhoz a mélyebb szintű API-k lehetővé teszik a halad
 
 `npm install llamaindex`
 
-A dokumentációnk tartalmazza a [Telepítési utasításokat](./installation.md) és egy [Kezdő útmutatót](./starter.md) az első alkalmazás létrehozásához.
+A dokumentációnk tartalmazza a [Telepítési utasításokat](./installation.mdx) és egy [Kezdő útmutatót](./starter.md) az első alkalmazás létrehozásához.
 
 Miután elindultál, a [Magas szintű fogalmak](./concepts.md) áttekintést ad a LlamaIndex moduláris architektúrájáról. További gyakorlati példákért tekintsd meg az [End-to-End útmutatóinkat](./end_to_end.md).
 

apps/docs/i18n/in/docusaurus-plugin-content-docs/current/environments.md

@@ -16,16 +16,3 @@ Jika Anda menggunakan penangan rute/handler serverless NextJS App Router, Anda p
 export const runtime = "nodejs"; // default
 ```
 
-dan Anda perlu menambahkan pengecualian untuk pdf-parse di next.config.js Anda
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Menempatkan pdf-parse dalam mode NodeJS sebenarnya dengan NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/in/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Untuk aplikasi yang lebih kompleks, API tingkat lebih rendah kami memungkinkan p
 
 `npm install llamaindex`
 
-Dokumentasi kami mencakup [Instruksi Instalasi](./installation.md) dan [Tutorial Awal](./starter.md) untuk membangun aplikasi pertama Anda.
+Dokumentasi kami mencakup [Instruksi Instalasi](./installation.mdx) dan [Tutorial Awal](./starter.md) untuk membangun aplikasi pertama Anda.
 
 Setelah Anda mulai, [Konsep Tingkat Tinggi](./concepts.md) memberikan gambaran tentang arsitektur modular LlamaIndex. Untuk contoh praktis yang lebih mendalam, lihat [Tutorial End-to-End](./end_to_end.md).
 

apps/docs/i18n/it/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Se stai utilizzando i gestori di route/router dell'app NextJS, dovrai utilizzare
 ```js
 export const runtime = "nodejs"; // predefinito
 ```
-
-e dovrai aggiungere un'eccezione per pdf-parse nel tuo next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Mette pdf-parse nella modalità NodeJS effettiva con il router dell'app NextJS
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/it/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Per applicazioni più complesse, le nostre API di livello inferiore consentono a
 
 `npm install llamaindex`
 
-La nostra documentazione include le [Istruzioni di installazione](./installation.md) e un [Tutorial introduttivo](./starter.md) per creare la tua prima applicazione.
+La nostra documentazione include le [Istruzioni di installazione](./installation.mdx) e un [Tutorial introduttivo](./starter.md) per creare la tua prima applicazione.
 
 Una volta che sei pronto, i [Concetti di alto livello](./concepts.md) offrono una panoramica dell'architettura modulare di LlamaIndex. Per ulteriori esempi pratici, consulta i nostri [Tutorial end-to-end](./end_to_end.md).
 

apps/docs/i18n/ja/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ NextJSアプリケーションルーターのルートハンドラー/サーバ
 ```js
 export const runtime = "nodejs"; // デフォルト
 ```
-
-また、next.config.jsでpdf-parseの例外を追加する必要があります。
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // pdf-parseを実際のNodeJSモードに配置するためのNextJSアプリケーションルーター
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/ja/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ LlamaIndex.TSは、JavaScriptとTypeScriptを使用してLLMアプリを構築
 
 `npm install llamaindex`
 
-私たちのドキュメントには、[インストール手順](./installation.md)と[スターターチュートリアル](./starter.md)が含まれており、最初のアプリケーションの構築をサポートします。
+私たちのドキュメントには、[インストール手順](./installation.mdx)と[スターターチュートリアル](./starter.md)が含まれており、最初のアプリケーションの構築をサポートします。
 
 一度準備ができたら、[ハイレベルなコンセプト](./concepts.md)では、LlamaIndexのモジュラーアーキテクチャの概要を説明しています。より実践的な例については、[エンドツーエンドのチュートリアル](./end_to_end.md)を参照してください。
 

apps/docs/i18n/ko/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ NextJS 앱 라우터 라우트 핸들러/서버리스 함수를 사용하는 경
 ```js
 export const runtime = "nodejs"; // 기본값
 ```
-
-그리고 next.config.js에서 pdf-parse에 대한 예외를 추가해야합니다.
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // pdf-parse를 실제 NodeJS 모드로 NextJS 앱 라우터에 추가합니다.
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/ko/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ LlamaIndex.TS는 JavaScript와 TypeScript로 LLM 앱을 개발하는 모든 사
 
 `npm install llamaindex`
 
-저희 문서에는 [설치 지침](./installation.md)과 [스타터 튜토리얼](./starter.md)이 포함되어 있어 첫 번째 애플리케이션을 빌드할 수 있습니다.
+저희 문서에는 [설치 지침](./installation.mdx)과 [스타터 튜토리얼](./starter.md)이 포함되어 있어 첫 번째 애플리케이션을 빌드할 수 있습니다.
 
 한 번 시작하면, [고수준 개념](./concepts.md)에서 LlamaIndex의 모듈식 아키텍처에 대한 개요를 확인할 수 있습니다. 더 많은 실전 예제를 원하신다면, [End-to-End 튜토리얼](./end_to_end.md)을 참조해주세요.
 

apps/docs/i18n/lt/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Jei naudojate NextJS Aplikacijos maršrutizatoriaus maršrutų tvarkyklės / ser
 ```js
 export const runtime = "nodejs"; // numatytasis
 ```
-
-ir turėsite pridėti išimtį pdf-parse savo next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Prideda pdf-parse į tikrąjį NodeJS režimą su NextJS Aplikacijos maršrutizatoriumi
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/lt/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Sudėtingesnėms programoms mūsų žemesnio lygio API leidžia pažengusiems na
 
 `npm install llamaindex`
 
-Mūsų dokumentacija apima [įdiegimo instrukcijas](./installation.md) ir [pradžios vadovą](./starter.md), skirtą sukurti pirmąją aplikaciją.
+Mūsų dokumentacija apima [įdiegimo instrukcijas](./installation.mdx) ir [pradžios vadovą](./starter.md), skirtą sukurti pirmąją aplikaciją.
 
 Kai jau esate paleidę, [aukšto lygio konceptai](./concepts.md) pateikia apžvalgą apie LlamaIndex modularią architektūrą. Norėdami gauti daugiau praktinių pavyzdžių, peržiūrėkite mūsų [nuo pradžių iki pabaigos vadovus](./end_to_end.md).
 

apps/docs/i18n/lv/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Ja izmantojat NextJS lietotnes maršrutētāja maršrutētājus/servera funkcija
 ```js
 export const runtime = "nodejs"; // noklusējums
 ```
-
-un jums būs jāpievieno izņēmums pdf-parse savā next.config.js failā
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Ievieto pdf-parse faktiskajā NodeJS režīmā ar NextJS lietotnes maršrutētāju
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/lv/docusaurus-plugin-content-docs/current/introduction.md

@@ -41,7 +41,7 @@ Lielākām un sarežģītākām lietojumprogrammām mūsu zemāka līmeņa API
 
 `npm install llamaindex`
 
-Mūsu dokumentācijā ir iekļautas [Instalācijas instrukcijas](./installation.md) un [Sākuma pamācība](./starter.md), lai izveidotu savu pirmo lietojumprogrammu.
+Mūsu dokumentācijā ir iekļautas [Instalācijas instrukcijas](./installation.mdx) un [Sākuma pamācība](./starter.md), lai izveidotu savu pirmo lietojumprogrammu.
 
 Kad esat gatavs, [Augsta līmeņa koncepti](./concepts.md) sniedz pārskatu par LlamaIndex modulāro arhitektūru. Lai iegūtu vairāk praktisku piemēru, apskatiet mūsu [Galēji līdz galam pamācības](./end_to_end.md).
 

apps/docs/i18n/nl/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Als je NextJS App Router route handlers/serverless functies gebruikt, moet je de
 ```js
 export const runtime = "nodejs"; // standaard
 ```
-
-en je moet een uitzondering toevoegen voor pdf-parse in je next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Zet pdf-parse in de werkelijke NodeJS-modus met NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/nl/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Voor complexere toepassingen stellen onze API's op lager niveau gevorderde gebru
 
 `npm install llamaindex`
 
-Onze documentatie bevat [Installatie-instructies](./installation.md) en een [Starterzelfstudie](./starter.md) om uw eerste toepassing te bouwen.
+Onze documentatie bevat [Installatie-instructies](./installation.mdx) en een [Starterzelfstudie](./starter.md) om uw eerste toepassing te bouwen.
 
 Zodra u aan de slag bent, geeft [Hoog-niveau Concepten](./concepts.md) een overzicht van de modulaire architectuur van LlamaIndex. Voor meer praktische voorbeelden kunt u onze [End-to-End Tutorials](./end_to_end.md) bekijken.
 

apps/docs/i18n/no/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Hvis du bruker NextJS App Router rutehåndterere/serverløse funksjoner, må du
 ```js
 export const runtime = "nodejs"; // standard
 ```
-
-og du må legge til et unntak for pdf-parse i next.config.js-filen din
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Setter pdf-parse i faktisk NodeJS-modus med NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/no/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ For mer komplekse applikasjoner lar våre lavnivå-APIer avanserte brukere tilpa
 
 `npm install llamaindex`
 
-Dokumentasjonen vår inkluderer [Installasjonsinstruksjoner](./installation.md) og en [Starterveiledning](./starter.md) for å bygge din første applikasjon.
+Dokumentasjonen vår inkluderer [Installasjonsinstruksjoner](./installation.mdx) og en [Starterveiledning](./starter.md) for å bygge din første applikasjon.
 
 Når du er oppe og kjører, gir [Høynivåkonsepter](./concepts.md) en oversikt over LlamaIndex sin modulære arkitektur. For mer praktiske eksempler, kan du se gjennom våre [End-to-End veiledninger](./end_to_end.md).
 

apps/docs/i18n/pl/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Jeśli korzystasz z obsługi trasowania NextJS App Router lub funkcji bezserwero
 ```js
 export const runtime = "nodejs"; // domyślnie
 ```
-
-i będziesz musiał dodać wyjątek dla pdf-parse w pliku next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Umieszcza pdf-parse w rzeczywistym trybie NodeJS z NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/pl/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Dla bardziej zaawansowanych aplikacji nasze API na niższym poziomie umożliwia
 
 `npm install llamaindex`
 
-Nasza dokumentacja zawiera [Instrukcje instalacji](./installation.md) oraz [Samouczek dla początkujących](./starter.md), który pomoże Ci zbudować swoją pierwszą aplikację.
+Nasza dokumentacja zawiera [Instrukcje instalacji](./installation.mdx) oraz [Samouczek dla początkujących](./starter.md), który pomoże Ci zbudować swoją pierwszą aplikację.
 
 Gdy już będziesz gotowy, [Wysokopoziomowe koncepcje](./concepts.md) zawierają przegląd modułowej architektury LlamaIndex. Jeśli chcesz zobaczyć praktyczne przykłady, zapoznaj się z naszymi [Samouczkami od początku do końca](./end_to_end.md).
 

apps/docs/i18n/pt/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Se você estiver usando os manipuladores de rota/funções serverless do Roteado
 ```js
 export const runtime = "nodejs"; // padrão
 ```
-
-e você precisará adicionar uma exceção para o pdf-parse no seu next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Coloca o pdf-parse no modo NodeJS real com o Roteador de Aplicativos NextJS
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/pt/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Para aplicativos mais complexos, nossas APIs de nível inferior permitem que usu
 
 `npm install llamaindex`
 
-Nossa documentação inclui [Instruções de Instalação](./installation.md) e um [Tutorial Inicial](./starter.md) para construir seu primeiro aplicativo.
+Nossa documentação inclui [Instruções de Instalação](./installation.mdx) e um [Tutorial Inicial](./starter.md) para construir seu primeiro aplicativo.
 
 Depois de estar pronto para começar, [Conceitos de Alto Nível](./concepts.md) oferece uma visão geral da arquitetura modular do LlamaIndex. Para exemplos práticos mais detalhados, consulte nossos [Tutoriais de Ponta a Ponta](./end_to_end.md).
 

apps/docs/i18n/ro/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Dacă utilizați handler-ele de rute/funcții serverless ale Routerului aplicaț
 ```js
 export const runtime = "nodejs"; // implicit
 ```
-
-și va trebui să adăugați o excepție pentru pdf-parse în fișierul next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Plasează pdf-parse în modul NodeJS real cu Routerul aplicației NextJS
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/ro/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Pentru aplicații mai complexe, API-urile noastre de nivel inferior permit utili
 
 `npm install llamaindex`
 
-Documentația noastră include [Instrucțiuni de instalare](./installation.md) și un [Tutorial de pornire](./starter.md) pentru a construi prima ta aplicație.
+Documentația noastră include [Instrucțiuni de instalare](./installation.mdx) și un [Tutorial de pornire](./starter.md) pentru a construi prima ta aplicație.
 
 Odată ce ai început, [Concepte de nivel înalt](./concepts.md) oferă o prezentare generală a arhitecturii modulare a LlamaIndex. Pentru mai multe exemple practice, consultă [Tutorialele de la cap la coadă](./end_to_end.md).
 

apps/docs/i18n/ru/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ LlamaIndex в настоящее время официально поддерж
 ```js
 export const runtime = "nodejs"; // по умолчанию
 ```
-
-и вам потребуется добавить исключение для pdf-parse в вашем файле next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Помещает pdf-parse в режим фактического NodeJS с помощью маршрутизатора приложений NextJS
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/ru/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ LlamaIndex.TS предоставляет основной набор инстр
 
 `npm install llamaindex`
 
-Наша документация включает [Инструкции по установке](./installation.md) и [Стартовое руководство](./starter.md) для создания вашего первого приложения.
+Наша документация включает [Инструкции по установке](./installation.mdx) и [Стартовое руководство](./starter.md) для создания вашего первого приложения.
 
 Когда вы начнете работу, [Высокоуровневые концепции](./concepts.md) предоставляют обзор модульной архитектуры LlamaIndex. Для более практических примеров руководство [Полный цикл руководств](./end_to_end.md) будет полезно.
 

apps/docs/i18n/se/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Ako koristite NextJS App Router rute handlera/serverless funkcija, moraćete kor
 ```js
 export const runtime = "nodejs"; // podrazumevano
 ```
-
-i moraćete dodati izuzetak za pdf-parse u vašem next.config.js fajlu
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Stavlja pdf-parse u stvarni NodeJS režim sa NextJS App Routerom
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/se/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Za složenije aplikacije, naše API-je na nižem nivou omogućavaju naprednim ko
 
 `npm install llamaindex`
 
-Naša dokumentacija uključuje [Uputstva za instalaciju](./installation.md) i [Uvodni tutorijal](./starter.md) za izgradnju vaše prve aplikacije.
+Naša dokumentacija uključuje [Uputstva za instalaciju](./installation.mdx) i [Uvodni tutorijal](./starter.md) za izgradnju vaše prve aplikacije.
 
 Kada ste spremni za rad, [Koncepti na visokom nivou](./concepts.md) pružaju pregled modularne arhitekture LlamaIndex-a. Za praktične primere, pogledajte naše [Vodiče od početka do kraja](./end_to_end.md).
 

apps/docs/i18n/sk/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ LlamaIndex trenutno uradno podpira NodeJS 18 in NodeJS 20.
 ```js
 export const runtime = "nodejs"; // privzeto
 ```
-
-in v datoteko next.config.js dodajte izjemo za pdf-parse
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Postavi pdf-parse v dejanski način NodeJS z usmerjevalnikom NextJS aplikacije
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/sk/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Za bolj kompleksne aplikacije naša nizkonivojska API omogoča naprednim uporabn
 
 `npm install llamaindex`
 
-Naša dokumentacija vključuje [Navodila za namestitev](./installation.md) in [Vodič za začetek](./starter.md), ki vam pomagata zgraditi vašo prvo aplikacijo.
+Naša dokumentacija vključuje [Navodila za namestitev](./installation.mdx) in [Vodič za začetek](./starter.md), ki vam pomagata zgraditi vašo prvo aplikacijo.
 
 Ko ste pripravljeni, [Visokonivojski koncepti](./concepts.md) ponujajo pregled modularne arhitekture LlamaIndex-a. Za več praktičnih primerov si oglejte naše [Vodiče od začetka do konca](./end_to_end.md).
 

apps/docs/i18n/sl/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Ak používate spracovatele trás/serveless funkcie NextJS App Router, budete po
 ```js
 export const runtime = "nodejs"; // predvolené
 ```
-
-a budete musieť pridať výnimku pre pdf-parse vo vašom next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Puts pdf-parse in actual NodeJS mode with NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/sl/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ Pre zložitejšie aplikácie naša nižšia úroveň API umožňuje pokročilým
 
 `npm install llamaindex`
 
-Naša dokumentácia obsahuje [Inštalačné pokyny](./installation.md) a [Úvodný tutoriál](./starter.md) pre vytvorenie vašej prvej aplikácie.
+Naša dokumentácia obsahuje [Inštalačné pokyny](./installation.mdx) a [Úvodný tutoriál](./starter.md) pre vytvorenie vašej prvej aplikácie.
 
 Keď už máte všetko pripravené, [Vysokoúrovňové koncepty](./concepts.md) poskytujú prehľad o modulárnej architektúre LlamaIndexu. Pre viac praktických príkladov si prečítajte naše [Tutoriály od začiatku do konca](./end_to_end.md).
 

apps/docs/i18n/sv/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Om du använder NextJS App Router route handlers/serverless functions måste du
 ```js
 export const runtime = "nodejs"; // standard
 ```
-
-och du måste lägga till ett undantag för pdf-parse i din next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Sätter pdf-parse i faktiskt NodeJS-läge med NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/sv/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ För mer komplexa applikationer tillåter våra lägre nivå-API:er avancerade a
 
 `npm install llamaindex`
 
-Vår dokumentation inkluderar [Installationsinstruktioner](./installation.md) och en [Starterhandledning](./starter.md) för att bygga din första applikation.
+Vår dokumentation inkluderar [Installationsinstruktioner](./installation.mdx) och en [Starterhandledning](./starter.md) för att bygga din första applikation.
 
 När du är igång, ger [Högnivåkoncept](./concepts.md) en översikt över LlamaIndex modulära arkitektur. För mer praktiska exempel, titta igenom våra [Steg-för-steg handledningar](./end_to_end.md).
 

apps/docs/i18n/th/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ LlamaIndex รองรับ NodeJS 18 และ NodeJS 20 อย่างเ
 ```js
 export const runtime = "nodejs"; // ค่าเริ่มต้น
 ```
-
-และคุณจะต้องเพิ่มข้อยกเว้นสำหรับ pdf-parse ใน next.config.js ของคุณ
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // ให้ pdf-parse ทำงานในโหมด NodeJS จริงๆ กับ NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/th/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ API ระดับสูงของเราช่วยให้ผู้ใ
 
 `npm install llamaindex`
 
-เอกสารของเราประกอบด้วย[คำแนะนำการติดตั้ง](./installation.md)และ[บทแนะนำเบื้องต้น](./starter.md)เพื่อสร้างแอปพลิเคชันครั้งแรกของคุณ
+เอกสารของเราประกอบด้วย[คำแนะนำการติดตั้ง](./installation.mdx)และ[บทแนะนำเบื้องต้น](./starter.md)เพื่อสร้างแอปพลิเคชันครั้งแรกของคุณ
 
 เมื่อคุณเริ่มใช้งานแล้ว [แนวคิดระดับสูง](./concepts.md) มีภาพรวมของสถาปัตยกรรมแบบโมดูลของ LlamaIndex สำหรับตัวอย่างที่เป็นปฏิบัติจริงมากขึ้น โปรดดูที่ [บทแนะนำจบสู่จบ](./end_to_end.md) เพื่อตัวอย่างที่ใช้งานได้จริง
 

apps/docs/i18n/tr/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Eğer NextJS Uygulama Yönlendirici rota işleyicileri/sunucusuz fonksiyonlar ku
 ```js
 export const runtime = "nodejs"; // varsayılan
 ```
-
-ve next.config.js dosyanıza pdf-parse için bir istisna eklemeniz gerekecektir:
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // pdf-parse'ı NextJS Uygulama Yönlendirici ile gerçek NodeJS modunda kullanır
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/tr/docusaurus-plugin-content-docs/current/introduction.md

@@ -41,7 +41,7 @@ Daha karmaşık uygulamalar için, düşük seviyeli API'larımız, gelişmiş k
 
 `npm install llamaindex`
 
-Dökümantasyonumuz, [Kurulum Talimatları](./installation.md) ve ilk uygulamanızı oluşturmanız için bir [Başlangıç Kılavuzu](./starter.md) içerir.
+Dökümantasyonumuz, [Kurulum Talimatları](./installation.mdx) ve ilk uygulamanızı oluşturmanız için bir [Başlangıç Kılavuzu](./starter.md) içerir.
 
 Çalışmaya başladıktan sonra, [Yüksek Düzeyli Kavramlar](./concepts.md) LlamaIndex'in modüler mimarisinin bir genel bakışını sunar. Daha fazla pratik örnek için [Uçtan Uca Öğreticilerimize](./end_to_end.md) göz atabilirsiniz.
 

apps/docs/i18n/uk/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ LlamaIndex наразі офіційно підтримує NodeJS 18 та NodeJ
 ```js
 export const runtime = "nodejs"; // за замовчуванням
 ```
-
-і вам потрібно додати виняток для pdf-parse у вашому next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Розміщує pdf-parse у фактичному режимі NodeJS з NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/uk/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ LlamaIndex.TS надає основний набір інструментів,
 
 `npm install llamaindex`
 
-Наша документація містить [Інструкції з встановлення](./installation.md) та [Посібник для початківців](./starter.md) для створення вашої першої програми.
+Наша документація містить [Інструкції з встановлення](./installation.mdx) та [Посібник для початківців](./starter.md) для створення вашої першої програми.
 
 Після того, як ви розпочнете роботу, [Високорівневі концепції](./concepts.md) містить огляд модульної архітектури LlamaIndex. Для більш практичних прикладів роботи, перегляньте наші [Посібники з кінця в кінець](./end_to_end.md).
 

apps/docs/i18n/vi/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ Nếu bạn đang sử dụng NextJS App Router route handlers/serverless functi
 ```js
 export const runtime = "nodejs"; // mặc định
 ```
-
-và bạn sẽ cần thêm một ngoại lệ cho pdf-parse trong next.config.js của bạn
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Đặt pdf-parse trong chế độ NodeJS thực tế với NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/vi/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ API cấp cao của chúng tôi cho phép người dùng mới bắt đầu sử
 
 `npm install llamaindex`
 
-Tài liệu của chúng tôi bao gồm [Hướng dẫn cài đặt](./installation.md) và [Hướng dẫn bắt đầu](./starter.md) để xây dựng ứng dụng đầu tiên của bạn.
+Tài liệu của chúng tôi bao gồm [Hướng dẫn cài đặt](./installation.mdx) và [Hướng dẫn bắt đầu](./starter.md) để xây dựng ứng dụng đầu tiên của bạn.
 
 Khi bạn đã sẵn sàng, [Khái niệm cấp cao](./concepts.md) cung cấp một cái nhìn tổng quan về kiến trúc mô-đun của LlamaIndex. Để có thêm ví dụ thực tế, hãy xem qua [Hướng dẫn từ đầu đến cuối](./end_to_end.md).
 

apps/docs/i18n/zh-Hans/docusaurus-plugin-content-docs/current/environments.md

@@ -13,17 +13,3 @@ LlamaIndex 目前官方支持 NodeJS 18 和 NodeJS 20。
 ```js
 export const runtime = "nodejs"; // 默认
 ```
-
-并且您需要在 next.config.js 中为 pdf-parse 添加一个例外
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // 将 pdf-parse 置于实际的 NodeJS 模式与 NextJS 应用路由器
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/zh-Hans/docusaurus-plugin-content-docs/current/introduction.md

@@ -37,7 +37,7 @@ LlamaIndex.TS 提供了一套核心工具，对于任何使用JavaScript和TypeS
 
 `npm install llamaindex`
 
-我们的文档包括[安装说明](./installation.md)和一个[入门教程](./starter.md)，帮助你构建第一个应用程序。
+我们的文档包括[安装说明](./installation.mdx)和一个[入门教程](./starter.md)，帮助你构建第一个应用程序。
 
 一旦你开始运行，[高级概念](./concepts.md)有一个LlamaIndex模块化架构的概览。更多实践例子，请浏览我们的[端到端教程](./end_to_end.md)。
 

apps/docs/i18n/zh-Hans/docusaurus-plugin-content-docs/current/starter.md

@@ -51,4 +51,4 @@ main();
 npx ts-node example.ts
 ```
 
-准备好了解更多吗？请查看我们的NextJS游乐场 https://llama-playground.vercel.app/。源代码可在 https://github.com/run-llama/ts-playground 获取。
+准备好了解更多吗？请查看我们的NextJS游乐场 https://llama-playground.vercel.app/ 。源代码可在 https://github.com/run-llama/ts-playground 获取。

apps/docs/i18n/zh_tw/docusaurus-plugin-content-docs/current/environments.md

@@ -15,17 +15,3 @@ LlamaIndex 目前正式支援 NodeJS 18 和 NodeJS 20。
 ```js
 export const runtime = "nodejs"; // 預設值
 ```
-
-並且您需要在 next.config.js 中為 pdf-parse 添加一個例外：
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // 將 pdf-parse 放在實際的 NodeJS 模式中與 NextJS 應用程式路由器一起使用
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/i18n/zh_tw/docusaurus-plugin-content-docs/current/introduction.md

@@ -39,7 +39,7 @@ LlamaIndex.TS 提供了一組核心工具，對於使用 JavaScript 和 TypeScri
 
 `npm install llamaindex`
 
-我們的文檔包括[安裝說明](./installation.md)和[入門教程](./starter.md)，以構建您的第一個應用程序。
+我們的文檔包括[安裝說明](./installation.mdx)和[入門教程](./starter.md)，以構建您的第一個應用程序。
 
 一旦您開始運行，[高級概念](./concepts.md)提供了 LlamaIndex 模塊化架構的概述。如果需要更多實際的操作示例，請查看我們的[端到端教程](./end_to_end.md)。
 

examples/data/planets.md

@@ -0,0 +1,49 @@
+---
+title: "Planets in the Solar System"
+author: "Your Name"
+date: "January 10, 2024"
+---
+
+# Introduction
+
+Our Solar System comprises several diverse and fascinating planets. Let's explore them below.
+
+## Sun
+
+The Sun is the central star of the solar system, holding all planets and other objects in space through gravitational force.
+
+## Mercury
+
+Mercury is the closest planet to the Sun and also the smallest in the solar system.
+
+## Venus
+
+Venus is a planet similar in size and structure to Earth but has a thick atmosphere and high temperatures.
+
+## Earth
+
+Earth is the only known planet with life. It has water and an atmosphere that supports living organisms.
+
+## Mars
+
+Mars is known for its red appearance. Research indicates the possibility of water in liquid and ice forms.
+
+## Jupiter
+
+Jupiter is the largest planet in the solar system and has a complex system of natural satellites and a prominent ring system.
+
+## Saturn
+
+Saturn is famous for its beautiful atmospheric rings and has multiple ring systems.
+
+## Uranus
+
+Uranus rotates on its side, creating a unique appearance in the solar system.
+
+## Neptune
+
+Neptune, the last large planet in the solar system, has an atmosphere rich in methane gas.
+
+# Conclusion
+
+The planets in the solar system form a complex and diverse system. Each planet has unique and interesting characteristics, making the solar system an attractive subject for research and exploration.

examples/huggingface.ts

@@ -0,0 +1,43 @@
+import fs from "node:fs/promises";
+
+import {
+  Document,
+  HuggingFaceEmbedding,
+  HuggingFaceEmbeddingModelType,
+  VectorStoreIndex,
+  serviceContextFromDefaults,
+} from "llamaindex";
+
+async function main() {
+  // Load essay from abramov.txt in Node
+  const path = "node_modules/llamaindex/examples/abramov.txt";
+
+  const essay = await fs.readFile(path, "utf-8");
+
+  // Create Document object with essay
+  const document = new Document({ text: essay, id_: path });
+
+  // Use Local embedding from HuggingFace
+  const embedModel = new HuggingFaceEmbedding({
+    modelType: HuggingFaceEmbeddingModelType.XENOVA_ALL_MPNET_BASE_V2,
+  });
+  const serviceContext = serviceContextFromDefaults({
+    embedModel,
+  });
+
+  // Split text and create embeddings. Store them in a VectorStoreIndex
+  const index = await VectorStoreIndex.fromDocuments([document], {
+    serviceContext,
+  });
+
+  // Query the index
+  const queryEngine = index.asQueryEngine();
+  const response = await queryEngine.query(
+    "What did the author do in college?",
+  );
+
+  // Output response
+  console.log(response.toString());
+}
+
+main().catch(console.error);

examples/mongo.ts

@@ -1,29 +1,25 @@
+import { Document, SimpleMongoReader, VectorStoreIndex } from "llamaindex";
 import { MongoClient } from "mongodb";
-import { Document } from "../../packages/core/src/Node";
-import { VectorStoreIndex } from "../../packages/core/src/indices";
-import { SimpleMongoReader } from "../../packages/core/src/readers/SimpleMongoReader";
 
 import { stdin as input, stdout as output } from "node:process";
 import readline from "node:readline/promises";
 
 async function main() {
   //Dummy test code
-  const query: object = { _id: "waldo" };
-  const options: object = {};
-  const projections: object = { embedding: 0 };
+  const filterQuery = {};
   const limit: number = Infinity;
-  const uri: string = process.env.MONGODB_URI ?? "fake_uri";
+  const uri: string = process.env.MONGODB_URI ?? "mongodb://localhost:27017";
   const client: MongoClient = new MongoClient(uri);
 
   //Where the real code starts
   const MR = new SimpleMongoReader(client);
   const documents: Document[] = await MR.loadData(
-    "data",
-    "posts",
-    1,
-    {},
-    options,
-    projections,
+    "db",
+    "collection",
+    ["text"],
+    "",
+    filterQuery,
+    limit,
   );
 
   //
@@ -43,7 +39,7 @@ async function main() {
   // console.log(nodes);
 
   //
-  //Making Vector Store from documents
+  // Making Vector Store from documents
   //
 
   const index = await VectorStoreIndex.fromDocuments(documents);

examples/mongodb/2_load_and_index.ts

@@ -45,6 +45,39 @@ async function loadAndIndex() {
   await client.close();
 }
 
-loadAndIndex();
+/**
+ * This method is document in https://www.mongodb.com/docs/atlas/atlas-search/create-index/#create-an-fts-index-programmatically
+ * But, while testing a 'CommandNotFound' error occurred, so we're not using this here.
+ */
+async function createSearchIndex() {
+  const client = new MongoClient(mongoUri);
+  const database = client.db(databaseName);
+  const collection = database.collection(vectorCollectionName);
+
+  // define your Atlas Search index
+  const index = {
+    name: indexName,
+    definition: {
+      /* search index definition fields */
+      mappings: {
+        dynamic: true,
+        fields: [
+          {
+            type: "vector",
+            path: "embedding",
+            numDimensions: 1536,
+            similarity: "cosine",
+          },
+        ],
+      },
+    },
+  };
+  // run the helper method
+  const result = await collection.createSearchIndex(index);
+  console.log("Successfully created search index:", result);
+  await client.close();
+}
+
+loadAndIndex().catch(console.error);
 
 // you can't query your index yet because you need to create a vector search index in mongodb's UI now

examples/mongodb/README.md

@@ -76,7 +76,7 @@ Now if all has gone well you should be able to log in to the Mongo Atlas UI and
 
 Now it's time to create the vector search index so that you can query the data.
 It's not yet possible to programmatically create a vector search index using the [`createIndex`](https://www.mongodb.com/docs/manual/reference/method/db.collection.createIndex/) function, therefore we have to create one manually in the UI.
-To do so, first, click the Search tab, and then click "Create Search Index":
+To do so, first, click the 'Atlas Search' tab, and then click "Create Search Index":
 
 ![MongoDB Atlas create search index](./docs/4_search_tab.png)
 
@@ -88,16 +88,14 @@ Now under "database and collection" select `tiny_tweets_db` and within that sele
 
 ```json
 {
-  "mappings": {
-    "dynamic": true,
-    "fields": {
-      "embedding": {
-        "dimensions": 1536,
-        "similarity": "cosine",
-        "type": "knnVector"
-      }
+  "fields": [
+    {
+      "type": "vector",
+      "path": "embedding",
+      "numDimensions": 1536,
+      "similarity": "cosine"
     }
-  }
+  ]
 }
 ```
 

examples/ollama.ts

@@ -0,0 +1,39 @@
+import { Ollama } from "llamaindex";
+
+(async () => {
+  const llm = new Ollama({ model: "llama2", temperature: 0.75 });
+  {
+    const response = await llm.chat([
+      { content: "Tell me a joke.", role: "user" },
+    ]);
+    console.log("Response 1:", response.message.content);
+  }
+  {
+    const response = await llm.complete("How are you?");
+    console.log("Response 2:", response.message.content);
+  }
+  {
+    const response = await llm.chat(
+      [{ content: "Tell me a joke.", role: "user" }],
+      undefined,
+      true,
+    );
+    console.log("Response 3:");
+    for await (const message of response) {
+      process.stdout.write(message); // no newline
+    }
+    console.log(); // newline
+  }
+  {
+    const response = await llm.complete("How are you?", undefined, true);
+    console.log("Response 4:");
+    for await (const message of response) {
+      process.stdout.write(message); // no newline
+    }
+    console.log(); // newline
+  }
+  {
+    const embedding = await llm.getTextEmbedding("Hello world!");
+    console.log("Embedding:", embedding);
+  }
+})();

examples/package.json

@@ -1,7 +1,7 @@
 {
   "version": "0.0.3",
   "private": true,
-  "name": "simple",
+  "name": "examples",
   "dependencies": {
     "@notionhq/client": "^2.2.13",
     "@datastax/astra-db-ts": "^0.1.2",

examples/pg-vector-store/README.md

@@ -1,19 +1,36 @@
 # Postgres Vector Store
 
-There are two scripts available here: load-docs.ts and query.ts
+There are two scripts available here: `load-docs.ts` and `query.ts`
 
 ## Prerequisites
 
+### Start a DB Instance
+
 You'll need a postgres database instance against which to run these scripts. A simple docker command would look like this:
 
 > `docker run -d --rm --name vector-db -p 5432:5432 -e "POSTGRES_HOST_AUTH_METHOD=trust" ankane/pgvector`
 
-Set the PGHOST and PGUSER (and PGPASSWORD) environment variables to match your database setup.
-
-You'll also need a value for OPENAI_API_KEY in your environment.
-
 **NOTE:** Using `--rm` in the example docker command above means that the vector store will be deleted every time the container is stopped. For production purposes, use a volume to ensure persistence across restarts.
 
+If you prefer using a managed service, you can use [Timescale](https://docs.timescale.com/use-timescale/latest/services/create-a-service/?ref=timescale.com) to create a PostgreSQL database instance in the cloud as an alternative.
+
+### Set up Environment
+
+Having created a DB instance, you can then set up environment variables for your database connection:
+
+```bash
+export PGHOST=your database host
+export PGUSER=your database user
+export PGPASSWORD=your database password
+export PGDATABASE=your database name
+export PGPORT=your database port
+export OPENAI_API_KEY=your openai api key
+```
+
+Set the environment variables above to match your database setup.
+Note that you'll also need an OpenAI key (`OPENAI_API_KEY`) in your environment.
+You're now ready to start the scripts.
+
 ## Setup and Loading Docs
 
 Read and follow the instructions in the README.md file located one directory up to make sure your JS/TS dependencies are set up. The commands listed below are also run from that parent directory.
@@ -22,7 +39,7 @@ To import documents and save the embedding vectors to your database:
 
 > `npx ts-node pg-vector-store/load-docs.ts data`
 
-where data is the directory containing your input files. Using the _data_ directory in the example above will read all of the files in that directory using the llamaindexTS default readers for each file type.
+where data is the directory containing your input files. Using the `data` directory in the example above will read all of the files in that directory using the LlamaIndexTS default readers for each file type.
 
 ## RAG Querying