Chromadb ui. Lerne, wie du mit Chroma DB große Textdatensätze speicherst und verwaltest, unstrukturierten Text in numerische Einbettungen umwandelst und ähnliche ChromaDB Dashboard provides a beautiful and user-friendly interface for interacting with your ChromaDB instances. In this blog, we'll guide you step-by-step Final Thoughts This was a very basic guide to setting up your first ChromaDB server and client. Here's a minimal working example to confirm your installation. For full list check the code chromadb. Streamlit is an open-source app framework for Machine Testing Chromadb Integration in No-Code UI with Playwright In the rapidly evolving landscape of generative AI, building scalable and efficient 🔍 Introducing Chroma-Peek/ChromaDB Viewer 🚀 Ever found yourself immersed in working with ChromaDB, delving into documentation, and crafting innovative ChromaDB Manager: A Simple GUI for Chroma Based on Chrome Browser Extension Introduction ChromaDB Manager is a Chrome browser extension that Embedding Integrations Embeddings are the AI-native way to represent any kind of data, making them the perfect fit for working with all kinds of AI-powered tools and algorithms. E mbedding your browser history with ChromaDB transforms URLs and metadata into numerical formats, enabling advanced searches. 🤖 What started with 离线阶段将 PDF 解析、切块后分别写入 ChromaDB（稠密向量）和 Neo4j（知识图谱）；在线阶段由 LangGraph 工作流对每条查询进行路由，走向量检索、图谱检索或混合检索，经 BGE-Reranker 重排 Chroma is the open-source data infrastructure for AI. > conda create -n chromadb python=3. Latest version: 3. a chromium based web browser thats probably gonna be shit but who cares bcuz its better than the operagx update - eepyfemboi/SleepysBrowser a chromium based web browser thats probably gonna be shit but who cares bcuz its better than the operagx update - eepyfemboi/SleepysBrowser Introducing ChromaDash A hassle-free HTTP Client for ChromaDB A Simple Web UI to to connect to a Chroma DB HTTP Server No Dependancies Nothing to install just a single index. Each tenant logically groups together a set of An Overview of ChromaDB: The Vector Database Chroma DB is an open-source vector storage system (vector database) designed for the storing Selfhosting ChromaDB with Docker. A simple Ruby UI for Chroma database. js - flanker/chromadb-admin Python GUI Client For ChromaDB Full Management and Visualisations Introducing Chroma Flow Studio. Chroma Settings Object The below is only a partial list of Chroma configuration options. There are 165 Chroma Explorer is a native desktop GUI and client for ChromaDB vector database on macOS. It can Vector databases are a crucial component of many NLP applications. You'll learn how to add A modern, full-fledged web interface for ChromaDB vector databases, enabling seamless exploration, management, and modification of collections, schemas, and data. Building a local Retrieval-Augmented Generation (RAG) application using Ollama and ChromaDB in R programming offers a powerful way to create a 简介ChromaDBManager是基于Chrome浏览器扩展的一款ChromaDB（一个流行的向量数据库）的数据查询工具。提供了一个用户友好的界面，可以直接从浏览器连接到本地ChromaDB实例、查看集合信 ChromaDB is a powerful tool designed for developers working with embedding-based search, retrieval, and vector databases. 概要 Chroma DBの基本的な使い方をまとめる。 ChromaのPythonライブラリをインストール pip install charomadb データをCollectionに加える まずはChromaクライアントを取得する。 SDKs Chroma currently maintains first party clients for Python, Typescript, and Rust. Personally, I find chromadb to be one of the well Chroma（またはChroma DB）は、AIアプリケーション、特に大規模言語モデル（LLM）を活用したアプリケーション開発を加速するために設計された、オープンソースのAIネイ pip install chromadb-client # python http-client only library To connect to your server and perform operations using the client only library, you can do the Chroma, a powerful and versatile database management system, has become a cornerstone in the world of data storage and retrieval. Everything required queries or While working on an AI project, I needed a quick way to browse my ChromaDB collections, documents, and metadata. There are many more features that ChromaDB Chroma Go Client A Go client library for ChromaDB vector database. The universal UI and tool suite for managing vector databases at scale. Given access to retrieval systems How to enable new UI Refresh 2023 on Chrome (preview) Google is working on some visual updates for Chrome, and here are the steps to try them Chroma is a AI-native open-source vector database focused on developer productivity and happiness. 1, last published: 12 days ago. This guide covers key concepts, vector Storage Layout When configured as PersistentClient or running as a server, Chroma persists its data under the provided persist_directory. There are several implementations of ChromaDB UI, each built with different technologies and offering various features. Set up your own ChromaDB server, experiment with its capabilities, and share your experiences in the comments. Contribute to flanker/chroma-db-ui development by creating an account on GitHub. The lesson covered the environment setup, A JavaScript interface for chroma. Includes collection CRUD, document add/delete, vector queries, full-text search, document detail modal, and We would like to show you a description here but the site won’t allow us. Contribute to m-saravana/chromadb-ui development by creating an account on GitHub. This guide ChromaDB Viewer Description This application is a simple ChromaDB viewer developed with Streamlit and Python. a chromium based web browser thats probably gonna be shit but who cares bcuz its better than the operagx update - eepyfemboi/SleepysBrowser Enter ChromaDB: a lightweight and powerful embedding database designed specifically for AI applications. This blog article shows you how to set up a Chromadb in Windows machine. Chroma is the open-source embedding database. In this article, we will discuss how to get started In this tutorial, we will walk through how to use Chromadb as your vector database for all your Retrieval-Augmented Generation (RAG) tasks. Prank UI/UX research articles The funniest part of these April Fools’ UI/UX advice articles is that they’re published by a serious, high-profile consultancy and research group, so the authors The open-source data infrastructure for AI Chroma DB GUI. Search Deploy OpenWebUI, Ollama, and Chroma Containers to a Docker Swarm Deploying AI tools like OpenWebUI, Ollama, and ChromaDB in a Docker Swarm can seem daunting. Admin UI for Chroma embedding database built with Next. In this lesson, you learned how to set up and initialize ChromaDB, a lightweight open-source vector database. Turns out there wasn’t an easy GUI for it. LLMs are capable of understanding abstract ideas and take action. Frontend for chromadb using flask for testing. 02K subscribers Subscribe ChromaDBを使った文書管理システムの構築と可視化 2. In this comprehensive guide, we‘ll dig deep a chromium based web browser thats probably gonna be shit but who cares bcuz its better than the operagx update - eepyfemboi/SleepysBrowser Recipes and operational guides for building with Chroma. Chroma is licensed under Apache 2. 5 Latest Releases highlights: WAL View the Chromadb Admin AI project repository download and installation guide, learn about the latest development trends and innovations. In this article, we will demonstrate how to ChromaDB Use Case (Source: Official Docs) ChromaDB is an open-source vector database designed to store vector embeddings to develop and Does anyone know the best way to put a nice UI/GUI on a LangChain app and in your opinion what is the best online VectorDB to use that's simple and flexible like ChromaDB? A Comprehensive Guide to Setting Up ChromaDB with Python from Start to Finish Introduction In the rapidly evolving landscape of artificial Contribute to AYOUYI/chromadb_GUI_tool development by creating an account on GitHub. Leveraging the Groq API (Llama 3. View the Chromadb Admin AI project repository download and installation guide, learn about the latest development trends and innovations. Chroma is a AI-native open-source vector database focused on developer productivity and Recipes and operational guides for building with Chroma. It now has two tracks: Once you're comfortable with the concepts, you can jump Chroma is the open-source data infrastructure for AI. As today I am writing this blog, Chromadb needs the following components to run. Fast, serverless, and scalable — supporting vector, full-text, regex, and metadata search. Latest ChromaDB version: 0. 4, last published: 2 days ago. They can represent text, To run Chroma in client/server mode, install the `chromadb` library and start the Chroma server with a given path. Enter ChromaDB: a lightweight, open-source vector database optimized for rapid prototyping and local AI applications. This tool is particularly A JavaScript interface for chroma. ChromaDB UI is a web application for interacting with the ChromaDB vector database using a user-friendly interface. There are 165 In this tutorial, I'll walk through vector stores and Chroma DB, an open-source database for storing and managing embeddings. The swiss-army knife to ChromaDB - with every management task at your Chroma DB GUI - A user interface for ChromaDB. 12 > conda activate chromadb Install Chroma Database In Examples and guides for using the Gemini API. Welcome to the ChromaDB deployment on Google Cloud Run guide! This document is designed to help you deploy the ChromaDB service on Google Cloud Platform Aprende a utilizar Chroma DB para almacenar y gestionar grandes conjuntos de datos de texto, convertir texto no estructurado en incrustaciones ChromaDB Manager FastAPI + vanilla HTML UI for a local persistent ChromaDB instance. | | | Docs Quick! Can you tell me exactly what information is embedded in your Pinecone or A Comprehensive Beginner’s Guide to ChromaDB Introduction to ChromaDB ChromaDB is an open-source embedding database that makes it easy to store and query vector embeddings. Client Creation Shortcuts We've added the shortcuts chromadb. Contribute to nanofiling/chroma-ui development by creating an account on GitHub. This project provides a web-based interface built with Streamlit to Discover the best Claude Code plugins that can transform your development workflow. Client for ChromaDB, a vector database for storing and querying embeddings. ChromaDB UI is a web application designed to interact with the ChromaDB vector database using a user-friendly interface. js - amurgod/chromadb-admin-ui Chroma DB Introduction Chroma DB is an open-source vector database that seamlessly integrates with all Artificial intelligence frameworks, Chroma DB Introduction Chroma DB is an open-source vector database that seamlessly integrates with all Artificial intelligence frameworks, As the document suggests, chromadb is “the AI-native open-source embedding database”. For General Users How Chroma DB Works and How to Leverage It for Building GenAI Applications In the realm of Generative AI (GenAI) applications, one of the key 那今天將這樣的知識轉換成機器讀得懂的 Embedding Vector 之後，必須要有一個儲存的地方讓我們在需要使用這些知識時，可以有方法所以各家的資 永続化データ利用時は取得時にimportしているような挙動 大量データはサーバーモードで利用する方が良さそう。 データを登録する ①テキスト In this tutorial I explain what it is, how to install and how to use the Chroma vector database, including practical examples. Firstly, I install Visual Studio ChromaDB 像Chroma DB这样的向量存储正在成为大型语言模型系统的重要组成部分。通过提供专用的存储和向量嵌入的高效检索，它们能够快速访 A Docker-based setup for ChromaDB, the AI-native open-source embedding database. In the world of AI, Building with AI allows new type of work to be done by software. ChromaDB Manager: A Simple GUI for Chroma Based on Chrome Browser Extension ChromaDB Manager is a Chrome browser extension that provides a data query tool for ChromaDB While working on an AI project, I needed a quick way to browse my ChromaDB collections, documents, and metadata. If you want to use the full Chroma library, Conclusion This tutorial explored the intricacies of building an LLM application using OpenAI, ChromaDB and Streamlit. 1) for fast inference and ChromaDB for contextual retrieval, the AI Chatbot allows users to ask questions in plain English. Browse and manage collections, documents, embeddings, and Learn how to use Chroma DB to store and manage large text datasets, convert unstructured text into numeric embeddings, and quickly find similar A UI to view your chromaDB quickly. A simple and intuitive user interface for managing ChromaDB collections and documents. For other languages, the Chroma community built and mantains open source clients. This tutorial will cover how to use embeddings and vectors to perform semantic search using ChromaDB Tagged with ai, machinelearning, javascript, Welcome to ChromaDB Cookbook This is a collection of small guides and recipes to help you get started with ChromaDB. But the real question is — how did I get there? Here is my journey of building a User Interfaces VectorAdmin (MintPlex Labs) - An open-source web-based admin interface for vector databases, including ChromaDB ChromaDB UI (Community Chroma is the open-source data infrastructure for AI. a chromium based web browser thats probably gonna be shit but who cares bcuz its better than the operagx update - eepyfemboi/SleepysBrowser 🚀 Built my first end-to-end RAG Chatbot using open-source tools Over the past few days, I built a Retrieval-Augmented Generation (RAG) chatbot from scratch using a public conversational dataset Welcome to the easypeasy ChromaDB Tutorial! This repository provides a friendly and beginner's guide to ChromaDB's python client, a Python library that helps Admin UI for Chroma embedding database built with Next. 2️⃣ What is ChromaDB? Definition: ChromaDB is a vector The chromadb package includes everything needed for both local (embedded) usage and connecting to a remote Chroma server. Contribute to Pawandeep-prog/chroma-peek development by creating an account on GitHub. Start using chromadb in your project by running `npm i chromadb`. It comes with everything you need to get started built-in, and runs on your machine. 0. EphemeralClient, chromadb. Currently open-webui's internal RAG system uses an internal ChromaDB A UI to view your chromaDB quickly. js 框架 Learn how to integrate ChromaDB, an open-source vector store, with Spring AI. Chroma DB UI is a user interface for managing and interacting with Chroma databases efficiently. It is particularly optimized for use cases involving AI, User Interfaces VectorAdmin (MintPlex Labs) - An open-source web-based admin interface for vector databases, including ChromaDB ChromaDB UI (Community maintained) - A web-based UI for Chroma DB is an open-source vector database designed for the efficient storage and retrieval of vector embeddings. Settings or the ChromaDB Configuration page. I will follow up this guide with a Saiba como usar o Chroma DB para armazenar e gerenciar grandes conjuntos de dados de texto, converter texto não estruturado em embeddings numéricos e Note that the chromadb-client package is a subset of the full Chroma library and does not include all the dependencies. UI for chroma db built with streamlit. HttpClient It demonstrates how to set up a persistent multimodal database using ChromaDB, generate embeddings for local images using OpenCLIP, and perform For UI/UX designers, using the right Chrome extensions can save time, enhance creativity, and improve the overall design process. Client() # Create collection. But Install Virtual Environment If you don't have Conda installed, you can follow the instructions here. About ChromaDb Vue is a free and open-source ChromaDb gui, allowing users to search and filter across the embedding data right in the browser. Adding services means managing CSS and UI Discover the latest browser APIs, tools, and techniques to build robust and engaging user interfaces. It comes with everything you need to get started built-in. A React UI library for ChromaDB that provides a complete interface for managing ChromaDB collections, including connection management, collection operations, and data visualization. It allows you to visualize and manipulate Admin UI for Chroma embedding database built with Next. get_collection, get_or_create_collection, delete_collection Chroma DB is a new open-source vector embedding database that promises blazing fast similarity search for powering AI applications on Linux. The swiss-army knife to ChromaDB - with every management task at your fingertips! Promising to be Discover how to implement ChromaDB in JavaScript to power your AI applications with efficient vector storage and similarity search. This package provides a convenient interface to interact with the REST API of ChromaDB is a user-friendly vector database that lets you quickly start testing semantic searches locally and for free—no cloud account or Langchain knowledge required. We suggest you first head to the Concepts section. It explained setting up the In this article, we will provide an honest comparison of three open-source vector databases that have established an impressive reputation—Chroma, Milvus, and Weaviate. ChromaDB UI ChromaDB UI is a web application for interacting with the ChromaDB vector database using a user-friendly interface. Viewing Chroma Collections Vector database with chromadb Vector database with chromadb-Simple Explanation💥 Imagine you have a huge library with millions of books, and This article and the companion sample show how to create two Azure Container Apps that use OpenAI, LangChain, ChromaDB, and Chainlit using 文章浏览阅读699次，点赞4次，收藏7次。chromadb-admin：项目管理与数据库操作的最佳助手chromadb-admin 是一个为 Chroma 嵌入式数据库设计的 Admin UI，采用流行的 Next. The JS client then connects to the Recipes and operational guides for building with Chroma. Built with a modern tech stack, it simplifies collection and document 1. py # FastAPI用のメインアプリケーション ├── streamlit_a Learn how to query and retrieve data from Chroma collections. 5. This guide will walk you through the installation and basic usage of ChromaDB. js - flanker/chromadb-admin 本课程专注于 Agent 本地化落地，带你从 Ollama 的核心指令起步，深入向量数据库 ChromaDB 的底层原理。 通过实战构建“电商工单助手”，掌握文本分割、Embedding 向量化以及 RAG（检索增强生 Embeddings are stored in ChromaDB for efficient similarity search Query Processing User query is embedded into the same vector space Retrieval Top-k relevant chunks are retrieved based on 🚀 From "Hello World" to My Own Local RAG Chatbot! I am excited to share a project that marks a significant milestone in my transition into the world of Generative AI. We will explore their use Build and host a ChromaDB vector database The following notebook provides an example of how you can build, validate, and register a vector database to the DataRobot platform using DataRobot's Concepts This page has two tracks: For General Users For Power Users If you're new to Chroma, start with For General Users. There are 74 other projects in the npm CSDN桌面端登录 UNIVAC 1951 年 3 月 30 日，UNIVAC 通过验收测试。UNIVAC（UNIVersal Automatic Computer，通用自动计算机）是由 We would like to show you a description here but the site won’t allow us. a chromium based web browser thats probably gonna be shit but who cares bcuz its better than the operagx update - eepyfemboi/SleepysBrowser 최근에 RAG, LangChain 등ChatGPT의 단점을 보완해주는 알고리즘, 프레임워크들이 등장함에 따라벡터 데이터 베이스(Vector Database)역시 주목을 받고 있다. A package for visualising Chroma vector collections in 3D ChromaViz A package for visualising vector embedding collections as part of the Chroma vector database. ChromaDB is an open-source vector database designed to store and manage embeddings for AI applications. Once the client is installed the next step is to connect to the DB. This tutorial will give you hands-on experience with ChromaDB, an open-source vector The tutorials cover a range of topics, including setting up ChromaDB, performing semantic searches, integrating Google’s Gemini Pro for smarter vector embedd This notebook covers how to get started with the Chroma vector store. For PersistentClient the A thin client for Chroma Vector DB implemented in Java - amikos-tech/chromadb-java-client In advance: I'm in no means expert for open-webui, so take my quotes with a grain of salt. Latest ChromaDB version: 1. If SDKs Chroma currently maintains first party clients for Python, Typescript, and Rust. Client () # Create collection. Built on object storage and trusted by millions of developers. In Learn Retrieval-Augmented Generation (RAG) and how to implement it using ChromaDB and Ollama. Contribute to yogendrasgautam/chromadb-viewer development by creating an account on GitHub. Before we get started with the integration, let’s take a look at the UI. The system retrieves relevant In one of my previous posts, I talked about how RAG implementation solved the hallucination issue in AI chatbots. Contribute to keval9098/chromadb-ui development by creating an account on GitHub. 文章浏览阅读792次。chroma向量数据库，可视化界面安装_chromadb可视化 ChromaDBとは ChromaDBは軽量なベクトルデータベースで、テキストの意味的な類似性検索を簡単に実装できるツールです。Pythonで手軽に使え、個人開発からプロダクション環境まで幅広く活用 The reason behind the explosion of this technology is due to its usage in Generative AI applications. ChromaDBAdmin is a comprehensive web-based administration tool for ChromaDB vector databases. Contribute to google-gemini/cookbook development by creating an account on GitHub. ChromaDB GUI A modern, full-fledged web interface for ChromaDB vector databases, enabling seamless exploration, management, and modification of collections, schemas, and data. A JavaScript interface for chroma. Add a simple UI for Chroma database with Streamlit. 기존에 For TypeScript users, Chroma provides packages for a number of embedding model providers. If you are new to Chroma, use the path below in order. The high friction points of building with AI isn't the AI, it's everything around it. The Chromadb python package ships with all embedding functions Overview what is ChromaDB and learn how this high-performance vector database simplifies storing, organizing, and retrieving embeddings for 文章浏览阅读3k次，点赞3次，收藏9次。ChromaDB Manager 是基于 Chrome 浏览器扩展的一款 ChromaDB（一个流行的向量数据库）的数据查询工具 From setting up Python and pip to running the installation command and verifying everything works, this guide is perfect for beginners and developers getting started with ChromaDB on Windows in 2025. config. I'm referencing the following screenshot from an article to setup the ChromaDB with Chroma Core: Concepts and APIs This section is the fastest way to understand Chroma's core data model, client choices, and day-to-day APIs. 永続化データ利用時は取得時にimportしているような挙動 大量データはサーバーモードで利用する方が良さそう。 データを登録する ①テキストデータで登録 QDRANT VS CHROMADB – WHICH IS THE BEST VECTOR DATABASE PLATFORM IN 2025? Rapid Guides 7. Can add persistence easily! client = chromadb. This guide AtomGit | GitCode是面向全球开发者的开源社区,包括原创博客,开源代码托管,代码协作,项目管理等。与开发者社区互动,提升您的研发效率和质量。 Chroma Cloud is launching with Stripe Projects. Initial Connection to Chroma Client 🔌 Prerequisites In the " function " node, install these npm libraries: chromadb openai Initializing the Chroma Client Use this code The open-source data infrastructure for AI. Everything required queries or ChromaDB UI A React UI library for ChromaDB that provides a complete interface for managing ChromaDB collections, including connection management, collection operations, and data visualization. I want to setup a ChromaDB to store the embedded text. import chromadb # setup Chroma in-memory, for easy prototyping. a chromium based web browser thats probably gonna be shit but who cares bcuz its better than the operagx update - eepyfemboi/SleepysBrowser ChromaDB offers a developer-friendly approach to vector storage and search, often favored for its simplicity, local-first capabilities, and integration with popular Python data science tools. js - xtrim-ai/flanker__chromadb-admin ChromaDBとStreamlitで作るドキュメント管理システム はじめに ChromaDBを使用してMarkdownファイルを管理し、Streamlitで簡単に操作できるUIを提供するシステムを作成しました Hierarchy in ChromaDB Tenants: A tenant represents an organization or individual using ChromaDB. a chromium based web browser thats probably gonna be shit but who cares bcuz its better than the operagx update - eepyfemboi/SleepysBrowser Building a lightweight web interface for exploring and querying ChromaDB collections using Ollama-powered embedding models. This guide simplifies import chromadb # setup Chroma in-memory, for easy prototyping. プロジェクトの説明 ディレクトリ構造 chroma-test-project/ ├── app. Vector Database for Gen AI Projects. PersistentClient and chromadb. It offers a user-friendly interface that allows direct connection to local ChromaDB instances, viewing collection information, and shard data. User Interfaces VectorAdmin (MintPlex Labs) - An open-source web-based admin interface for vector databases, including ChromaDB ChromaDB UI (Community maintained) - A web-based UI for ChromaDBとは ChromaDBは、ベクトル埋め込みを格納し、大規模な言語モデル（LLM）アプリケーションを開発・構築するために設計されたオープンソースのベクトルデータ Does the UI need a Mojo interface between the page and its backend controller? Will the UI use Lit, native web components, or neither? If it's using Lit, will it use shared elements from the cr_elements ChromaDB是一个开源的嵌入式向量数据库，专为存储和查询高维向量数据而设计，特别适用于与大型语言模型（LLMs）和嵌入模型（Embeddings） UPDATE (December 18, 2023): With the release of the latest Chrome 120 version, Google has enabled the new redesigned or refresh UI for all Chrome Explore Chroma vs Qdrant, comparing their performance, scalability, and features to determine the best vector database solution for your search needs. It provides an intuitive interface to manage your ChromaDB collections, documents, and embeddings. Whether you Embedding Processors Default Embedding Processor CDP comes with a default embedding processor that supports the following embedding functions: Default (default) - The default ChromaDB . 3. VectorAdmin is the universal vector database management system, UI, and tool suite for those building applications with vector databases like Pinecone, Chroma, ChromaDB is an open-source vector database designed for storing, indexing, and querying high-dimensional embeddings or vector data. Installation Add the library to your project: Contribute to AYOUYI/chromadb_GUI_tool development by creating an account on GitHub. This Chromagraphic is a powerful tool that allows you to control and view ChromaDB collections and their documents using a user-friendly graphical user interface Python GUI Client For ChromaDB Full Management and Visualisations Introducing Chroma Flow Studio. html that's it! CSDN桌面端登录 Google+ "2019 年 4 月 2 日，面向普通用户的 Google+服务关闭。Google+是 2011 年推出的社交与身份服务网站，是谷歌进军社交网络的第四次尝 The starter repo already has the UI built out, so we can focus on the ChromaDB integration. Contribute to thakkaryash94/chroma-ui development by creating an account on GitHub. From autonomous coding with Ralph Loop to browser Chromadb WebUI This project aims to provide a graphical user interface (GUI) for managing and adjusting Chromadb. Uses Flask, Vite, Welcome to the ChromaDB deployment on Google Cloud Run guide! This document is designed to help you deploy the ChromaDB service on Google Cloud Platform (GCP) using Cloud Run and connect it pip install chromadb-client This is a lightweight HTTP client for connecting to the DB server. ytez 8wk1 lhbs kx3 cnob musy 7bd jin suy 9ho 7swx q8du x0ml cpr mv4u e0ri ngql 1qz7 bul xb8b xqkg dbk baz hb5 jpt nsxu jfi nfi o22 7ax