Backend AI Webui icon

Backend AI Webui

Customization Software

By @lablup
v26.8.1Sep 6, 2026
backend.ai-desktop-26.8.1-win-arm64.zip203.6 MB
backend.ai-desktop-26.8.1-win-x64.zip204.1 MB
backend.ai-local-proxy-26.8.1-win-arm64.zip10.5 MB
backend.ai-local-proxy-26.8.1-win-x64.zip16.2 MB
backend.ai-webui-bundle-26.8.1.zip48.2 MB

Backend.AI Web UI is an open-source graphical client and management dashboard designed to run compute sessions, track machine learning pipelines, and monitor cluster resources. Available as both a self-hosted web interface and a cross-platform desktop application, it simplifies compute orchestration without command-line dependency.

Technical Overview of Backend AI Webui

Built on React 19, Vite, and GraphQL Relay, the interface communicates with compute clusters through an integrated WebSocket proxy that handles real-time sessions and data streaming. It is distributed as an installable Electron desktop client across major operating systems, or as a static web bundle deployed via Nginx and Docker containers. Because resource metrics depend entirely on the host cluster and connected compute nodes, the interface itself serves as a lightweight control plane without heavy local overhead.

Core Features of Backend AI Webui

  • Session and IDE integration enables direct deployment of containerized compute sessions equipped with web terminals and full Visual Studio Code environments.
  • ML pipeline tracking interfaces natively with experiment tools like Apache MLflow and Microsoft NNI for queue management and automated training runs.
  • Storage and proxy controls include an embedded SSH/SFTP server, folder sharing, and virtual folder streaming for fast cluster data transfers.
  • Cluster node inspection delivers live telemetry for physical bare-metal servers, virtual machines, session quotas, and workload distribution.
  • FOSS access control provides keypair allocation, container kernel template creation, and self-hosted privacy free of proprietary tracking.

System Compatibility & Updates

Supported operating systems for the desktop application include Windows (x86-64), macOS (Intel x64 and Apple Silicon ARM64), and Linux (x86-64), alongside standard modern web browsers via web serving. The architecture accommodates multi-device responsiveness across desktop, tablet, and mobile views. Recent updates introduce branch-derived Portless dev environments over local loopback along with cross-origin WebSocket proxy restrictions to secure local API communication.

Why Choose Backend AI Webui?

It replaces fragmented command-line workflows by consolidating cluster administration, IDE containers, and inference endpoints into a single, self-hosted interface. Deploying it ensures full infrastructure control and data ownership without lock-in to commercial cloud orchestration platforms.