Deepkit

Deepkit is an open-source platform and cross-platform desktop application to execute, track, and debug modern machine learning experiments. With integrated server management tool to execute experiments on any Linux server with a simple click or cli command.

Download - Example Python

Features

• Experiment execution using uniform experiment definition
• Execute experiments locally or in the cloud, seamlessly
• Pipeline support to increase execution time and reduce hardware costs
• Layer debugger for Keras2 and Pytorch
• Automatic source code versioning
• Experiment artifacts (aka output: weights, snapshots, etc)
• Experiment execution via Docker container with auto-build
• Experiment comparison: Side by side, file diff, metrics diff
• Server job scheduling with resource limitation and assignment (and NVIDIA Docker GPU support)
• Real-time experiment tracking: Log metrics, text, images, numpy arrays, and more
• Python SDK
• Project management: Issue tracker, Kanban board, and notes
• Real-time desktop (and web) app with analytical tools to monitor and organize experiments
• Optional centralized server for teams

Development

Deepkit is written entirely in Typescript and consists of following main packages:

• packages/cli: command line interface tools
• packages/deepkit: The GUI, desktop and web app interface
• packages/server: The server component that stores all the data using the filesystem and mongodb
• packages/website: The website as SSR Angular 9 SPA app
• packages/core: Common models, functions, services
• packages/core-node: Common models, functions, services for node environment
• packages/electron: The electron bootstrapper for the GUI

Following open-source packages have been created for Deepkit that wouldn't exist otherwise and were absolutely necessary:

• Marshal.ts - The fastest universal Typescript data serializer and validator
• Glut.ts - A reactive real-time server framework with distributed entity/file abstraction and syncing based on ReactJS
• angular-desktop-ui - A GUI library for native-like GUI widget based on Angular 9+

Development app

cd deepkit
npm run bootstrap

cd deepkit
npm-local-development

cd deepkit
make angular-watch

cd deepkit
server-watch

# Open in browser the angular dist
# e.g. file:///Users/marc/bude/deepkit/packages/deepkit/dist/deepkit/index.html
# or electron
cd deepkit
make electron-build
make electron

Development website

Watcher

cd packages/website
ng run website:server:production --watch

Server

cd packages/website
npm run serve:ssr