Omniboard is a web dashboard for the Sacred machine learning experiment management tool.
It connects to the MongoDB database used by Sacred and helps in visualizing the experiments and metrics / logs collected in each experiment.
Omniboard is written with React, Node.js, Express and Bootstrap
- List all experiment runs in a tabular format with columns that are sortable, reorderable and resizable
- Select which columns to show / hide
- Add metric columns to display rolled up metric value (e.g., minimum validation loss, maximum training accuracy, etc.)
- Add tags or notes to each experiment to organize and guide your experiments
- Filter by all columns except metric columns
Experiment Drill Down
- Show metric graphs
- Show console output with support for live reload
- Show all runtime library dependencies
- View or download source files
- View or download artifacts
- Show hardware spec of the host (e.g., OS version, CPU / GPU device info, driver versions)
- Show git hash/version control info
Check out the Quick Start documentation to get started.
Lead Developer: Vivek Ratnavel Subramanian
Project Advisor: Yusaku Sako
Omniboard was conceived while Yusaku was working on Kaggle competitions and could not find suitable open source software for easily managing hundreds of experiments to iterate on models quickly. Omniboard takes inspiration from Sacredboard. See blog on how this project got started.
Copyright (c) 2018 Vivek Ratnavel Subramanian
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
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