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A multi-user, distributed computing environment for running DL model training experiments on Intel® Xeon® Scalable processor-based systems

License: Apache License 2.0

Makefile 1.88% Dockerfile 1.33% Python 60.84% Jupyter Notebook 2.10% Shell 4.22% Go 7.20% CSS 8.19% JavaScript 10.66% Lua 0.03% HTML 0.24% Vue 2.64% Smarty 0.44% Ruby 0.24%

nauta's Introduction

Nauta

Nauta Diagram

The Nauta software provides a multi-user, distributed computing environment for running deep learning model training experiments. Results of experiments, can be viewed and monitored using a command line interface, web UI and/or TensorBoard*. You can use existing data sets, use your own data, or downloaded data from online sources, and create public or private folders to make collaboration among teams easier.

Nauta runs using the industry leading Kubernetes* and Docker* platform for scalability and ease of management. Template packs for various DL frameworks and tooling are available (and customizable) on the platform to take the complexities out of creating and running single and multi-node deep learning training experiments without all the systems overhead and scripting needed with standard container environments.

To test your model, Nauta also supports both batch and streaming inference, all in a single platform.

To build Nauta installation package and run it smoothly on Google Cloud Platform please follow our Nauta on Google Cloud Platform - Getting Started. More details on building Nauta artifacts can be found in How to Build guide.

To get things up and running quickly please take a look at our Getting Started guide.

For more in-depth information please refer to the following documents:

License

By contributing to the project software, you agree that your contributions will be licensed under the Apache 2.0 license that is included in the LICENSE file in the root directory of this source tree. The user materials are licensed under CC-BY-ND 4.0.

Contact

Submit Github issue to ask a question, submit a request or report a bug.

nauta's People

Contributors

adam-marek avatar adamtumi avatar ajanikow avatar aniejek avatar dancobb1 avatar intel-rrozestw avatar jacob27 avatar janekmichalik avatar jcchr avatar kamahoney1965 avatar liuholly avatar mateusz-ciesielski avatar mgumowsk avatar michgorecki avatar mzylowski avatar pmilewsk avatar pskindel avatar waldekpi avatar

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