Epistimio / orion-dashboard

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This code provides a common Orion dashboard to display experiments and benchmarks.

Orion Dashboard is heavily based on Carbon's React Tutorial <https://www.carbondesignsystem.com/developing/react-tutorial/overview>_.

=========================== Oríon Dashboard (Prototype)

Orion Dashboard for experiments

This is a very preliminary prototype of a dashboard for Oríon. Most of it are just place-holders and static data to show visualizations.

=============================== Dashboard for Oríon's Benchmark

Oríon's benchmark <https://orion.readthedocs.io/en/stable/user/benchmark.html>_ makes it easy to execute multiple hyperparameter optimization algorithms on several tasks. You can assess the average result over multiple runs of the algorithms or automatically benchmark how well they parallelize to large pools of workers. It quickly becomes difficult however to analyse all the data generated by these benchmarks, as large number of tasks and assessments can lead to hundreds of potential plots. It can also be challenging to track the progress of hundreds of experiments, each consisting of hundreds of trials. This dashboard serves as a centralized interface to visualize the results of the benchmarks and to monitor their progress.

============= Installations

This dashboard uses React and Carbon. You will need to install npm first, and then yarn.

.. code-block:: console

npm insall --global yarn

Install all dependencies including Carbon.

.. code-block:: console

yarn

Host

You can start the server with

.. code-block:: console

yarn start

The first time will take a few minutes while everything gets compiled. Next time will be faster.