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Asynchronous Distributed Hyperparameter Optimization.

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I have an idea which I believe could greatly simplify a lot of code related to spaces, transforms, and such. Here is the current state of things: - TransformedDimension is...

enhancement

Direct interaction with the storage object should be limited, so they can be override with remote API calls instead. # Known offending code * `orion\core\worker\trial_pacemaker.py`

The CI currently relies on a branch with new webapi for the benchmark: https://github.com/Epistimio/orion/pull/920/files#diff-a13b95356a0820b9ce4307a209d93d7f0da6e66acabb3bbb4a4cc3e172662931R41. This branch should be cleaned up and merged in develop.

# Design Discussion #911 # Potential Blockers * The Storage/Database singleton and how Falcon is going to handle each clients might conflict (multiprocess) * https://github.com/Epistimio/orion/issues/606 * Multiuser on the same...

in review

This is required for Orion as a Service (#912) and the knowledge base for warm starting (#910). Currently every users are working on their own database on the same MongoDB...

in review

The RandomState class in src/orion/algo/hebo/random_state.py is pretty neat. It might be a good idea to also use it to capture the random state in the Profet tasks, as mentioned in...

Would be a good idea to use pre-commit for the light CI jobs (Black, pylint, etc) instead of Tox, that way we wouldn't need to keep package versions duplicated between...

We are so used to have 2-3 failing tests because of codecov that we risk merging PRs that have tests other than codecov failing. We should adjust the thresholds on...