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Asynchronous Distributed Hyperparameter Optimization.

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The current error message is misleading: `orion.core.worker.consumer.ExecutionError: Something went wrong. Check logs. Process returned with code -9 !` First, there are no clear mentions that the issue is that the...

enhancement
good first issue

@mgermain reported an experiment where TPE was sampling randomly for 300 trials, and apparently started using the BO part to suggest points once the experiment was resumed for another 200...

bug
medium

We running `orion db rm/set`, there is a prompt for the user to confirm the operation, but there is no information about what will be executed (how many trials or...

enhancement

Many tests leave running processes or threads in the backgrounds. There are both cause of tests randomly hanging and side-effects during other tests latter on. We should verify at end...

Goal: - Reduce algo lock between workers / Batch algo observe for efficiency (less lock contention) - Make worker save results without locking the algo (less IO) Description: - Runner...

If the process is interrupted (killed) or if the connection to storage is lost while the algorithm is locked, we will end up with a dead lock. We should have...

https://github.com/bbopt/solar Solar provides a fidelity (called precision in the library) which would be useful to benchmark the multi-fidelity algorithms in Oríon.

feature

We only support 1 objective per trial. We should add support for multiple objectives. We'll need to decide whether we want to break the single objective interface of Trial or...

Our conda packaging does not support extra dependencies. We should create extra packages `orion-extra-{name}` for each extra. We should also write a script to automatically generate the yaml files otherwise...