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MLOS is a project to enable autotuning for systems.

Results 187 MLOS issues
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This is a temporary patch for switching to managed identity storage authentication. Users must create a managed identity and assign to it proper "contributor" roles that allow it to manage...

WIP
mlos-bench

Enables changing the defaults in the SMAC optimizer to enable state passing (what SMAC internally calls context, but that doesn't match MLOS's notion of context) and multi-fidelity tuning. This required...

Follow on work to #766. This enabled both formatters and applies their changes to the repo. Additionally, since `black` does not make changes to comments nor docstrings, we also enable...

Can we please add a test for this? _Originally posted by @bpkroth in https://github.com/microsoft/MLOS/pull/775#discussion_r1668917677_

Solution: truncate microseconds of the current timestamp when scheduling new trials to be executed ASAP Closes #756

bug
ready for review
mlos-bench

Updates the requirements on [numpy](https://github.com/numpy/numpy) to permit the latest version. Release notes Sourced from numpy's releases. v2.0.0 NumPy 2.0.0 Release Notes NumPy 2.0.0 is the first major release since 2006....

dependencies
python

Builds off of #762 Change rules to only feed changed files since the last successful rebuild to various check targets. This should help with incremental rebuilds.

I've temporarily marked the Windows CI test as not required since there's something odd going on with it. It's complaining about the same issue already addressed in #757, but somewhat...

I would like to run each config 30 times but not 30 at same time. For example, a default config should be running 30 times but not concurrently. Currently trial...