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Implement quantization for ConfigSpace >= 1.0 #803

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motus opened this issue Jul 17, 2024 · 0 comments · Fixed by #835 or #844
Closed

Implement quantization for ConfigSpace >= 1.0 #803

motus opened this issue Jul 17, 2024 · 0 comments · Fixed by #835 or #844
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enhancement New feature or request mlos-bench

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motus commented Jul 17, 2024

ConfigSpace 1.0 hyperparameters do not have the quantization parameter q= anymore. In #802 we temporarily remove support for quantization in ConfigSpace. We need to add it back using the new quantize() family of functions of ConfigSpace.
@motus motus mentioned this issue Jul 17, 2024
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@bpkroth bpkroth mentioned this issue Jul 31, 2024
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motus added a commit that referenced this issue Aug 2, 2024
@motus @bpkroth
Migrate to ConfigSpace 1.* (#802)
a5f36a8 
Summary of changes:
* [x] Update dependencies to ConfigSpace >= 1.0.
* [x] Update dependencies to SMAC3 >= 2.2.
* [x] Migrate to new ConfigSpace API.
* [x] Better definition of ConfigSpace fixture in unit tests.
* [x] Fix mypy and pylint issues triggered by the migration.

Notes:
* Side effect: **Works with Python 3.12!**
* ~Supersedes #799~
* ~Depends on upcoming SMAC3 release with [SMAC3
#1124](automl/SMAC3#1124) merged in and a new
release cut with it.~
* Quantization will be added back later:
    * #803 
* ~Tests fail due to LlamaTune issue:~
    * #805 

Closes #727

---------

Co-authored-by: Brian Kroth <bpkroth@users.noreply.github.com>
Co-authored-by: Brian Kroth <bpkroth@microsoft.com>
@motus motus self-assigned this Aug 5, 2024
@motus motus added enhancement New feature or request mlos-bench labels Aug 5, 2024
@motus motus mentioned this issue Aug 6, 2024
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@bpkroth bpkroth mentioned this issue Aug 8, 2024
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@motus motus mentioned this issue Aug 15, 2024
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bpkroth added a commit that referenced this issue Aug 16, 2024
@motus @bpkroth
Rename quantization -> quantization_bins (#844)
fadfacb 
Merge after (or instead of) #835 

diff from #835 :: https://github.com/motus/MLOS/pull/15/files

Closes #803

---------

Co-authored-by: Brian Kroth <bpkroth@users.noreply.github.com>
Co-authored-by: Brian Kroth <bpkroth@microsoft.com>
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