Add Per-Parameter Convenience Kernel Override - #904

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Scienfitz wants to merge 28 commits into

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feature/param_kernel_override

Commits on Aug 6, 2026

Support PositiveIndexKernel and transfer-learning-mode dispatching via TaskParameter

kalama-ai
and
Scienfitz
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3c5adb5
Let the task-parameter override overrule the configured kernel
kalama-ai
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e592192
Address review comments
kalama-ai
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c75f410
Let the default kernel factory work with a transfer-learning override
kalama-ai
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35c29f2
Remove DISPATCHING_PLAN from version control
kalama-ai
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a01f2b8
Revert benchmarks module to upstream/main state
kalama-ai
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3074916
Minor Clean up
kalama-ai
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c3f7efd

Commits on Aug 17, 2026

Commits on Aug 18, 2026

Fix sphinx reference in docstring

kalama-ai
and
Copilot
authored
30fb565
Improve docstrings
kalama-ai
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c7862ad
Add tests for facrtories returning gpytorch or task-free BayBE kernels
kalama-ai
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42fc1c7
Strip task from kernels w/out names or task-aware BayBE factories
kalama-ai
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bfa8983
Move kernel reduction helper to kernel classes
kalama-ai
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ae3c5c5
Run pre-commit hooks
kalama-ai
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1d92b0c

Commits on Aug 21, 2026

Support scoping kernels to parameters
Scienfitz
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6c7e3f3

Commits on Aug 24, 2026

Add kernel overrides to parameters
Scienfitz
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bd66fdf
Generate valid parameter kernel overrides
Scienfitz
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b372ba8
Warn when surrogates ignore kernel overrides
Scienfitz
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47aa5fb
Partition GP kernels around parameter overrides
Scienfitz
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ad1f650
Test parameter-specific kernel overrides
Scienfitz
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1417922
Test parameter kernel overrides end to end
Scienfitz
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1f1e764
Document parameter-specific kernel overrides
Scienfitz
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75cda3d
Group kernel override helpers into a subpackage
Scienfitz
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f9ac6ba
Update CHANGELOG
Scienfitz
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f94fb72