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Add Per-Parameter Convenience Kernel Override - #904

Merged

Scienfitz merged 73 commits into

mainfrom

feature/param_kernel_override

Oct 16, 2026

Merged

Add Per-Parameter Convenience Kernel Override#904
Scienfitz merged 73 commits into
mainfrom
feature/param_kernel_override

Commits on Oct 15, 2026
- Support scoping kernels to parameters
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  7a6d68f
- Add kernel overrides to parameters
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  e108661
- Generate valid parameter kernel overrides
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  42118b9
- Warn when surrogates ignore kernel overrides
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  7314c9a
- Partition GP kernels around parameter overrides
  Scienfitz
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  3743956
- Test parameter-specific kernel overrides
  Scienfitz
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  09fc113
- Test parameter kernel overrides end to end
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  1f65a5e
- Document parameter-specific kernel overrides
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  a97dbb6
- Group kernel override helpers into a subpackage
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  21ca202
- Test selector precedence with kernel overrides
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  c0165b1
- Preserve kernel partition validation in unified overrides
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  a306cfd
- Consolidate kernel override regression tests
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  361d431
- Align kernel scoping docstring with parameter removal
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  3d5b256
- Explain the lazy GPyTorch import guard
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  429f4d6
- Clarify empty kernel reduction semantics
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  2747064
- Annotate the basic kernel iterator return type
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  389c7fe
- Reject unsupported kernel structures during leaf traversal
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  e8e0cf0
- Document the parameter override helper precondition
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  8562c12
- Support parameter removal from product kernels
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  8d1c6d0
- Clarify the custom kernel deprecation flag
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  bc2c5cb
- Test nondefault residual indices around a parameter override
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  1dceb3f
- Extend reducible kernel override success cases
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  b157684
- Document surrogate kernel override behavior
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  6e424f9
- Fix documentation reference for KernelOverride alias
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  891b3b2
- Remove comment
  
  Scienfitz
  and
  AdrianSosic
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  26ac436
- Improve variable names
  
  Scienfitz
  and
  AdrianSosic
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  8f749b4
- Clarify override condition in kernel factory docstring
  Scienfitz
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  33ee99e
- Rename kernel scoping method to _scope_to_parameter
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  6789cfe
- Absorb None handling via converters.optional
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  a67f896
- Use field alias in kernel override error message
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  4ca445c
- Align kernel override flag docstring with sibling flags
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  898a443
- Remove self-referential surrogate kernel definition
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  7f7e2e6
- Link kernel_override attribute on first mention
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  72c2a55
- Lead kernel override section with the mechanism
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  42b3934
- Clarify that overrides accept kernel instances
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  1c87ebe
- Support parameter removal from additive kernels
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  c3bcbed
- Allow unscoping kernels via _scope_to_parameter
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  29d2e1f
- Clarify selector override test
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  755d509
- Retarget pyrefly suppressions for stricter active_dims inference
  Scienfitz
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  705012e
- Update CHANGELOG
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  26fe66e
- Compare GPyTorch kernel overrides structurally
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  4d3690c
- Rename kernel_override to override_kernel
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  2357887
- Back override_kernel by a private attribute
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  135b202
- Store kernel overrides unscoped
  Scienfitz
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  bf0b64b
- Derive task parameter kernel override from transfer learning mode
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  df92f4e
- Regularize override kernel in iteration test
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  0c6e21e
- Improve docstring
  
  Scienfitz
  and
  AVHopp
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  f26beb6
- Cache override_kernel property
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  516ebac
- Clarify kernel type in _reduce_base_kernels docstring
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  fd3b369
- Clarify parameter scoping docstring
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  c0405bc
- Simplify GPyTorch override binding
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  b5da88d
- Use default iteration count in override iteration test
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  1978680
- Test composite surrogate kernels with parameter overrides
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  69b9460
- Improve equation
  
  Scienfitz
  and
  AdrianSosic
  committed
  f8e0754
- Improve wording
  
  Scienfitz
  and
  AdrianSosic
  committed
  b2fdfeb
- Improve documentation
  
  Scienfitz
  and
  AdrianSosic
  committed
  dfdfb5d
- Reuse lazy GPyTorch component check for kernel overrides
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  5c62b08
- Improve wording in kernel override comments
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  b57e9fa
- Improve references in kernel override docs
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  e7b9c0c
- Improve override extraction signature
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  1f77d69
- Improve type safety of default kernel base resolution
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  2e18234
- Improve typing workaround comments with issue links
  Scienfitz
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  6199c44
- Remove branch-specific kernel override tests
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  954da73
- Add kernel override assignment test
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  3d4257a
- Add parameter equivalence test
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  e078e97
- Make kernel override strategy scope configurable
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  095bcd6
- Add kernel override construction test
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  e92fbb6
- Add fitted kernel override test
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  de72cad
- Extend multitask kernel deprecation test with transfer learning modes
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  c8746be
- Add kernel override iteration test
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  0c10d4e
- Move parameter equivalence test to its own file
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  7a0fbb8
- Consolidate kernel override test helpers
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  31a5717
- Add TODO note
  Scienfitz
  committed
  fe42885

Commits

Commits on Oct 15, 2026