GPJax v0.13.4

Release v0.13.4

📝 Other Changes

• Add Heteroscedastic likelihood (#579)
• Align parameter tagging with Flax conventions (#578)
• Limit dtype promotion in Constant mean (#573)

🔍 What's Changed

• Full diff: v0.13.3...v0.13.4

What's Changed

• Limit dtype promotion in Constant mean by @sethaxen in #573
• Align parameter tagging with Flax conventions by @thomaspinder in #578
• Add Heteroscedastic likelihood by @thomaspinder in #579

New Contributors

• @sethaxen made their first contribution in #573

Full Changelog: v0.13.3...v0.13.4

GPJax v0.13.3

Release v0.13.3

📝 Other Changes

• Bump version (#572)
• Ability to return just diag on predict call (#567)
• ci(deps): bump JamesIves/github-pages-deploy-action from 4.7.3 to 4.7.4 (#570)
• Create FUNDING.yml (#569)
• Update Gardeners (#568)

📊 Performance & ML Improvements

• See performance regression tests in this release
• Model validation results available in CI artifacts

🔍 What's Changed

• Full diff: v0.13.2...v0.13.3

What's Changed

• Update Gardeners by @thomaspinder in #568
• Create FUNDING.yml by @thomaspinder in #569
• ci(deps): bump JamesIves/github-pages-deploy-action from 4.7.3 to 4.7.4 by @dependabot[bot] in #570
• Ability to return just diag on predict call by @mathDR in #567
• Bump version by @thomaspinder in #572

New Contributors

• @mathDR made their first contribution in #567

Full Changelog: v0.13.2...v0.13.3

GPJax v0.13.2

Release v0.13.2

📝 Other Changes

• Fix typing on gram method (#565)

📊 Performance & ML Improvements

• See performance regression tests in this release
• Model validation results available in CI artifacts

🔍 What's Changed

• Full diff: v0.13.1...v0.13.2

What's Changed

• Fix typing on gram method by @thomaspinder in #565

Full Changelog: v0.13.1...v0.13.2

GPJax v0.13.1

Release v0.13.1

📝 Other Changes

• Graph kernel consistency with other kernels (#560)
• ci(deps): bump actions/download-artifact from 5 to 6 (#562)
• ci(deps): bump actions/upload-artifact from 4 to 5 (#561)
• SVGP with GraphKernel Fix (#552)
• ci(deps): bump actions/setup-node from 5 to 6 (#559)
• ci(deps): bump astral-sh/setup-uv from 6 to 7 (#556)
• Update workflow

📊 Performance & ML Improvements

• See performance regression tests in this release
• Model validation results available in CI artifacts

🔍 What's Changed

• Full diff: v0.13.0...v0.13.1

What's Changed

• ci(deps): bump astral-sh/setup-uv from 6 to 7 by @dependabot[bot] in #556
• ci(deps): bump actions/setup-node from 5 to 6 by @dependabot[bot] in #559
• SVGP with GraphKernel Fix by @syedzayyan in #552
• ci(deps): bump actions/upload-artifact from 4 to 5 by @dependabot[bot] in #561
• ci(deps): bump actions/download-artifact from 5 to 6 by @dependabot[bot] in #562
• Graph kernel consistency with other kernels by @syedzayyan in #560

Full Changelog: v0.13.0...v0.13.1

GPJax v0.13.0

Release v0.13.0

📝 Other Changes

• Remove trailing 3.10 references
• Support latest Flax (#554)
• ci(deps): bump actions/first-interaction from 3.0.0 to 3.1.0 (#553)
• Fix matern docs
• toggle dark theme (#550)
• ci(deps): bump actions/github-script from 7 to 8 (#548)
• docs: Add conda-forge install instructions (#546)
• ci(deps): bump actions/checkout from 4 to 5 (#540)
• ci(deps): bump codecov/codecov-action from 4 to 5 (#541)
• ci(deps): bump actions/first-interaction from 1.3.0 to 3.0.0 (#542)
• ci(deps): bump actions/labeler from 5 to 6 (#543)
• ci(deps): bump actions/download-artifact from 4 to 5 (#544)
• ci: fix trailing hatch commands
• Add conda installation instructions (#545)

📊 Performance & ML Improvements

• See performance regression tests in this release
• Model validation results available in CI artifacts

🔍 What's Changed

• Full diff: v0.12.2...v0.13.0

What's Changed

• ci: Add conda installation instructions by @thomaspinder in #545
• ci(deps): bump actions/download-artifact from 4 to 5 by @dependabot[bot] in #544
• ci(deps): bump actions/labeler from 5 to 6 by @dependabot[bot] in #543
• ci(deps): bump actions/first-interaction from 1.3.0 to 3.0.0 by @dependabot[bot] in #542
• ci(deps): bump codecov/codecov-action from 4 to 5 by @dependabot[bot] in #541
• ci(deps): bump actions/checkout from 4 to 5 by @dependabot[bot] in #540
• docs: Add conda-forge install instructions by @matthewfeickert in #546
• ci(deps): bump actions/github-script from 7 to 8 by @dependabot[bot] in #548
• Dark Toggle Theme by @syedzayyan in #550
• ci(deps): bump actions/first-interaction from 3.0.0 to 3.1.0 by @dependabot[bot] in #553
• Support latest Flax by @stephen-huan in #554

New Contributors

• @matthewfeickert made their first contribution in #546
• @syedzayyan made their first contribution in #550

Full Changelog: v0.12.2...v0.13.0

GPJax v0.12.2

Release v0.12.2

📝 Other Changes

• ci: remove Windows from release workflow
• Remove upper pin (#539)
• ci(deps): bump astral-sh/setup-uv from 3 to 6 (#535)
• ci(deps): bump conda-incubator/setup-miniconda from 2 to 3 (#536)
• deps(deps): update mkdocstrings[python] requirement (#537)
• Thomaspinder/audit (#538)
• ci(deps): bump actions/setup-node from 4 to 5 (#534)
• ci(deps): bump JamesIves/github-pages-deploy-action from 4.4.1 to 4.7.3 (#533)
• ci(deps): bump actions/setup-python from 5 to 6 (#532)
• Thomaspinder/audit (#531)

📊 Performance & ML Improvements

• See performance regression tests in this release
• Model validation results available in CI artifacts

🔍 What's Changed

• Full diff: v0.12.1...v0.12.2

What's Changed

• Thomaspinder/audit by @thomaspinder in #531
• ci(deps): bump actions/setup-python from 5 to 6 by @dependabot[bot] in #532
• ci(deps): bump JamesIves/github-pages-deploy-action from 4.4.1 to 4.7.3 by @dependabot[bot] in #533
• ci(deps): bump actions/setup-node from 4 to 5 by @dependabot[bot] in #534
• Thomaspinder/audit by @thomaspinder in #538
• deps(deps): update mkdocstrings[python] requirement from <0.28.0 to <0.31.0 by @dependabot[bot] in #537
• ci(deps): bump conda-incubator/setup-miniconda from 2 to 3 by @dependabot[bot] in #536
• ci(deps): bump astral-sh/setup-uv from 3 to 6 by @dependabot[bot] in #535
• Remove upper pin by @thomaspinder in #539

Full Changelog: v0.12.1...v0.12.2

v0.12.1

Extend GPJax's fit method to interoperate with NNX's filters. Now it is possible to freeze a parameter by simply filtering it from fit. Additionally, a subset of parameters may be trained through the trainable argument in fit.

opt_posterior, history = gpx.fit(
    model=posterior,
    objective=lambda p, d: -gpx.objectives.conjugate_mll(p, d),
    train_data=D,
    trainable=gpjax.parameters.Parameter,
)

What's Changed

• Add better parameter filtering by @thomaspinder in #530

Full Changelog: v0.12.0...v0.12.1

v0.12.0

Major Changes

• Removed cola as a dependency and migrated core linalg code into GPJax source code.
• Fix parameter tag usage to align with latest version of NNX
• Move to uv for dependency management

What's Changed

• [doc] Bugfixes in constructing new kernels documentation by @jackaraz in #526
• Update Slack URL by @thomaspinder in #527
• Thomaspinder/replace cola by @thomaspinder in #529

New Contributors

• @jackaraz made their first contribution in #526

Full Changelog: v0.11.2...v0.12.0

v0.11.2

What's Changed

• Fix import of PjitFunction by @stephen-huan in #521
• Bump version by @thomaspinder in #522

Full Changelog: v0.11.1...v0.11.2

v0.11.1

What's Changed

• Add extra tests by @thomaspinder in #507
• Introduce NonNegativeReal parameters by @jamesbriant in #512
• Add fit_lbfgs using Optax by @theo-brown in #514
• bump patch version by @thomaspinder in #517

New Contributors

• @jamesbriant made their first contribution in #512
• @theo-brown made their first contribution in #514

Full Changelog: v0.11.0...v0.11.1