Gpytorch

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1.14

What's Changed
* DOC: fix a typo, Hyperparamters -> Hyperparameters by partev in https://github.com/cornellius-gp/gpytorch/pull/2588
* Allow for dimension-specific variance in linear kernel by sdaulton in https://github.com/cornellius-gp/gpytorch/pull/2593
* Fix bug 2606: Setting mixing_weights=False in SoftmaxLikelihood still adds the learnable parameter W by DiegoFreitasH in https://github.com/cornellius-gp/gpytorch/pull/2607
* Add typing annotations to gpytorch.Module by chrisyeh96 in https://github.com/cornellius-gp/gpytorch/pull/2608
* Improve typing annotations for linear kernel by chrisyeh96 in https://github.com/cornellius-gp/gpytorch/pull/2613
* Remove unused imports in GPyTorch Fully Bayesian example by chrisyeh96 in https://github.com/cornellius-gp/gpytorch/pull/2612
* gpytorch.module: fix typing annotation by chrisyeh96 in https://github.com/cornellius-gp/gpytorch/pull/2611
* Remove deprecated lazy tensor by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2615
* Support broadcasting batch shapes in MTMVN.from_independent_mvns by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2621
* Fix typo in Pyro_GPyTorch_High_Level.ipynb by williamjsdavis in https://github.com/cornellius-gp/gpytorch/pull/2574
* Fix error in IndexKernel docstring by parrangoiz in https://github.com/cornellius-gp/gpytorch/pull/2625
* Implement MVN.unsqueeze by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2624
* Update MVN.expand() to support non-lazy MVN & reuse scale_tril where possible by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2623
* Unpin jaxtyping by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2626
* Detach `new_covar_cache` to enable JIT tracing of models after fantasization by SaiAakash in https://github.com/cornellius-gp/gpytorch/pull/2605
* DOC: fix typos in likelihood.py by chrisyeh96 in https://github.com/cornellius-gp/gpytorch/pull/2486
* sign fix for gradient blocks by m-julian in https://github.com/cornellius-gp/gpytorch/pull/2598
* Start adding typing annotations to ExactGP by chrisyeh96 in https://github.com/cornellius-gp/gpytorch/pull/2436
* Hotfix: fix `.diagonal()` calls for keops kernel matrices. by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2590
* Version bump (Python 3.10) by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2627

New Contributors
* DiegoFreitasH made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2607
* williamjsdavis made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2574
* parrangoiz made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2625
* SaiAakash made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2605

**Full Changelog**: https://github.com/cornellius-gp/gpytorch/compare/v1.13...v1.14

1.13

What's Changed
* `main` and `develop` branches by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2542
* Include jaxtyping to allow for Tensor/LinearOperator typehints with sizes. by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2543
* fix: replace deprecated scipy.integrate.cumtrapz with cumulative_trapezoid by natsukium in https://github.com/cornellius-gp/gpytorch/pull/2545
* use common notation for normal distribution N(\mu, \sigma^2) by partev in https://github.com/cornellius-gp/gpytorch/pull/2547
* fix broken link in Simple_GP_Regression.ipynb by partev in https://github.com/cornellius-gp/gpytorch/pull/2546
* Deprecate last_dim_is_batch (bump PyTorch version to >= 2.0) by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2549
* Added ability for priors of transformed distributions to have their p… by hvarfner in https://github.com/cornellius-gp/gpytorch/pull/2551
* Avoid unnecessary memory allocation for covariance downdate in SGPR prediction strategy by JonathanWenger in https://github.com/cornellius-gp/gpytorch/pull/2559
* Fix VNNGP with batches by LuhuanWu in https://github.com/cornellius-gp/gpytorch/pull/2375
* fix a typo by partev in https://github.com/cornellius-gp/gpytorch/pull/2570
* fix a typo by partev in https://github.com/cornellius-gp/gpytorch/pull/2571
* DOC: improve the formatting in the documentation by partev in https://github.com/cornellius-gp/gpytorch/pull/2578

New Contributors
* natsukium made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2545
* hvarfner made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2551

**Full Changelog**: https://github.com/cornellius-gp/gpytorch/compare/v1.12...v1.13

1.12

What's Changed
* Minor patch to Matern covariances by j-wilson in https://github.com/cornellius-gp/gpytorch/pull/2378
* Fix error messages for ApproximateGP.get_fantasy_model by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2374
* Fix lazy kernel slicing when there are multiple outputs by douglas-boubert in https://github.com/cornellius-gp/gpytorch/pull/2376
* Fix training status of noise model of `HeteroskedasticNoise` after exceptions by fjzzq2002 in https://github.com/cornellius-gp/gpytorch/pull/2382
* Stop rbf_kernel_grad and rbf_kernel_gradgrad creating the full covariance matrix unnecessarily by douglas-boubert in https://github.com/cornellius-gp/gpytorch/pull/2388
* Likelihood bugfix by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2395
* Update RTD configuration, and linear_operator requirement. by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2399
* Better support for missing labels by Turakar in https://github.com/cornellius-gp/gpytorch/pull/2288
* Fix latex of gradients in docs by jlperla in https://github.com/cornellius-gp/gpytorch/pull/2404
* Skip the warning in `gpytorch.lazy.__getattr__` if name starts with `_` by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2423
* Fix KeOps regressions from 2296. by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2413
* Update index.rst by mkomod in https://github.com/cornellius-gp/gpytorch/pull/2449
* `python` should also be a runtime dependency by jaimergp in https://github.com/cornellius-gp/gpytorch/pull/2457
* fix a typo: cannonical -> canonical by partev in https://github.com/cornellius-gp/gpytorch/pull/2461
* Update distributions.rst by chrisyeh96 in https://github.com/cornellius-gp/gpytorch/pull/2487
* Fix flaky SVGP classification test by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2495
* DOC: Fix typo in docstring. by johanneskopton in https://github.com/cornellius-gp/gpytorch/pull/2493
* fix a typo by partev in https://github.com/cornellius-gp/gpytorch/pull/2464
* DOC: fix formatting issue in RFFKernel documentation by partev in https://github.com/cornellius-gp/gpytorch/pull/2463
* DOC: fix broken formatting in leave_one_out_pseudo_likelihood.py by partev in https://github.com/cornellius-gp/gpytorch/pull/2462
* `ConstantKernel` by SebastianAment in https://github.com/cornellius-gp/gpytorch/pull/2511
* DOC: fix broken URL in periodic_kernel.py by partev in https://github.com/cornellius-gp/gpytorch/pull/2513
* Bug: Exploit Structure in get_fantasy_strategy by naefjo in https://github.com/cornellius-gp/gpytorch/pull/2494
* Matern52 grad by m-julian in https://github.com/cornellius-gp/gpytorch/pull/2512
* Added optional `kwargs` to `ExactMarginalLogLikelihood` call by rafaol in https://github.com/cornellius-gp/gpytorch/pull/2522
* Corrected configuration of ``exclude`` statements in ``pre-commit`` configuration by JonathanWenger in https://github.com/cornellius-gp/gpytorch/pull/2541

New Contributors
* douglas-boubert made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2376
* fjzzq2002 made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2382
* jlperla made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2404
* mkomod made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2449
* jaimergp made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2457
* partev made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2461
* chrisyeh96 made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2487
* johanneskopton made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2493
* naefjo made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2494
* rafaol made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2522

**Full Changelog**: https://github.com/cornellius-gp/gpytorch/compare/v1.11...v1.12

1.11

What's Changed
* Fix solve_triangular(Tensor, LinearOperator) not supported in VNNGP by Turakar in https://github.com/cornellius-gp/gpytorch/pull/2323
* Metrics fixes and cleanup by JonathanWenger in https://github.com/cornellius-gp/gpytorch/pull/2325
* Lock down doc requirements to prevent RTD failures. by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2339
* Fix typos in multivariate_normal.py by manuelhaussmann in https://github.com/cornellius-gp/gpytorch/pull/2331
* add Hamming IMQ kernel by samuelstanton in https://github.com/cornellius-gp/gpytorch/pull/2327
* Use torch.cdist for `dist` by esantorella in https://github.com/cornellius-gp/gpytorch/pull/2336
* Enable fantasy models for multitask GPs Reborn by yyexela in https://github.com/cornellius-gp/gpytorch/pull/2317
* Clean up deprecation warnings by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2348
* More informative string representation of MultitaskMultivariateNormal distributions. by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2333
* Mean and kernel functions for first and second derivatives by ankushaggarwal in https://github.com/cornellius-gp/gpytorch/pull/2235
* Bugfix: double added log noise prior by LuisAugenstein in https://github.com/cornellius-gp/gpytorch/pull/2355
* Remove Module.__getattr__ by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2359
* Remove num_outputs from IndependentModelList by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2360
* keops periodic and keops kernels unit tests by m-julian in https://github.com/cornellius-gp/gpytorch/pull/2296
* Deprecate checkpointing by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2361

New Contributors
* Turakar made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2323
* manuelhaussmann made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2331
* esantorella made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2336
* yyexela made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2317
* ankushaggarwal made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2235
* LuisAugenstein made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2355

**Full Changelog**: https://github.com/cornellius-gp/gpytorch/compare/v1.10...v1.11

1.10

What's Changed
* Re-add pyro + torch_master check by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2241
* Fix silently ignored arguments in IndependentModelList by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2249
* fix bug in nearest_neighbor_variational_strategy by LuhuanWu in https://github.com/cornellius-gp/gpytorch/pull/2243
* Move infinite interval bounds check into Interval constructor by Balandat in https://github.com/cornellius-gp/gpytorch/pull/2259
* Use ufmt for code formatting and import sorting by Balandat in https://github.com/cornellius-gp/gpytorch/pull/2262
* Update nearest_neighbors.py by yw5aj in https://github.com/cornellius-gp/gpytorch/pull/2267
* Use raw strings to avoid "DeprecationWarning: invalid escape sequence" by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2282
* Fix handling of re-used priors by Balandat in https://github.com/cornellius-gp/gpytorch/pull/2269
* Fix BernoulliLikelihood documentation by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2285
* gpytorch.settings.variational_cholesky_jitter can be set dynamically. by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2255
* Likelihood docs update by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2292
* Improve development/contributing documentation by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2293
* Use raw strings to avoid "DeprecationWarning: invalid escape sequence" by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2295
* Update SGPR notebook by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2303
* Update linear operator dependency to 0.4.0 by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2321

New Contributors
* yw5aj made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2267

**Full Changelog**: https://github.com/cornellius-gp/gpytorch/compare/v1.9.1...v1.10

1.9.1

What's Changed
* Fix LMCVariationalStrategy example in docs by adamjstewart in https://github.com/cornellius-gp/gpytorch/pull/2112
* Accept closure argument in NGD optimizer `step` by dannyfriar in https://github.com/cornellius-gp/gpytorch/pull/2118
* Fix bug with Multitask DeepGP predictive variances. by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2123
* Autogenerate parameter types in documentation from python typehints by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2125
* Retiring deprecated versions of`psd_safe_cholesky`, `NotPSDError`, and `assert_allclose` by SebastianAment in https://github.com/cornellius-gp/gpytorch/pull/2130
* fix custom dtype_value_context setting by sdaulton in https://github.com/cornellius-gp/gpytorch/pull/2132
* Include linear operator in installation instructions by saitcakmak in https://github.com/cornellius-gp/gpytorch/pull/2131
* Fixes HalfCauchyPrior by feynmanliang in https://github.com/cornellius-gp/gpytorch/pull/2137
* Fix return type of `Kernel.covar_dist` by Balandat in https://github.com/cornellius-gp/gpytorch/pull/2138
* Change variable name for better understanding by findoctorlin in https://github.com/cornellius-gp/gpytorch/pull/2135
* Expose jitter by hughsalimbeni in https://github.com/cornellius-gp/gpytorch/pull/2136
* Add HalfNormal prior distribution for non-negative variables. by ZitongZhou in https://github.com/cornellius-gp/gpytorch/pull/2147
* Fix multitask/added_loss_term bugs in SGPR regression by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2121
* fix bugs in test half Cauchy prior. by ZitongZhou in https://github.com/cornellius-gp/gpytorch/pull/2156
* Generalize RandomModule by feynmanliang in https://github.com/cornellius-gp/gpytorch/pull/2164
* MMVN.to_data_independent_dist returns correct variance for non-interleaved MMVN distributions. by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2172
* Update MSLL in metrics.py by jongwonKim-1997 in https://github.com/cornellius-gp/gpytorch/pull/2177
* Update multitask example notebook by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2190
* Fix exception message for missing kernel lazy kernel attribute by dannyfriar in https://github.com/cornellius-gp/gpytorch/pull/2195
* Improving `_sq_dist` when `x1_eq_x2` by SebastianAment in https://github.com/cornellius-gp/gpytorch/pull/2204
* Fix docs/requirements.txt by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2206
* As per issue '2175 [Docs] GP Regression With Uncertain Inputs'. by corwinjoy in https://github.com/cornellius-gp/gpytorch/pull/2200
* Avoid evaluating kernel when adding jitter by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2189
* Avoid evaluating kernel in `expand_batch` by dannyfriar in https://github.com/cornellius-gp/gpytorch/pull/2185
* Deprecating `postprocess` by SebastianAment in https://github.com/cornellius-gp/gpytorch/pull/2205
* Make PiecewisePolynomialKernel GPU compatible by gpleiss in https://github.com/cornellius-gp/gpytorch/pull/2217
* Let `LazyEvaluatedKernelTensor` recall the grad state at instantiation by SebastianAment in https://github.com/cornellius-gp/gpytorch/pull/2229
* Doc Update for Posterior Model Distribution and Posterior Predictive Distribution by varunagrawal in https://github.com/cornellius-gp/gpytorch/pull/2230
* Fix 08_Advanced_Usage links by st-- in https://github.com/cornellius-gp/gpytorch/pull/2240
* Add `device` property to `Kernel`s, add unit tests by Balandat in https://github.com/cornellius-gp/gpytorch/pull/2234
* pass **kwargs to ApproximateGP.__call__ in DeepGPLayer by IdanAchituve in https://github.com/cornellius-gp/gpytorch/pull/2224

New Contributors
* dannyfriar made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2118
* SebastianAment made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2130
* feynmanliang made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2137
* findoctorlin made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2135
* hughsalimbeni made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2136
* ZitongZhou made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2147
* jongwonKim-1997 made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2177
* corwinjoy made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2200
* varunagrawal made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2230
* st-- made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2240
* IdanAchituve made their first contribution in https://github.com/cornellius-gp/gpytorch/pull/2224

**Full Changelog**: https://github.com/cornellius-gp/gpytorch/compare/v1.9.0...v1.9.1

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