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Commits on Apr 24, 2024

• Fixed bug in the reshape of the prediction in _predict_derivs_dense

  pamazzeo

  committed
  0546609

• SGPR_RPChol now supports the contracted jacobian for predict_derivs and predict_y_derivs (and stores the jaccoef in fit_derivs)

  ecignoni

  committed
  050c838

• SGPR now supports the contracted jacobian for predict_derivs and predict_y_derivs (and stores the jaccoef in fit_derivs)

  ecignoni

  committed
  1ca892f

• GPR now supports the contracted jacobian for predict_derivs and predict_y_derivs (and stores the jaccoef in fit_derivs)

  ecignoni

  committed
  5ce3a91

Commits on Apr 23, 2024

• added support for fast kernel functions in Sum and Prod kernels

  ecignoni

  committed
  41e8e5b

• each kernel class now supports d01kjc. Prod and Sum kernels are still problematic in the sense that they neede specialized functions.

  ecignoni

  committed
  ae56da6

• faster d01kjc for squared exponential kernel

  ecignoni

  committed
  623236c

• faster implementation of d01kjc for matern52

  ecignoni

  committed
  5521ae1

• implemented kernelizer for dealing with a jacobian already contracted with regression coefficients

  ecignoni

  committed
  e07d337

• faster d01kj for squared exponential kernel

  ecignoni

  committed
  b4c82b3

• faster d01k for squared exponential kernel

  ecignoni

  committed
  f2a8059

Commits on Apr 22, 2024

• faster d01k for matern52

  ecignoni

  committed
  e0952a5

• faster d01kj for matern52 kernel

  ecignoni

  committed
  5be3723

Commits on Mar 21, 2024

• Added faster implementation for d0k, d1k, d01k, d0kj, d1kj, d01k, d01kj for Matern52 kernel

  pamazzeo

  committed
  18851c3

Commits on Mar 12, 2024

• fixed shape in _linear_kernel_d01kj

  pamazzeo

  committed
  683f568

• switched to manual evaluations in Linear kernel

  ecignoni

  committed
  d41177d

• Faster implementation for d0k, d1k, d01k, d0kj, d1kj, d01kj for the Linear kernel

  ecignoni

  committed
  9286970

• Faster implementation for d0k, d1k, d01k, d0kj, d1kj, d01kj for the Constant kernel

  ecignoni

  committed
  e38b69f

• fixed deprecation warning on importing config from jax.config

  ecignoni

  committed
  61d3c91

• Implemented tests for kernel gradients: automatic gradients vs user

  Show description for 0d719c4
  ecignoni

  committed
  0d719c4

• Incorporated active_dims inside the kernel functions.

  ecignoni

  committed
  ab8002b

Commits on Feb 22, 2024

• Added prediction of target when model is trained on derivatives

  pamazzeo

  committed
  f6f98b5

Commits on Jan 17, 2024

• Fixed bug product with jacobian

  pamazzeo

  committed
  3234125

Commits on Dec 21, 2023

• removed every reference to jax.prng (deprecated) and updated typing of JAX random keys

  ecignoni

  committed
  3e7de17

• changed the state_checkpointer implementation to a class (cleaner and easier to use)

  ecignoni

  committed
  31fdc52

• called value_and_grad in scipy_optimize instead of separately calling loss and grad (less evaluations)

  ecignoni

  committed
  259a3c9

• jitted implementation functions in _gpr and _sgpr that for some reason were not jitted + jitted loss in optimizers

  ecignoni

  committed
  f99f87f

Commits on Dec 19, 2023

• fixed bug in lml_derivs_dense

  ecignoni

  committed
  58403c1

• added state checkpointer to save intermediate model.state in scipy_minimize

  ecignoni

  committed
  2a83ac7

Commits on Dec 15, 2023

• solved bug in lml_derivs_dense for gpr + reduced the number of default monte carlo evaluations to 5

  ecignoni

  committed
  8ebaa12

• added default arguments for the iterative calculation of the log marginal likelihood + now iterative automatically calls a loss function with the keyword arugment iterative=True

  ecignoni

  committed
  1850509

Commits on Dec 7, 2023

• removed installation requirement of optax

  ecignoni

  committed
  c8b1a5a

• update authors

  ecignoni

  committed
  a1b239a

• Updated README.md

  ecignoni

  committed
  9fd045e

Commits on Dec 5, 2023

• updated version

  ecignoni

  committed
  ef7bd96

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