Bump tensorflow-probability from 0.11.1 to 0.18.0

[dependabot]

Bumps tensorflow-probability from 0.11.1 to 0.18.0.

Release notes

Sourced from tensorflow-probability's releases.

TensorFlow Probability 0.18.0

Release notes

This is the 0.18.0 release of TensorFlow Probability. It is tested and stable against TensorFlow version 2.10 and JAX 0.3.17 .

Change notes

[coming soon]

Huge thanks to all the contributors to this release!

[coming soon]

TensorFlow Probability 0.17.0

Release notes

This is the 0.17.0 release of TensorFlow Probability. It is tested and stable against TensorFlow version 2.9.1 and JAX 0.3.13 .

Change notes

• Distributions

  • Discrete distributions transform correctly when a bijector is applied.
  • Fix bug in Taylor approximation of log-normalizing constant for the ContinuousBernoulli.
  • Add TwoPieceNormal distribution and reparameterize it's samples.
  • Make IncrementLogProb a proper tfd.Distribution.
  • Add quantiles to Empirical distribution.
  • Add tfp.experimental.distributions.MultiTaskGaussianProcessRegressionModel
  • Improve efficiency of MultiTaskGaussian Processes in the presence of observation noise: Reduce complexity from O((NT)^3) to O(N^3 + T^3) where N is the number of data points and T is the number of tasks.
  • Improve efficiency of VariationalGaussianProcess.
  • Add tfd.LognNormal.experimental_from_mean_variance.

• Bijectors

  • Fix Softfloor bijector to act as the identity at high temperature, and floor at low temperature.
  • Remove tfb.Ordered bijector and finite_nondiscrete flags in Distributions.

• Math

  • Add tfp.math.betainc and gradients with respect to all parameters.

• STS

  • Several bug fixes and performance improvements to tfp.experimental.sts_gibbs for Gibbs sampling Bayesian structural time series models with sparse linear regression.
  • Enable tfp.experimental.sts_gibbs under JAX

... (truncated)

Commits

• 68d4382 When using TensorFlow, TFP 0.18 requires TF 2.10+.
• d1ba88e Update version for the TFP 0.18.0 release.
• 14db88b Use dtype_util inside LGSSM to infer dtype.
• 24301c5 Change tfp/experimental to use internal imports to speed up tests.
• c03f005 Re-enable ZeroInflatedNegativeBinomial in distribution_properties_test.
• cc84214 Correctly expose sub-distribution parameters in distributions created by
• 1999fbe Disable ZeroInflatedNegativeBinomial in distribution_properties_test
• 1784cd6 Block bad tf-nightly release from 2022-09-02 (missing x86 manylinux wheels)
• 0990bc9 Change stats/, mcmc/, monte_carlo/ optimizer/ and vi/ to use most specific im...
• de75e2d Update pairwise_square_distance_matrix(x, x) to always have zero diagonals.
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