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Probabilistic reasoning and statistical analysis in TensorFlow

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This seems like an odd distribution to be missing, especially given that it is the standard conjugate prior for the covariance matrix of multivariate normals. Technically, it can be instantiated...

good first issue
distributions/bijectors

I would like to transform a mixture of distributions into another distribution and then apply the learned transformation to the individual components for a specific engineering application. While I am...

This commit implements the bounded version of the Limited-memory Broyden–Fletcher–Goldfarb–Shanno optimization algorithm, per [1], in `lbfgsb.py`. It is lacking unit tests (which have been run outside of the committed changes),...

cla: yes

# How to repro? TF version: 2.19.0 1. Take an example from https://www.tensorflow.org/probability/api_docs/python/tfp/distributions/PixelCNN#examples 2. Create Google Colab 3. Past the example into the Google Colab 4. Run it **The following...

Hi, Working on an M3 macbook pro in macOS 15.6. Using miniforge3. Creating a conda env from scratch. Running ``` conda install python pip ipython pip install tensorflow tensorflow_probablity tensorflow-keras...

Hi all, I'm trying to compute a posterior predictive distribution over samples from a posterior distribution ([Colab here](https://colab.research.google.com/drive/1dNzAPXhkyKcap_ipEdNEmPFObVVrDJov?usp=sharing)). TFP 0.25 with JAX backend. My (mre and therefore contrived) model specification...

``` File ".../venvserver/lib/python3.12/site-packages/tensorflow_probability/python/internal/backend/jax/ops.py", line 681, in jax.interpreters.xla.pytype_aval_mappings[onp.ndarray]) ... AttributeError: jax.interpreters.xla.pytype_aval_mappings was deprecated in JAX v0.5.0 and removed in JAX v0.7.0. jax.core.pytype_aval_mappings can be used as a replacement in most cases....

The TensorFlow probability implementation of softplus leaks memory, and appears to no longer be needed. That is, I think the standard `tf.nn.softplus` implementation can be used now, as numerical stability...

The [tutorial notebook](https://github.com/tensorflow/probability/blob/main/spinoffs/inference_gym/notebooks/inference_gym_tutorial.ipynb) fails to render when you navigate to it in github on a browser. The error text is ``` Invalid Notebook There was an error rendering your Notebook:...