Pyro Files

New Features

• Stable.log_prob() is now implemented and differentiable by BenZickel in [#3369], [#3370]
• Introducing pyro.infer.predictive.WeighedPredictive which reports weights along with predicted samples by @BenZickel in https://github.com/pyro-ppl/pyro/pull/3345
• Resampler for weighed samples by @BenZickel in https://github.com/pyro-ppl/pyro/pull/3352
• Add function for calculating quantiles of weighed samples. by @BenZickel in https://github.com/pyro-ppl/pyro/pull/3340
• Add effective sample size analytics to WeighedPredictive results by @BenZickel in https://github.com/pyro-ppl/pyro/pull/3351
• Introducing PyroModuleList, because torch.nn.ModueList reinitializies modules when slice-indexing by @MartinBubel in https://github.com/pyro-ppl/pyro/pull/3339

Type hints

• Type annotate pyro.nn.module in https://github.com/pyro-ppl/pyro/pull/3337
• Fixes to type hints [#3333], [#3334]

Additional changes

• small update doc HMC by @dario-coscia in https://github.com/pyro-ppl/pyro/pull/3335
• Type annotate pyro.nn.dense_nn and pyro.nn.auto_reg_nn by @ordabayevy in https://github.com/pyro-ppl/pyro/pull/3342
• Enable type checking of the tests folder by @ordabayevy in https://github.com/pyro-ppl/pyro/pull/3336
• Auto regressive nn on gpu - revisited by @cafletezbrant in https://github.com/pyro-ppl/pyro/pull/3346
• GCC-8 CI error test by @ordabayevy in https://github.com/pyro-ppl/pyro/pull/3349
• Fix ruff version to 0.3.4 in order to overcome issue with version 0.3.5. by @BenZickel in https://github.com/pyro-ppl/pyro/pull/3354
• Fix ruff settings & remove flake8 and isort settings by @ordabayevy in https://github.com/pyro-ppl/pyro/pull/3356
• Unpin ruff version by @BenZickel in https://github.com/pyro-ppl/pyro/pull/3357
• Switch dependency from jupyter to notebook by @fritzo in https://github.com/pyro-ppl/pyro/pull/3360
• Add the energy score scoring rule for comparing multivariate distributions by @BenZickel in https://github.com/pyro-ppl/pyro/pull/3362
• Add jupyter lab option to docker Makefile by @eteq in https://github.com/pyro-ppl/pyro/pull/3363
• Replace torch._utils._accumulate with numpy.cumsum. by @BenZickel in https://github.com/pyro-ppl/pyro/pull/3364
• Fix PyroModule rendering error in local-parameter mode by @eb8680 in https://github.com/pyro-ppl/pyro/pull/3366

New Contributors

• @dario-coscia made their first contribution in https://github.com/pyro-ppl/pyro/pull/3335
• @MartinBubel made their first contribution in https://github.com/pyro-ppl/pyro/pull/3339
• @BenZickel made their first contribution in https://github.com/pyro-ppl/pyro/pull/3340
• @cafletezbrant made their first contribution in https://github.com/pyro-ppl/pyro/pull/3346
• @eteq made their first contribution in https://github.com/pyro-ppl/pyro/pull/3363

Full Changelog: https://github.com/pyro-ppl/pyro/compare/1.9.0...1.9.1