diff --git a/bayeux/__init__.py b/bayeux/__init__.py index 24b42a5..b35913a 100644 --- a/bayeux/__init__.py +++ b/bayeux/__init__.py @@ -19,7 +19,7 @@ __version__ = '0.1.15' # Note: import as is required for names to be exported. -# See PEP 484 & https://github.com/google/jax/issues/7570 +# See PEP 484 & https://github.com/jax-ml/jax/issues/7570 # pylint: disable=useless-import-alias from bayeux import mcmc as mcmc from bayeux import optimize as optimize diff --git a/docs/examples/oryx_and_bayeux.ipynb b/docs/examples/oryx_and_bayeux.ipynb index cc66559..8beb384 100644 --- a/docs/examples/oryx_and_bayeux.ipynb +++ b/docs/examples/oryx_and_bayeux.ipynb @@ -416,7 +416,7 @@ "cell_type": "markdown", "source": [ "## Note:\n", - "I ran this with `max_tree_depth=7`, which makes the MCMC finish roughly twice as fast, and got the below plot of the 8 chains' log probabilities, which makes it more convincing that the chains were not quite mixing. I changed the tree depth to 8, and it did better, but I could also have increased the number of adaptation steps, probably. I have also fit this on TPUs, though you run into [a matrix multiplication precision](https://github.com/google/jax/issues/2161) issue, and need to use `config.update('jax_default_matmul_precision', 'float32')` at the start of the colab.\n", + "I ran this with `max_tree_depth=7`, which makes the MCMC finish roughly twice as fast, and got the below plot of the 8 chains' log probabilities, which makes it more convincing that the chains were not quite mixing. I changed the tree depth to 8, and it did better, but I could also have increased the number of adaptation steps, probably. I have also fit this on TPUs, though you run into [a matrix multiplication precision](https://github.com/jax-ml/jax/issues/2161) issue, and need to use `config.update('jax_default_matmul_precision', 'float32')` at the start of the colab.\n", "\n", "\n", "![image.png](data:image/png;base64,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)"