diff --git a/doc/source/tune/_tutorials/tune-wandb.rst b/doc/source/tune/_tutorials/tune-wandb.rst index 4722dd086..209afd7fd 100644 --- a/doc/source/tune/_tutorials/tune-wandb.rst +++ b/doc/source/tune/_tutorials/tune-wandb.rst @@ -3,7 +3,7 @@ Using Weights & Biases with Tune ================================ -`Weights & Biases `_ (Wandb) is a tool for experiment +`Weights & Biases `_ (Wandb) is a tool for experiment tracking, model optimizaton, and dataset versioning. It is very popular in the machine learning and data science community for its superb visualization tools. @@ -12,7 +12,7 @@ tools. :height: 80px :alt: Weights & Biases :align: center - :target: https://www.wandb.com/ + :target: https://www.wandb.ai/ Ray Tune currently offers two lightweight integrations for Weights & Biases. One is the :ref:`WandbLoggerCallback `, which automatically logs diff --git a/doc/source/tune/api_docs/logging.rst b/doc/source/tune/api_docs/logging.rst index 7e8784829..b976a898e 100644 --- a/doc/source/tune/api_docs/logging.rst +++ b/doc/source/tune/api_docs/logging.rst @@ -168,7 +168,7 @@ You can see the :doc:`tutorial here `. WandbLogger ----------- -Tune also provides a default logger for `Weights & Biases `_. You can install Wandb via ``pip install wandb``. +Tune also provides a default logger for `Weights & Biases `_. You can install Wandb via ``pip install wandb``. You can see the :doc:`tutorial here ` diff --git a/doc/source/tune/examples/index.rst b/doc/source/tune/examples/index.rst index 4f3594cf6..27fde3a05 100644 --- a/doc/source/tune/examples/index.rst +++ b/doc/source/tune/examples/index.rst @@ -85,8 +85,8 @@ Pytorch Lightning Wandb, MLFlow ~~~~~~~~~~~~~ -- :ref:`Tutorial ` for using `wandb `__ with Ray Tune -- :doc:`/tune/examples/wandb_example`: Example for using `Weights and Biases `__ with Ray Tune. +- :ref:`Tutorial ` for using `wandb `__ with Ray Tune +- :doc:`/tune/examples/wandb_example`: Example for using `Weights and Biases `__ with Ray Tune. - :doc:`/tune/examples/mlflow_example`: Example for using `MLFlow `__ with Ray Tune. - :doc:`/tune/examples/mlflow_ptl_example`: Example for using `MLFlow `__ and `Pytorch Lightning `_ with Ray Tune. diff --git a/python/ray/tune/integration/wandb.py b/python/ray/tune/integration/wandb.py index 4cd2cdee8..eabbdbe48 100644 --- a/python/ray/tune/integration/wandb.py +++ b/python/ray/tune/integration/wandb.py @@ -75,7 +75,7 @@ def _clean_log(obj: Any): def wandb_mixin(func: Callable): """wandb_mixin - Weights and biases (https://www.wandb.com/) is a tool for experiment + Weights and biases (https://www.wandb.ai/) is a tool for experiment tracking, model optimization, and dataset versioning. This Ray Tune Trainable mixin helps initializing the Wandb API for use with the ``Trainable`` class or with `@wandb_mixin` for the function API. @@ -109,7 +109,7 @@ def wandb_mixin(func: Callable): values. Please see here for all other valid configuration settings: - https://docs.wandb.com/library/init + https://docs.wandb.ai/library/init Example: @@ -225,7 +225,7 @@ class _WandbLoggingProcess(Process): class WandbLoggerCallback(LoggerCallback): """WandbLoggerCallback - Weights and biases (https://www.wandb.com/) is a tool for experiment + Weights and biases (https://www.wandb.ai/) is a tool for experiment tracking, model optimization, and dataset versioning. This Ray Tune ``LoggerCallback`` sends metrics to Wandb for automatic tracking and visualization. @@ -251,7 +251,7 @@ class WandbLoggerCallback(LoggerCallback): values. Please see here for all other valid configuration settings: - https://docs.wandb.com/library/init + https://docs.wandb.ai/library/init Example: @@ -382,7 +382,7 @@ class WandbLogger(Logger): This `Logger` class is deprecated. Use the `WandbLoggerCallback` callback instead. - Weights and biases (https://www.wandb.com/) is a tool for experiment + Weights and biases (https://www.wandb.ai/) is a tool for experiment tracking, model optimization, and dataset versioning. This Ray Tune ``Logger`` sends metrics to Wandb for automatic tracking and visualization. @@ -415,7 +415,7 @@ class WandbLogger(Logger): values. Please see here for all other valid configuration settings: - https://docs.wandb.com/library/init + https://docs.wandb.ai/library/init Example: