[CI] Deprecated API usage in tutorials

[github-actions]

cc: @svekars

API Deprecation Report

29 unique deprecation/future warnings found in this build.

Summary (tutorial sources)

Tutorial file	DeprecationWarning	FutureWarning	Total
beginner_source/introyt/autogradyt_tutorial.py	0	1	1
intermediate_source/engine.py	0	1	1
intermediate_source/forward_ad_usage.py	0	2	2
Total	0	4	4

Findings

beginner_source/introyt/autogradyt_tutorial.py

• Line 485 (FutureWarning): The attribute use_cuda will be deprecated soon, please use use_device = 'cuda' instead.

intermediate_source/engine.py

• Line 30 (FutureWarning): torch.cuda.amp.autocast(args...) is deprecated. Please use torch.amp.autocast('cuda', args...) instead.

intermediate_source/forward_ad_usage.py

• Line 203 (FutureWarning): We've integrated functorch into PyTorch. As the final step of the integration, functorch.jvp is deprecated as of PyTorch 2.0 and will be deleted in a future version of PyTorch >= 2.3. Please use torch.func.jvp instead; see the PyTorch 2.0 release notes and/or the torch.func migration guide for more details https://pytorch.org/docs/main/func.migrating.html
• Line 235 (FutureWarning): We've integrated functorch into PyTorch. As the final step of the integration, functorch.make_functional_with_buffers is deprecated as of PyTorch 2.0 and will be deleted in a future version of PyTorch >= 2.3. Please use torch.func.functional_call instead; see the PyTorch 2.0 release notes and/or the torch.func migration guide for more details https://pytorch.org/docs/main/func.migrating.html

PyTorch warnings

/usr/local/lib/python3.10/dist-packages/torch/jit/_script.py

• Line 365 (DeprecationWarning): torch.jit.script_method is deprecated. Please switch to torch.compile or torch.export.
• Line 1488 (DeprecationWarning): torch.jit.script is deprecated. Please switch to torch.compile or torch.export.

/usr/local/lib/python3.10/dist-packages/torch/jit/_trace.py

• Line 1006 (DeprecationWarning): torch.jit.trace is deprecated. Please switch to torch.compile or torch.export.
• Line 1145 (DeprecationWarning): torch.jit.trace_method is deprecated. Please switch to torch.compile or torch.export.

PyTorch libraries warnings

/usr/local/lib/python3.10/dist-packages/torchrl/data/tensor_specs.py

• Line 7085 (DeprecationWarning): The BoundedTensorSpec has been deprecated and will be removed in v0.8. Please use Bounded instead.
• Line 7085 (DeprecationWarning): The UnboundedContinuousTensorSpec has been deprecated and will be removed in v0.8. Please use Unbounded instead.
• Line 7085 (DeprecationWarning): The CompositeSpec has been deprecated and will be removed in v0.8. Please use Composite instead.

/usr/local/lib/python3.10/dist-packages/torchrl/objectives/ppo.py

• Line 445 (DeprecationWarning): 'critic_coef' is deprecated and will be removed in torchrl v0.11. Please use 'critic_coeff' instead.
• Line 511 (DeprecationWarning): 'entropy_coef' is deprecated and will be removed in torchrl v0.11. Please use 'entropy_coeff' instead.

Third-party dependency warnings

/usr/lib/python3.10/copyreg.py

• Line 101 (FutureWarning): isinstance(treespec, LeafSpec) is deprecated, use isinstance(treespec, TreeSpec) and treespec.is_leaf() instead.

/usr/local/lib/python3.10/dist-packages/ax/core/map_data.py

• Line 195 (FutureWarning): The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.

/usr/local/lib/python3.10/dist-packages/ax/modelbridge/transforms/winsorize.py

• Line 389 (DeprecationWarning): the interpolation= argument to percentile was renamed to method=, which has additional options.

/usr/local/lib/python3.10/dist-packages/gym/utils/passive_env_checker.py

• Line 233 (DeprecationWarning): np.bool8 is a deprecated alias for np.bool_. (Deprecated NumPy 1.24)

/usr/local/lib/python3.10/dist-packages/gymnasium/utils/passive_env_checker.py

• Line 249 (DeprecationWarning): np.bool8 is a deprecated alias for np.bool_. (Deprecated NumPy 1.24)

/usr/local/lib/python3.10/dist-packages/ray/_private/worker.py

• Line 2062 (FutureWarning): Tip: In future versions of Ray, Ray will no longer override accelerator visible devices env var if num_gpus=0 or num_gpus=None (default). To enable this behavior and turn off this error message, set RAY_ACCEL_ENV_VAR_OVERRIDE_ON_ZERO=0

/usr/local/lib/python3.10/dist-packages/ray/data/context.py

• Line 661 (DeprecationWarning): use_push_based_shuffle is deprecated! Configure shuffle_strategy instead.
• Line 675 (DeprecationWarning): use_polars is deprecated, please configure use_polars_sort instead.

/usr/local/lib/python3.10/dist-packages/ray/serve/_private/config.py

• Line 379 (DeprecationWarning): label() is deprecated. Use is_required() or is_repeated() instead.
• Line 379 (DeprecationWarning): label() is deprecated. Use is_required() or is_repeated() instead. [repeated 28x across cluster] (Ray deduplicates logs by default. Set RAY_DEDUP_LOGS=0 to disable log deduplication, or see https://docs.ray.io/en/master/ray-observability/user-guides/configure-logging.html#log-deduplication for more options.)

/usr/local/lib/python3.10/dist-packages/uvicorn/protocols/websockets/websockets_impl.py

• Line 17 (DeprecationWarning): websockets.server.WebSocketServerProtocol is deprecated

/usr/local/lib/python3.10/dist-packages/websockets/legacy/__init__.py

• Line 6 (DeprecationWarning): websockets.legacy is deprecated; see https://websockets.readthedocs.io/en/stable/howto/upgrade.html for upgrade instructions

<unknown>

• Line 1 (DeprecationWarning): invalid escape sequence '\s'
• Line 1 (DeprecationWarning): invalid escape sequence '*'
• Line 2 (DeprecationWarning): invalid escape sequence '\ '

conf.py

• Line 39 (DeprecationWarning): The distutils package is deprecated and slated for removal in Python 3.12. Use setuptools or check PEP 632 for potential alternatives