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24 changes: 24 additions & 0 deletions docs/reference/gpu-backend.md
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# GPU backend and cuDF compatibility

## Supported cuDF versions

The GPU backend is primarily tested against the cuDF versions used in CI.
Local installations may differ due to ABI or constructor changes between
cuDF releases.

## Known limitations

- Conversion of deeply nested or jagged Awkward Arrays may fail on some cuDF versions.
- Mask handling behavior differs across cuDF releases.
- Some issues may only reproduce in CI environments.

## CI vs local environment differences

CI uses pinned RAPIDS images, while local environments may expose differences
in cuDF constructor signatures or column initialization behavior.

## Common error symptoms

- `TypeError` raised during cuDF column construction
- Mask silently dropped or ignored
- Conversion failures that do not reproduce locally
2 changes: 2 additions & 0 deletions docs/reference/toctree.txt
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generated/ak.to_backend
generated/ak.backend
gpu-backend

.. toctree::
:caption: Approximation and comparison
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:maxdepth: 1

generated/kernels

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