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32b700f | 1 2 3 4 5 6 7 8 9 10 11 | # Examples
`basic_usage.py` shows the public Kernel Hub loading path:
```bash
python adaptive-layernorm-producers/examples/basic_usage.py
```
It allocates static output buffers for the FP8 path and uses the package helper
to allocate the NVFP4 packed activation and swizzled scale-factor buffers.
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