| # 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. | |