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megablocks / README.md
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---
library_name: kernels
license: apache-2.0
---
> [!CAUTION]
> Starting from September 13, 2026, we will be removing the "model" type repositories of kernels (e.g., kernels-community/flash-attn3). Make sure you're using a latest version of kernels. If you face any disruption, please report them here: https://github.com/huggingface/kernels/issues/new.
This is the repository card of kernels-community/megablocks that has been pushed on the Hub. It was built to be used with the [`kernels` library](https://github.com/huggingface/kernels). This card was automatically generated.
## How to use
```python
# make sure `kernels` is installed: `pip install -U kernels`
from kernels import get_kernel
kernel_module = get_kernel("kernels-community/megablocks")
MyReplacementLayer = kernel_module.MyReplacementLayer
MyReplacementLayer(...)
```
## Available functions
- `MyReplacementLayer`
- `exclusive_cumsum`
- `inclusive_cumsum`
- `histogram`
- `indices`
- `replicate_forward`
- `replicate_backward`
- `sort`
- `cumsum`
- `argsort`
- `Arguments`
- `ParallelDroplessMLP`
- `dMoE`
- `SparseGLU`
- `MLP`
- `SparseMLP`
- `MoE`
- `ParallelMLP`
- `get_load_balancing_loss`
## Benchmarks
Benchmarking script is available for this kernel. Run `kernels benchmark kernels-community/megablocks`.