Showing 1 open source project for "graph algorithm"

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    Torch Pruning

    Torch Pruning

    DepGraph: Towards Any Structural Pruning

    ...The library focuses on reducing the size and computational cost of neural networks by removing redundant parameters and channels while maintaining model performance. It introduces a graph-based algorithm called DepGraph that automatically identifies dependencies between layers, allowing parameters to be pruned safely across complex architectures. This dependency analysis makes it possible to prune large networks such as transformers, convolutional networks, and diffusion models without breaking the computational graph.
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