Neural Network Distiller by Intel AI Lab is a Python package for neural network compression research. Distiller provides a PyTorch environment for prototyping and analyzing compression algorithms.
Benefits and features
- Automated Model Compression
- Element-wise pruning using magnitude thresholding, sensitivity thresholding, target sparsity level, and activation statistics
- Structured pruning
- Model control
- Knowledge distillation
- Scheduling of pruning, regularization, and learning rate decay
- Element-wise and filter-wise pruning sensitivity analysis
- Conditional computation
- Jupyter notebooks
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