v1.4.1

What's Changed

• Add Isomorphic Pruning, an improved algorithm for global pruning.
• Unify local/global/isomorphic pruning with Scope for importance ranking
• Allow user-defined scope for importance ranking. The following key-value pair (model.layer1, model.layer2): 0.4 will perform global ranking only within layer1 and layer2, with the pruning ratio of 40%.

  pruner = tp.pruner.MetaPruner(
      ...
      global_pruning=True,
      pruning_ratio=0.5, # default pruning ratio
      pruning_ratio_dict = {(model.layer1, model.layer2): 0.4, model.layer3: 0.2}, 
      # Global pruning will be performed on layer1 and layer2
  )

• Bugfixing

New Contributors

• @Miocio-nora made their first contribution in #380

Full Changelog: v1.4.0...v1.4.1