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NNCF
NNCF

Contents:

  • API Reference
    • nncf.api
      • nncf.api.compression
      • nncf.api.statistics
    • nncf.common
      • nncf.common.accuracy_aware_training
        • nncf.common.accuracy_aware_training.statistics
        • nncf.common.accuracy_aware_training.training_loop
      • nncf.common.initialization
        • nncf.common.initialization.dataloader
      • nncf.common.pruning
        • nncf.common.pruning.schedulers
        • nncf.common.pruning.statistics
      • nncf.common.quantization
        • nncf.common.quantization.statistics
        • nncf.common.quantization.structs
      • nncf.common.sparsity
        • nncf.common.sparsity.statistics
      • nncf.common.compression
      • nncf.common.statistics
    • nncf.config
      • nncf.config.structures
    • nncf.quantization
      • nncf.quantization.advanced_parameters
      • nncf.quantization.range_estimator
    • nncf.tensorflow
      • nncf.tensorflow.pruning
        • nncf.tensorflow.pruning.filter_pruning
          • nncf.tensorflow.pruning.filter_pruning.algorithm
        • nncf.tensorflow.pruning.base_algorithm
      • nncf.tensorflow.quantization
        • nncf.tensorflow.quantization.algorithm
      • nncf.tensorflow.sparsity
        • nncf.tensorflow.sparsity.magnitude
          • nncf.tensorflow.sparsity.magnitude.algorithm
        • nncf.tensorflow.sparsity.rb
          • nncf.tensorflow.sparsity.rb.algorithm
    • nncf.torch
      • nncf.torch.knowledge_distillation
        • nncf.torch.knowledge_distillation.algo
      • nncf.torch.pruning
        • nncf.torch.pruning.filter_pruning
          • nncf.torch.pruning.filter_pruning.algo
      • nncf.torch.quantization
        • nncf.torch.quantization.algo
      • nncf.torch.sparsity
        • nncf.torch.sparsity.const
          • nncf.torch.sparsity.const.algo
        • nncf.torch.sparsity.magnitude
          • nncf.torch.sparsity.magnitude.algo
        • nncf.torch.sparsity.rb
          • nncf.torch.sparsity.rb.algo
        • nncf.torch.sparsity.base_algo
      • nncf.torch.structures
  • JSON configuration file schema
  • Github
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NNCF#

Neural Network Compression Framework (NNCF) provides a suite of advanced algorithms for Neural Networks inference optimization in OpenVINO™ with minimal accuracy drop.

Contents:

  • API Reference
    • Subpackages
      • nncf.api
      • nncf.common
      • nncf.config
      • nncf.quantization
      • nncf.tensorflow
      • nncf.torch
      • Classes
      • Functions
  • JSON configuration file schema
  • Github
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