hls4ml.optimization package

Subpackages

• hls4ml.optimization.dsp_aware_pruning package
  • Subpackages
    • hls4ml.optimization.dsp_aware_pruning.keras package
      • Submodules
      • hls4ml.optimization.dsp_aware_pruning.keras.builder module
      • hls4ml.optimization.dsp_aware_pruning.keras.config module
      • hls4ml.optimization.dsp_aware_pruning.keras.masking module
      • hls4ml.optimization.dsp_aware_pruning.keras.reduction module
      • hls4ml.optimization.dsp_aware_pruning.keras.regularizers module
      • hls4ml.optimization.dsp_aware_pruning.keras.utils module
      • Module contents
    • hls4ml.optimization.dsp_aware_pruning.objectives package
      • Submodules
      • hls4ml.optimization.dsp_aware_pruning.objectives.gpu_objectives module
      • hls4ml.optimization.dsp_aware_pruning.objectives.vivado_objectives module
      • Module contents
  • Submodules
  • hls4ml.optimization.dsp_aware_pruning.attributes module
    • LayerAttributes
      • LayerAttributes.update_args()
    • OptimizationAttributes
    • get_attributes_from_keras_model()
    • get_attributes_from_keras_model_and_hls4ml_config()
    • hls4mlAttributes
  • hls4ml.optimization.dsp_aware_pruning.config module
    • SUPPORTED_STRUCTURES
      • SUPPORTED_STRUCTURES.BLOCK
      • SUPPORTED_STRUCTURES.PATTERN
      • SUPPORTED_STRUCTURES.STRUCTURED
      • SUPPORTED_STRUCTURES.UNSTRUCTURED
  • hls4ml.optimization.dsp_aware_pruning.knapsack module
    • solve_knapsack()
  • hls4ml.optimization.dsp_aware_pruning.scheduler module
    • BinaryScheduler
      • BinaryScheduler.repair_step()
      • BinaryScheduler.update_step()
    • ConstantScheduler
      • ConstantScheduler.repair_step()
      • ConstantScheduler.update_step()
    • OptimizationScheduler
      • OptimizationScheduler.get_sparsity()
      • OptimizationScheduler.repair_step()
      • OptimizationScheduler.update_step()
    • PolynomialScheduler
      • PolynomialScheduler.repair_step()
      • PolynomialScheduler.update_step()
  • Module contents
    • optimize_keras_model_for_hls4ml()

Module contents