IBM Analog Hardware Acceleration Kit

Get started

  • Installation
  • Advanced installation guide
  • Using the PyTorch integration
  • Glossary

Analog AI Concepts

  • Analog AI
  • Analog AI Hardware
  • Advantages and Challenges

Cloud/Composer

  • Analog AI Cloud Composer Overview
  • Composer CLI

Using the Simulator

  • Using aihwkit Simulator

Analog DNN Training

  • Specialized Update Algorithms
  • Analog Training Presets

Analog DNN Inference

  • Inference and PCM Statistical Model
  • Analog Hardware-aware Training
  • Inference with Analog CMO-ReRAM Statistical Model

Advanced Guides

  • aihwkit design
  • Development setup
  • Development conventions
  • Project roadmap
  • Changelog

References

  • API Reference
  • Paper References
IBM Analog Hardware Acceleration Kit
  • aihwkit.inference.noise package
  • View page source

aihwkit.inference.noise package

Noise models to apply to converted weight values during analog inference.

Submodules

  • aihwkit.inference.noise.base module
    • BaseNoiseModel
      • BaseNoiseModel.apply_drift_noise()
      • BaseNoiseModel.apply_drift_noise_to_conductance()
      • BaseNoiseModel.apply_noise()
      • BaseNoiseModel.apply_programming_noise()
      • BaseNoiseModel.apply_programming_noise_to_conductance()
      • BaseNoiseModel.generate_drift_coefficients()
  • aihwkit.inference.noise.custom module
    • StateIndependentNoiseModel
      • StateIndependentNoiseModel.apply_drift_noise_to_conductance()
      • StateIndependentNoiseModel.apply_programming_noise_to_conductance()
      • StateIndependentNoiseModel.generate_drift_coefficients()
  • aihwkit.inference.noise.fusion module
  • aihwkit.inference.noise.pcm module
    • CustomDriftPCMLikeNoiseModel
      • CustomDriftPCMLikeNoiseModel.generate_drift_coefficients()
    • PCMLikeNoiseModel
      • PCMLikeNoiseModel.apply_drift_noise_to_conductance()
      • PCMLikeNoiseModel.apply_programming_noise_to_conductance()
      • PCMLikeNoiseModel.generate_drift_coefficients()
  • aihwkit.inference.noise.reram module
    • ReRamCMONoiseModel
      • ReRamCMONoiseModel.apply_drift_noise_to_conductance()
      • ReRamCMONoiseModel.apply_programming_noise_to_conductance()
      • ReRamCMONoiseModel.generate_drift_coefficients()
    • ReRamWan2022NoiseModel
      • ReRamWan2022NoiseModel.apply_drift_noise_to_conductance()
      • ReRamWan2022NoiseModel.apply_programming_noise_to_conductance()
      • ReRamWan2022NoiseModel.generate_drift_coefficients()

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