Tutorials

Learn TorchFX through practical examples organized by use case.

• Creating Custom Filters
  • Overview
  • Required Methods
  • Complete Example: Custom Bandpass Filter
  • Filter Design Patterns
  • Pipeline Integration
  • Device and Dtype Management
  • Testing and Validation
  • Best Practices
  • Advanced Topics
  • Related Concepts
  • External Resources
  • References
• Series and Parallel Filter Combinations
  • Overview
  • Series Filter Chains
  • Parallel Filter Combinations
  • Combining Series and Parallel
  • Sample Rate Management
  • Performance Considerations
  • Mixing with PyTorch Modules
  • Real-World Examples
  • Best Practices
  • Common Pitfalls
  • Related Concepts
  • External Resources
  • References
• Creating Custom Effects
  • Prerequisites
  • Understanding the FX Base Class
  • Creating a Basic Custom Effect
  • Parameter Configuration and Validation
  • Strategy Pattern for Extensibility
  • Multi-Channel Effects
  • Integration with Wave Pipeline
  • Complete Example: Multi-Tap Delay
  • Next Steps
  • References
• Multi-Channel Audio Processing
  • Overview
  • Tensor Shape Conventions
  • Built-in Multi-Channel Strategies
  • Creating Per-Channel Effects
  • Dimension-Agnostic Processing
  • Channel Interaction Patterns
  • Integration with PyTorch
  • Best Practices
  • Common Pitfalls
  • Related Concepts
  • External Resources
  • References
• BPM-Synced Delay Effects
  • Overview
  • Musical Time Notation
  • BPM-to-Samples Conversion
  • Basic Usage
  • Taps and Feedback
  • Delay Strategies
  • Musical Applications
  • Complex Processing Chains
  • Advanced Techniques
  • Lazy vs Eager Calculation
  • Error Handling
  • Best Practices
  • Related Concepts
  • External Resources
  • References

Available Tutorials

Custom filters

Create and apply your own audio filters using TorchFX’s filter framework.

Series parallel filters

Explore how to combine multiple filters in series and parallel configurations for complex audio processing.

Custom Effects

Build your own custom audio effects by extending TorchFX’s FX base class and integrating them into your pipelines.

Multi Channel Effects

Learn how to apply audio effects to multi-channel audio data using TorchFX.

BPM delay effect

Implement a tempo-synced delay effect that adjusts delay times based on the beats per minute (BPM) of the audio.