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@RaulSimpetru RaulSimpetru released this 22 Jan 10:04
· 4 commits to main since this release

Breaking Changes

  • Transform System: Complete refactor to PyTorch named tensors for GPU acceleration. Transforms now use ('channel', 'time') or ('batch', 'channel', 'time') tensor conventions
  • Dataset Architecture: Refactored datasets module with layered architecture (WindowedDataset, DataModule, DatasetCreator)
  • Models Restructure: Flattened model hierarchy from 4 levels to 2 (models/raul_net/v16.py). Removed deprecated models (V1, V4, V9 variants, classification), removed online/offline distinction
  • Datatypes Package: Split datatypes.py into organized package structure
  • Storage Format: Enforced .zip format for datasets, removed GPU Direct Storage support

Added

  • SlidingWindowTransform base class for consistent transform implementations
  • MLflow experiment tracking and visualization (myoverse/tracking.py)
  • RAM caching and multiprocessing support in ContinuousDataset
  • Lazy dataloader initialization for faster startup
  • Cache pre-loading in main process before spawning workers
  • Nested dataset storage structure (split/modality/task)
  • ZipStore for faster dataset I/O on Windows
  • py.typed marker for PEP 561 compliance

Changed

  • Lazy import of heavy dependencies in datasets module for faster imports
  • Modernized codebase to Python 3.12+ type hints and modern super() calls
  • Ran ruff format across entire codebase
  • Removed graph visualization from _Data class
  • Removed Rich auto-coloring of numbers and text for cleaner output
  • Moved emg_xarray and emg_tensor to datatypes module

Removed

  • Unused utils module
  • tests/workflow.py
  • icecream dependency
  • Deprecated model variants (V1, V4, V9, classification models)
  • GPU Direct Storage (GDS) support

Fixed

  • MedianFilter padding
  • Tests updated to match simplified _Data API

Full Changelog: v1.1.6...v2.0.0