Skip to content

v1.0.0

Choose a tag to compare

View all tags
@SteveDiamond SteveDiamond released this 27 Feb 17:55
· 53 commits to master since this release
v1.0.0
4062317

CVXPYlayers 1.0

Major rewrite of CVXPYlayers with a new architecture and expanded framework support.

Highlights

  • New unified architecture — Refactored core with LayersContext dataclass and solver interface abstractions
  • MLX support — New Apple MLX backend alongside PyTorch and JAX
  • Multiple solver backends — Support for diffcp (default), CuClarabel (GPU), MPAX, and Moreau
  • Dual variable support — CvxpyLayer can now return dual variables from constraints
  • Geometric program (GP) support — Full DGP-to-DCP reduction with batched execution
  • torch.compile and jax.jit + vmap support for the Moreau interface
  • Comprehensive test suite with ruff linting and pre-commit hooks
  • Documentation site with Sphinx, example notebooks, and autodoc

Breaking Changes

  • Requires Python >= 3.11
  • Requires CVXPY >= 1.7.4
  • New source layout under src/cvxpylayers/
Assets 2
Loading