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CVXPYlayers is a Python library for constructing differentiable convex optimization layers in PyTorch, JAX, and MLX using CVXPY. A convex optimization layer solves a parametrized convex optimization problem in the forward pass to produce a solution. It computes the derivative of the solution…
higher is a pytorch library allowing users to obtain higher order gradients over losses spanning training loops rather than individual training steps.
The main features of facebookresearch/higher are: Developer Tools, Meta Learning Libraries, PyTorch Utilities.
Open-source alternatives to facebookresearch/higher include: catalyst-team/catalyst — Accelerated deep learning R&D. determined-ai/determined — Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning,… ag14774/diffdist. awwong1/torchprof — PyTorch layer-by-layer model profiler. cvxgrp/cvxpylayers — CVXPYlayers is a Python library for constructing differentiable convex optimization layers in PyTorch, JAX, and MLX… ecs-vlc/torchbearer — torchbearer: A model fitting library for PyTorch.
