MLCommons Algorithmic Efficiency is a benchmark and competition measuring neural network training speedups due to algorithmic improvements in both training algorithms and models.
☆417Apr 3, 2026Updated 3 weeks ago
Alternatives and similar repositories for algorithmic-efficiency
Users that are interested in algorithmic-efficiency are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ICML 2024] SIRFShampoo: Structured inverse- and root-free Shampoo in PyTorch (https://arxiv.org/abs/2402.03496)☆15Nov 4, 2024Updated last year
- [TMLR 2022] Curvature access through the generalized Gauss-Newton's low-rank structure: Eigenvalues, eigenvectors, directional derivative…☆17Jul 19, 2023Updated 2 years ago
- [ICML 2024] SINGD: KFAC-like Structured Inverse-Free Natural Gradient Descent (http://arxiv.org/abs/2312.05705)☆24Nov 4, 2024Updated last year
- ☆84Updated this week
- For optimization algorithm research and development.☆565Apr 10, 2026Updated 2 weeks ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- DeepOBS: A Deep Learning Optimizer Benchmark Suite☆109Dec 21, 2023Updated 2 years ago
- Posterior Refinement Improves Sample Efficiency in Bayesian Neural Networks☆10Oct 21, 2022Updated 3 years ago
- ☆308Jul 15, 2024Updated last year
- BackPACK - a backpropagation package built on top of PyTorch which efficiently computes quantities other than the gradient.☆611Nov 28, 2025Updated 5 months ago
- Schedule-Free Optimization in PyTorch☆2,274May 21, 2025Updated 11 months ago
- Second Order Optimization and Curvature Estimation with K-FAC in JAX.☆321Apr 19, 2026Updated last week
- ASDL: Automatic Second-order Differentiation Library for PyTorch☆192Dec 5, 2024Updated last year
- ☆16Apr 26, 2023Updated 3 years ago
- PyTorch implementation of the Hessian-free optimizer☆36Jun 14, 2024Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Efficient optimizers☆314Updated this week
- ☆18Aug 24, 2024Updated last year
- PyTorch linear operators for curvature matrices (Hessian, Fisher/GGN, KFAC, ...)☆65Apr 21, 2026Updated last week
- ☆21Mar 3, 2025Updated last year
- The official implementation of “Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training”☆998Jan 30, 2024Updated 2 years ago
- Fork of Flame repo for training of some new stuff in development☆19Updated this week
- ☆19Dec 4, 2025Updated 4 months ago
- maximal update parametrization (µP)☆1,704Jul 17, 2024Updated last year
- Pytorch implementation of preconditioned stochastic gradient descent (Kron and affine preconditioner, low-rank approximation precondition…☆195Apr 3, 2026Updated 3 weeks ago
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- Load & manage evolving datasets efficiently☆23Aug 22, 2025Updated 8 months ago
- Grams: Gradient Descent with Adaptive Momentum Scaling (ICLR 2025 Workshop)☆17Mar 6, 2025Updated last year
- A performant, memory-efficient checkpointing library for PyTorch applications, designed with large, complex distributed workloads in mind…☆163Apr 7, 2026Updated 3 weeks ago
- ☆265Dec 2, 2024Updated last year
- Hardware accelerated, batchable and differentiable optimizers in JAX.☆1,035Dec 17, 2025Updated 4 months ago
- 🧱 Modula software package☆327Aug 18, 2025Updated 8 months ago
- A subset of PyTorch's neural network modules, written in Python using OpenAI's Triton.☆600Aug 12, 2025Updated 8 months ago
- Source-to-Source Debuggable Derivatives in Pure Python☆15Jan 23, 2024Updated 2 years ago
- Legible, Scalable, Reproducible Foundation Models with Named Tensors and Jax☆704Jan 26, 2026Updated 3 months ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Parameter-Free Optimizers for Pytorch☆132Apr 23, 2024Updated 2 years ago
- Pytorch implementation of KFAC and E-KFAC (Natural Gradient).☆134Jul 2, 2019Updated 6 years ago
- Probabilistic Solution of Differential Equations☆13Jun 19, 2022Updated 3 years ago
- D-Adaptation for SGD, Adam and AdaGrad☆531Jan 22, 2025Updated last year
- PyTorch extensions for high performance and large scale training.☆3,407Apr 26, 2025Updated last year
- Code for the paper "Function-Space Learning Rates"☆25Jun 3, 2025Updated 10 months ago
- A simple, performant and scalable Jax LLM!☆2,255Updated this week