GRACE - GRAdient ComprEssion for distributed deep learning
☆139Jul 23, 2024Updated last year
Alternatives and similar repositories for grace
Users that are interested in grace are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ICLR 2018] Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training☆226Jul 10, 2024Updated last year
- vector quantization for stochastic gradient descent.☆35May 12, 2020Updated 5 years ago
- Partial implementation of paper "DEEP GRADIENT COMPRESSION: REDUCING THE COMMUNICATION BANDWIDTH FOR DISTRIBUTED TRAINING"☆32Nov 20, 2020Updated 5 years ago
- Hi-Speed DNN Training with Espresso: Unleashing the Full Potential of Gradient Compression with Near-Optimal Usage Strategies (EuroSys '2…☆15Sep 21, 2023Updated 2 years ago
- We present a set of all-reduce compatible gradient compression algorithms which significantly reduce the communication overhead while mai…☆10Nov 14, 2021Updated 4 years ago
- [ICDCS 2023] DeAR: Accelerating Distributed Deep Learning with Fine-Grained All-Reduce Pipelining☆12Dec 4, 2023Updated 2 years ago
- Understanding Top-k Sparsification in Distributed Deep Learning☆24Nov 15, 2019Updated 6 years ago
- Sketched SGD☆28Jul 4, 2020Updated 5 years ago
- [ICDCS 2023] Evaluation and Optimization of Gradient Compression for Distributed Deep Learning☆10Apr 28, 2023Updated 2 years ago
- PyTorch for benchmarking communication-efficient distributed SGD optimization algorithms☆78Aug 30, 2021Updated 4 years ago
- Sparsified SGD with Memory: https://arxiv.org/abs/1809.07599☆58Oct 25, 2018Updated 7 years ago
- A Sparse-tensor Communication Framework for Distributed Deep Learning☆13Nov 1, 2021Updated 4 years ago
- Ok-Topk is a scheme for distributed training with sparse gradients. Ok-Topk integrates a novel sparse allreduce algorithm (less than 6k c…☆27Dec 10, 2022Updated 3 years ago
- It is implementation of Research paper "DEEP GRADIENT COMPRESSION: REDUCING THE COMMUNICATION BANDWIDTH FOR DISTRIBUTED TRAINING". Deep g…☆18Aug 14, 2019Updated 6 years ago
- Code for the signSGD paper☆93Jan 12, 2021Updated 5 years ago
- gTop-k S-SGD: A Communication-Efficient Distributed Synchronous SGD Algorithm for Deep Learning☆37Aug 19, 2019Updated 6 years ago
- Atomo: Communication-efficient Learning via Atomic Sparsification☆28Dec 9, 2018Updated 7 years ago
- QSGD-TF☆21May 15, 2019Updated 6 years ago
- gossip: Efficient Communication Primitives for Multi-GPU Systems☆62Jul 1, 2022Updated 3 years ago
- ☆69Mar 14, 2023Updated 3 years ago
- BytePS examples (Vision, NLP, GAN, etc)☆19Nov 24, 2022Updated 3 years ago
- A computation-parallel deep learning architecture.☆13Sep 25, 2019Updated 6 years ago
- ☆77Jun 7, 2019Updated 6 years ago
- ☆97Oct 11, 2021Updated 4 years ago
- Layer-wise Sparsification of Distributed Deep Learning☆10Jul 6, 2020Updated 5 years ago
- THC: Accelerating Distributed Deep Learning Using Tensor Homomorphic Compression☆19Jul 30, 2024Updated last year
- ☆33Dec 3, 2019Updated 6 years ago
- Ternary Gradients to Reduce Communication in Distributed Deep Learning (TensorFlow)☆182Nov 19, 2018Updated 7 years ago
- ☆26Apr 3, 2020Updated 5 years ago
- Fast and Adaptive Distributed Machine Learning for TensorFlow, PyTorch and MindSpore.☆295Feb 23, 2024Updated 2 years ago
- Official resporitory for "IPDPS' 24 QSync: Quantization-Minimized Synchronous Distributed Training Across Hybrid Devices".☆20Feb 23, 2024Updated 2 years ago
- ☆44Sep 6, 2021Updated 4 years ago
- Simple Hierarchical Count Sketch in Python☆21Jun 3, 2021Updated 4 years ago
- ddl-benchmarks: Benchmarks for Distributed Deep Learning☆36May 29, 2020Updated 5 years ago
- Speech recognition with federated learning☆11Jan 9, 2020Updated 6 years ago
- Implementation of (overlap) local SGD in Pytorch☆34Jul 12, 2020Updated 5 years ago
- Stochastic Gradient Push for Distributed Deep Learning☆171Apr 5, 2023Updated 2 years ago
- Official repository for Towards Multi-modal Transformers in Federated Learning (ECCV2024)☆21Feb 4, 2025Updated last year
- Pytorch distributed backend extension with compression support☆17Mar 24, 2025Updated 11 months ago