Layer-wise Sparsification of Distributed Deep Learning
☆10Jul 6, 2020Updated 5 years ago
Alternatives and similar repositories for OMGS-SGD
Users that are interested in OMGS-SGD are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- MG-WFBP: Merging Gradients Wisely for Efficient Communication in Distributed Deep Learning☆12Apr 26, 2021Updated 4 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
- A compressed adaptive optimizer for training large-scale deep learning models using PyTorch☆25Nov 26, 2019Updated 6 years ago
- Code for reproducing experiments performed for Accoridon☆13Jun 11, 2021Updated 4 years ago
- gTop-k S-SGD: A Communication-Efficient Distributed Synchronous SGD Algorithm for Deep Learning☆37Aug 19, 2019Updated 6 years 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.
- QSGD-TF☆21May 15, 2019Updated 6 years ago
- SGD with compressed gradients and error-feedback: https://arxiv.org/abs/1901.09847☆32Jul 25, 2024Updated last year
- This is the numerical approach proposed in the paper "Optimal Incentives to Mitigate Epidemics: A Stackelberg Mean Field Game Approach" b…☆13Nov 22, 2021Updated 4 years ago
- Atomo: Communication-efficient Learning via Atomic Sparsification☆28Dec 9, 2018Updated 7 years ago
- Stochastic Gradient Push for Distributed Deep Learning☆171Apr 5, 2023Updated 2 years ago
- Sparsified SGD with Memory: https://arxiv.org/abs/1809.07599☆58Oct 25, 2018Updated 7 years ago
- [ICLR 2025] Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization☆26Jan 27, 2026Updated 2 months ago
- Through this project we have comprehensively evaluated 10 workload predictors and determined which predictor works the best for Alibaba C…☆12Dec 5, 2018Updated 7 years ago
- Kira is an astronomy image processing toolkit implemented with Apache Spark.☆15Feb 9, 2016Updated 10 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- A computation-parallel deep learning architecture.☆13Sep 25, 2019Updated 6 years ago
- Galaxy morphology classification☆13Mar 28, 2018Updated 8 years ago
- Heterogeneous Gaussian Mechanism: Preserving Differential Privacy in Deep Learning with Provable Robustness (IJCAI'19).☆13Apr 16, 2021Updated 4 years ago
- Understanding Top-k Sparsification in Distributed Deep Learning☆24Nov 15, 2019Updated 6 years ago
- [ICDCS 2023] DeAR: Accelerating Distributed Deep Learning with Fine-Grained All-Reduce Pipelining☆12Dec 4, 2023Updated 2 years ago
- Simple Hierarchical Count Sketch in Python☆21Jun 3, 2021Updated 4 years ago
- Decentralized SGD and Consensus with Communication Compression: https://arxiv.org/abs/1907.09356☆74Sep 10, 2020Updated 5 years ago
- Code for paper "Accelerating Federated Learning for IoT in Big Data Analytics with Pruning, Quantization and Selective Updating"☆12Aug 22, 2025Updated 7 months ago
- High performance NCCL plugin for Bagua.☆15Sep 15, 2021Updated 4 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Implementation of Compressed SGD with Compressed Gradients in Pytorch☆13Jul 25, 2024Updated last year
- Audio Keyword Search☆12May 5, 2019Updated 6 years ago
- ddl-benchmarks: Benchmarks for Distributed Deep Learning☆36May 29, 2020Updated 5 years ago
- ☆10Sep 3, 2017Updated 8 years ago
- P2P Distributed deep learning framework that runs on PyTorch.☆24Apr 26, 2023Updated 2 years ago
- US-Byte: An Efficient Communication Mechanism for Scheduling Unequal-sized Tensor Blocks in Distributed Deep Learning☆27Nov 22, 2023Updated 2 years ago
- PyTorch for benchmarking communication-efficient distributed SGD optimization algorithms☆78Aug 30, 2021Updated 4 years ago
- Sketched SGD☆28Jul 4, 2020Updated 5 years ago
- Code for "Practical Low-Rank Communication Compression in Decentralized Deep Learning"☆17Aug 4, 2020Updated 5 years ago
- Wordpress hosting with auto-scaling on Cloudways • AdFully Managed hosting built for WordPress-powered businesses that need reliable, auto-scalable hosting. Cloudways SafeUpdates now available.
- BytePS examples (Vision, NLP, GAN, etc)☆19Nov 24, 2022Updated 3 years ago
- Ternary Gradients to Reduce Communication in Distributed Deep Learning (TensorFlow)☆182Nov 19, 2018Updated 7 years ago
- Convolutional 3D autoencoder☆14Aug 21, 2016Updated 9 years ago
- ☆77Jun 7, 2019Updated 6 years ago
- 此项目为论文《FedServing: A Federated Prediction Serving Framework Based on Incentive Mechanism》的验证项目。基于 intel SGX ，实现将各个不同模型的推测结果在可信硬件中使用 truth…☆18Oct 23, 2023Updated 2 years ago
- FalkorDB port to Rust☆13Jul 29, 2025Updated 8 months ago
- Dark channel Haze removal algorithm with CUDA acceleration (typically 10x or more speedup using a Nvidia GPU)☆14Dec 7, 2017Updated 8 years ago