1 repo
Awesome GitHub RepositoriesCommunication Layers
Software components that manage data exchange and synchronization between nodes in distributed machine learning systems.
Distinguishing note: Focuses on network-level communication and gradient synchronization rather than the training orchestration itself.
Explore 1 awesome GitHub repository matching artificial intelligence & ml · Communication Layers. Refine with filters or upvote what's useful.
Awesome Communication Layers GitHub Repositories
Find the best repos with AI.We'll search the best matching repositories with AI.
- deepspeedai/DeepSpeed
deepspeedai/DeepSpeed
41,638View on GitHubDeepSpeed is a high-performance library designed to scale deep learning model training and inference across massive clusters of GPUs and compute nodes. It provides a comprehensive suite of tools for distributed training, enabling the execution of models that exceed the memory capacity of single devices through advanced parameter partitioning, pipeline-based model parallelism, and memory-efficient state offloading. The framework distinguishes itself through specialized communication-efficient optimizers and hardware-aware acceleration techniques. By utilizing gradient compression, quantization
A communication layer that reduces network overhead during multi-node training through gradient compression and efficient parameter synchronization.
Pythonbillion-parameterscompressiondata-parallelism
