1 repo
Awesome GitHub RepositoriesMemory Management Utilities
Tools for optimizing memory usage and data movement between compute devices and host systems.
Distinguishing note: Focuses on hardware-level memory offloading and state migration, distinct from general-purpose memory allocators.
Explore 1 awesome GitHub repository matching artificial intelligence & ml · Memory Management Utilities. Refine with filters or upvote what's useful.
Awesome Memory Management Utilities 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
Memory-intensive states are dynamically moved between GPU memory and host CPU RAM to balance compute speed with available hardware capacity.
Pythonbillion-parameterscompressiondata-parallelism
