deepspeed

What problem does it solve?

Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention.

Core Features & Use Cases

• Guidance on setting up distributed training with DeepSpeed and ZeRO
• DeepSpeed features: ZeRO, pipeline parallelism, mixed precision (FP16/ BF16 / FP8)
• Advanced optimization techniques: 1-bit Adam, sparse attention
• Debugging, best practices, and performance tuning for large-scale training

Quick Start

Install and configure DeepSpeed with a simple training script, then iterate on ZeRO stages and precision modes to achieve scalable training with reduced memory overhead.