Scale PyTorch training across GPUs
huggingface-accelerateskillsetup L3★9,423
Orchestra-Research/AI-Research-SKILLs ↗What it does
Distribute training across GPUs with Accelerate
Best for
When you have a standard PyTorch training loop and need easy multi-GPU scaling.
Inputs
- · Training script
- · Config (distributed strategy)
- · Dataset loader
Outputs
- · Distributed training logs
- · Trained model checkpoint
Requires
- · accelerate
- · torch
- · transformers
Preconditions
Multi-GPU or multi-node setup; PyTorch training loop
Failure modes
- · OOM on single GPU → no distributed benefit
- · Uneven data distribution
- · Synchronization stalls
Trust signals
- · HuggingFace native tool
- · Supports FSDP, DDP, DeepSpeed backends