Frameworks and techniques for training and finetuning large language models.
| Framework | Best For | Multi-GPU | Memory Efficient |
| Accelerate | Simple distributed | Yes | Basic | | DeepSpeed | Large models, ZeRO | Yes | Excellent | | PyTorch Lightning | Clean training loops | Yes | Good | | Ray Train | Scalable, multi-node | Yes | Good | | TRL | RLHF, reward modeling | Yes | Good | | Unsloth | Fast LoRA finetuning | Limited | Excellent |
Utilizzare durante "allenamento LLM", "finetuning", "RLHF", "addestramento distribuito", "DeepSpeed", "Accelerate", "PyTorch Lightning", "Ray Train", "TRL", "Unsloth", "addestramento LoRA", "attenzione flash", "checkpoint gradiente" Fonte: eyadsibai/ltk.