The Technology Behind BLOOM Training
Please note that both Megatron-LM and DeepSpeed have Pipeline Parallelism and BF16 Optimizer implementations, but we used the ones from DeepSpeed as they are integrated with ZeRO. Megatron-DeepSpeed implements 3D Parallelism to allow huge models to train in a very efficient way. Let’s briefly discuss the 3D components. DataParallel (DP) - the same setup is replicated multiple times, and each being
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GitHub - bigscience-workshop/Megatron-DeepSpeed: Ongoing research training transformer language models at scale, including: BERT & GPT-2
