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Description: DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.

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Toggle menu Toggle Menu Training Inference Compression Getting Started ds_config Autotuning Batch size Optimizer FP16 BFLOAT16 ZeRO optimizations Logging Flops Profiler Monitoring Communication Logging Model Compression Data Efficiency Tutorials Getting started Getting started on Azure Automatic Tensor Parallelism Autotuning BingBertSQuAD Fine-tuning BERT Pre-training CIFAR-10 Curriculum Learning Data Efficiency Flops Profiler PyTorch Profiler GAN Inference Learning Rate Range Test Megatron-LM GPT2 Mixture-

DeepSpeed enables world’s most powerful language models like MT-530B and BLOOM . It is an easy-to-use deep learning optimization software suite that powers unprecedented scale and speed for both training and inference. With DeepSpeed you can:

DeepSpeed offers a confluence of system innovations, that has made large scale DL training effective, and efficient, greatly improved ease of use, and redefined the DL training landscape in terms of scale that is possible. These innovations such as ZeRO, 3D-Parallelism, DeepSpeed-MoE, ZeRO-Infinity, etc fall under the DeepSpeed-Training pillar. Learn more: DeepSpeed-Training

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