Achieve unprecedented low latency and high throughput for inference.Train/Inference on resource constrained GPU systems.Achieve excellent system throughput and efficiently scale to thousands of GPUs.Train/Inference dense or sparse models with billions or trillions of parameters.It is an easy-to-use deep learning optimization software suite that powers unprecedented scale and speed for both training and inference. ZeRO++: A leap in speed for LLM and chat model training with 4X less communication Įxtreme Speed and Scale for DL Training and InferenceĭeepSpeed enables world's most powerful language models like MT-530B and BLOOM.DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models.DeepSpeed-Chat: Llama/Llama-2 system support, efficiency boost, and training stability improvements.DeepSpeed ZeRO-Inference: 20X faster inference through weight quantization and KV cache offloading.Announcing the DeepSpeed4Science Initiative: Enabling large-scale scientific discovery through sophisticated AI system technologies.DeepSpeed-VisualChat: Improve Your Chat Experience with Multi-Round Multi-Image Inputs. ![]() DeepSpeed empowers ChatGPT-like model training with a single click, offering 15x speedup over SOTA RLHF systems with unprecedented cost reduction at all scales learn how.
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