![]() ![]() These innovations such as ZeRO, 3D-Parallelism, DeepSpeed-MoE, ZeRO-Infinity, etc. Achieve extreme compression for an unparalleled inference latency and model size reduction with low costsĭeepSpeed 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.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 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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