To further increase the inference efficiency, DeepSpeed offers easy-to-use and flexible-to-compose compression techniques for researchers and practitioners to compress their models while delivering faster speed, smaller model size, and significantly reduced compression cost. Learn more: DeepSpeed-Inference DeepSpeed-Compression This systematic composition of system technologies for inference falls under the inference pillar. Learn more: DeepSpeed-Training DeepSpeed-InferenceĭeepSpeed brings together innovations in parallelism technology such as tensor, pipeline, expert and ZeRO-parallelism, and combines them with high performance custom inference kernels, communication optimizations and heterogeneous memory technologies to enable inference at an unprecedented scale, while achieving unparalleled latency, throughput and cost reduction. 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-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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