Announcing Together Inference Engine – the fastest inference available

On top of that, V3 embraced multi-token prediction (MTP). Rather than predicting text one word at a time and inspired by Meta’s FAIR (Fundamental AI Research) team’s ideas toward building "Better & Faster Large Language Models via Multi-token Prediction," it predicts multiple words simultaneously. Finally, a trick called FP8 training

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Setting up the necessary machine learning infrastructure to run these big models is another challenge. We need a dedicated model server for running model inference (using frameworks like Triton oder vLLM), powerful GPUs to run everything robustly, and configurability in our servers to make sure they're high throughput and low latency. Tuning the in... See more

DeepSpeed-FastGen: High-throughput Text Generation for LLMs via MII and DeepSpeed-Inference

Table of Contents

1. Introduction


2. Key LLM Serving Techniques


3. Dynamic SplitFuse: A Novel Prompt and Generation Composition Strategy


4. Performance Evaluation


5. DeepSpeed-FastGen: Implementation and Usage


6. Try out DeepSpeed-FastGen


7. Acknowledgements

1. Introduction

Large langu... See more