research1d
What is Speculative Decoding? (trending on paperswithco.de) [R]
Speculative decoding is an inference optimization technique that uses a fast draft model to propose future tokens, verified in parallel by a larger target model. This speeds up token generation by 2-3x. It works by having the draft model generate multiple tokens quickly, which are then verified by the target model, allowing for faster and more efficient processing. You can apply this technique to improve performance in applications that rely heavily on token generation.
Key takeaways
- Speeds up token generation by 2-3x.
- Uses a fast draft model and a larger target model.
- Improves performance in token generation applications.