Efficient Inference with Command R+ - Optimizing Speed and Cost for Enterprise AI

Efficient Inference with Command R+ - Optimizing Speed and Cost for Enterprise AI

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11:44 – Guided Decoding with Speculative Inference

8 of 10

8 of 10

11:44 – Guided Decoding with Speculative Inference

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Efficient Inference with Command R+ - Optimizing Speed and Cost for Enterprise AI

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  1. 1 0:00 – Introduction to Command R+ Inference Optimization
  2. 2 0:55 – Sparse Attention Architecture & Sliding Window
  3. 3 2:21 – Speculative Decoding Overview
  4. 4 4:32 – Using Medusa for Parallel Token Prediction
  5. 5 6:29 – Evaluation and Training with W&B
  6. 6 7:54 – Synthetic vs. Original Data in Speculative Training
  7. 7 9:00 – Final Gains and Performance Tradeoffs
  8. 8 11:44 – Guided Decoding with Speculative Inference
  9. 9 14:29 – Dynamic Guided Decoding and FSM Integration
  10. 10 19:03 – Combining Guided Decoding with Speculative Tokens

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