Hands‑On Build Guide: Speculative Decoding Engine in Pure Python
A step‑by‑step guide to creating a speculative decoding prototype in pure Python, showcasing algorithmic design, performance tuning, and production‑ready patterns.
Speculative-Decoding
From‑Scratch Speculative Decoding Engine in Pure Python
A hands‑on guide to building a from‑scratch speculative decoding engine in pure Python, with draft‑then‑verify sampling, temperature, top‑k and nucleus (top‑p) sampling, all using only numpy. Perfect for a CV‑boosting side project.
Hands‑On Build Guide: Speculative Decoding Inference Engine in Python
A step‑by‑step tutorial to build a speculative decoding inference engine in pure Python, demonstrating model parallelism, benchmarking, and production‑grade extensions.
Building a Speculative RAG Decoder with Retrieval-Token Speculation
This tutorial shows how to combine retrieval‑augmented generation with speculative decoding to cut latency while preserving factual grounding. You’ll build a runnable system that demonstrates real‑world performance gains.
Building a Medusa Speculative Decoding Engine from Scratch
Learn how to build a high-performance speculative decoding engine from scratch, mastering KV-cache management and token-tree verification to optimize LLM inference.