JavaEdge

Feb 6, 2025 · Artificial Intelligence

Why Training Transformers Faces an Impossible Triangle of Speed, Performance, and Cost

The article explains the “impossible triangle” in Transformer training, showing how speed, model performance, and computational cost cannot all be optimized simultaneously, and uses analogies and real‑world examples like GPT‑4 to illustrate the necessary trade‑offs.