Reducing Qwen training time by 6x on AI Runtime
Oct 14, 2026

Summary
This post details how Databricks' AI Runtime was used to reduce Qwen training time by 6x. It highlights two key techniques: fused kernels for improved GPU utilization and optimized batching, tokenization, and padding strategies to maximize throughput. The post provides initial training benchmarks and discusses areas for further improvement, demonstrating concrete engineering efforts to enhance LLM training performance.