Per-Step Optimal LR Tracking on Qwen Fine-Tuning Shows Why Warmup Helps

gautamcgoel · x · 2026-10-14

Soufiane Hayou tracked the best learning rate per step while fine-tuning a small Qwen model on GSM8K, plotting a curve that suggests warmup is good practice in general. He notes this is a greedy per-step optimal LR, not the overall optimal schedule, which would cost orders of magnitude more compute. Gautam Goel calls the plot very interesting.

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