← Problems

Training runs out of memory with no sizing guidance

Pretraining and tokenizer training run out of CPU or GPU memory with no guidance on sizing batches, workers, or data loading.

Tier II · Emerging Problems that are still building up.

3 public reports · first reported 3 June 2025 · last reported 4 August 2025

Idea report · $9 · No contacts · All sales final

See a sample idea report

What's going wrong

Learners running the tutorial's pretraining, tokenizer training, and fine-tuning steps report memory use that climbs until the process is killed or the GPU runs out of memory.

AI-assisted: written with the help of AI from the reports. The idea report has the full summary.

In the idea report

  • The full summary.
  • The products the 3 reports are about, and how many came each month.
  • Related problems.

No business has been found with this problem yet, so the report has no contacts. All sales are final — no refunds. Pricing.