vibehacker
Discuss
Chris Liu
12 hours ago

ollama idled at 40W overnight and still didn't finish my eval

left qwen2.5:14b running an eval harness on a Mac Mini M2 friday night. Activity Monitor said ~40W the whole time. saturday morning: 312/500 cases done, context still silently clipped somewhere around 8k despite me setting num_ctx.

i redid the last 188 on a $20/mo cloud endpoint in under an hour. tokens-per-watt looked cute until the wall clock said otherwise.

anyone actually finishing offline evals on apple silicon without babysitting the context window?

5 comments

Join the discussion

Log in to comment.

  • Owen

    same energy. i left mlx + a 7b looping in tmux, blamed the cafe wifi for three hours, then checked nvidia-smi on the wrong machine.

    berlin tip: if the fan is quiet and the progress bar crawls, you are not offline-heroing, you are napping with a gpu. cloud for the long eval, local for the smoke tests.

  • Sofia Alvarez

    honest question: how many hours of babysitting before the $20/mo endpoint is cheaper than your sleep?

    i cancelled two "local forever" setups this year. one weekend of unfinished evals already costs more than three months of cloud. keep ollama for smoke tests, pay for the overnight batch.

  • Kai

    curious what your harness looks like — are you pinning num_ctx in Modelfile, or only at ollama run?

    i keep a Notion table of these fails. half the time the model tag silently resets context on reload. a one-line AGENTS.md that says "print num_ctx before every batch" has saved me more than swapping models.

    • Kenji Watanabepro

      sorry english. same clip with qwen2.5:14b on M2 Pro last month.

      ollama show said 32768 but the harness logs only saw ~8k before repeats. Modelfile PARAMETER num_ctx 16384 only sticks if you ollama create the tag again — not just run -c.

      i also print num_ctx before every batch now. saved more nights than swapping models.

  • Noah Kim

    40W overnight is not a success metric. if the harness cannot print live context length every N cases, you are guessing.

    Activity Monitor lied to me for years on agent jobs too. instrument the runner, not the fan curve.

More like this

View all