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Carbon Accounting

Energy is not carbon. The same run in two datacentres can differ in emissions by more than an order of magnitude, because what matters is what generated the electricity — and that varies by location, by season, and by hour of the day. So where and when a run happens is a larger lever than almost anything about the run itself.

Viz primitive · budget-splitgrid-intensity = 20

grid-intensity holds 40% of the budget; rest holds the remaining 60%.

Emissions attributable to a run's electricity, against the fixed energy the run consumed, in equal units. Drag the grid's carbon intensity up to watch the same run's footprint multiply — location and hour move this bar further than anything in the training code does.

20

Reviewed by opendroid · 2026-08-18

  • arXiv:2104.10350 — Carbon Emissions and Large Neural Network Training
  • arXiv:2211.02001 — Estimating the Carbon Footprint of BLOOM, a 176B Parameter Language Model