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Training compute growth

Maximum disclosed training compute per year on a log10(FLOP) scale. Missing values remain absent; the current year is incomplete.

Training compute growth

Training compute growth2012-01-01: 17.78log10(FLOP); 2013-01-01: 18.42log10(FLOP); 2014-01-01: 20.47log10(FLOP); 2015-01-01: 20.58log10(FLOP); 2016-01-01: 21.82log10(FLOP); 2017-01-01: 20.93log10(FLOP); 2018-01-01: 21.94log10(FLOP); 2019-01-01: 23.03log10(FLOP); 2020-01-01: 23.50log10(FLOP); 2021-01-01: 24.31log10(FLOP); 2022-01-01: 24.44log10(FLOP); 2023-01-01: 25.70log10(FLOP); 2024-01-01: 25.58log10(FLOP); 2025-01-01: 26.70log10(FLOP); 2026-01-01: 27.00log10(FLOP)013.5272012-01-01: 17.78 log10(FLOP)2013-01-01: 18.42 log10(FLOP)2014-01-01: 20.47 log10(FLOP)2015-01-01: 20.58 log10(FLOP)2016-01-01: 21.82 log10(FLOP)2017-01-01: 20.93 log10(FLOP)2018-01-01: 21.94 log10(FLOP)2019-01-01: 23.03 log10(FLOP)2020-01-01: 23.50 log10(FLOP)2021-01-01: 24.31 log10(FLOP)2022-01-01: 24.44 log10(FLOP)2023-01-01: 25.70 log10(FLOP)2024-01-01: 25.58 log10(FLOP)2025-01-01: 26.70 log10(FLOP)2026-01-01: 27.00 log10(FLOP)01/0101/01 UTC

Total 468 · Page 9/19 · Observed 9/25/2026, 3:30:45 AM

NameGroupReported valueDateNotesSource
ERNIE 3.0Baidu22,500,000,000,000,000,000,000 FLOP2021-07-05Open weights (unrestricted)Source ↗
Megatron-BERTNvidia22,000,000,000,000,000,000,000 FLOP2019-09-17UnreleasedSource ↗
GraphCastGoogle DeepMind21,000,000,000,000,002,000,000 FLOP2023-11-14Open weights (non-commercial)Source ↗
XLM-RoBERTaFacebook AI20,760,000,000,000,000,000,000 FLOP2019-11-05Open weights (non-commercial)Source ↗
ProtT5-XL-U50Technical University of Munich,Med AI Technology,Nvidia,Oak Ridge National Laboratory,Google,Seoul National University18,704,498,688,000,000,000,000 FLOP2021-05-04Open weights (non-commercial)Source ↗
LUKEUniversity of Washington,National Institute of Informatics18,144,000,000,000,000,000,000 FLOP2020-10-02Open weights (unrestricted)Source ↗
SEERFacebook AI Research,INRIA18,000,000,000,000,000,000,000 FLOP2021-07-29Open weights (non-commercial)Source ↗
Statement Curriculum LearningOpenAI17,901,648,000,000,000,000,000 FLOP2022-03-02API accessSource ↗
NLLBMeta AI17,511,137,280,000,000,000,000 FLOP2022-07-06Open weights (unrestricted)Source ↗
RETRO-7BDeepMind16,800,000,000,000,000,000,000 FLOP2022-02-07UnreleasedSource ↗
Turing-NLGMicrosoft15,700,000,000,000,000,000,000 FLOP2020-02-13UnreleasedSource ↗
EVA-01Beijing Academy of Artificial Intelligence / BAAI,Huazhong University of Science and Technology,Zhejiang University (ZJU),Beijing Institute of Technology15,010,000,000,000,000,000,000 FLOP2022-11-14Open weights (unrestricted)Source ↗
ImagenGoogle Brain14,600,000,000,000,000,000,000 FLOP2022-05-23API accessSource ↗
Generative BSTFacebook AI Research14,490,000,000,000,000,000,000 FLOP2021-03-05Open weights (unrestricted)Source ↗
ProGen2-xlargeSalesforce Research,Columbia University,Johns Hopkins University13,500,000,000,000,000,000,000 FLOP2022-06-27Open weights (unrestricted)Source ↗
OpenAI Five RerunOpenAI13,000,000,000,000,000,000,000 FLOP2019-12-13UnreleasedSource ↗
MolmoAct 2Allen Institute for AI,University of Washington,National University of Singapore,University of Pennsylvania,Johns Hopkins University,Amazon,Cortex AI11,000,000,000,000,000,000,000 FLOP2026-04-05Open weights (unrestricted)Source ↗
CLIP (ViT L/14@336px)OpenAI10,500,000,000,000,000,000,000 FLOP2021-01-05Open weights (unrestricted)Source ↗
OmegaPLMMassachusetts Institute of Technology (MIT),Westlake University10,351,411,200,000,000,000,000 FLOP2022-07-22UnreleasedSource ↗
PLATO-XLBaidu9,900,000,000,000,000,000,000 FLOP2021-09-20Open weights (unrestricted)Source ↗
VideoMAE V2Nanjing University,Shenzhen Institute of Advanced Technology,Shanghai AI Lab9,700,000,000,000,000,000,000 FLOP2023-03-29Open weights (unrestricted)Source ↗
FGNGoogle DeepMind9,618,950,880,000,001,000,000 FLOP2025-06-12UnreleasedSource ↗
AudioGenMeta AI,Hebrew University of Jerusalem9,500,000,000,000,000,000,000 FLOP2023-03-05Open weights (non-commercial)Source ↗
Megatron-LM (8.3B)Nvidia9,100,000,000,000,000,000,000 FLOP2019-09-17UnreleasedSource ↗
T5-3BGoogle9,000,000,000,100,000,000,000 FLOP2019-10-23Open weights (unrestricted)Source ↗

Data: Epoch AI · CC BY · View source · Automatically synced; not an exhaustive global sample