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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 15/19 · Observed 9/25/2026, 3:30:45 AM

NameGroupReported valueDateNotesSource
TransformerXL + spectrum controlUniversity of California Los Angeles (UCLA),JD.com26,289,761,000,000,000,000 FLOP2020-03-11UnreleasedSource ↗
MultiBand DiffusionMeta AI,Hebrew University of Jerusalem,LORIA26,000,000,000,000,000,000 FLOP2023-11-08Open weights (unrestricted)Source ↗
Transformer local-attention (NesT-B)Google Cloud,Google Research24,057,600,000,000,000,000 FLOP2021-05-26Open weights (unrestricted)Source ↗
MSRA (C, PReLU)Microsoft Research23,974,030,080,000,000,000 FLOP2015-02-06—Source ↗
Sandwich TransformerAllen Institute for AI,Facebook AI Research23,504,093,000,000,000,000 FLOP2019-11-10UnreleasedSource ↗
DeticMeta AI,University of Texas at Austin23,439,974,400,000,000,000 FLOP2022-01-07Open weights (unrestricted)Source ↗
KataGoJane Street23,200,000,000,000,000,000 FLOP2019-02-27Open weights (unrestricted)Source ↗
SRU++ LargeASAPP21,173,704,000,000,000,000 FLOP2021-02-24Open weights (unrestricted)Source ↗
GPT-1OpenAI17,578,125,000,000,000,000 FLOP2018-06-01Open weights (unrestricted)Source ↗
UnifiedQAAllen Institute for AI,University of Washington16,500,000,000,000,000,000 FLOP2020-05-02Open weights (unrestricted)Source ↗
DeepStackUniversity of Alberta,Charles University,Czech Technical University14,463,360,000,000,000,000 FLOP2017-01-06—Source ↗
YOLOv3University of Washington13,416,380,824,000,000,000 FLOP2018-04-08UnreleasedSource ↗
DistilBERTHugging Face12,441,600,000,000,000,000 FLOP2019-10-02Open weights (unrestricted)Source ↗
SAF R-CNNBeijing Institute of Technology,Sun Yat-sen University,Panasonic R&D,National University of Singapore12,311,081,250,000,001,000 FLOP2015-10-28UnreleasedSource ↗
VGG16University of Oxford12,291,000,000,000,000,000 FLOP2014-09-04—Source ↗
ResNeXt-101 (64×4d)University of California San Diego,Facebook12,000,000,000,000,000,000 FLOP2016-11-16Open weights (unrestricted)Source ↗
Transformer + Simple Recurrent UnitASAPP,Cornell University,Google,Princeton University11,000,000,000,000,000,000 FLOP2018-09-17UnreleasedSource ↗
VGG19University of Oxford11,000,000,000,000,000,000 FLOP2014-09-04—Source ↗
Projected GANHeidelberg University10,500,000,000,000,000,000 FLOP2021-11-01Open weights (unrestricted)Source ↗
ResNet-152 (ImageNet)Microsoft10,414,080,000,000,000,000 FLOP2015-12-10—Source ↗
VALL-EMicrosoft10,100,000,000,000,000,000 FLOP2023-01-05UnreleasedSource ↗
ProBERTaUniversity of Illinois Urbana-Champaign (UIUC),Reed College9,720,000,000,000,000,000 FLOP2020-09-01Open weights (non-commercial)Source ↗
MetNetGoogle9,510,912,000,000,000,000 FLOP2020-03-24UnreleasedSource ↗
MedBERTPeng Cheng Laboratory,University of Texas at Houston9,470,000,000,000,000,000 FLOP2021-05-20UnreleasedSource ↗
CODEFUSION (Python)Microsoft,Microsoft Research7,920,000,000,000,000,000 FLOP2023-10-26UnreleasedSource ↗

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