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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 16/19 · Observed 9/25/2026, 3:30:45 AM

NameGroupReported valueDateNotesSource
Feedback TransformerLORIA,University of Lorraine,Facebook AI Research7,690,547,000,000,000,000 FLOP2020-02-21UnreleasedSource ↗
TransformerGoogle Research,Google Brain7,424,524,800,000,000,000 FLOP2017-06-12UnreleasedSource ↗
HR-ResNet101Carnegie Mellon University (CMU)7,077,000,000,000,000,000 FLOP2016-12-13Open weights (unrestricted)Source ↗
ResNet-101 (ImageNet)Microsoft7,004,000,000,000,000,000 FLOP2015-12-10Open weights (unrestricted)Source ↗
DLWPUniversity of Washington,Microsoft Research5,684,515,200,000,000,000 FLOP2021-02-09UnreleasedSource ↗
Hanabi 4 playerDeepMind,University of Oxford,Carnegie Mellon University (CMU),Google Brain4,300,000,000,000,000,000 FLOP2019-02-01UnreleasedSource ↗
DLRM-2020Facebook AI4,000,000,000,000,000,000 FLOP2019-05-31UnreleasedSource ↗
AudioLMGoogle Research3,900,000,000,000,000,000 FLOP2023-07-26UnreleasedSource ↗
DeLighTUniversity of Washington,Allen Institute for AI,Facebook AI Research3,801,600,000,000,000,000 FLOP2020-08-03UnreleasedSource ↗
BIDAFUniversity of Washington,Allen Institute for AI3,468,614,400,000,000,000 FLOP2016-11-05Open weights (unrestricted)Source ↗
SPPNetMicrosoft,Xi’an Jiaotong University,University of Science and Technology of China (USTC)3,411,072,000,000,000,000 FLOP2014-06-18—Source ↗
AWD-LSTM-MoS + dynamic evaluation (WT2, 2017)Carnegie Mellon University (CMU)3,360,000,000,000,000,000 FLOP2017-11-10UnreleasedSource ↗
DITTOTsinghua University,Apple,Westlake University,Chinese University of Hong Kong (CUHK)3,317,760,000,000,000,000 FLOP2022-06-06UnreleasedSource ↗
TrellisNetCarnegie Mellon University (CMU),Bosch Center for Artificial Intelligence,Intel Labs2,780,000,000,000,000,000 FLOP2018-10-15UnreleasedSource ↗
PermuteFormerPeking University2,775,000,000,000,000,000 FLOP2021-09-06UnreleasedSource ↗
DistBelief NNLMGoogle2,612,736,000,000,000,000 FLOP2013-01-16—Source ↗
Cross-lingual alignmentTel Aviv University,Massachusetts Institute of Technology (MIT)2,560,000,000,000,000,000 FLOP2019-04-04Open weights (unrestricted)Source ↗
RoFormerZhuiyi Technology2,162,688,000,000,000,000 FLOP2023-11-08UnreleasedSource ↗
DensePhrasesKorea University,Princeton University2,099,520,000,000,000,000 FLOP2020-12-23Open weights (unrestricted)Source ↗
RetinaNet-R101Facebook AI Research2,065,392,000,000,000,000 FLOP2017-08-07—Source ↗
Transformer-XL DeFINE (141M)University of Washington,Allen Institute for AI1,742,760,000,000,000,000 FLOP2019-11-27UnreleasedSource ↗
Tensor-Transformer(1core)+PN (WT103)University of California (UC) Berkeley1,580,000,000,000,000,000 FLOP2020-03-17Open weights (unrestricted)Source ↗
RNNsearch-50*Jacobs University Bremen,University of Montreal / Université de Montréal1,555,200,000,000,000,000 FLOP2014-09-01—Source ↗
GoogLeNet / InceptionV1Google,University of Michigan,University of North Carolina1,510,000,000,000,000,000 FLOP2014-09-17—Source ↗
TransEUniversite de Technologie de Compiègne – CNRS,Google1,340,928,000,000,000,000 FLOP2013-12-05—Source ↗

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