Match tables to the fit and isoflop plot (drop fit-excluded points and plot outlier, drop notes columns); trim README
d478b9e verified Download pretraining_properties.csv from Pre-to-Post-2/scaling_law_fitting_data: direct link, hf CLI and curl.
- Browser
- Download file 10.4 kB
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https://huggingface.co/datasets/Pre-to-Post-2/scaling_law_fitting_data/resolve/main/pretraining_properties.csv
- Command line
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hf download hf://datasets/Pre-to-Post-2/scaling_law_fitting_data/pretraining_properties.csv
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curl -L -o pretraining_properties.csv https://huggingface.co/datasets/Pre-to-Post-2/scaling_law_fitting_data/resolve/main/pretraining_properties.csv
10.4 kB
| compute_class,compute_total,size_str,alpha,N_exact,T,pretrain_compute_flops,pretrain_loss_eval,pretrain_loss_train,pretrain_pass_at_1,pretrain_pass_at_16,eval_samples_per_prompt,rl_run_id | |
| 6p5e18,6.5e+18,5m,0.01,5140000,2107652399,6.5e+16,0.6903190687298775,0.6880495190620423,0.063675,0.293136,32, | |
| 6p5e18,6.5e+18,5m,0.03,5140000,6322957198,1.95e+17,0.6340741366147995,0.6298970699310302,0.080011,0.334478,32, | |
| 6p5e18,6.5e+18,5m,0.05,5140000,10538261997,3.25e+17,0.6207235157489777,0.6161076784133911,0.080615,0.327927,32, | |
| 6p5e18,6.5e+18,5m,0.1,5140000,21076523995,6.5e+17,0.6031851917505264,0.6011932253837585,0.089652,0.355335,32, | |
| 6p5e18,6.5e+18,5m,0.2,5140000,42153047990,1.3e+18,0.5889970809221268,0.5863690197467804,0.093039,0.354147,32, | |
| 6p5e18,6.5e+18,10m,0.01,11830000,915750916,6.5e+16,0.699950821697712,0.6919609367847442,0.059398,0.290273,32, | |
| 6p5e18,6.5e+18,10m,0.03,11830000,2747252747,1.95e+17,0.6254274249076843,0.6145688116550445,0.080638,0.329742,32, | |
| 6p5e18,6.5e+18,10m,0.05,11830000,4578754579,3.25e+17,0.6033477783203125,0.5934467077255249,0.091115,0.345482,32, | |
| 6p5e18,6.5e+18,10m,0.1,11830000,9157509158,6.5e+17,0.5804901644587517,0.5753334105014801,0.095956,0.346822,32, | |
| 6p5e18,6.5e+18,10m,0.2,11830000,18315018315,1.3e+18,0.566317580640316,0.5583112180233002,0.104331,0.361287,32, | |
| 6p5e18,6.5e+18,10m,0.4,11830000,36630036630,2.6e+18,0.5481888353824615,0.5420055329799652,0.115096,0.374052,32, | |
| 6p5e18,6.5e+18,20m,0.01,20538368,527468070,6.5e+16,0.740850068628788,0.7354156374931335,0.058052,0.302648,32,C6p5e18_20m_alpha0.010_beta0.008 | |
| 6p5e18,6.5e+18,20m,0.03,20538368,1582404211,1.95e+17,0.6344084590673447,0.6255141735076905,0.080443,0.332349,32,C6p5e18_20m_alpha0.030_beta0.008 | |
| 6p5e18,6.5e+18,20m,0.05,20538368,2637340351,3.25e+17,0.6046560555696487,0.5967173278331757,0.091928,0.355192,32,C6p5e18_20m_alpha0.050_beta0.008 | |
| 6p5e18,6.5e+18,20m,0.1,20538368,5274680702,6.5e+17,0.5762537345290184,0.5676642894744873,0.100071,0.3562,32,C6p5e18_20m_alpha0.100_beta0.008 | |
| 6p5e18,6.5e+18,20m,0.2,20538368,10549361403,1.3e+18,0.5569162666797638,0.5508669257164002,0.111764,0.366358,32,C6p5e18_20m_alpha0.200_beta0.008 | |
| 6p5e18,6.5e+18,20m,0.3,20538368,15824042105,1.95e+18,0.5446895733475685,0.5368106067180634,0.123013,0.382469,32,C6p5e18_20m_alpha0.300_beta0.008 | |
| 6p5e18,6.5e+18,20m,0.6,20538368,31648084210,3.9e+18,0.5303461849689484,0.5249010682106018,0.127406,0.384668,32,C6p5e18_20m_alpha0.600_beta0.008 | |
| 6p5e18,6.5e+18,20m,0.75,20538368,39560105263,4.875e+18,0.526704877614975,0.5236200809478759,,,,C6p5e18_20m_alpha0.750_beta0.008 | |
| 6p5e18,6.5e+18,20m,1.0,20538368,52746807017,6.5e+18,0.5216199830174446,0.5176644206047059,0.137374,0.389666,32,C6p5e18_20m_alpha1.000_beta0.008 | |
| 6p5e18,6.5e+18,32m,0.01,31550976,343359690,6.5e+16,0.7769801467657089,0.7831960916519165,0.045084,0.259056,32, | |
| 6p5e18,6.5e+18,32m,0.03,31550976,1030079070,1.95e+17,0.6296591684222221,0.6258447647094727,0.081437,0.331511,32, | |
| 6p5e18,6.5e+18,32m,0.05,31550976,1716798449,3.25e+17,0.5953823924064636,0.5939077794551849,0.092679,0.369042,32, | |
| 6p5e18,6.5e+18,32m,0.1,31550976,3433596898,6.5e+17,0.5636905953288078,0.5524255573749542,0.108203,0.362331,32, | |
| 6p5e18,6.5e+18,32m,0.2,31550976,6867193797,1.3e+18,0.5418760627508163,0.5391598343849182,0.122112,0.38115,32, | |
| 6p5e18,6.5e+18,50m,0.01,47284736,229108466,6.5e+16,0.8462297096848488,0.8453037738800049,0.039188,0.229708,32,C6p5e18_50m_alpha0.010_beta0.023 | |
| 6p5e18,6.5e+18,50m,0.03,47284736,687325398,1.95e+17,0.6500777527689934,0.6446442306041718,0.075391,0.321595,32,C6p5e18_50m_alpha0.030_beta0.023 | |
| 6p5e18,6.5e+18,50m,0.05,47284736,1145542330,3.25e+17,0.5929948168416177,0.5962516009807587,0.10782,0.367721,32,C6p5e18_50m_alpha0.050_beta0.023 | |
| 6p5e18,6.5e+18,50m,0.1,47284736,2291084661,6.5e+17,0.5618423223495483,0.5530945837497712,0.109887,0.367207,32,C6p5e18_50m_alpha0.100_beta0.023 | |
| 6p5e18,6.5e+18,50m,0.2,47284736,4582169321,1.3e+18,0.5270749695839421,0.5235368311405182,0.134259,0.391704,32,C6p5e18_50m_alpha0.200_beta0.023 | |
| 6p5e18,6.5e+18,50m,0.75,47284736,17183134955,4.875e+18,0.5027897097170353,0.49615734815597534,0.15122,0.408188,32,C6p5e18_50m_alpha0.750_beta0.023 | |
| 6p5e18,6.5e+18,50m,1.0,47284736,22910846607,6.5e+18,0.4999396316707134,0.4925557732582092,0.152275,0.398905,32,C6p5e18_50m_alpha1.000_beta0.023 | |
| 6p5e18,6.5e+18,100m,0.05,101596416,533155290,3.25e+17,0.6470854356884956,0.6457107424736023,0.072781,0.327925,32, | |
| 6p5e18,6.5e+18,100m,0.1,101596416,1066310581,6.5e+17,0.55740886926651,0.5485169351100921,0.109494,0.369774,16, | |
| 6p5e18,6.5e+18,100m,0.2,101596416,2132621161,1.3e+18,0.5413537174463272,0.5345437824726105,0.122317,0.380091,32, | |
| 6p5e18,6.5e+18,100m,0.4,101596416,4265242322,2.6e+18,0.5173617079854012,0.5113970547914505,0.139968,0.398633,32, | |
| 6p5e18,6.5e+18,100m,0.75,101596416,7997329355,4.875e+18,0.5024293884634972,0.494165763258934,0.152582,0.40783,32, | |
| 6p5e18,6.5e+18,100m,1.0,101596416,10663105806,6.5e+18,0.49769581109285355,0.486797159910202,0.160144,0.409904,32, | |
| 6p5e18,6.5e+18,200m,0.05,203067648,266741981,3.25e+17,0.7871033001330592,0.8003767728805542,,,,C6p5e18_200m_alpha0.050_beta0.100 | |
| 6p5e18,6.5e+18,200m,0.1,203067648,533483962,6.5e+17,0.5850336253643036,0.5757250428199768,0.097468,0.361407,16,C6p5e18_200m_alpha0.100_beta0.100 | |
| 6p5e18,6.5e+18,200m,0.4,203067648,2133935847,2.6e+18,0.5197460555261181,0.5158102691173554,,,,C6p5e18_200m_alpha0.400_beta0.100 | |
| 6p5e18,6.5e+18,200m,1.0,203067648,5334839616,6.5e+18,0.497324176132679,0.48504779636859896,0.154405,0.406129,32,C6p5e18_200m_alpha1.000_beta0.100 | |
| 6p5e18,6.5e+18,410m,0.01,411273216,26340965,6.5e+16,,,,,, | |
| 6p5e18,6.5e+18,410m,0.05,411273216,131704824,3.25e+17,1.1339467763900757,1.1373053789138794,0.01537,0.121618,32, | |
| 6p5e18,6.5e+18,410m,0.1,411273216,263409649,6.5e+17,0.6352792903780937,0.6329825222492218,0.077041,0.329839,16, | |
| 6p5e18,6.5e+18,410m,0.2,411273216,526819297,1.3e+18,0.618597686290741,0.6176098704338073,0.086825,0.335245,32, | |
| 6p5e18,6.5e+18,410m,0.4,411273216,1053638595,2.6e+18,0.5524493008852005,0.5439348697662354,0.119633,0.370782,32, | |
| 6p5e18,6.5e+18,410m,0.75,411273216,1975572365,4.875e+18,0.5189996063709259,0.5123317837715149,0.136474,0.396556,32, | |
| 6p5e18,6.5e+18,410m,1.0,411273216,2634096487,6.5e+18,0.5087842494249344,0.4997897922992706,0.146717,0.39541,32, | |
| 6p5e18,6.5e+18,680m,0.1,678590720,159644584,6.5e+17,0.7325511053204536,0.7355075478553772,0.052128,0.268775,32, | |
| 6p5e18,6.5e+18,680m,0.2,678590720,319289168,1.3e+18,0.6846814453601837,0.6880848407745361,0.064432,0.312117,32,C6p5e18_680m_alpha0.200_beta0.296 | |
| 6p5e18,6.5e+18,680m,0.4,678590720,638578337,2.6e+18,0.5821910724043846,0.5749490559101105,0.097763,0.350855,32,C6p5e18_680m_alpha0.400_beta0.296 | |
| 6p5e18,6.5e+18,680m,0.75,678590720,1197334381,4.875e+18,0.5355670899152756,0.530869084596634,0.125473,0.384755,32,C6p5e18_680m_alpha0.750_beta0.296 | |
| 6p5e18,6.5e+18,680m,1.0,678590720,1596445842,6.5e+18,0.5234860852360725,0.5208576798439026,0.130704,0.38568,32,C6p5e18_680m_alpha1.000_beta0.296 | |
| 6p5e18,6.5e+18,1000m,0.2,1032155648,209916660,1.3e+18,0.9317900836467743,0.9171010255813599,0.028605,0.206654,32, | |
| 6p5e18,6.5e+18,1000m,0.4,1032155648,419833321,2.6e+18,0.6378324776887894,0.6326707601547241,0.079073,0.336358,32, | |
| 6p5e18,6.5e+18,1000m,0.75,1032155648,787187477,4.875e+18,0.5589036419987679,0.5558881998062134,0.114439,0.376127,32, | |
| 6p5e18,6.5e+18,1000m,1.0,1032155648,1049583302,6.5e+18,0.5410613641142845,0.533760380744934,0.117627,0.377038,32, | |
| 6p5e19,6.5e+19,50m,0.18,47284736,41239523892,1.17e+19,0.490830235183239,0.4849543958902359,0.160786,0.415373,16,C6p5e19_50m_alpha0.180_beta0.002 | |
| 6p5e19,6.5e+19,100m,0.03,101596416,3198931742,1.95e+18,,,,,, | |
| 6p5e19,6.5e+19,100m,0.15,101596416,15994658709,9.75e+18,0.49209679290652275,0.48153760433197024,0.162735,0.40606,16, | |
| 6p5e19,6.5e+19,100m,0.2,101596416,21326211612,1.3e+19,0.4860278554260731,0.481533008813858,0.173959,0.418447,16, | |
| 6p5e19,6.5e+19,100m,0.4,101596416,42652423225,2.6e+19,0.47975585609674454,0.47029949724674225,0.178265,0.41741,32, | |
| 6p5e19,6.5e+19,200m,0.2,203067648,10669679233,1.3e+19,0.484053585678339,0.48032872676849364,0.173506,0.41676,16,C6p5e19_200m_alpha0.200_beta0.007 | |
| 6p5e19,6.5e+19,200m,0.4,203067648,21339358465,2.6e+19,0.4725704491138458,0.46184738278388976,0.187788,0.427348,16,C6p5e19_200m_alpha0.400_beta0.007 | |
| 6p5e19,6.5e+19,200m,0.75,203067648,40011297122,4.875e+19,0.4665970802307129,0.4614820182323456,0.198816,0.428585,32,C6p5e19_200m_alpha0.750_beta0.007 | |
| 6p5e19,6.5e+19,200m,1.0,203067648,53348396163,6.5e+19,0.46430234611034393,0.4589697629213333,0.201385,0.427251,32,C6p5e19_200m_alpha1.000_beta0.007 | |
| 6p5e19,6.5e+19,410m,0.2,411273216,5268192973,1.3e+19,0.4896284192800522,0.46973576843738557,0.169989,0.405146,16, | |
| 6p5e19,6.5e+19,410m,0.4,411273216,10536385947,2.6e+19,0.47638580575585365,0.46692500710487367,0.182287,0.424369,16, | |
| 6p5e19,6.5e+19,410m,0.75,411273216,19755723650,4.875e+19,0.4676611088216305,0.46114609837532045,0.193969,0.426538,16, | |
| 6p5e19,6.5e+19,410m,1.0,411273216,26340964867,6.5e+19,0.46480492874979973,0.4527903079986572,0.205382,0.434868,16, | |
| 6p5e19,6.5e+19,680m,0.2,678590720,3192891684,1.3e+19,0.49759232997894287,0.4959381580352783,0.154779,0.40186,16,C6p5e19_680m_alpha0.200_beta0.030 | |
| 6p5e19,6.5e+19,680m,0.4,678590720,6385783368,2.6e+19,0.4804595932364464,0.47040094137191774,0.174358,0.412493,16,C6p5e19_680m_alpha0.400_beta0.030 | |
| 6p5e19,6.5e+19,680m,0.75,678590720,11973343815,4.875e+19,0.4711698926985264,0.4617434203624725,0.188765,0.424655,32,C6p5e19_680m_alpha0.750_beta0.030 | |
| 6p5e19,6.5e+19,680m,1.0,678590720,15964458420,6.5e+19,0.4666959196329117,0.4604245901107788,0.1989,0.424751,32,C6p5e19_680m_alpha1.000_beta0.030 | |
| 6p5e19,6.5e+19,680m,1.5,678590720,23946687629,9.75e+19,0.46135731786489487,0.4585678458213806,0.209389,0.426687,32, | |
| 6p5e19,6.5e+19,680m,2.0,678590720,31928916839,1.3e+20,0.45898251235485077,0.4458362847566605,0.211514,0.432348,32,C6p5e19_680m_alpha2.000_beta0.030 | |
| 6p5e19,6.5e+19,1000m,0.2,1032155648,2099166604,1.3e+19,0.5094204023480415,0.5002359122037887,0.143126,0.399711,16, | |
| 6p5e19,6.5e+19,1000m,0.4,1032155648,4198333208,2.6e+19,0.48677003756165504,0.4797410607337952,0.170369,0.416833,16, | |
| 6p5e19,6.5e+19,1000m,0.75,1032155648,7871874766,4.875e+19,0.4746181294322014,0.4632127106189728,0.186068,0.429317,16, | |
| 6p5e19,6.5e+19,1000m,1.0,1032155648,10495833021,6.5e+19,0.4698534533381462,0.46126058995723723,0.192911,0.430121,16, | |