bert_base_km_10_v1 / trainer_state.json
Hartunka's picture
End of training
2db2122 verified
{
"best_global_step": 40000,
"best_metric": 6.320341110229492,
"best_model_checkpoint": "bert_base_km_10_v1/checkpoint-40000",
"epoch": 25.0,
"eval_steps": 10000,
"global_step": 59550,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.20990764063811923,
"grad_norm": 2.957629442214966,
"learning_rate": 5e-06,
"loss": 11.0235,
"step": 500
},
{
"epoch": 0.41981528127623846,
"grad_norm": 26.89862632751465,
"learning_rate": 1e-05,
"loss": 8.8314,
"step": 1000
},
{
"epoch": 0.6297229219143576,
"grad_norm": 28.85153579711914,
"learning_rate": 1.5e-05,
"loss": 8.0017,
"step": 1500
},
{
"epoch": 0.8396305625524769,
"grad_norm": 12.106171607971191,
"learning_rate": 2e-05,
"loss": 7.6686,
"step": 2000
},
{
"epoch": 1.0495382031905962,
"grad_norm": 5.503027439117432,
"learning_rate": 2.5e-05,
"loss": 7.4478,
"step": 2500
},
{
"epoch": 1.2594458438287153,
"grad_norm": 9.906328201293945,
"learning_rate": 3e-05,
"loss": 7.2833,
"step": 3000
},
{
"epoch": 1.4693534844668346,
"grad_norm": 3.4275739192962646,
"learning_rate": 3.5e-05,
"loss": 7.1498,
"step": 3500
},
{
"epoch": 1.6792611251049538,
"grad_norm": 6.326077938079834,
"learning_rate": 4e-05,
"loss": 7.0441,
"step": 4000
},
{
"epoch": 1.8891687657430731,
"grad_norm": 4.961556434631348,
"learning_rate": 4.5e-05,
"loss": 6.9557,
"step": 4500
},
{
"epoch": 2.0990764063811924,
"grad_norm": 3.7932581901550293,
"learning_rate": 5e-05,
"loss": 6.866,
"step": 5000
},
{
"epoch": 2.3089840470193117,
"grad_norm": 2.1573853492736816,
"learning_rate": 5.500000000000001e-05,
"loss": 6.798,
"step": 5500
},
{
"epoch": 2.5188916876574305,
"grad_norm": 2.618248701095581,
"learning_rate": 6e-05,
"loss": 6.7604,
"step": 6000
},
{
"epoch": 2.72879932829555,
"grad_norm": 1.6221585273742676,
"learning_rate": 6.500000000000001e-05,
"loss": 6.7298,
"step": 6500
},
{
"epoch": 2.938706968933669,
"grad_norm": 4.635636329650879,
"learning_rate": 7e-05,
"loss": 6.6964,
"step": 7000
},
{
"epoch": 3.1486146095717884,
"grad_norm": 2.5305886268615723,
"learning_rate": 7.500000000000001e-05,
"loss": 6.6333,
"step": 7500
},
{
"epoch": 3.3585222502099077,
"grad_norm": 3.351393461227417,
"learning_rate": 8e-05,
"loss": 6.6159,
"step": 8000
},
{
"epoch": 3.568429890848027,
"grad_norm": 2.145704746246338,
"learning_rate": 8.5e-05,
"loss": 6.608,
"step": 8500
},
{
"epoch": 3.7783375314861463,
"grad_norm": 3.13683819770813,
"learning_rate": 9e-05,
"loss": 6.586,
"step": 9000
},
{
"epoch": 3.988245172124265,
"grad_norm": 4.483334541320801,
"learning_rate": 9.5e-05,
"loss": 6.5661,
"step": 9500
},
{
"epoch": 4.198152812762385,
"grad_norm": 4.050334453582764,
"learning_rate": 0.0001,
"loss": 6.4992,
"step": 10000
},
{
"epoch": 4.198152812762385,
"eval_accuracy": 0.15033807284565515,
"eval_loss": 6.548629283905029,
"eval_runtime": 1.0419,
"eval_samples_per_second": 459.745,
"eval_steps_per_second": 4.799,
"step": 10000
},
{
"epoch": 4.408060453400504,
"grad_norm": 1.9287068843841553,
"learning_rate": 9.899091826437942e-05,
"loss": 6.4902,
"step": 10500
},
{
"epoch": 4.617968094038623,
"grad_norm": 1.9653023481369019,
"learning_rate": 9.798183652875883e-05,
"loss": 6.4781,
"step": 11000
},
{
"epoch": 4.827875734676742,
"grad_norm": 2.9297804832458496,
"learning_rate": 9.697275479313825e-05,
"loss": 6.4646,
"step": 11500
},
{
"epoch": 5.037783375314861,
"grad_norm": 1.531516194343567,
"learning_rate": 9.596367305751767e-05,
"loss": 6.435,
"step": 12000
},
{
"epoch": 5.247691015952981,
"grad_norm": 2.84403920173645,
"learning_rate": 9.495459132189707e-05,
"loss": 6.3782,
"step": 12500
},
{
"epoch": 5.4575986565911,
"grad_norm": 2.274853229522705,
"learning_rate": 9.394550958627649e-05,
"loss": 6.3701,
"step": 13000
},
{
"epoch": 5.667506297229219,
"grad_norm": 1.798396348953247,
"learning_rate": 9.293642785065591e-05,
"loss": 6.3692,
"step": 13500
},
{
"epoch": 5.877413937867338,
"grad_norm": 2.764941692352295,
"learning_rate": 9.192734611503532e-05,
"loss": 6.3615,
"step": 14000
},
{
"epoch": 6.087321578505458,
"grad_norm": 2.3369522094726562,
"learning_rate": 9.091826437941474e-05,
"loss": 6.3254,
"step": 14500
},
{
"epoch": 6.297229219143577,
"grad_norm": 1.6648894548416138,
"learning_rate": 8.990918264379415e-05,
"loss": 6.2913,
"step": 15000
},
{
"epoch": 6.507136859781696,
"grad_norm": 1.080825686454773,
"learning_rate": 8.890010090817356e-05,
"loss": 6.2829,
"step": 15500
},
{
"epoch": 6.717044500419815,
"grad_norm": 2.333254337310791,
"learning_rate": 8.789101917255298e-05,
"loss": 6.2828,
"step": 16000
},
{
"epoch": 6.926952141057934,
"grad_norm": 1.4054838418960571,
"learning_rate": 8.68819374369324e-05,
"loss": 6.2819,
"step": 16500
},
{
"epoch": 7.136859781696054,
"grad_norm": 1.2248133420944214,
"learning_rate": 8.58728557013118e-05,
"loss": 6.2322,
"step": 17000
},
{
"epoch": 7.346767422334173,
"grad_norm": 2.101506471633911,
"learning_rate": 8.486377396569122e-05,
"loss": 6.2153,
"step": 17500
},
{
"epoch": 7.5566750629722925,
"grad_norm": 2.5985188484191895,
"learning_rate": 8.385469223007064e-05,
"loss": 6.2187,
"step": 18000
},
{
"epoch": 7.766582703610411,
"grad_norm": 2.4871652126312256,
"learning_rate": 8.284561049445006e-05,
"loss": 6.2188,
"step": 18500
},
{
"epoch": 7.97649034424853,
"grad_norm": 1.7885987758636475,
"learning_rate": 8.183652875882947e-05,
"loss": 6.2176,
"step": 19000
},
{
"epoch": 8.18639798488665,
"grad_norm": 3.0471668243408203,
"learning_rate": 8.082744702320889e-05,
"loss": 6.1637,
"step": 19500
},
{
"epoch": 8.39630562552477,
"grad_norm": 2.808570384979248,
"learning_rate": 7.98183652875883e-05,
"loss": 6.1612,
"step": 20000
},
{
"epoch": 8.39630562552477,
"eval_accuracy": 0.15286624203821655,
"eval_loss": 6.334768295288086,
"eval_runtime": 1.0178,
"eval_samples_per_second": 470.643,
"eval_steps_per_second": 4.913,
"step": 20000
},
{
"epoch": 8.606213266162888,
"grad_norm": 1.9498950242996216,
"learning_rate": 7.880928355196771e-05,
"loss": 6.1631,
"step": 20500
},
{
"epoch": 8.816120906801007,
"grad_norm": 2.398033618927002,
"learning_rate": 7.780020181634713e-05,
"loss": 6.1616,
"step": 21000
},
{
"epoch": 9.026028547439127,
"grad_norm": 1.159834623336792,
"learning_rate": 7.679112008072655e-05,
"loss": 6.1489,
"step": 21500
},
{
"epoch": 9.235936188077247,
"grad_norm": 2.115370273590088,
"learning_rate": 7.578203834510595e-05,
"loss": 6.1156,
"step": 22000
},
{
"epoch": 9.445843828715365,
"grad_norm": 2.8205251693725586,
"learning_rate": 7.477295660948537e-05,
"loss": 6.1134,
"step": 22500
},
{
"epoch": 9.655751469353484,
"grad_norm": 1.9374617338180542,
"learning_rate": 7.376387487386479e-05,
"loss": 6.111,
"step": 23000
},
{
"epoch": 9.865659109991604,
"grad_norm": 1.631994366645813,
"learning_rate": 7.27547931382442e-05,
"loss": 6.1113,
"step": 23500
},
{
"epoch": 10.075566750629722,
"grad_norm": 1.778627872467041,
"learning_rate": 7.174571140262362e-05,
"loss": 6.0904,
"step": 24000
},
{
"epoch": 10.285474391267842,
"grad_norm": 2.0517311096191406,
"learning_rate": 7.073662966700304e-05,
"loss": 6.0768,
"step": 24500
},
{
"epoch": 10.495382031905962,
"grad_norm": 1.2375179529190063,
"learning_rate": 6.972754793138244e-05,
"loss": 6.07,
"step": 25000
},
{
"epoch": 10.705289672544081,
"grad_norm": 2.8565666675567627,
"learning_rate": 6.871846619576186e-05,
"loss": 6.069,
"step": 25500
},
{
"epoch": 10.9151973131822,
"grad_norm": 2.1667635440826416,
"learning_rate": 6.770938446014128e-05,
"loss": 6.0699,
"step": 26000
},
{
"epoch": 11.125104953820319,
"grad_norm": 2.9108147621154785,
"learning_rate": 6.670030272452068e-05,
"loss": 6.0449,
"step": 26500
},
{
"epoch": 11.335012594458439,
"grad_norm": 1.5597903728485107,
"learning_rate": 6.56912209889001e-05,
"loss": 6.0357,
"step": 27000
},
{
"epoch": 11.544920235096557,
"grad_norm": 2.0552663803100586,
"learning_rate": 6.468213925327952e-05,
"loss": 6.0323,
"step": 27500
},
{
"epoch": 11.754827875734676,
"grad_norm": 2.4605319499969482,
"learning_rate": 6.367305751765893e-05,
"loss": 6.0322,
"step": 28000
},
{
"epoch": 11.964735516372796,
"grad_norm": 1.68356454372406,
"learning_rate": 6.266397578203835e-05,
"loss": 6.0283,
"step": 28500
},
{
"epoch": 12.174643157010916,
"grad_norm": 2.0448694229125977,
"learning_rate": 6.165489404641777e-05,
"loss": 6.0117,
"step": 29000
},
{
"epoch": 12.384550797649034,
"grad_norm": 1.508269190788269,
"learning_rate": 6.064581231079718e-05,
"loss": 5.998,
"step": 29500
},
{
"epoch": 12.594458438287154,
"grad_norm": 1.7553138732910156,
"learning_rate": 5.963673057517659e-05,
"loss": 6.0025,
"step": 30000
},
{
"epoch": 12.594458438287154,
"eval_accuracy": 0.15443378011584633,
"eval_loss": 6.3795857429504395,
"eval_runtime": 1.0017,
"eval_samples_per_second": 478.178,
"eval_steps_per_second": 4.991,
"step": 30000
},
{
"epoch": 12.804366078925273,
"grad_norm": 1.422471284866333,
"learning_rate": 5.8627648839556e-05,
"loss": 5.9995,
"step": 30500
},
{
"epoch": 13.014273719563391,
"grad_norm": 1.6773265600204468,
"learning_rate": 5.7618567103935416e-05,
"loss": 6.0012,
"step": 31000
},
{
"epoch": 13.224181360201511,
"grad_norm": 2.812241554260254,
"learning_rate": 5.660948536831484e-05,
"loss": 5.9747,
"step": 31500
},
{
"epoch": 13.43408900083963,
"grad_norm": 0.7657954692840576,
"learning_rate": 5.5600403632694254e-05,
"loss": 5.9713,
"step": 32000
},
{
"epoch": 13.64399664147775,
"grad_norm": 1.8706390857696533,
"learning_rate": 5.4591321897073666e-05,
"loss": 5.9766,
"step": 32500
},
{
"epoch": 13.853904282115868,
"grad_norm": 3.601344108581543,
"learning_rate": 5.358224016145308e-05,
"loss": 5.973,
"step": 33000
},
{
"epoch": 14.063811922753988,
"grad_norm": 1.8090931177139282,
"learning_rate": 5.257315842583249e-05,
"loss": 5.9615,
"step": 33500
},
{
"epoch": 14.273719563392108,
"grad_norm": 2.1972224712371826,
"learning_rate": 5.15640766902119e-05,
"loss": 5.9491,
"step": 34000
},
{
"epoch": 14.483627204030226,
"grad_norm": 1.5615252256393433,
"learning_rate": 5.055499495459133e-05,
"loss": 5.9488,
"step": 34500
},
{
"epoch": 14.693534844668346,
"grad_norm": 0.906795859336853,
"learning_rate": 4.954591321897074e-05,
"loss": 5.9487,
"step": 35000
},
{
"epoch": 14.903442485306465,
"grad_norm": 0.8129790425300598,
"learning_rate": 4.853683148335015e-05,
"loss": 5.947,
"step": 35500
},
{
"epoch": 15.113350125944585,
"grad_norm": 0.781025767326355,
"learning_rate": 4.7527749747729566e-05,
"loss": 5.9334,
"step": 36000
},
{
"epoch": 15.323257766582703,
"grad_norm": 0.9468545317649841,
"learning_rate": 4.6518668012108985e-05,
"loss": 5.9324,
"step": 36500
},
{
"epoch": 15.533165407220823,
"grad_norm": 1.2426480054855347,
"learning_rate": 4.55095862764884e-05,
"loss": 5.9263,
"step": 37000
},
{
"epoch": 15.743073047858942,
"grad_norm": 2.5635149478912354,
"learning_rate": 4.450050454086781e-05,
"loss": 5.9272,
"step": 37500
},
{
"epoch": 15.95298068849706,
"grad_norm": 1.6879910230636597,
"learning_rate": 4.349142280524723e-05,
"loss": 5.9236,
"step": 38000
},
{
"epoch": 16.162888329135182,
"grad_norm": 3.6608622074127197,
"learning_rate": 4.248234106962664e-05,
"loss": 5.9149,
"step": 38500
},
{
"epoch": 16.3727959697733,
"grad_norm": 2.552720069885254,
"learning_rate": 4.147325933400605e-05,
"loss": 5.9086,
"step": 39000
},
{
"epoch": 16.582703610411418,
"grad_norm": 0.8735772371292114,
"learning_rate": 4.046417759838547e-05,
"loss": 5.9091,
"step": 39500
},
{
"epoch": 16.79261125104954,
"grad_norm": 1.7069435119628906,
"learning_rate": 3.9455095862764884e-05,
"loss": 5.8992,
"step": 40000
},
{
"epoch": 16.79261125104954,
"eval_accuracy": 0.1534708982841763,
"eval_loss": 6.320341110229492,
"eval_runtime": 0.9983,
"eval_samples_per_second": 479.824,
"eval_steps_per_second": 5.009,
"step": 40000
},
{
"epoch": 17.002518891687657,
"grad_norm": 2.1813061237335205,
"learning_rate": 3.84460141271443e-05,
"loss": 5.9098,
"step": 40500
},
{
"epoch": 17.212426532325775,
"grad_norm": 2.3921892642974854,
"learning_rate": 3.7436932391523715e-05,
"loss": 5.8914,
"step": 41000
},
{
"epoch": 17.422334172963897,
"grad_norm": 0.8605856895446777,
"learning_rate": 3.642785065590313e-05,
"loss": 5.8898,
"step": 41500
},
{
"epoch": 17.632241813602015,
"grad_norm": 2.711857318878174,
"learning_rate": 3.541876892028255e-05,
"loss": 5.8906,
"step": 42000
},
{
"epoch": 17.842149454240133,
"grad_norm": 1.428740382194519,
"learning_rate": 3.440968718466196e-05,
"loss": 5.8879,
"step": 42500
},
{
"epoch": 18.052057094878254,
"grad_norm": 2.1238832473754883,
"learning_rate": 3.340060544904137e-05,
"loss": 5.8815,
"step": 43000
},
{
"epoch": 18.261964735516372,
"grad_norm": 2.44793438911438,
"learning_rate": 3.239152371342079e-05,
"loss": 5.8733,
"step": 43500
},
{
"epoch": 18.471872376154494,
"grad_norm": 2.8119001388549805,
"learning_rate": 3.13824419778002e-05,
"loss": 5.8742,
"step": 44000
},
{
"epoch": 18.68178001679261,
"grad_norm": 2.058626174926758,
"learning_rate": 3.0373360242179615e-05,
"loss": 5.8733,
"step": 44500
},
{
"epoch": 18.89168765743073,
"grad_norm": 1.3226954936981201,
"learning_rate": 2.9364278506559034e-05,
"loss": 5.8755,
"step": 45000
},
{
"epoch": 19.10159529806885,
"grad_norm": 2.563274621963501,
"learning_rate": 2.8355196770938446e-05,
"loss": 5.87,
"step": 45500
},
{
"epoch": 19.31150293870697,
"grad_norm": 4.54210901260376,
"learning_rate": 2.734611503531786e-05,
"loss": 5.8578,
"step": 46000
},
{
"epoch": 19.521410579345087,
"grad_norm": 4.294485092163086,
"learning_rate": 2.6337033299697278e-05,
"loss": 5.8592,
"step": 46500
},
{
"epoch": 19.73131821998321,
"grad_norm": 0.7946419715881348,
"learning_rate": 2.532795156407669e-05,
"loss": 5.8603,
"step": 47000
},
{
"epoch": 19.941225860621326,
"grad_norm": 2.0153515338897705,
"learning_rate": 2.4318869828456106e-05,
"loss": 5.8576,
"step": 47500
},
{
"epoch": 20.151133501259444,
"grad_norm": 0.7703822255134583,
"learning_rate": 2.330978809283552e-05,
"loss": 5.8507,
"step": 48000
},
{
"epoch": 20.361041141897566,
"grad_norm": 1.1402866840362549,
"learning_rate": 2.2300706357214934e-05,
"loss": 5.8481,
"step": 48500
},
{
"epoch": 20.570948782535684,
"grad_norm": 0.8359605073928833,
"learning_rate": 2.129162462159435e-05,
"loss": 5.8428,
"step": 49000
},
{
"epoch": 20.7808564231738,
"grad_norm": 0.7477090358734131,
"learning_rate": 2.0282542885973765e-05,
"loss": 5.8435,
"step": 49500
},
{
"epoch": 20.990764063811923,
"grad_norm": 3.758740186691284,
"learning_rate": 1.927346115035318e-05,
"loss": 5.8428,
"step": 50000
},
{
"epoch": 20.990764063811923,
"eval_accuracy": 0.1521013822300726,
"eval_loss": 6.431597709655762,
"eval_runtime": 1.036,
"eval_samples_per_second": 462.334,
"eval_steps_per_second": 4.826,
"step": 50000
},
{
"epoch": 21.20067170445004,
"grad_norm": 2.1753249168395996,
"learning_rate": 1.8264379414732593e-05,
"loss": 5.8366,
"step": 50500
},
{
"epoch": 21.410579345088163,
"grad_norm": 0.9047945737838745,
"learning_rate": 1.725529767911201e-05,
"loss": 5.8361,
"step": 51000
},
{
"epoch": 21.62048698572628,
"grad_norm": 1.6985797882080078,
"learning_rate": 1.6246215943491424e-05,
"loss": 5.8355,
"step": 51500
},
{
"epoch": 21.8303946263644,
"grad_norm": 1.0182300806045532,
"learning_rate": 1.5237134207870837e-05,
"loss": 5.8348,
"step": 52000
},
{
"epoch": 22.04030226700252,
"grad_norm": 0.7883506417274475,
"learning_rate": 1.4228052472250252e-05,
"loss": 5.8321,
"step": 52500
},
{
"epoch": 22.250209907640638,
"grad_norm": 2.4436087608337402,
"learning_rate": 1.3218970736629668e-05,
"loss": 5.8215,
"step": 53000
},
{
"epoch": 22.460117548278756,
"grad_norm": 1.6637613773345947,
"learning_rate": 1.2209889001009082e-05,
"loss": 5.8264,
"step": 53500
},
{
"epoch": 22.670025188916878,
"grad_norm": 2.597198247909546,
"learning_rate": 1.1200807265388496e-05,
"loss": 5.8267,
"step": 54000
},
{
"epoch": 22.879932829554996,
"grad_norm": 0.8695548176765442,
"learning_rate": 1.0191725529767912e-05,
"loss": 5.8211,
"step": 54500
},
{
"epoch": 23.089840470193113,
"grad_norm": 0.7805715203285217,
"learning_rate": 9.182643794147326e-06,
"loss": 5.8193,
"step": 55000
},
{
"epoch": 23.299748110831235,
"grad_norm": 0.8124175071716309,
"learning_rate": 8.173562058526741e-06,
"loss": 5.8195,
"step": 55500
},
{
"epoch": 23.509655751469353,
"grad_norm": 1.671306848526001,
"learning_rate": 7.164480322906156e-06,
"loss": 5.8179,
"step": 56000
},
{
"epoch": 23.719563392107474,
"grad_norm": 0.9749959111213684,
"learning_rate": 6.155398587285571e-06,
"loss": 5.8103,
"step": 56500
},
{
"epoch": 23.929471032745592,
"grad_norm": 0.7807030081748962,
"learning_rate": 5.146316851664986e-06,
"loss": 5.8156,
"step": 57000
},
{
"epoch": 24.13937867338371,
"grad_norm": 0.8342841863632202,
"learning_rate": 4.1372351160444e-06,
"loss": 5.8113,
"step": 57500
},
{
"epoch": 24.349286314021832,
"grad_norm": 0.780062735080719,
"learning_rate": 3.1281533804238145e-06,
"loss": 5.8132,
"step": 58000
},
{
"epoch": 24.55919395465995,
"grad_norm": 0.86262047290802,
"learning_rate": 2.1190716448032293e-06,
"loss": 5.808,
"step": 58500
},
{
"epoch": 24.769101595298068,
"grad_norm": 0.8456590175628662,
"learning_rate": 1.109989909182644e-06,
"loss": 5.8078,
"step": 59000
},
{
"epoch": 24.97900923593619,
"grad_norm": 0.7847692370414734,
"learning_rate": 1.0090817356205853e-07,
"loss": 5.8083,
"step": 59500
},
{
"epoch": 25.0,
"step": 59550,
"total_flos": 1.5149776477860864e+18,
"train_loss": 6.213085491651252,
"train_runtime": 24622.688,
"train_samples_per_second": 232.143,
"train_steps_per_second": 2.419
}
],
"logging_steps": 500,
"max_steps": 59550,
"num_input_tokens_seen": 0,
"num_train_epochs": 25,
"save_steps": 10000,
"stateful_callbacks": {
"TrainerControl": {
"args": {
"should_epoch_stop": false,
"should_evaluate": false,
"should_log": false,
"should_save": true,
"should_training_stop": true
},
"attributes": {}
}
},
"total_flos": 1.5149776477860864e+18,
"train_batch_size": 96,
"trial_name": null,
"trial_params": null
}