tiny_bert_km_10_v2 / trainer_state.json
Hartunka's picture
End of training
3445693 verified
{
"best_metric": 6.39106559753418,
"best_model_checkpoint": "tiny_bert_km_10_v2/checkpoint-50000",
"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": 2.7304940223693848,
"learning_rate": 5e-06,
"loss": 12.0209,
"step": 500
},
{
"epoch": 0.41981528127623846,
"grad_norm": 1.8483654260635376,
"learning_rate": 1e-05,
"loss": 10.4182,
"step": 1000
},
{
"epoch": 0.6297229219143576,
"grad_norm": 3.459078311920166,
"learning_rate": 1.5e-05,
"loss": 8.9891,
"step": 1500
},
{
"epoch": 0.8396305625524769,
"grad_norm": 6.021159648895264,
"learning_rate": 2e-05,
"loss": 8.1475,
"step": 2000
},
{
"epoch": 1.0495382031905962,
"grad_norm": 4.758025169372559,
"learning_rate": 2.5e-05,
"loss": 7.7121,
"step": 2500
},
{
"epoch": 1.2594458438287153,
"grad_norm": 3.8494873046875,
"learning_rate": 3e-05,
"loss": 7.4596,
"step": 3000
},
{
"epoch": 1.4693534844668346,
"grad_norm": 6.129887580871582,
"learning_rate": 3.5e-05,
"loss": 7.3134,
"step": 3500
},
{
"epoch": 1.6792611251049538,
"grad_norm": 3.0635933876037598,
"learning_rate": 4e-05,
"loss": 7.2024,
"step": 4000
},
{
"epoch": 1.8891687657430731,
"grad_norm": 4.089953422546387,
"learning_rate": 4.5e-05,
"loss": 7.103,
"step": 4500
},
{
"epoch": 2.0990764063811924,
"grad_norm": 3.628406286239624,
"learning_rate": 5e-05,
"loss": 6.9838,
"step": 5000
},
{
"epoch": 2.3089840470193117,
"grad_norm": 3.614844560623169,
"learning_rate": 5.500000000000001e-05,
"loss": 6.8893,
"step": 5500
},
{
"epoch": 2.5188916876574305,
"grad_norm": 3.9094295501708984,
"learning_rate": 6e-05,
"loss": 6.841,
"step": 6000
},
{
"epoch": 2.72879932829555,
"grad_norm": 2.143172025680542,
"learning_rate": 6.500000000000001e-05,
"loss": 6.8,
"step": 6500
},
{
"epoch": 2.938706968933669,
"grad_norm": 3.6978213787078857,
"learning_rate": 7e-05,
"loss": 6.7547,
"step": 7000
},
{
"epoch": 3.1486146095717884,
"grad_norm": 2.0245327949523926,
"learning_rate": 7.500000000000001e-05,
"loss": 6.6714,
"step": 7500
},
{
"epoch": 3.3585222502099077,
"grad_norm": 3.006244421005249,
"learning_rate": 8e-05,
"loss": 6.638,
"step": 8000
},
{
"epoch": 3.568429890848027,
"grad_norm": 2.350432872772217,
"learning_rate": 8.5e-05,
"loss": 6.6273,
"step": 8500
},
{
"epoch": 3.7783375314861463,
"grad_norm": 2.483891487121582,
"learning_rate": 9e-05,
"loss": 6.6098,
"step": 9000
},
{
"epoch": 3.988245172124265,
"grad_norm": 2.2412710189819336,
"learning_rate": 9.5e-05,
"loss": 6.5955,
"step": 9500
},
{
"epoch": 4.198152812762385,
"grad_norm": 2.283215045928955,
"learning_rate": 0.0001,
"loss": 6.5128,
"step": 10000
},
{
"epoch": 4.198152812762385,
"eval_accuracy": 0.14780600461893764,
"eval_loss": 6.467541217803955,
"eval_runtime": 0.7132,
"eval_samples_per_second": 671.665,
"eval_steps_per_second": 7.011,
"step": 10000
},
{
"epoch": 4.408060453400504,
"grad_norm": 3.499032497406006,
"learning_rate": 9.899091826437942e-05,
"loss": 6.5113,
"step": 10500
},
{
"epoch": 4.617968094038623,
"grad_norm": 2.1217970848083496,
"learning_rate": 9.798183652875883e-05,
"loss": 6.5057,
"step": 11000
},
{
"epoch": 4.827875734676742,
"grad_norm": 1.8864343166351318,
"learning_rate": 9.697275479313825e-05,
"loss": 6.5017,
"step": 11500
},
{
"epoch": 5.037783375314861,
"grad_norm": 1.210981011390686,
"learning_rate": 9.596367305751767e-05,
"loss": 6.4785,
"step": 12000
},
{
"epoch": 5.247691015952981,
"grad_norm": 2.6956076622009277,
"learning_rate": 9.495459132189707e-05,
"loss": 6.4173,
"step": 12500
},
{
"epoch": 5.4575986565911,
"grad_norm": 2.8102705478668213,
"learning_rate": 9.394550958627649e-05,
"loss": 6.4129,
"step": 13000
},
{
"epoch": 5.667506297229219,
"grad_norm": 1.9733837842941284,
"learning_rate": 9.293642785065591e-05,
"loss": 6.4126,
"step": 13500
},
{
"epoch": 5.877413937867338,
"grad_norm": 2.384289026260376,
"learning_rate": 9.192734611503532e-05,
"loss": 6.405,
"step": 14000
},
{
"epoch": 6.087321578505458,
"grad_norm": 1.6935827732086182,
"learning_rate": 9.091826437941474e-05,
"loss": 6.3775,
"step": 14500
},
{
"epoch": 6.297229219143577,
"grad_norm": 2.105038642883301,
"learning_rate": 8.990918264379415e-05,
"loss": 6.3423,
"step": 15000
},
{
"epoch": 6.507136859781696,
"grad_norm": 3.012019395828247,
"learning_rate": 8.890010090817356e-05,
"loss": 6.3457,
"step": 15500
},
{
"epoch": 6.717044500419815,
"grad_norm": 1.689050555229187,
"learning_rate": 8.789101917255298e-05,
"loss": 6.338,
"step": 16000
},
{
"epoch": 6.926952141057934,
"grad_norm": 1.2937899827957153,
"learning_rate": 8.68819374369324e-05,
"loss": 6.3375,
"step": 16500
},
{
"epoch": 7.136859781696054,
"grad_norm": 1.861311912536621,
"learning_rate": 8.58728557013118e-05,
"loss": 6.2957,
"step": 17000
},
{
"epoch": 7.346767422334173,
"grad_norm": 1.989940881729126,
"learning_rate": 8.486377396569122e-05,
"loss": 6.2763,
"step": 17500
},
{
"epoch": 7.5566750629722925,
"grad_norm": 2.316828727722168,
"learning_rate": 8.385469223007064e-05,
"loss": 6.2825,
"step": 18000
},
{
"epoch": 7.766582703610411,
"grad_norm": 2.945849657058716,
"learning_rate": 8.284561049445006e-05,
"loss": 6.2839,
"step": 18500
},
{
"epoch": 7.97649034424853,
"grad_norm": 3.09977650642395,
"learning_rate": 8.183652875882947e-05,
"loss": 6.2841,
"step": 19000
},
{
"epoch": 8.18639798488665,
"grad_norm": 1.4335596561431885,
"learning_rate": 8.082744702320889e-05,
"loss": 6.2407,
"step": 19500
},
{
"epoch": 8.39630562552477,
"grad_norm": 1.524065375328064,
"learning_rate": 7.98183652875883e-05,
"loss": 6.2388,
"step": 20000
},
{
"epoch": 8.39630562552477,
"eval_accuracy": 0.15208058587502454,
"eval_loss": 6.415696620941162,
"eval_runtime": 0.6961,
"eval_samples_per_second": 688.158,
"eval_steps_per_second": 7.183,
"step": 20000
},
{
"epoch": 8.606213266162888,
"grad_norm": 1.8658263683319092,
"learning_rate": 7.880928355196771e-05,
"loss": 6.2288,
"step": 20500
},
{
"epoch": 8.816120906801007,
"grad_norm": 1.3634886741638184,
"learning_rate": 7.780020181634713e-05,
"loss": 6.2311,
"step": 21000
},
{
"epoch": 9.026028547439127,
"grad_norm": 2.1126773357391357,
"learning_rate": 7.679112008072655e-05,
"loss": 6.2262,
"step": 21500
},
{
"epoch": 9.235936188077247,
"grad_norm": 1.409554123878479,
"learning_rate": 7.578203834510595e-05,
"loss": 6.1935,
"step": 22000
},
{
"epoch": 9.445843828715365,
"grad_norm": 1.6136277914047241,
"learning_rate": 7.477295660948537e-05,
"loss": 6.1951,
"step": 22500
},
{
"epoch": 9.655751469353484,
"grad_norm": 2.8996996879577637,
"learning_rate": 7.376387487386479e-05,
"loss": 6.1954,
"step": 23000
},
{
"epoch": 9.865659109991604,
"grad_norm": 0.967384397983551,
"learning_rate": 7.27547931382442e-05,
"loss": 6.1928,
"step": 23500
},
{
"epoch": 10.075566750629722,
"grad_norm": 1.1264610290527344,
"learning_rate": 7.174571140262362e-05,
"loss": 6.1768,
"step": 24000
},
{
"epoch": 10.285474391267842,
"grad_norm": 1.8727537393569946,
"learning_rate": 7.073662966700304e-05,
"loss": 6.1626,
"step": 24500
},
{
"epoch": 10.495382031905962,
"grad_norm": 1.518284797668457,
"learning_rate": 6.972754793138244e-05,
"loss": 6.1583,
"step": 25000
},
{
"epoch": 10.705289672544081,
"grad_norm": 1.6655353307724,
"learning_rate": 6.871846619576186e-05,
"loss": 6.1576,
"step": 25500
},
{
"epoch": 10.9151973131822,
"grad_norm": 1.6358898878097534,
"learning_rate": 6.770938446014128e-05,
"loss": 6.1615,
"step": 26000
},
{
"epoch": 11.125104953820319,
"grad_norm": 2.3945817947387695,
"learning_rate": 6.670030272452068e-05,
"loss": 6.141,
"step": 26500
},
{
"epoch": 11.335012594458439,
"grad_norm": 2.2548344135284424,
"learning_rate": 6.56912209889001e-05,
"loss": 6.1337,
"step": 27000
},
{
"epoch": 11.544920235096557,
"grad_norm": 0.9111269116401672,
"learning_rate": 6.468213925327952e-05,
"loss": 6.1302,
"step": 27500
},
{
"epoch": 11.754827875734676,
"grad_norm": 2.538729429244995,
"learning_rate": 6.367305751765893e-05,
"loss": 6.1264,
"step": 28000
},
{
"epoch": 11.964735516372796,
"grad_norm": 1.252650260925293,
"learning_rate": 6.266397578203835e-05,
"loss": 6.1262,
"step": 28500
},
{
"epoch": 12.174643157010916,
"grad_norm": 3.069003105163574,
"learning_rate": 6.165489404641777e-05,
"loss": 6.1105,
"step": 29000
},
{
"epoch": 12.384550797649034,
"grad_norm": 0.7584158182144165,
"learning_rate": 6.064581231079718e-05,
"loss": 6.1021,
"step": 29500
},
{
"epoch": 12.594458438287154,
"grad_norm": 1.7243436574935913,
"learning_rate": 5.963673057517659e-05,
"loss": 6.1049,
"step": 30000
},
{
"epoch": 12.594458438287154,
"eval_accuracy": 0.15426588689593418,
"eval_loss": 6.4011969566345215,
"eval_runtime": 0.7173,
"eval_samples_per_second": 667.803,
"eval_steps_per_second": 6.971,
"step": 30000
},
{
"epoch": 12.804366078925273,
"grad_norm": 1.5291446447372437,
"learning_rate": 5.8627648839556e-05,
"loss": 6.1001,
"step": 30500
},
{
"epoch": 13.014273719563391,
"grad_norm": 1.6922167539596558,
"learning_rate": 5.7618567103935416e-05,
"loss": 6.1052,
"step": 31000
},
{
"epoch": 13.224181360201511,
"grad_norm": 0.828056275844574,
"learning_rate": 5.660948536831484e-05,
"loss": 6.083,
"step": 31500
},
{
"epoch": 13.43408900083963,
"grad_norm": 2.126030683517456,
"learning_rate": 5.5600403632694254e-05,
"loss": 6.082,
"step": 32000
},
{
"epoch": 13.64399664147775,
"grad_norm": 3.7158570289611816,
"learning_rate": 5.4591321897073666e-05,
"loss": 6.0837,
"step": 32500
},
{
"epoch": 13.853904282115868,
"grad_norm": 2.393825054168701,
"learning_rate": 5.358224016145308e-05,
"loss": 6.0813,
"step": 33000
},
{
"epoch": 14.063811922753988,
"grad_norm": 1.366176962852478,
"learning_rate": 5.257315842583249e-05,
"loss": 6.0716,
"step": 33500
},
{
"epoch": 14.273719563392108,
"grad_norm": 2.310323715209961,
"learning_rate": 5.15640766902119e-05,
"loss": 6.0614,
"step": 34000
},
{
"epoch": 14.483627204030226,
"grad_norm": 1.5324995517730713,
"learning_rate": 5.055499495459133e-05,
"loss": 6.061,
"step": 34500
},
{
"epoch": 14.693534844668346,
"grad_norm": 1.696831226348877,
"learning_rate": 4.954591321897074e-05,
"loss": 6.0589,
"step": 35000
},
{
"epoch": 14.903442485306465,
"grad_norm": 2.3485970497131348,
"learning_rate": 4.853683148335015e-05,
"loss": 6.0569,
"step": 35500
},
{
"epoch": 15.113350125944585,
"grad_norm": 0.9480715990066528,
"learning_rate": 4.7527749747729566e-05,
"loss": 6.0498,
"step": 36000
},
{
"epoch": 15.323257766582703,
"grad_norm": 2.2884645462036133,
"learning_rate": 4.6518668012108985e-05,
"loss": 6.0452,
"step": 36500
},
{
"epoch": 15.533165407220823,
"grad_norm": 1.8395435810089111,
"learning_rate": 4.55095862764884e-05,
"loss": 6.0418,
"step": 37000
},
{
"epoch": 15.743073047858942,
"grad_norm": 1.9194903373718262,
"learning_rate": 4.450050454086781e-05,
"loss": 6.0424,
"step": 37500
},
{
"epoch": 15.95298068849706,
"grad_norm": 1.959952473640442,
"learning_rate": 4.349142280524723e-05,
"loss": 6.0396,
"step": 38000
},
{
"epoch": 16.162888329135182,
"grad_norm": 2.3246662616729736,
"learning_rate": 4.248234106962664e-05,
"loss": 6.0328,
"step": 38500
},
{
"epoch": 16.3727959697733,
"grad_norm": 1.5601322650909424,
"learning_rate": 4.147325933400605e-05,
"loss": 6.0265,
"step": 39000
},
{
"epoch": 16.582703610411418,
"grad_norm": 2.609283924102783,
"learning_rate": 4.046417759838547e-05,
"loss": 6.0287,
"step": 39500
},
{
"epoch": 16.79261125104954,
"grad_norm": 2.2822744846343994,
"learning_rate": 3.9455095862764884e-05,
"loss": 6.018,
"step": 40000
},
{
"epoch": 16.79261125104954,
"eval_accuracy": 0.15232140854547493,
"eval_loss": 6.487921237945557,
"eval_runtime": 0.7129,
"eval_samples_per_second": 671.86,
"eval_steps_per_second": 7.013,
"step": 40000
},
{
"epoch": 17.002518891687657,
"grad_norm": 0.7430895566940308,
"learning_rate": 3.84460141271443e-05,
"loss": 6.0234,
"step": 40500
},
{
"epoch": 17.212426532325775,
"grad_norm": 2.7523844242095947,
"learning_rate": 3.7436932391523715e-05,
"loss": 6.0127,
"step": 41000
},
{
"epoch": 17.422334172963897,
"grad_norm": 2.402616500854492,
"learning_rate": 3.642785065590313e-05,
"loss": 6.0084,
"step": 41500
},
{
"epoch": 17.632241813602015,
"grad_norm": 2.4253292083740234,
"learning_rate": 3.541876892028255e-05,
"loss": 6.0083,
"step": 42000
},
{
"epoch": 17.842149454240133,
"grad_norm": 1.3113913536071777,
"learning_rate": 3.440968718466196e-05,
"loss": 6.0072,
"step": 42500
},
{
"epoch": 18.052057094878254,
"grad_norm": 1.3224964141845703,
"learning_rate": 3.340060544904137e-05,
"loss": 6.0032,
"step": 43000
},
{
"epoch": 18.261964735516372,
"grad_norm": 1.4089961051940918,
"learning_rate": 3.239152371342079e-05,
"loss": 5.9962,
"step": 43500
},
{
"epoch": 18.471872376154494,
"grad_norm": 1.5170563459396362,
"learning_rate": 3.13824419778002e-05,
"loss": 5.9962,
"step": 44000
},
{
"epoch": 18.68178001679261,
"grad_norm": 0.9209235906600952,
"learning_rate": 3.0373360242179615e-05,
"loss": 5.997,
"step": 44500
},
{
"epoch": 18.89168765743073,
"grad_norm": 1.42068350315094,
"learning_rate": 2.9364278506559034e-05,
"loss": 5.9968,
"step": 45000
},
{
"epoch": 19.10159529806885,
"grad_norm": 1.3573191165924072,
"learning_rate": 2.8355196770938446e-05,
"loss": 5.9923,
"step": 45500
},
{
"epoch": 19.31150293870697,
"grad_norm": 0.8555002212524414,
"learning_rate": 2.734611503531786e-05,
"loss": 5.9812,
"step": 46000
},
{
"epoch": 19.521410579345087,
"grad_norm": 1.19484281539917,
"learning_rate": 2.6337033299697278e-05,
"loss": 5.9837,
"step": 46500
},
{
"epoch": 19.73131821998321,
"grad_norm": 0.8434991240501404,
"learning_rate": 2.532795156407669e-05,
"loss": 5.9837,
"step": 47000
},
{
"epoch": 19.941225860621326,
"grad_norm": 2.876748561859131,
"learning_rate": 2.4318869828456106e-05,
"loss": 5.9784,
"step": 47500
},
{
"epoch": 20.151133501259444,
"grad_norm": 3.0139734745025635,
"learning_rate": 2.330978809283552e-05,
"loss": 5.9774,
"step": 48000
},
{
"epoch": 20.361041141897566,
"grad_norm": 1.8150054216384888,
"learning_rate": 2.2300706357214934e-05,
"loss": 5.9724,
"step": 48500
},
{
"epoch": 20.570948782535684,
"grad_norm": 0.7705669403076172,
"learning_rate": 2.129162462159435e-05,
"loss": 5.9684,
"step": 49000
},
{
"epoch": 20.7808564231738,
"grad_norm": 0.7841638922691345,
"learning_rate": 2.0282542885973765e-05,
"loss": 5.9622,
"step": 49500
},
{
"epoch": 20.990764063811923,
"grad_norm": 0.7931294441223145,
"learning_rate": 1.927346115035318e-05,
"loss": 5.9573,
"step": 50000
},
{
"epoch": 20.990764063811923,
"eval_accuracy": 0.15294249586452463,
"eval_loss": 6.39106559753418,
"eval_runtime": 0.7037,
"eval_samples_per_second": 680.715,
"eval_steps_per_second": 7.106,
"step": 50000
},
{
"epoch": 21.20067170445004,
"grad_norm": 2.107837677001953,
"learning_rate": 1.8264379414732593e-05,
"loss": 5.9413,
"step": 50500
},
{
"epoch": 21.410579345088163,
"grad_norm": 0.8583787083625793,
"learning_rate": 1.725529767911201e-05,
"loss": 5.9342,
"step": 51000
},
{
"epoch": 21.62048698572628,
"grad_norm": 2.443636178970337,
"learning_rate": 1.6246215943491424e-05,
"loss": 5.9255,
"step": 51500
},
{
"epoch": 21.8303946263644,
"grad_norm": 2.174328327178955,
"learning_rate": 1.5237134207870837e-05,
"loss": 5.913,
"step": 52000
},
{
"epoch": 22.04030226700252,
"grad_norm": 0.9343647360801697,
"learning_rate": 1.4228052472250252e-05,
"loss": 5.9066,
"step": 52500
},
{
"epoch": 22.250209907640638,
"grad_norm": 0.8494040369987488,
"learning_rate": 1.3218970736629668e-05,
"loss": 5.8894,
"step": 53000
},
{
"epoch": 22.460117548278756,
"grad_norm": 2.2647204399108887,
"learning_rate": 1.2209889001009082e-05,
"loss": 5.8848,
"step": 53500
},
{
"epoch": 22.670025188916878,
"grad_norm": 1.6729694604873657,
"learning_rate": 1.1200807265388496e-05,
"loss": 5.8819,
"step": 54000
},
{
"epoch": 22.879932829554996,
"grad_norm": 0.9109405279159546,
"learning_rate": 1.0191725529767912e-05,
"loss": 5.8721,
"step": 54500
},
{
"epoch": 23.089840470193113,
"grad_norm": 1.0412042140960693,
"learning_rate": 9.182643794147326e-06,
"loss": 5.8647,
"step": 55000
},
{
"epoch": 23.299748110831235,
"grad_norm": 1.7123284339904785,
"learning_rate": 8.173562058526741e-06,
"loss": 5.8577,
"step": 55500
},
{
"epoch": 23.509655751469353,
"grad_norm": 1.6566359996795654,
"learning_rate": 7.164480322906156e-06,
"loss": 5.8539,
"step": 56000
},
{
"epoch": 23.719563392107474,
"grad_norm": 3.271916627883911,
"learning_rate": 6.155398587285571e-06,
"loss": 5.846,
"step": 56500
},
{
"epoch": 23.929471032745592,
"grad_norm": 0.9478620290756226,
"learning_rate": 5.146316851664986e-06,
"loss": 5.8452,
"step": 57000
},
{
"epoch": 24.13937867338371,
"grad_norm": 2.892528533935547,
"learning_rate": 4.1372351160444e-06,
"loss": 5.8403,
"step": 57500
},
{
"epoch": 24.349286314021832,
"grad_norm": 2.1352267265319824,
"learning_rate": 3.1281533804238145e-06,
"loss": 5.8402,
"step": 58000
},
{
"epoch": 24.55919395465995,
"grad_norm": 3.0447394847869873,
"learning_rate": 2.1190716448032293e-06,
"loss": 5.8347,
"step": 58500
},
{
"epoch": 24.769101595298068,
"grad_norm": 1.9377501010894775,
"learning_rate": 1.109989909182644e-06,
"loss": 5.8315,
"step": 59000
},
{
"epoch": 24.97900923593619,
"grad_norm": 1.139212965965271,
"learning_rate": 1.0090817356205853e-07,
"loss": 5.8333,
"step": 59500
},
{
"epoch": 25.0,
"step": 59550,
"total_flos": 3.050247306064896e+17,
"train_loss": 6.330714561276632,
"train_runtime": 11800.5284,
"train_samples_per_second": 484.383,
"train_steps_per_second": 5.046
}
],
"logging_steps": 500,
"max_steps": 59550,
"num_input_tokens_seen": 0,
"num_train_epochs": 25,
"save_steps": 10000,
"total_flos": 3.050247306064896e+17,
"train_batch_size": 96,
"trial_name": null,
"trial_params": null
}