bert_base_lda_100_v1 / trainer_state.json
gokulsrinivasagan's picture
End of training
e9eb263 verified
{
"best_metric": 7.017268180847168,
"best_model_checkpoint": "bert_base_lda_100_v1/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": 2.099632501602173,
"learning_rate": 5e-06,
"loss": 13.7106,
"step": 500
},
{
"epoch": 0.41981528127623846,
"grad_norm": 1.3332628011703491,
"learning_rate": 1e-05,
"loss": 11.963,
"step": 1000
},
{
"epoch": 0.6297229219143576,
"grad_norm": 0.9692000150680542,
"learning_rate": 1.5e-05,
"loss": 11.4559,
"step": 1500
},
{
"epoch": 0.8396305625524769,
"grad_norm": 0.9592443704605103,
"learning_rate": 2e-05,
"loss": 11.3196,
"step": 2000
},
{
"epoch": 1.0495382031905962,
"grad_norm": 1.16844642162323,
"learning_rate": 2.5e-05,
"loss": 11.2143,
"step": 2500
},
{
"epoch": 1.2594458438287153,
"grad_norm": 0.9776472449302673,
"learning_rate": 3e-05,
"loss": 11.1187,
"step": 3000
},
{
"epoch": 1.4693534844668346,
"grad_norm": 1.1129740476608276,
"learning_rate": 3.5e-05,
"loss": 11.0441,
"step": 3500
},
{
"epoch": 1.6792611251049538,
"grad_norm": 0.8808595538139343,
"learning_rate": 4e-05,
"loss": 10.9835,
"step": 4000
},
{
"epoch": 1.8891687657430731,
"grad_norm": 0.930133581161499,
"learning_rate": 4.5e-05,
"loss": 10.9304,
"step": 4500
},
{
"epoch": 2.0990764063811924,
"grad_norm": 0.9473118782043457,
"learning_rate": 5e-05,
"loss": 10.8812,
"step": 5000
},
{
"epoch": 2.3089840470193117,
"grad_norm": 1.0284568071365356,
"learning_rate": 5.500000000000001e-05,
"loss": 10.8399,
"step": 5500
},
{
"epoch": 2.5188916876574305,
"grad_norm": 0.898517906665802,
"learning_rate": 6e-05,
"loss": 10.8057,
"step": 6000
},
{
"epoch": 2.72879932829555,
"grad_norm": 0.9422119855880737,
"learning_rate": 6.500000000000001e-05,
"loss": 10.7751,
"step": 6500
},
{
"epoch": 2.938706968933669,
"grad_norm": 0.8704677224159241,
"learning_rate": 7e-05,
"loss": 10.7466,
"step": 7000
},
{
"epoch": 3.1486146095717884,
"grad_norm": 0.8451219201087952,
"learning_rate": 7.500000000000001e-05,
"loss": 10.7197,
"step": 7500
},
{
"epoch": 3.3585222502099077,
"grad_norm": 0.8918795585632324,
"learning_rate": 8e-05,
"loss": 10.6978,
"step": 8000
},
{
"epoch": 3.568429890848027,
"grad_norm": 0.9373081922531128,
"learning_rate": 8.5e-05,
"loss": 10.6818,
"step": 8500
},
{
"epoch": 3.7783375314861463,
"grad_norm": 0.8285127282142639,
"learning_rate": 9e-05,
"loss": 10.6535,
"step": 9000
},
{
"epoch": 3.988245172124265,
"grad_norm": 0.9265228509902954,
"learning_rate": 9.5e-05,
"loss": 10.6104,
"step": 9500
},
{
"epoch": 4.198152812762385,
"grad_norm": 0.9272535443305969,
"learning_rate": 0.0001,
"loss": 10.4589,
"step": 10000
},
{
"epoch": 4.198152812762385,
"eval_accuracy": 0.1509780461337266,
"eval_loss": 10.293501853942871,
"eval_runtime": 0.7304,
"eval_samples_per_second": 655.812,
"eval_steps_per_second": 6.846,
"step": 10000
},
{
"epoch": 4.408060453400504,
"grad_norm": 1.1058239936828613,
"learning_rate": 9.899091826437942e-05,
"loss": 10.2508,
"step": 10500
},
{
"epoch": 4.617968094038623,
"grad_norm": 1.1870856285095215,
"learning_rate": 9.798183652875883e-05,
"loss": 10.0973,
"step": 11000
},
{
"epoch": 4.827875734676742,
"grad_norm": 1.0980850458145142,
"learning_rate": 9.697275479313825e-05,
"loss": 9.9933,
"step": 11500
},
{
"epoch": 5.037783375314861,
"grad_norm": 1.1159865856170654,
"learning_rate": 9.596367305751767e-05,
"loss": 9.9118,
"step": 12000
},
{
"epoch": 5.247691015952981,
"grad_norm": 1.093456745147705,
"learning_rate": 9.495459132189707e-05,
"loss": 9.8527,
"step": 12500
},
{
"epoch": 5.4575986565911,
"grad_norm": 1.0816402435302734,
"learning_rate": 9.394550958627649e-05,
"loss": 9.8213,
"step": 13000
},
{
"epoch": 5.667506297229219,
"grad_norm": 1.061692476272583,
"learning_rate": 9.293642785065591e-05,
"loss": 9.8016,
"step": 13500
},
{
"epoch": 5.877413937867338,
"grad_norm": 1.1223222017288208,
"learning_rate": 9.192734611503532e-05,
"loss": 9.7785,
"step": 14000
},
{
"epoch": 6.087321578505458,
"grad_norm": 1.0292482376098633,
"learning_rate": 9.091826437941474e-05,
"loss": 9.7528,
"step": 14500
},
{
"epoch": 6.297229219143577,
"grad_norm": 1.096860647201538,
"learning_rate": 8.990918264379415e-05,
"loss": 9.7305,
"step": 15000
},
{
"epoch": 6.507136859781696,
"grad_norm": 1.0757558345794678,
"learning_rate": 8.890010090817356e-05,
"loss": 9.7141,
"step": 15500
},
{
"epoch": 6.717044500419815,
"grad_norm": 1.0448325872421265,
"learning_rate": 8.789101917255298e-05,
"loss": 9.7031,
"step": 16000
},
{
"epoch": 6.926952141057934,
"grad_norm": 1.055416464805603,
"learning_rate": 8.68819374369324e-05,
"loss": 9.6886,
"step": 16500
},
{
"epoch": 7.136859781696054,
"grad_norm": 1.0751450061798096,
"learning_rate": 8.58728557013118e-05,
"loss": 9.6648,
"step": 17000
},
{
"epoch": 7.346767422334173,
"grad_norm": 1.017815113067627,
"learning_rate": 8.486377396569122e-05,
"loss": 9.6503,
"step": 17500
},
{
"epoch": 7.5566750629722925,
"grad_norm": 1.0497677326202393,
"learning_rate": 8.385469223007064e-05,
"loss": 9.6478,
"step": 18000
},
{
"epoch": 7.766582703610411,
"grad_norm": 1.082327127456665,
"learning_rate": 8.284561049445006e-05,
"loss": 9.6374,
"step": 18500
},
{
"epoch": 7.97649034424853,
"grad_norm": 1.025443196296692,
"learning_rate": 8.183652875882947e-05,
"loss": 9.6337,
"step": 19000
},
{
"epoch": 8.18639798488665,
"grad_norm": 1.0154904127120972,
"learning_rate": 8.082744702320889e-05,
"loss": 9.6079,
"step": 19500
},
{
"epoch": 8.39630562552477,
"grad_norm": 1.035565733909607,
"learning_rate": 7.98183652875883e-05,
"loss": 9.6043,
"step": 20000
},
{
"epoch": 8.39630562552477,
"eval_accuracy": 0.15247341395662056,
"eval_loss": 9.617895126342773,
"eval_runtime": 0.7058,
"eval_samples_per_second": 678.693,
"eval_steps_per_second": 7.084,
"step": 20000
},
{
"epoch": 8.606213266162888,
"grad_norm": 1.037238597869873,
"learning_rate": 7.880928355196771e-05,
"loss": 9.5952,
"step": 20500
},
{
"epoch": 8.816120906801007,
"grad_norm": 0.9944680333137512,
"learning_rate": 7.780020181634713e-05,
"loss": 9.593,
"step": 21000
},
{
"epoch": 9.026028547439127,
"grad_norm": 1.041021466255188,
"learning_rate": 7.679112008072655e-05,
"loss": 9.5821,
"step": 21500
},
{
"epoch": 9.235936188077247,
"grad_norm": 1.036467432975769,
"learning_rate": 7.578203834510595e-05,
"loss": 9.5663,
"step": 22000
},
{
"epoch": 9.445843828715365,
"grad_norm": 1.0199445486068726,
"learning_rate": 7.477295660948537e-05,
"loss": 9.5626,
"step": 22500
},
{
"epoch": 9.655751469353484,
"grad_norm": 1.0167254209518433,
"learning_rate": 7.376387487386479e-05,
"loss": 9.5583,
"step": 23000
},
{
"epoch": 9.865659109991604,
"grad_norm": 1.0065767765045166,
"learning_rate": 7.27547931382442e-05,
"loss": 9.553,
"step": 23500
},
{
"epoch": 10.075566750629722,
"grad_norm": 0.9897018671035767,
"learning_rate": 7.174571140262362e-05,
"loss": 9.538,
"step": 24000
},
{
"epoch": 10.285474391267842,
"grad_norm": 0.9982227087020874,
"learning_rate": 7.073662966700304e-05,
"loss": 9.536,
"step": 24500
},
{
"epoch": 10.495382031905962,
"grad_norm": 0.9569253921508789,
"learning_rate": 6.972754793138244e-05,
"loss": 9.5271,
"step": 25000
},
{
"epoch": 10.705289672544081,
"grad_norm": 0.9898385405540466,
"learning_rate": 6.871846619576186e-05,
"loss": 9.5276,
"step": 25500
},
{
"epoch": 10.9151973131822,
"grad_norm": 1.0395140647888184,
"learning_rate": 6.770938446014128e-05,
"loss": 9.5282,
"step": 26000
},
{
"epoch": 11.125104953820319,
"grad_norm": 1.00431227684021,
"learning_rate": 6.670030272452068e-05,
"loss": 9.5134,
"step": 26500
},
{
"epoch": 11.335012594458439,
"grad_norm": 0.9317150712013245,
"learning_rate": 6.56912209889001e-05,
"loss": 9.5057,
"step": 27000
},
{
"epoch": 11.544920235096557,
"grad_norm": 0.9892732501029968,
"learning_rate": 6.468213925327952e-05,
"loss": 9.5005,
"step": 27500
},
{
"epoch": 11.754827875734676,
"grad_norm": 1.0242632627487183,
"learning_rate": 6.367305751765893e-05,
"loss": 9.4975,
"step": 28000
},
{
"epoch": 11.964735516372796,
"grad_norm": 1.0226876735687256,
"learning_rate": 6.266397578203835e-05,
"loss": 9.4968,
"step": 28500
},
{
"epoch": 12.174643157010916,
"grad_norm": 0.984201967716217,
"learning_rate": 6.165489404641777e-05,
"loss": 9.4866,
"step": 29000
},
{
"epoch": 12.384550797649034,
"grad_norm": 0.9562113285064697,
"learning_rate": 6.064581231079718e-05,
"loss": 9.4767,
"step": 29500
},
{
"epoch": 12.594458438287154,
"grad_norm": 0.9997998476028442,
"learning_rate": 5.963673057517659e-05,
"loss": 9.48,
"step": 30000
},
{
"epoch": 12.594458438287154,
"eval_accuracy": 0.156084730111649,
"eval_loss": 9.544936180114746,
"eval_runtime": 0.7085,
"eval_samples_per_second": 676.096,
"eval_steps_per_second": 7.057,
"step": 30000
},
{
"epoch": 12.804366078925273,
"grad_norm": 0.988662600517273,
"learning_rate": 5.8627648839556e-05,
"loss": 9.4762,
"step": 30500
},
{
"epoch": 13.014273719563391,
"grad_norm": 0.9693503379821777,
"learning_rate": 5.7618567103935416e-05,
"loss": 9.4768,
"step": 31000
},
{
"epoch": 13.224181360201511,
"grad_norm": 0.9838449358940125,
"learning_rate": 5.660948536831484e-05,
"loss": 9.4605,
"step": 31500
},
{
"epoch": 13.43408900083963,
"grad_norm": 0.985416054725647,
"learning_rate": 5.5600403632694254e-05,
"loss": 9.4605,
"step": 32000
},
{
"epoch": 13.64399664147775,
"grad_norm": 0.9869274497032166,
"learning_rate": 5.4591321897073666e-05,
"loss": 9.4617,
"step": 32500
},
{
"epoch": 13.853904282115868,
"grad_norm": 0.9963878393173218,
"learning_rate": 5.358224016145308e-05,
"loss": 9.4569,
"step": 33000
},
{
"epoch": 14.063811922753988,
"grad_norm": 0.9579880833625793,
"learning_rate": 5.257315842583249e-05,
"loss": 9.4508,
"step": 33500
},
{
"epoch": 14.273719563392108,
"grad_norm": 0.9933662414550781,
"learning_rate": 5.15640766902119e-05,
"loss": 9.4407,
"step": 34000
},
{
"epoch": 14.483627204030226,
"grad_norm": 0.966357409954071,
"learning_rate": 5.055499495459133e-05,
"loss": 9.4404,
"step": 34500
},
{
"epoch": 14.693534844668346,
"grad_norm": 1.005331039428711,
"learning_rate": 4.954591321897074e-05,
"loss": 9.4389,
"step": 35000
},
{
"epoch": 14.903442485306465,
"grad_norm": 0.9809695482254028,
"learning_rate": 4.853683148335015e-05,
"loss": 9.4387,
"step": 35500
},
{
"epoch": 15.113350125944585,
"grad_norm": 0.954156219959259,
"learning_rate": 4.7527749747729566e-05,
"loss": 9.4283,
"step": 36000
},
{
"epoch": 15.323257766582703,
"grad_norm": 1.000462293624878,
"learning_rate": 4.6518668012108985e-05,
"loss": 9.423,
"step": 36500
},
{
"epoch": 15.533165407220823,
"grad_norm": 0.9715126752853394,
"learning_rate": 4.55095862764884e-05,
"loss": 9.4215,
"step": 37000
},
{
"epoch": 15.743073047858942,
"grad_norm": 0.9889194369316101,
"learning_rate": 4.450050454086781e-05,
"loss": 9.4211,
"step": 37500
},
{
"epoch": 15.95298068849706,
"grad_norm": 0.9900258183479309,
"learning_rate": 4.349142280524723e-05,
"loss": 9.4147,
"step": 38000
},
{
"epoch": 16.162888329135182,
"grad_norm": 0.9751452207565308,
"learning_rate": 4.248234106962664e-05,
"loss": 9.3913,
"step": 38500
},
{
"epoch": 16.3727959697733,
"grad_norm": 1.0791572332382202,
"learning_rate": 4.147325933400605e-05,
"loss": 9.3417,
"step": 39000
},
{
"epoch": 16.582703610411418,
"grad_norm": 1.1733478307724,
"learning_rate": 4.046417759838547e-05,
"loss": 9.2246,
"step": 39500
},
{
"epoch": 16.79261125104954,
"grad_norm": 1.2456886768341064,
"learning_rate": 3.9455095862764884e-05,
"loss": 8.9658,
"step": 40000
},
{
"epoch": 16.79261125104954,
"eval_accuracy": 0.23029045643153526,
"eval_loss": 8.832155227661133,
"eval_runtime": 0.7062,
"eval_samples_per_second": 678.27,
"eval_steps_per_second": 7.08,
"step": 40000
},
{
"epoch": 17.002518891687657,
"grad_norm": 1.308842658996582,
"learning_rate": 3.84460141271443e-05,
"loss": 8.7837,
"step": 40500
},
{
"epoch": 17.212426532325775,
"grad_norm": 1.3732590675354004,
"learning_rate": 3.7436932391523715e-05,
"loss": 8.6164,
"step": 41000
},
{
"epoch": 17.422334172963897,
"grad_norm": 1.4219366312026978,
"learning_rate": 3.642785065590313e-05,
"loss": 8.4975,
"step": 41500
},
{
"epoch": 17.632241813602015,
"grad_norm": 1.481255292892456,
"learning_rate": 3.541876892028255e-05,
"loss": 8.4114,
"step": 42000
},
{
"epoch": 17.842149454240133,
"grad_norm": 1.408211588859558,
"learning_rate": 3.440968718466196e-05,
"loss": 8.3358,
"step": 42500
},
{
"epoch": 18.052057094878254,
"grad_norm": 1.456390619277954,
"learning_rate": 3.340060544904137e-05,
"loss": 8.2576,
"step": 43000
},
{
"epoch": 18.261964735516372,
"grad_norm": 1.5487608909606934,
"learning_rate": 3.239152371342079e-05,
"loss": 8.1819,
"step": 43500
},
{
"epoch": 18.471872376154494,
"grad_norm": 1.5488317012786865,
"learning_rate": 3.13824419778002e-05,
"loss": 8.1052,
"step": 44000
},
{
"epoch": 18.68178001679261,
"grad_norm": 1.4640696048736572,
"learning_rate": 3.0373360242179615e-05,
"loss": 7.9731,
"step": 44500
},
{
"epoch": 18.89168765743073,
"grad_norm": 1.416163682937622,
"learning_rate": 2.9364278506559034e-05,
"loss": 7.8276,
"step": 45000
},
{
"epoch": 19.10159529806885,
"grad_norm": 1.3770819902420044,
"learning_rate": 2.8355196770938446e-05,
"loss": 7.7208,
"step": 45500
},
{
"epoch": 19.31150293870697,
"grad_norm": 1.4795335531234741,
"learning_rate": 2.734611503531786e-05,
"loss": 7.6359,
"step": 46000
},
{
"epoch": 19.521410579345087,
"grad_norm": 1.4281933307647705,
"learning_rate": 2.6337033299697278e-05,
"loss": 7.5747,
"step": 46500
},
{
"epoch": 19.73131821998321,
"grad_norm": 1.414133906364441,
"learning_rate": 2.532795156407669e-05,
"loss": 7.5191,
"step": 47000
},
{
"epoch": 19.941225860621326,
"grad_norm": 1.489829182624817,
"learning_rate": 2.4318869828456106e-05,
"loss": 7.4639,
"step": 47500
},
{
"epoch": 20.151133501259444,
"grad_norm": 1.4401626586914062,
"learning_rate": 2.330978809283552e-05,
"loss": 7.4126,
"step": 48000
},
{
"epoch": 20.361041141897566,
"grad_norm": 1.5048668384552002,
"learning_rate": 2.2300706357214934e-05,
"loss": 7.3737,
"step": 48500
},
{
"epoch": 20.570948782535684,
"grad_norm": 1.5247819423675537,
"learning_rate": 2.129162462159435e-05,
"loss": 7.3287,
"step": 49000
},
{
"epoch": 20.7808564231738,
"grad_norm": 1.531874179840088,
"learning_rate": 2.0282542885973765e-05,
"loss": 7.2904,
"step": 49500
},
{
"epoch": 20.990764063811923,
"grad_norm": 1.5145772695541382,
"learning_rate": 1.927346115035318e-05,
"loss": 7.2614,
"step": 50000
},
{
"epoch": 20.990764063811923,
"eval_accuracy": 0.4201082232876328,
"eval_loss": 7.017268180847168,
"eval_runtime": 0.7142,
"eval_samples_per_second": 670.716,
"eval_steps_per_second": 7.001,
"step": 50000
},
{
"epoch": 21.20067170445004,
"grad_norm": 1.5500428676605225,
"learning_rate": 1.8264379414732593e-05,
"loss": 7.2181,
"step": 50500
},
{
"epoch": 21.410579345088163,
"grad_norm": 1.5977363586425781,
"learning_rate": 1.725529767911201e-05,
"loss": 7.1958,
"step": 51000
},
{
"epoch": 21.62048698572628,
"grad_norm": 1.5731196403503418,
"learning_rate": 1.6246215943491424e-05,
"loss": 7.1656,
"step": 51500
},
{
"epoch": 21.8303946263644,
"grad_norm": 1.6346486806869507,
"learning_rate": 1.5237134207870837e-05,
"loss": 7.1388,
"step": 52000
},
{
"epoch": 22.04030226700252,
"grad_norm": 1.6242817640304565,
"learning_rate": 1.4228052472250252e-05,
"loss": 7.1167,
"step": 52500
},
{
"epoch": 22.250209907640638,
"grad_norm": 1.6085208654403687,
"learning_rate": 1.3218970736629668e-05,
"loss": 7.0882,
"step": 53000
},
{
"epoch": 22.460117548278756,
"grad_norm": 1.5465388298034668,
"learning_rate": 1.2209889001009082e-05,
"loss": 7.0714,
"step": 53500
},
{
"epoch": 22.670025188916878,
"grad_norm": 1.604613184928894,
"learning_rate": 1.1200807265388496e-05,
"loss": 7.0556,
"step": 54000
},
{
"epoch": 22.879932829554996,
"grad_norm": 1.6013134717941284,
"learning_rate": 1.0191725529767912e-05,
"loss": 7.0381,
"step": 54500
},
{
"epoch": 23.089840470193113,
"grad_norm": 1.671255111694336,
"learning_rate": 9.182643794147326e-06,
"loss": 7.0206,
"step": 55000
},
{
"epoch": 23.299748110831235,
"grad_norm": 1.6133580207824707,
"learning_rate": 8.173562058526741e-06,
"loss": 7.0051,
"step": 55500
},
{
"epoch": 23.509655751469353,
"grad_norm": 1.6531249284744263,
"learning_rate": 7.164480322906156e-06,
"loss": 6.9929,
"step": 56000
},
{
"epoch": 23.719563392107474,
"grad_norm": 1.6123356819152832,
"learning_rate": 6.155398587285571e-06,
"loss": 6.9788,
"step": 56500
},
{
"epoch": 23.929471032745592,
"grad_norm": 1.5911654233932495,
"learning_rate": 5.146316851664986e-06,
"loss": 6.9751,
"step": 57000
},
{
"epoch": 24.13937867338371,
"grad_norm": 1.6447371244430542,
"learning_rate": 4.1372351160444e-06,
"loss": 6.9654,
"step": 57500
},
{
"epoch": 24.349286314021832,
"grad_norm": 1.599005103111267,
"learning_rate": 3.1281533804238145e-06,
"loss": 6.9591,
"step": 58000
},
{
"epoch": 24.55919395465995,
"grad_norm": 1.6058322191238403,
"learning_rate": 2.1190716448032293e-06,
"loss": 6.9498,
"step": 58500
},
{
"epoch": 24.769101595298068,
"grad_norm": 1.5888394117355347,
"learning_rate": 1.109989909182644e-06,
"loss": 6.9459,
"step": 59000
},
{
"epoch": 24.97900923593619,
"grad_norm": 1.6043498516082764,
"learning_rate": 1.0090817356205853e-07,
"loss": 6.9472,
"step": 59500
},
{
"epoch": 25.0,
"step": 59550,
"total_flos": 1.5161929390646784e+18,
"train_loss": 9.134388991963654,
"train_runtime": 17204.0061,
"train_samples_per_second": 332.247,
"train_steps_per_second": 3.461
}
],
"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": 1.5161929390646784e+18,
"train_batch_size": 96,
"trial_name": null,
"trial_params": null
}