{ "best_metric": 7.248484134674072, "best_model_checkpoint": "bert_base_lda_5_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": 2.1255838871002197, "learning_rate": 5e-06, "loss": 10.7417, "step": 500 }, { "epoch": 0.41981528127623846, "grad_norm": 1.4488760232925415, "learning_rate": 1e-05, "loss": 9.0086, "step": 1000 }, { "epoch": 0.6297229219143576, "grad_norm": 0.9646936655044556, "learning_rate": 1.5e-05, "loss": 8.498, "step": 1500 }, { "epoch": 0.8396305625524769, "grad_norm": 1.0156469345092773, "learning_rate": 2e-05, "loss": 8.3577, "step": 2000 }, { "epoch": 1.0495382031905962, "grad_norm": 1.371415615081787, "learning_rate": 2.5e-05, "loss": 8.2488, "step": 2500 }, { "epoch": 1.2594458438287153, "grad_norm": 0.9908320903778076, "learning_rate": 3e-05, "loss": 8.1487, "step": 3000 }, { "epoch": 1.4693534844668346, "grad_norm": 1.1176950931549072, "learning_rate": 3.5e-05, "loss": 8.0726, "step": 3500 }, { "epoch": 1.6792611251049538, "grad_norm": 0.8763735294342041, "learning_rate": 4e-05, "loss": 8.0113, "step": 4000 }, { "epoch": 1.8891687657430731, "grad_norm": 1.3254985809326172, "learning_rate": 4.5e-05, "loss": 7.9577, "step": 4500 }, { "epoch": 2.0990764063811924, "grad_norm": 1.0770165920257568, "learning_rate": 5e-05, "loss": 7.9093, "step": 5000 }, { "epoch": 2.3089840470193117, "grad_norm": 1.4271862506866455, "learning_rate": 5.500000000000001e-05, "loss": 7.8686, "step": 5500 }, { "epoch": 2.5188916876574305, "grad_norm": 1.2136560678482056, "learning_rate": 6e-05, "loss": 7.8339, "step": 6000 }, { "epoch": 2.72879932829555, "grad_norm": 0.9802820682525635, "learning_rate": 6.500000000000001e-05, "loss": 7.8035, "step": 6500 }, { "epoch": 2.938706968933669, "grad_norm": 1.314109444618225, "learning_rate": 7e-05, "loss": 7.7753, "step": 7000 }, { "epoch": 3.1486146095717884, "grad_norm": 0.853410542011261, "learning_rate": 7.500000000000001e-05, "loss": 7.749, "step": 7500 }, { "epoch": 3.3585222502099077, "grad_norm": 1.1303246021270752, "learning_rate": 8e-05, "loss": 7.727, "step": 8000 }, { "epoch": 3.568429890848027, "grad_norm": 1.5063821077346802, "learning_rate": 8.5e-05, "loss": 7.7015, "step": 8500 }, { "epoch": 3.7783375314861463, "grad_norm": 1.3487807512283325, "learning_rate": 9e-05, "loss": 7.622, "step": 9000 }, { "epoch": 3.988245172124265, "grad_norm": 0.983832061290741, "learning_rate": 9.5e-05, "loss": 7.5675, "step": 9500 }, { "epoch": 4.198152812762385, "grad_norm": 1.388443112373352, "learning_rate": 0.0001, "loss": 7.5336, "step": 10000 }, { "epoch": 4.198152812762385, "eval_accuracy": 0.15086674643145329, "eval_loss": 7.482370853424072, "eval_runtime": 0.734, "eval_samples_per_second": 652.615, "eval_steps_per_second": 6.812, "step": 10000 }, { "epoch": 4.408060453400504, "grad_norm": 1.7055187225341797, "learning_rate": 9.899091826437942e-05, "loss": 7.5161, "step": 10500 }, { "epoch": 4.617968094038623, "grad_norm": 1.2820823192596436, "learning_rate": 9.798183652875883e-05, "loss": 7.4951, "step": 11000 }, { "epoch": 4.827875734676742, "grad_norm": 1.5211608409881592, "learning_rate": 9.697275479313825e-05, "loss": 7.4839, "step": 11500 }, { "epoch": 5.037783375314861, "grad_norm": 1.1569567918777466, "learning_rate": 9.596367305751767e-05, "loss": 7.4667, "step": 12000 }, { "epoch": 5.247691015952981, "grad_norm": 1.1066005229949951, "learning_rate": 9.495459132189707e-05, "loss": 7.4445, "step": 12500 }, { "epoch": 5.4575986565911, "grad_norm": 1.0754830837249756, "learning_rate": 9.394550958627649e-05, "loss": 7.4334, "step": 13000 }, { "epoch": 5.667506297229219, "grad_norm": 1.057267665863037, "learning_rate": 9.293642785065591e-05, "loss": 7.4284, "step": 13500 }, { "epoch": 5.877413937867338, "grad_norm": 0.9008902311325073, "learning_rate": 9.192734611503532e-05, "loss": 7.4144, "step": 14000 }, { "epoch": 6.087321578505458, "grad_norm": 1.082311987876892, "learning_rate": 9.091826437941474e-05, "loss": 7.4024, "step": 14500 }, { "epoch": 6.297229219143577, "grad_norm": 0.9966408014297485, "learning_rate": 8.990918264379415e-05, "loss": 7.3924, "step": 15000 }, { "epoch": 6.507136859781696, "grad_norm": 1.070543885231018, "learning_rate": 8.890010090817356e-05, "loss": 7.3824, "step": 15500 }, { "epoch": 6.717044500419815, "grad_norm": 1.0677157640457153, "learning_rate": 8.789101917255298e-05, "loss": 7.3756, "step": 16000 }, { "epoch": 6.926952141057934, "grad_norm": 0.7595410943031311, "learning_rate": 8.68819374369324e-05, "loss": 7.3676, "step": 16500 }, { "epoch": 7.136859781696054, "grad_norm": 0.7410305738449097, "learning_rate": 8.58728557013118e-05, "loss": 7.353, "step": 17000 }, { "epoch": 7.346767422334173, "grad_norm": 1.0340527296066284, "learning_rate": 8.486377396569122e-05, "loss": 7.3437, "step": 17500 }, { "epoch": 7.5566750629722925, "grad_norm": 0.8954520225524902, "learning_rate": 8.385469223007064e-05, "loss": 7.3442, "step": 18000 }, { "epoch": 7.766582703610411, "grad_norm": 0.9272580742835999, "learning_rate": 8.284561049445006e-05, "loss": 7.3372, "step": 18500 }, { "epoch": 7.97649034424853, "grad_norm": 1.0480597019195557, "learning_rate": 8.183652875882947e-05, "loss": 7.3358, "step": 19000 }, { "epoch": 8.18639798488665, "grad_norm": 0.7353398203849792, "learning_rate": 8.082744702320889e-05, "loss": 7.3192, "step": 19500 }, { "epoch": 8.39630562552477, "grad_norm": 1.092934012413025, "learning_rate": 7.98183652875883e-05, "loss": 7.3176, "step": 20000 }, { "epoch": 8.39630562552477, "eval_accuracy": 0.15244535480793514, "eval_loss": 7.3286027908325195, "eval_runtime": 0.7088, "eval_samples_per_second": 675.754, "eval_steps_per_second": 7.054, "step": 20000 }, { "epoch": 8.606213266162888, "grad_norm": 0.8529198169708252, "learning_rate": 7.880928355196771e-05, "loss": 7.3111, "step": 20500 }, { "epoch": 8.816120906801007, "grad_norm": 0.8961474299430847, "learning_rate": 7.780020181634713e-05, "loss": 7.3097, "step": 21000 }, { "epoch": 9.026028547439127, "grad_norm": 1.184098720550537, "learning_rate": 7.679112008072655e-05, "loss": 7.3022, "step": 21500 }, { "epoch": 9.235936188077247, "grad_norm": 0.8562668561935425, "learning_rate": 7.578203834510595e-05, "loss": 7.2918, "step": 22000 }, { "epoch": 9.445843828715365, "grad_norm": 0.8222872018814087, "learning_rate": 7.477295660948537e-05, "loss": 7.2894, "step": 22500 }, { "epoch": 9.655751469353484, "grad_norm": 0.8184618949890137, "learning_rate": 7.376387487386479e-05, "loss": 7.2879, "step": 23000 }, { "epoch": 9.865659109991604, "grad_norm": 0.9152312874794006, "learning_rate": 7.27547931382442e-05, "loss": 7.2822, "step": 23500 }, { "epoch": 10.075566750629722, "grad_norm": 0.8646574020385742, "learning_rate": 7.174571140262362e-05, "loss": 7.2715, "step": 24000 }, { "epoch": 10.285474391267842, "grad_norm": 0.9313002228736877, "learning_rate": 7.073662966700304e-05, "loss": 7.2725, "step": 24500 }, { "epoch": 10.495382031905962, "grad_norm": 0.8215687870979309, "learning_rate": 6.972754793138244e-05, "loss": 7.2634, "step": 25000 }, { "epoch": 10.705289672544081, "grad_norm": 1.0029321908950806, "learning_rate": 6.871846619576186e-05, "loss": 7.2653, "step": 25500 }, { "epoch": 10.9151973131822, "grad_norm": 0.797988772392273, "learning_rate": 6.770938446014128e-05, "loss": 7.2673, "step": 26000 }, { "epoch": 11.125104953820319, "grad_norm": 1.0155805349349976, "learning_rate": 6.670030272452068e-05, "loss": 7.2549, "step": 26500 }, { "epoch": 11.335012594458439, "grad_norm": 0.8314929604530334, "learning_rate": 6.56912209889001e-05, "loss": 7.252, "step": 27000 }, { "epoch": 11.544920235096557, "grad_norm": 0.9168637990951538, "learning_rate": 6.468213925327952e-05, "loss": 7.2459, "step": 27500 }, { "epoch": 11.754827875734676, "grad_norm": 0.8579038977622986, "learning_rate": 6.367305751765893e-05, "loss": 7.2438, "step": 28000 }, { "epoch": 11.964735516372796, "grad_norm": 0.8211594223976135, "learning_rate": 6.266397578203835e-05, "loss": 7.243, "step": 28500 }, { "epoch": 12.174643157010916, "grad_norm": 1.0437767505645752, "learning_rate": 6.165489404641777e-05, "loss": 7.2366, "step": 29000 }, { "epoch": 12.384550797649034, "grad_norm": 0.9614302515983582, "learning_rate": 6.064581231079718e-05, "loss": 7.2297, "step": 29500 }, { "epoch": 12.594458438287154, "grad_norm": 0.8940654397010803, "learning_rate": 5.963673057517659e-05, "loss": 7.2331, "step": 30000 }, { "epoch": 12.594458438287154, "eval_accuracy": 0.15541315723200044, "eval_loss": 7.2804460525512695, "eval_runtime": 0.7124, "eval_samples_per_second": 672.404, "eval_steps_per_second": 7.019, "step": 30000 }, { "epoch": 12.804366078925273, "grad_norm": 0.7710630297660828, "learning_rate": 5.8627648839556e-05, "loss": 7.228, "step": 30500 }, { "epoch": 13.014273719563391, "grad_norm": 0.8717989921569824, "learning_rate": 5.7618567103935416e-05, "loss": 7.2311, "step": 31000 }, { "epoch": 13.224181360201511, "grad_norm": 0.9049319624900818, "learning_rate": 5.660948536831484e-05, "loss": 7.2201, "step": 31500 }, { "epoch": 13.43408900083963, "grad_norm": 0.8338859677314758, "learning_rate": 5.5600403632694254e-05, "loss": 7.218, "step": 32000 }, { "epoch": 13.64399664147775, "grad_norm": 0.8981912732124329, "learning_rate": 5.4591321897073666e-05, "loss": 7.2201, "step": 32500 }, { "epoch": 13.853904282115868, "grad_norm": 0.9057620763778687, "learning_rate": 5.358224016145308e-05, "loss": 7.2166, "step": 33000 }, { "epoch": 14.063811922753988, "grad_norm": 0.8201689124107361, "learning_rate": 5.257315842583249e-05, "loss": 7.2122, "step": 33500 }, { "epoch": 14.273719563392108, "grad_norm": 0.97395259141922, "learning_rate": 5.15640766902119e-05, "loss": 7.2045, "step": 34000 }, { "epoch": 14.483627204030226, "grad_norm": 1.0435025691986084, "learning_rate": 5.055499495459133e-05, "loss": 7.2061, "step": 34500 }, { "epoch": 14.693534844668346, "grad_norm": 0.9251586198806763, "learning_rate": 4.954591321897074e-05, "loss": 7.2045, "step": 35000 }, { "epoch": 14.903442485306465, "grad_norm": 0.826401948928833, "learning_rate": 4.853683148335015e-05, "loss": 7.2044, "step": 35500 }, { "epoch": 15.113350125944585, "grad_norm": 0.8331254124641418, "learning_rate": 4.7527749747729566e-05, "loss": 7.1978, "step": 36000 }, { "epoch": 15.323257766582703, "grad_norm": 1.0407625436782837, "learning_rate": 4.6518668012108985e-05, "loss": 7.1956, "step": 36500 }, { "epoch": 15.533165407220823, "grad_norm": 0.8447533249855042, "learning_rate": 4.55095862764884e-05, "loss": 7.1927, "step": 37000 }, { "epoch": 15.743073047858942, "grad_norm": 0.9017349481582642, "learning_rate": 4.450050454086781e-05, "loss": 7.1936, "step": 37500 }, { "epoch": 15.95298068849706, "grad_norm": 0.8850695490837097, "learning_rate": 4.349142280524723e-05, "loss": 7.1919, "step": 38000 }, { "epoch": 16.162888329135182, "grad_norm": 0.8294333219528198, "learning_rate": 4.248234106962664e-05, "loss": 7.1896, "step": 38500 }, { "epoch": 16.3727959697733, "grad_norm": 0.8609002828598022, "learning_rate": 4.147325933400605e-05, "loss": 7.1819, "step": 39000 }, { "epoch": 16.582703610411418, "grad_norm": 0.7830792665481567, "learning_rate": 4.046417759838547e-05, "loss": 7.1851, "step": 39500 }, { "epoch": 16.79261125104954, "grad_norm": 0.7615496516227722, "learning_rate": 3.9455095862764884e-05, "loss": 7.1765, "step": 40000 }, { "epoch": 16.79261125104954, "eval_accuracy": 0.15439609734215543, "eval_loss": 7.25421667098999, "eval_runtime": 0.7294, "eval_samples_per_second": 656.742, "eval_steps_per_second": 6.855, "step": 40000 }, { "epoch": 17.002518891687657, "grad_norm": 0.7594569325447083, "learning_rate": 3.84460141271443e-05, "loss": 7.1826, "step": 40500 }, { "epoch": 17.212426532325775, "grad_norm": 0.7539288401603699, "learning_rate": 3.7436932391523715e-05, "loss": 7.1734, "step": 41000 }, { "epoch": 17.422334172963897, "grad_norm": 0.9915943741798401, "learning_rate": 3.642785065590313e-05, "loss": 7.1718, "step": 41500 }, { "epoch": 17.632241813602015, "grad_norm": 2.3651840686798096, "learning_rate": 3.541876892028255e-05, "loss": 7.1728, "step": 42000 }, { "epoch": 17.842149454240133, "grad_norm": 0.9876560568809509, "learning_rate": 3.440968718466196e-05, "loss": 7.1721, "step": 42500 }, { "epoch": 18.052057094878254, "grad_norm": 0.8784790635108948, "learning_rate": 3.340060544904137e-05, "loss": 7.1685, "step": 43000 }, { "epoch": 18.261964735516372, "grad_norm": 0.7426952719688416, "learning_rate": 3.239152371342079e-05, "loss": 7.1623, "step": 43500 }, { "epoch": 18.471872376154494, "grad_norm": 0.8913703560829163, "learning_rate": 3.13824419778002e-05, "loss": 7.1636, "step": 44000 }, { "epoch": 18.68178001679261, "grad_norm": 0.7314404845237732, "learning_rate": 3.0373360242179615e-05, "loss": 7.1626, "step": 44500 }, { "epoch": 18.89168765743073, "grad_norm": 0.8047787547111511, "learning_rate": 2.9364278506559034e-05, "loss": 7.1668, "step": 45000 }, { "epoch": 19.10159529806885, "grad_norm": 0.7927625179290771, "learning_rate": 2.8355196770938446e-05, "loss": 7.1633, "step": 45500 }, { "epoch": 19.31150293870697, "grad_norm": 0.8079816102981567, "learning_rate": 2.734611503531786e-05, "loss": 7.1514, "step": 46000 }, { "epoch": 19.521410579345087, "grad_norm": 0.9051825404167175, "learning_rate": 2.6337033299697278e-05, "loss": 7.1542, "step": 46500 }, { "epoch": 19.73131821998321, "grad_norm": 0.852149248123169, "learning_rate": 2.532795156407669e-05, "loss": 7.1555, "step": 47000 }, { "epoch": 19.941225860621326, "grad_norm": 0.9161846041679382, "learning_rate": 2.4318869828456106e-05, "loss": 7.1539, "step": 47500 }, { "epoch": 20.151133501259444, "grad_norm": 0.7693049311637878, "learning_rate": 2.330978809283552e-05, "loss": 7.15, "step": 48000 }, { "epoch": 20.361041141897566, "grad_norm": 0.773891806602478, "learning_rate": 2.2300706357214934e-05, "loss": 7.1472, "step": 48500 }, { "epoch": 20.570948782535684, "grad_norm": 0.8220585584640503, "learning_rate": 2.129162462159435e-05, "loss": 7.1452, "step": 49000 }, { "epoch": 20.7808564231738, "grad_norm": 0.7439760565757751, "learning_rate": 2.0282542885973765e-05, "loss": 7.1451, "step": 49500 }, { "epoch": 20.990764063811923, "grad_norm": 0.8007863759994507, "learning_rate": 1.927346115035318e-05, "loss": 7.1457, "step": 50000 }, { "epoch": 20.990764063811923, "eval_accuracy": 0.15246586480500182, "eval_loss": 7.248484134674072, "eval_runtime": 0.7082, "eval_samples_per_second": 676.396, "eval_steps_per_second": 7.06, "step": 50000 }, { "epoch": 21.20067170445004, "grad_norm": 0.7827761769294739, "learning_rate": 1.8264379414732593e-05, "loss": 7.14, "step": 50500 }, { "epoch": 21.410579345088163, "grad_norm": 0.8271605372428894, "learning_rate": 1.725529767911201e-05, "loss": 7.1411, "step": 51000 }, { "epoch": 21.62048698572628, "grad_norm": 0.7786771655082703, "learning_rate": 1.6246215943491424e-05, "loss": 7.1403, "step": 51500 }, { "epoch": 21.8303946263644, "grad_norm": 0.8063676357269287, "learning_rate": 1.5237134207870837e-05, "loss": 7.1401, "step": 52000 }, { "epoch": 22.04030226700252, "grad_norm": 0.7963306307792664, "learning_rate": 1.4228052472250252e-05, "loss": 7.1395, "step": 52500 }, { "epoch": 22.250209907640638, "grad_norm": 0.7689283490180969, "learning_rate": 1.3218970736629668e-05, "loss": 7.1308, "step": 53000 }, { "epoch": 22.460117548278756, "grad_norm": 0.8235142230987549, "learning_rate": 1.2209889001009082e-05, "loss": 7.1338, "step": 53500 }, { "epoch": 22.670025188916878, "grad_norm": 0.7854271531105042, "learning_rate": 1.1200807265388496e-05, "loss": 7.1361, "step": 54000 }, { "epoch": 22.879932829554996, "grad_norm": 0.7933940887451172, "learning_rate": 1.0191725529767912e-05, "loss": 7.1324, "step": 54500 }, { "epoch": 23.089840470193113, "grad_norm": 0.7498176693916321, "learning_rate": 9.182643794147326e-06, "loss": 7.1309, "step": 55000 }, { "epoch": 23.299748110831235, "grad_norm": 0.7532030940055847, "learning_rate": 8.173562058526741e-06, "loss": 7.1293, "step": 55500 }, { "epoch": 23.509655751469353, "grad_norm": 0.9057742953300476, "learning_rate": 7.164480322906156e-06, "loss": 7.1291, "step": 56000 }, { "epoch": 23.719563392107474, "grad_norm": 0.8138079047203064, "learning_rate": 6.155398587285571e-06, "loss": 7.1246, "step": 56500 }, { "epoch": 23.929471032745592, "grad_norm": 0.8002745509147644, "learning_rate": 5.146316851664986e-06, "loss": 7.1282, "step": 57000 }, { "epoch": 24.13937867338371, "grad_norm": 0.7847145199775696, "learning_rate": 4.1372351160444e-06, "loss": 7.1268, "step": 57500 }, { "epoch": 24.349286314021832, "grad_norm": 0.8464835286140442, "learning_rate": 3.1281533804238145e-06, "loss": 7.1263, "step": 58000 }, { "epoch": 24.55919395465995, "grad_norm": 0.7655928730964661, "learning_rate": 2.1190716448032293e-06, "loss": 7.1229, "step": 58500 }, { "epoch": 24.769101595298068, "grad_norm": 0.8248621225357056, "learning_rate": 1.109989909182644e-06, "loss": 7.1237, "step": 59000 }, { "epoch": 24.97900923593619, "grad_norm": 0.736918032169342, "learning_rate": 1.0090817356205853e-07, "loss": 7.1229, "step": 59500 }, { "epoch": 25.0, "step": 59550, "total_flos": 1.5149101316039424e+18, "train_loss": 7.379782975178421, "train_runtime": 17091.3155, "train_samples_per_second": 334.437, "train_steps_per_second": 3.484 } ], "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": 1.5149101316039424e+18, "train_batch_size": 96, "trial_name": null, "trial_params": null }