roberta_synth_sbdh_mlc / trainer_state.json
avijit's picture
Upload folder using huggingface_hub
48a07e7 verified
{
"best_metric": 0.9175407198197038,
"best_model_checkpoint": "./saved_models/roberta_sbdh_gpt4_v2_0/checkpoint-792",
"epoch": 33.0,
"eval_steps": 500,
"global_step": 792,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 1.0,
"grad_norm": 1.3806931972503662,
"learning_rate": 2.5e-06,
"loss": 0.6134,
"step": 24
},
{
"epoch": 1.0,
"eval_acc_macro": 0.10215572903385978,
"eval_acc_micro": 0.17855121675155125,
"eval_auc_macro": 0.6100041638713678,
"eval_auc_micro": 0.6464031657743947,
"eval_f1_at_5": 0.2718421152169764,
"eval_f1_at_8": 0.22628042555556532,
"eval_f1_macro": 0.1715749294146787,
"eval_f1_micro": 0.30300120048017753,
"eval_loss": 0.4604409337043762,
"eval_prec_at_5": 0.17442922374429226,
"eval_prec_at_8": 0.1329908675799087,
"eval_prec_macro": 0.1401339887841245,
"eval_prec_micro": 0.2132477188239198,
"eval_rec_at_5": 0.6156773211567731,
"eval_rec_at_8": 0.7579908675799086,
"eval_rec_macro": 0.36147047478751165,
"eval_rec_micro": 0.5232172470978007,
"eval_runtime": 3.307,
"eval_samples_per_second": 264.896,
"eval_steps_per_second": 33.263,
"step": 24
},
{
"epoch": 2.0,
"grad_norm": 0.42557960748672485,
"learning_rate": 5e-06,
"loss": 0.4178,
"step": 48
},
{
"epoch": 2.0,
"eval_acc_macro": 0.054161895439312095,
"eval_acc_micro": 0.18999494694289085,
"eval_auc_macro": 0.777689574836493,
"eval_auc_micro": 0.6837933158193559,
"eval_f1_at_5": 0.2980163960623497,
"eval_f1_at_8": 0.2355215334598575,
"eval_f1_macro": 0.08160871746824805,
"eval_f1_micro": 0.31932059447980304,
"eval_loss": 0.35270196199417114,
"eval_prec_at_5": 0.19109589041095887,
"eval_prec_at_8": 0.13855593607305935,
"eval_prec_macro": 0.057278901143779114,
"eval_prec_micro": 0.32724107919927525,
"eval_rec_at_5": 0.6765601217656013,
"eval_rec_at_8": 0.784627092846271,
"eval_rec_macro": 0.14846491228063083,
"eval_rec_micro": 0.3117744610281665,
"eval_runtime": 3.2254,
"eval_samples_per_second": 271.594,
"eval_steps_per_second": 34.104,
"step": 48
},
{
"epoch": 3.0,
"grad_norm": 0.21710661053657532,
"learning_rate": 7.500000000000001e-06,
"loss": 0.3548,
"step": 72
},
{
"epoch": 3.0,
"eval_acc_macro": 0.08172631395735021,
"eval_acc_micro": 0.2394548994159481,
"eval_auc_macro": 0.8898708262347639,
"eval_auc_micro": 0.7531371635981566,
"eval_f1_at_5": 0.3273134867709266,
"eval_f1_at_8": 0.2656356996119607,
"eval_f1_macro": 0.10962566844915878,
"eval_f1_micro": 0.3863874345549333,
"eval_loss": 0.3343456983566284,
"eval_prec_at_5": 0.20958904109589044,
"eval_prec_at_8": 0.15625,
"eval_prec_macro": 0.08775419624473717,
"eval_prec_micro": 0.5241477272726528,
"eval_rec_at_5": 0.746765601217656,
"eval_rec_at_8": 0.8856544901065448,
"eval_rec_macro": 0.14795321637419723,
"eval_rec_micro": 0.30597014925370597,
"eval_runtime": 3.2799,
"eval_samples_per_second": 267.084,
"eval_steps_per_second": 33.538,
"step": 72
},
{
"epoch": 4.0,
"grad_norm": 0.26009050011634827,
"learning_rate": 1e-05,
"loss": 0.3315,
"step": 96
},
{
"epoch": 4.0,
"eval_acc_macro": 0.2205899892707659,
"eval_acc_micro": 0.31238003838770095,
"eval_auc_macro": 0.9150780627599414,
"eval_auc_micro": 0.8412487048958944,
"eval_f1_at_5": 0.36996556565347266,
"eval_f1_at_8": 0.27616272202971137,
"eval_f1_macro": 0.32075046434231563,
"eval_f1_micro": 0.4760511882997823,
"eval_loss": 0.30232226848602295,
"eval_prec_at_5": 0.23675799086757995,
"eval_prec_at_8": 0.16238584474885845,
"eval_prec_macro": 0.534140737674402,
"eval_prec_micro": 0.4257684761281605,
"eval_rec_at_5": 0.8458904109589042,
"eval_rec_at_8": 0.9225646879756468,
"eval_rec_macro": 0.37458794170416176,
"eval_rec_micro": 0.5398009950248308,
"eval_runtime": 3.2394,
"eval_samples_per_second": 270.421,
"eval_steps_per_second": 33.957,
"step": 96
},
{
"epoch": 5.0,
"grad_norm": 0.37228670716285706,
"learning_rate": 9.722222222222223e-06,
"loss": 0.2947,
"step": 120
},
{
"epoch": 5.0,
"eval_acc_macro": 0.4283107268415045,
"eval_acc_micro": 0.5237793278376333,
"eval_auc_macro": 0.944198889889774,
"eval_auc_micro": 0.9267578754982164,
"eval_f1_at_5": 0.4096518568367693,
"eval_f1_at_8": 0.29017455585500507,
"eval_f1_macro": 0.539018158110013,
"eval_f1_micro": 0.6874739908447202,
"eval_loss": 0.25655001401901245,
"eval_prec_at_5": 0.2618721461187215,
"eval_prec_at_8": 0.17051940639269406,
"eval_prec_macro": 0.5661692193127564,
"eval_prec_micro": 0.6900584795321061,
"eval_rec_at_5": 0.9402587519025875,
"eval_rec_at_8": 0.9727929984779301,
"eval_rec_macro": 0.564018051489352,
"eval_rec_micro": 0.6849087893863445,
"eval_runtime": 3.287,
"eval_samples_per_second": 266.502,
"eval_steps_per_second": 33.465,
"step": 120
},
{
"epoch": 6.0,
"grad_norm": 0.2922113835811615,
"learning_rate": 9.444444444444445e-06,
"loss": 0.255,
"step": 144
},
{
"epoch": 6.0,
"eval_acc_macro": 0.5136685674094098,
"eval_acc_micro": 0.6013651877132695,
"eval_auc_macro": 0.9633338119361814,
"eval_auc_micro": 0.9605888281923002,
"eval_f1_at_5": 0.42005389856494574,
"eval_f1_at_8": 0.29155799132187266,
"eval_f1_macro": 0.6233454431290059,
"eval_f1_micro": 0.7510656436486999,
"eval_loss": 0.21982233226299286,
"eval_prec_at_5": 0.2687214611872146,
"eval_prec_at_8": 0.1713755707762557,
"eval_prec_macro": 0.7586900162484641,
"eval_prec_micro": 0.7728070175437918,
"eval_rec_at_5": 0.9615677321156773,
"eval_rec_at_8": 0.976027397260274,
"eval_rec_macro": 0.6250160961046504,
"eval_rec_micro": 0.7305140961856774,
"eval_runtime": 3.2407,
"eval_samples_per_second": 270.308,
"eval_steps_per_second": 33.943,
"step": 144
},
{
"epoch": 7.0,
"grad_norm": 0.6698095202445984,
"learning_rate": 9.166666666666666e-06,
"loss": 0.2228,
"step": 168
},
{
"epoch": 7.0,
"eval_acc_macro": 0.6303220555404457,
"eval_acc_micro": 0.6847290640393606,
"eval_auc_macro": 0.9734325874763358,
"eval_auc_micro": 0.9748103810769206,
"eval_f1_at_5": 0.42340560395061977,
"eval_f1_at_8": 0.2920219218917755,
"eval_f1_macro": 0.7458516061176264,
"eval_f1_micro": 0.8128654970759555,
"eval_loss": 0.19146637618541718,
"eval_prec_at_5": 0.27100456621004565,
"eval_prec_at_8": 0.1716609589041096,
"eval_prec_macro": 0.86104613287547,
"eval_prec_micro": 0.8190235690235,
"eval_rec_at_5": 0.9674657534246576,
"eval_rec_at_8": 0.9771689497716894,
"eval_rec_macro": 0.7345526249297327,
"eval_rec_micro": 0.806799336650016,
"eval_runtime": 3.3221,
"eval_samples_per_second": 263.692,
"eval_steps_per_second": 33.112,
"step": 168
},
{
"epoch": 8.0,
"grad_norm": 0.3862050771713257,
"learning_rate": 8.888888888888888e-06,
"loss": 0.1968,
"step": 192
},
{
"epoch": 8.0,
"eval_acc_macro": 0.6911445121462139,
"eval_acc_micro": 0.7442922374428657,
"eval_auc_macro": 0.9794839519003108,
"eval_auc_micro": 0.9822416144793619,
"eval_f1_at_5": 0.4247570125938748,
"eval_f1_at_8": 0.291789958878004,
"eval_f1_macro": 0.7968110573167572,
"eval_f1_micro": 0.853403141361182,
"eval_loss": 0.16935397684574127,
"eval_prec_at_5": 0.2719178082191781,
"eval_prec_at_8": 0.17151826484018265,
"eval_prec_macro": 0.9142914075642903,
"eval_prec_micro": 0.9005524861877623,
"eval_rec_at_5": 0.9699391171993911,
"eval_rec_at_8": 0.9765981735159818,
"eval_rec_macro": 0.7524753915565773,
"eval_rec_micro": 0.8109452736317735,
"eval_runtime": 3.3593,
"eval_samples_per_second": 260.765,
"eval_steps_per_second": 32.745,
"step": 192
},
{
"epoch": 9.0,
"grad_norm": 0.3425958752632141,
"learning_rate": 8.611111111111112e-06,
"loss": 0.1756,
"step": 216
},
{
"epoch": 9.0,
"eval_acc_macro": 0.7538851024227721,
"eval_acc_micro": 0.7733711048158092,
"eval_auc_macro": 0.984468975401199,
"eval_auc_micro": 0.9869544212457306,
"eval_f1_at_5": 0.42679308597884263,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.8539710926649278,
"eval_f1_micro": 0.8722044728433809,
"eval_loss": 0.15195928514003754,
"eval_prec_at_5": 0.2732876712328767,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.8477325049832564,
"eval_prec_micro": 0.8412942989213528,
"eval_rec_at_5": 0.973744292237443,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.8733258072194854,
"eval_rec_micro": 0.9054726368158453,
"eval_runtime": 3.3296,
"eval_samples_per_second": 263.093,
"eval_steps_per_second": 33.037,
"step": 216
},
{
"epoch": 10.0,
"grad_norm": 0.3327239453792572,
"learning_rate": 8.333333333333334e-06,
"loss": 0.1578,
"step": 240
},
{
"epoch": 10.0,
"eval_acc_macro": 0.7658814025380632,
"eval_acc_micro": 0.7931292008961319,
"eval_auc_macro": 0.9863575312994878,
"eval_auc_micro": 0.9888696784007464,
"eval_f1_at_5": 0.42745954575018524,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.8608080570922364,
"eval_f1_micro": 0.8846314035817673,
"eval_loss": 0.13785400986671448,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.8916528884446233,
"eval_prec_micro": 0.8887029288702185,
"eval_rec_at_5": 0.9748858447488584,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.8473101584524304,
"eval_rec_micro": 0.8805970149253001,
"eval_runtime": 3.3169,
"eval_samples_per_second": 264.104,
"eval_steps_per_second": 33.164,
"step": 240
},
{
"epoch": 11.0,
"grad_norm": 0.4798758029937744,
"learning_rate": 8.055555555555557e-06,
"loss": 0.1437,
"step": 264
},
{
"epoch": 11.0,
"eval_acc_macro": 0.7817093750541505,
"eval_acc_micro": 0.8088347296267472,
"eval_auc_macro": 0.987966835700279,
"eval_auc_micro": 0.990288011194119,
"eval_f1_at_5": 0.4281808547568474,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.8718351509550711,
"eval_f1_micro": 0.8943157894736088,
"eval_loss": 0.1261390894651413,
"eval_prec_at_5": 0.2742009132420091,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.9059016261714952,
"eval_prec_micro": 0.9084687767321721,
"eval_rec_at_5": 0.9765981735159818,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.852231468930321,
"eval_rec_micro": 0.8805970149253001,
"eval_runtime": 3.1998,
"eval_samples_per_second": 273.768,
"eval_steps_per_second": 34.377,
"step": 264
},
{
"epoch": 12.0,
"grad_norm": 0.5915816426277161,
"learning_rate": 7.77777777777778e-06,
"loss": 0.1315,
"step": 288
},
{
"epoch": 12.0,
"eval_acc_macro": 0.8067338258553937,
"eval_acc_micro": 0.8225075528700285,
"eval_auc_macro": 0.9890198593241079,
"eval_auc_micro": 0.9912727714675422,
"eval_f1_at_5": 0.42745954575018524,
"eval_f1_at_8": 0.2925113305987028,
"eval_f1_macro": 0.8889792204408117,
"eval_f1_micro": 0.9026108578532198,
"eval_loss": 0.11689846962690353,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.17194634703196346,
"eval_prec_macro": 0.8957261916294993,
"eval_prec_micro": 0.9022369511184007,
"eval_rec_at_5": 0.9748858447488584,
"eval_rec_at_8": 0.9788812785388128,
"eval_rec_macro": 0.8884178007276748,
"eval_rec_micro": 0.9029850746267908,
"eval_runtime": 3.2003,
"eval_samples_per_second": 273.728,
"eval_steps_per_second": 34.372,
"step": 288
},
{
"epoch": 13.0,
"grad_norm": 0.492089182138443,
"learning_rate": 7.500000000000001e-06,
"loss": 0.1215,
"step": 312
},
{
"epoch": 13.0,
"eval_acc_macro": 0.8126972127948302,
"eval_acc_micro": 0.8267363704256291,
"eval_auc_macro": 0.9893756572609064,
"eval_auc_micro": 0.9916252607583189,
"eval_f1_at_5": 0.42745954575018524,
"eval_f1_at_8": 0.2925113305987028,
"eval_f1_macro": 0.8933532206974574,
"eval_f1_micro": 0.9051512673752325,
"eval_loss": 0.10864967107772827,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.17194634703196346,
"eval_prec_macro": 0.8891547780046246,
"eval_prec_micro": 0.892741935483799,
"eval_rec_at_5": 0.9748858447488584,
"eval_rec_at_8": 0.9788812785388128,
"eval_rec_macro": 0.9014409945020224,
"eval_rec_micro": 0.9179104477611179,
"eval_runtime": 3.3389,
"eval_samples_per_second": 262.36,
"eval_steps_per_second": 32.945,
"step": 312
},
{
"epoch": 14.0,
"grad_norm": 0.3663789927959442,
"learning_rate": 7.222222222222223e-06,
"loss": 0.1129,
"step": 336
},
{
"epoch": 14.0,
"eval_acc_macro": 0.8228971770857018,
"eval_acc_micro": 0.8329588014980649,
"eval_auc_macro": 0.9899641824346502,
"eval_auc_micro": 0.9921304716477787,
"eval_f1_at_5": 0.4281991387591175,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.9004325486077462,
"eval_f1_micro": 0.9088680016345804,
"eval_loss": 0.10234559327363968,
"eval_prec_at_5": 0.2742009132420091,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.890683762800314,
"eval_prec_micro": 0.8960515713133846,
"eval_rec_at_5": 0.9767884322678843,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.9120840636750266,
"eval_rec_micro": 0.9220563847428754,
"eval_runtime": 3.2169,
"eval_samples_per_second": 272.316,
"eval_steps_per_second": 34.195,
"step": 336
},
{
"epoch": 15.0,
"grad_norm": 0.37758299708366394,
"learning_rate": 6.944444444444445e-06,
"loss": 0.1046,
"step": 360
},
{
"epoch": 15.0,
"eval_acc_macro": 0.8302977681001992,
"eval_acc_micro": 0.8413059984813333,
"eval_auc_macro": 0.9901671140838944,
"eval_auc_micro": 0.9919789083809407,
"eval_f1_at_5": 0.42784762619628447,
"eval_f1_at_8": 0.2925113305987028,
"eval_f1_macro": 0.9052032341883497,
"eval_f1_micro": 0.9138144329896153,
"eval_loss": 0.09653711318969727,
"eval_prec_at_5": 0.273972602739726,
"eval_prec_at_8": 0.17194634703196346,
"eval_prec_macro": 0.9028285099698952,
"eval_prec_micro": 0.9089417555372511,
"eval_rec_at_5": 0.976027397260274,
"eval_rec_at_8": 0.9788812785388128,
"eval_rec_macro": 0.9099411755814296,
"eval_rec_micro": 0.9187396351574694,
"eval_runtime": 3.2472,
"eval_samples_per_second": 269.767,
"eval_steps_per_second": 33.875,
"step": 360
},
{
"epoch": 16.0,
"grad_norm": 0.4621961712837219,
"learning_rate": 6.666666666666667e-06,
"loss": 0.0979,
"step": 384
},
{
"epoch": 16.0,
"eval_acc_macro": 0.8273587016423724,
"eval_acc_micro": 0.8396299151888327,
"eval_auc_macro": 0.989802544326232,
"eval_auc_micro": 0.9918006143792109,
"eval_f1_at_5": 0.42751438858977425,
"eval_f1_at_8": 0.2920473967500829,
"eval_f1_macro": 0.9028525753108699,
"eval_f1_micro": 0.9128248113997558,
"eval_loss": 0.09215801954269409,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.1716609589041096,
"eval_prec_macro": 0.9158518703241821,
"eval_prec_micro": 0.9228813559321252,
"eval_rec_at_5": 0.9754566210045662,
"eval_rec_at_8": 0.9777397260273972,
"eval_rec_macro": 0.8926981936861532,
"eval_rec_micro": 0.9029850746267908,
"eval_runtime": 3.233,
"eval_samples_per_second": 270.955,
"eval_steps_per_second": 34.024,
"step": 384
},
{
"epoch": 17.0,
"grad_norm": 0.4058220386505127,
"learning_rate": 6.3888888888888885e-06,
"loss": 0.092,
"step": 408
},
{
"epoch": 17.0,
"eval_acc_macro": 0.8347539263761662,
"eval_acc_micro": 0.8474708171205566,
"eval_auc_macro": 0.9899894858470043,
"eval_auc_micro": 0.9920498339308542,
"eval_f1_at_5": 0.4275326584009282,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.9071161229466114,
"eval_f1_micro": 0.9174389216511443,
"eval_loss": 0.08766299486160278,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.9264703324172373,
"eval_prec_micro": 0.9323630136985502,
"eval_rec_at_5": 0.9756468797564688,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.8904830078050127,
"eval_rec_micro": 0.9029850746267908,
"eval_runtime": 3.2006,
"eval_samples_per_second": 273.696,
"eval_steps_per_second": 34.368,
"step": 408
},
{
"epoch": 18.0,
"grad_norm": 0.4305408000946045,
"learning_rate": 6.111111111111112e-06,
"loss": 0.0863,
"step": 432
},
{
"epoch": 18.0,
"eval_acc_macro": 0.8361202794579444,
"eval_acc_micro": 0.8485316846985433,
"eval_auc_macro": 0.9904755972939142,
"eval_auc_micro": 0.9926707889023967,
"eval_f1_at_5": 0.4278476261962846,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.9082261738031537,
"eval_f1_micro": 0.9180602006688194,
"eval_loss": 0.08403860032558441,
"eval_prec_at_5": 0.27397260273972607,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.9194984843968411,
"eval_prec_micro": 0.9258010118043064,
"eval_rec_at_5": 0.976027397260274,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.8989752524534329,
"eval_rec_micro": 0.9104477611939543,
"eval_runtime": 3.2293,
"eval_samples_per_second": 271.27,
"eval_steps_per_second": 34.064,
"step": 432
},
{
"epoch": 19.0,
"grad_norm": 0.3943960964679718,
"learning_rate": 5.833333333333334e-06,
"loss": 0.0814,
"step": 456
},
{
"epoch": 19.0,
"eval_acc_macro": 0.839106311750719,
"eval_acc_micro": 0.8515684774291621,
"eval_auc_macro": 0.990108145855512,
"eval_auc_micro": 0.992045690666946,
"eval_f1_at_5": 0.42751438858977425,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.9099447887675026,
"eval_f1_micro": 0.9198347107437256,
"eval_loss": 0.08095283061265945,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.9089344385619288,
"eval_prec_micro": 0.9168039538714237,
"eval_rec_at_5": 0.9754566210045662,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.912673576698828,
"eval_rec_micro": 0.922885572139227,
"eval_runtime": 3.2592,
"eval_samples_per_second": 268.78,
"eval_steps_per_second": 33.751,
"step": 456
},
{
"epoch": 20.0,
"grad_norm": 0.40355971455574036,
"learning_rate": 5.555555555555557e-06,
"loss": 0.077,
"step": 480
},
{
"epoch": 20.0,
"eval_acc_macro": 0.841293209326155,
"eval_acc_micro": 0.8523335883702484,
"eval_auc_macro": 0.9901090394728352,
"eval_auc_micro": 0.9921565786655233,
"eval_f1_at_5": 0.42712632039330145,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.9118247332403943,
"eval_f1_micro": 0.9202808756711341,
"eval_loss": 0.07820397615432739,
"eval_prec_at_5": 0.27351598173515984,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.9128408681170823,
"eval_prec_micro": 0.9168724279834636,
"eval_rec_at_5": 0.9743150684931506,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.913025214091804,
"eval_rec_micro": 0.9237147595355785,
"eval_runtime": 3.335,
"eval_samples_per_second": 262.673,
"eval_steps_per_second": 32.984,
"step": 480
},
{
"epoch": 21.0,
"grad_norm": 0.4673054814338684,
"learning_rate": 5.2777777777777785e-06,
"loss": 0.0732,
"step": 504
},
{
"epoch": 21.0,
"eval_acc_macro": 0.8435745126219377,
"eval_acc_micro": 0.8546017014693847,
"eval_auc_macro": 0.990212670611912,
"eval_auc_micro": 0.9923085874446093,
"eval_f1_at_5": 0.4278476261962846,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.9131099703856408,
"eval_f1_micro": 0.9216013344452942,
"eval_loss": 0.07635616511106491,
"eval_prec_at_5": 0.27397260273972607,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.9220960220647866,
"eval_prec_micro": 0.9270134228187141,
"eval_rec_at_5": 0.976027397260274,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.9063401498441861,
"eval_rec_micro": 0.9162520729684148,
"eval_runtime": 3.335,
"eval_samples_per_second": 262.666,
"eval_steps_per_second": 32.983,
"step": 504
},
{
"epoch": 22.0,
"grad_norm": 0.4005274772644043,
"learning_rate": 5e-06,
"loss": 0.0693,
"step": 528
},
{
"epoch": 22.0,
"eval_acc_macro": 0.8455313120389342,
"eval_acc_micro": 0.8565950920244741,
"eval_auc_macro": 0.9901732890859408,
"eval_auc_micro": 0.9921753792823973,
"eval_f1_at_5": 0.42745954575018524,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.9143994666596676,
"eval_f1_micro": 0.9227591904171067,
"eval_loss": 0.07342522591352463,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.9139300975502155,
"eval_prec_micro": 0.9193415637859326,
"eval_rec_at_5": 0.9748858447488584,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.9161172406072337,
"eval_rec_micro": 0.9262023217246329,
"eval_runtime": 3.2711,
"eval_samples_per_second": 267.802,
"eval_steps_per_second": 33.628,
"step": 528
},
{
"epoch": 23.0,
"grad_norm": 0.45327135920524597,
"learning_rate": 4.722222222222222e-06,
"loss": 0.0661,
"step": 552
},
{
"epoch": 23.0,
"eval_acc_macro": 0.8467210056386675,
"eval_acc_micro": 0.8575827559660617,
"eval_auc_macro": 0.990201788357871,
"eval_auc_micro": 0.9922312465183218,
"eval_f1_at_5": 0.42745954575018524,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.9148197613459009,
"eval_f1_micro": 0.9233319519269851,
"eval_loss": 0.07164816558361053,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.9172647910903643,
"eval_prec_micro": 0.9229494614746543,
"eval_rec_at_5": 0.9748858447488584,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.9139228248292297,
"eval_rec_micro": 0.9237147595355785,
"eval_runtime": 3.2794,
"eval_samples_per_second": 267.12,
"eval_steps_per_second": 33.542,
"step": 552
},
{
"epoch": 24.0,
"grad_norm": 0.44867074489593506,
"learning_rate": 4.444444444444444e-06,
"loss": 0.0626,
"step": 576
},
{
"epoch": 24.0,
"eval_acc_macro": 0.8443607544183838,
"eval_acc_micro": 0.8557098765431438,
"eval_auc_macro": 0.9902370599717555,
"eval_auc_micro": 0.992274817616196,
"eval_f1_at_5": 0.42712632039330145,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.9135513991863947,
"eval_f1_micro": 0.9222453222452455,
"eval_loss": 0.07073331624269485,
"eval_prec_at_5": 0.27351598173515984,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.9185147069172412,
"eval_prec_micro": 0.9249374478731505,
"eval_rec_at_5": 0.9743150684931506,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.9094868029221347,
"eval_rec_micro": 0.9195688225538209,
"eval_runtime": 3.2386,
"eval_samples_per_second": 270.487,
"eval_steps_per_second": 33.965,
"step": 576
},
{
"epoch": 25.0,
"grad_norm": 0.509304940700531,
"learning_rate": 4.166666666666667e-06,
"loss": 0.06,
"step": 600
},
{
"epoch": 25.0,
"eval_acc_macro": 0.8405381328154341,
"eval_acc_micro": 0.8539238539237876,
"eval_auc_macro": 0.9899142306185617,
"eval_auc_micro": 0.9919983327149624,
"eval_f1_at_5": 0.42751438858977425,
"eval_f1_at_8": 0.2920473967500829,
"eval_f1_macro": 0.91134605843459,
"eval_f1_micro": 0.9212070410728481,
"eval_loss": 0.06922697275876999,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.1716609589041096,
"eval_prec_macro": 0.9243865602122843,
"eval_prec_micro": 0.9313559322033109,
"eval_rec_at_5": 0.9754566210045662,
"eval_rec_at_8": 0.9777397260273972,
"eval_rec_macro": 0.8997359146591782,
"eval_rec_micro": 0.9112769485903058,
"eval_runtime": 3.3027,
"eval_samples_per_second": 265.24,
"eval_steps_per_second": 33.306,
"step": 600
},
{
"epoch": 26.0,
"grad_norm": 0.5278392434120178,
"learning_rate": 3.88888888888889e-06,
"loss": 0.0575,
"step": 624
},
{
"epoch": 26.0,
"eval_acc_macro": 0.8460307636339017,
"eval_acc_micro": 0.8563664596272627,
"eval_auc_macro": 0.9901957256905628,
"eval_auc_micro": 0.9919254469111567,
"eval_f1_at_5": 0.42718114191994605,
"eval_f1_at_8": 0.2925113305987028,
"eval_f1_macro": 0.9146326110180735,
"eval_f1_micro": 0.9226265161019722,
"eval_loss": 0.06812591105699539,
"eval_prec_at_5": 0.27351598173515984,
"eval_prec_at_8": 0.17194634703196346,
"eval_prec_macro": 0.9259544901379119,
"eval_prec_micro": 0.9308016877636345,
"eval_rec_at_5": 0.9748858447488584,
"eval_rec_at_8": 0.9788812785388128,
"eval_rec_macro": 0.9052694584097175,
"eval_rec_micro": 0.9145936981757119,
"eval_runtime": 3.238,
"eval_samples_per_second": 270.536,
"eval_steps_per_second": 33.971,
"step": 624
},
{
"epoch": 27.0,
"grad_norm": 0.46283113956451416,
"learning_rate": 3.6111111111111115e-06,
"loss": 0.0547,
"step": 648
},
{
"epoch": 27.0,
"eval_acc_macro": 0.8437978381816325,
"eval_acc_micro": 0.8569194683345694,
"eval_auc_macro": 0.9900672235373739,
"eval_auc_micro": 0.9922836387587103,
"eval_f1_at_5": 0.42751438858977425,
"eval_f1_at_8": 0.2922793659426448,
"eval_f1_macro": 0.9133228707359765,
"eval_f1_micro": 0.9229473684209749,
"eval_loss": 0.06721309572458267,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.17180365296803654,
"eval_prec_macro": 0.9302491335296357,
"eval_prec_micro": 0.9375534644994921,
"eval_rec_at_5": 0.9754566210045662,
"eval_rec_at_8": 0.978310502283105,
"eval_rec_macro": 0.8981640840687014,
"eval_rec_micro": 0.9087893864012513,
"eval_runtime": 3.2966,
"eval_samples_per_second": 265.728,
"eval_steps_per_second": 33.368,
"step": 648
},
{
"epoch": 28.0,
"grad_norm": 0.5683040022850037,
"learning_rate": 3.3333333333333333e-06,
"loss": 0.0523,
"step": 672
},
{
"epoch": 28.0,
"eval_acc_macro": 0.847085539786285,
"eval_acc_micro": 0.8558139534883057,
"eval_auc_macro": 0.9896638187547525,
"eval_auc_micro": 0.99160271783856,
"eval_f1_at_5": 0.42751438858977425,
"eval_f1_at_8": 0.2915834447216144,
"eval_f1_macro": 0.9152884545582967,
"eval_f1_micro": 0.9223057644109505,
"eval_loss": 0.06634338945150375,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.1713755707762557,
"eval_prec_macro": 0.9276311524633641,
"eval_prec_micro": 0.929292929292851,
"eval_rec_at_5": 0.9754566210045662,
"eval_rec_at_8": 0.9765981735159818,
"eval_rec_macro": 0.9050852833749707,
"eval_rec_micro": 0.9154228855720634,
"eval_runtime": 3.3379,
"eval_samples_per_second": 262.442,
"eval_steps_per_second": 32.955,
"step": 672
},
{
"epoch": 29.0,
"grad_norm": 0.5064497590065002,
"learning_rate": 3.055555555555556e-06,
"loss": 0.0507,
"step": 696
},
{
"epoch": 29.0,
"eval_acc_macro": 0.8424595332709467,
"eval_acc_micro": 0.8554687499999332,
"eval_auc_macro": 0.9903800574812361,
"eval_auc_micro": 0.9924352911279979,
"eval_f1_at_5": 0.42751438858977425,
"eval_f1_at_8": 0.2918154230125642,
"eval_f1_macro": 0.9125139257396052,
"eval_f1_micro": 0.9221052631578169,
"eval_loss": 0.06477358192205429,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.17151826484018265,
"eval_prec_macro": 0.9271042210984995,
"eval_prec_micro": 0.9366980325063355,
"eval_rec_at_5": 0.9754566210045662,
"eval_rec_at_8": 0.9771689497716894,
"eval_rec_macro": 0.8991646180232234,
"eval_rec_micro": 0.9079601990048998,
"eval_runtime": 3.3033,
"eval_samples_per_second": 265.185,
"eval_steps_per_second": 33.3,
"step": 696
},
{
"epoch": 30.0,
"grad_norm": 0.5206765532493591,
"learning_rate": 2.7777777777777783e-06,
"loss": 0.0484,
"step": 720
},
{
"epoch": 30.0,
"eval_acc_macro": 0.8482879664337308,
"eval_acc_micro": 0.8564920273347869,
"eval_auc_macro": 0.9902796769975294,
"eval_auc_micro": 0.9923823642729116,
"eval_f1_at_5": 0.42712632039330145,
"eval_f1_at_8": 0.2925113305987028,
"eval_f1_macro": 0.9155214146126874,
"eval_f1_micro": 0.9226993865029919,
"eval_loss": 0.06509387493133545,
"eval_prec_at_5": 0.27351598173515984,
"eval_prec_at_8": 0.17194634703196346,
"eval_prec_macro": 0.9025052330017584,
"eval_prec_micro": 0.9104116222759555,
"eval_rec_at_5": 0.9743150684931506,
"eval_rec_at_8": 0.9788812785388128,
"eval_rec_macro": 0.9295157618718927,
"eval_rec_micro": 0.9353233830844995,
"eval_runtime": 3.2722,
"eval_samples_per_second": 267.709,
"eval_steps_per_second": 33.616,
"step": 720
},
{
"epoch": 31.0,
"grad_norm": 0.5268795490264893,
"learning_rate": 2.5e-06,
"loss": 0.0456,
"step": 744
},
{
"epoch": 31.0,
"eval_acc_macro": 0.847691548444017,
"eval_acc_micro": 0.8558421851289183,
"eval_auc_macro": 0.9898163244235566,
"eval_auc_micro": 0.9917076805242361,
"eval_f1_at_5": 0.42751438858977425,
"eval_f1_at_8": 0.2918154230125642,
"eval_f1_macro": 0.9153671638721068,
"eval_f1_micro": 0.9223221586262532,
"eval_loss": 0.0645858645439148,
"eval_prec_at_5": 0.27374429223744295,
"eval_prec_at_8": 0.17151826484018265,
"eval_prec_macro": 0.9015493618181559,
"eval_prec_micro": 0.9096774193547653,
"eval_rec_at_5": 0.9754566210045662,
"eval_rec_at_8": 0.9771689497716894,
"eval_rec_macro": 0.9300094432719982,
"eval_rec_micro": 0.9353233830844995,
"eval_runtime": 3.3402,
"eval_samples_per_second": 262.263,
"eval_steps_per_second": 32.933,
"step": 744
},
{
"epoch": 32.0,
"grad_norm": 0.4488939046859741,
"learning_rate": 2.222222222222222e-06,
"loss": 0.0446,
"step": 768
},
{
"epoch": 32.0,
"eval_acc_macro": 0.8474584233282965,
"eval_acc_micro": 0.8549848942597541,
"eval_auc_macro": 0.9896580840322796,
"eval_auc_micro": 0.9914708462130924,
"eval_f1_at_5": 0.42712632039330145,
"eval_f1_at_8": 0.29135146186873845,
"eval_f1_macro": 0.9153561345178298,
"eval_f1_micro": 0.9218241042344526,
"eval_loss": 0.06430496275424957,
"eval_prec_at_5": 0.27351598173515984,
"eval_prec_at_8": 0.17123287671232876,
"eval_prec_macro": 0.8975121306620646,
"eval_prec_micro": 0.9055999999999276,
"eval_rec_at_5": 0.9743150684931506,
"eval_rec_at_8": 0.976027397260274,
"eval_rec_macro": 0.9345814562185115,
"eval_rec_micro": 0.9386401326699055,
"eval_runtime": 3.2443,
"eval_samples_per_second": 270.009,
"eval_steps_per_second": 33.905,
"step": 768
},
{
"epoch": 33.0,
"grad_norm": 0.5452151298522949,
"learning_rate": 1.944444444444445e-06,
"loss": 0.0425,
"step": 792
},
{
"epoch": 33.0,
"eval_acc_macro": 0.8512273558913187,
"eval_acc_micro": 0.8594224924011504,
"eval_auc_macro": 0.9896851270268344,
"eval_auc_micro": 0.9917295997268475,
"eval_f1_at_5": 0.42712632039330145,
"eval_f1_at_8": 0.2918154230125642,
"eval_f1_macro": 0.9175407198197038,
"eval_f1_micro": 0.9243972210869698,
"eval_loss": 0.06364509463310242,
"eval_prec_at_5": 0.27351598173515984,
"eval_prec_at_8": 0.17151826484018265,
"eval_prec_macro": 0.9039169093915104,
"eval_prec_micro": 0.9113618049958975,
"eval_rec_at_5": 0.9743150684931506,
"eval_rec_at_8": 0.9771689497716894,
"eval_rec_macro": 0.9318495447404759,
"eval_rec_micro": 0.937810945273554,
"eval_runtime": 3.2885,
"eval_samples_per_second": 266.382,
"eval_steps_per_second": 33.45,
"step": 792
}
],
"logging_steps": 500,
"max_steps": 960,
"num_input_tokens_seen": 0,
"num_train_epochs": 40,
"save_steps": 500,
"total_flos": 1.332040372236288e+16,
"train_batch_size": 32,
"trial_name": null,
"trial_params": null
}