longformer-simple / checkpoint-1458 /trainer_state.json
Theoreticallyhugo's picture
Training in progress, epoch 18, checkpoint
9f2bad4 verified
raw
history blame contribute delete
No virus
24.5 kB
{
"best_metric": 0.4725272059440613,
"best_model_checkpoint": "longformer-simple/checkpoint-324",
"epoch": 18.0,
"eval_steps": 500,
"global_step": 1458,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 1.0,
"eval_Claim": {
"f1-score": 0.46242900830056793,
"precision": 0.43257049448304047,
"recall": 0.496715157203191,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.5626477541371159,
"precision": 0.6522533495736906,
"recall": 0.49468822170900695,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8691687871077185,
"precision": 0.911293908403735,
"recall": 0.8307661126874747,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8615178272046495,
"precision": 0.8377046804810897,
"recall": 0.88672444205844,
"support": 13039.0
},
"eval_accuracy": 0.7823004022635849,
"eval_loss": 0.5488611459732056,
"eval_macro avg": {
"f1-score": 0.6889408441875129,
"precision": 0.708455608235389,
"recall": 0.6772234834145282,
"support": 29334.0
},
"eval_runtime": 5.8698,
"eval_samples_per_second": 13.629,
"eval_steps_per_second": 1.704,
"eval_weighted avg": {
"f1-score": 0.7840489998358311,
"precision": 0.7899101236188295,
"recall": 0.7823004022635849,
"support": 29334.0
},
"step": 81
},
{
"epoch": 2.0,
"eval_Claim": {
"f1-score": 0.5457327068079991,
"precision": 0.5107383923092657,
"recall": 0.5858751759737213,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.6722085773663329,
"precision": 0.5687340153452686,
"recall": 0.8217090069284064,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8773589977955805,
"precision": 0.9344863131370977,
"recall": 0.8268139440616133,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8678243902439025,
"precision": 0.8834419195931988,
"recall": 0.852749443975765,
"support": 13039.0
},
"eval_accuracy": 0.8029590236585532,
"eval_loss": 0.5075464248657227,
"eval_macro avg": {
"f1-score": 0.7407811680534537,
"precision": 0.7243501600962077,
"recall": 0.7717868927348766,
"support": 29334.0
},
"eval_runtime": 5.9473,
"eval_samples_per_second": 13.451,
"eval_steps_per_second": 1.681,
"eval_weighted avg": {
"f1-score": 0.8097969994222006,
"precision": 0.8232353684753937,
"recall": 0.8029590236585532,
"support": 29334.0
},
"step": 162
},
{
"epoch": 3.0,
"eval_Claim": {
"f1-score": 0.4978109708987896,
"precision": 0.5516552511415526,
"recall": 0.45354293758798686,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7357876283496118,
"precision": 0.8036105032822757,
"recall": 0.6785219399538106,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8891011355194736,
"precision": 0.9331699710403207,
"recall": 0.8490068909606809,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8770979581655561,
"precision": 0.8191560170394037,
"recall": 0.9438607255157604,
"support": 13039.0
},
"eval_accuracy": 0.821129065248517,
"eval_loss": 0.5219377279281616,
"eval_macro avg": {
"f1-score": 0.7499494232333578,
"precision": 0.7768979356258882,
"recall": 0.7312331235045597,
"support": 29334.0
},
"eval_runtime": 5.8364,
"eval_samples_per_second": 13.707,
"eval_steps_per_second": 1.713,
"eval_weighted avg": {
"f1-score": 0.815598992812927,
"precision": 0.8174973750724106,
"recall": 0.821129065248517,
"support": 29334.0
},
"step": 243
},
{
"epoch": 4.0,
"eval_Claim": {
"f1-score": 0.5811481218993623,
"precision": 0.5851569933396765,
"recall": 0.5771938057250118,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.761714412613813,
"precision": 0.7335329341317365,
"recall": 0.792147806004619,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8977645611156685,
"precision": 0.9085720215857203,
"recall": 0.8872111876773409,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8891009734682191,
"precision": 0.8851474612344178,
"recall": 0.8930899608865711,
"support": 13039.0
},
"eval_accuracy": 0.8377650507943001,
"eval_loss": 0.4725272059440613,
"eval_macro avg": {
"f1-score": 0.7824320172742658,
"precision": 0.7781023525728877,
"recall": 0.7874106900733857,
"support": 29334.0
},
"eval_runtime": 5.8763,
"eval_samples_per_second": 13.614,
"eval_steps_per_second": 1.702,
"eval_weighted avg": {
"f1-score": 0.8378705011585708,
"precision": 0.8382513248807655,
"recall": 0.8377650507943001,
"support": 29334.0
},
"step": 324
},
{
"epoch": 5.0,
"eval_Claim": {
"f1-score": 0.5790953831731895,
"precision": 0.5784176029962547,
"recall": 0.5797747536367902,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7450592885375493,
"precision": 0.8008497079129049,
"recall": 0.6965357967667436,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8897467572575665,
"precision": 0.9040794979079498,
"recall": 0.8758613700851237,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8861129867206842,
"precision": 0.8672442910639547,
"recall": 0.905820998542833,
"support": 13039.0
},
"eval_accuracy": 0.8329242517215518,
"eval_loss": 0.5538631081581116,
"eval_macro avg": {
"f1-score": 0.7750036039222473,
"precision": 0.787647774970266,
"recall": 0.7644982297578727,
"support": 29334.0
},
"eval_runtime": 5.8534,
"eval_samples_per_second": 13.667,
"eval_steps_per_second": 1.708,
"eval_weighted avg": {
"f1-score": 0.8323176558681596,
"precision": 0.8327711951367025,
"recall": 0.8329242517215518,
"support": 29334.0
},
"step": 405
},
{
"epoch": 6.0,
"eval_Claim": {
"f1-score": 0.5991994252283692,
"precision": 0.5325670498084292,
"recall": 0.6848897231346786,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7586672669968483,
"precision": 0.7400087834870444,
"recall": 0.7782909930715936,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8972759409440632,
"precision": 0.9212211784799317,
"recall": 0.8745439805431698,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8764605695726225,
"precision": 0.9062909567496723,
"recall": 0.8485313290896541,
"support": 13039.0
},
"eval_accuracy": 0.8283220835890094,
"eval_loss": 0.5790187120437622,
"eval_macro avg": {
"f1-score": 0.7829008006854759,
"precision": 0.7750219921312693,
"recall": 0.796564006459774,
"support": 29334.0
},
"eval_runtime": 5.8468,
"eval_samples_per_second": 13.683,
"eval_steps_per_second": 1.71,
"eval_weighted avg": {
"f1-score": 0.8344852708551485,
"precision": 0.8447418748493872,
"recall": 0.8283220835890094,
"support": 29334.0
},
"step": 486
},
{
"epoch": 6.17,
"grad_norm": 6.636661529541016,
"learning_rate": 1.3827160493827162e-05,
"loss": 0.3561,
"step": 500
},
{
"epoch": 7.0,
"eval_Claim": {
"f1-score": 0.5628712871287128,
"precision": 0.5955997904662127,
"recall": 0.5335523228531206,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7734199350487135,
"precision": 0.8422198041349293,
"recall": 0.7150115473441109,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.9010954940057875,
"precision": 0.9193378321383383,
"recall": 0.8835630320226996,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8842947894099071,
"precision": 0.848316189939411,
"recall": 0.9234603880665695,
"support": 13039.0
},
"eval_accuracy": 0.838003681734506,
"eval_loss": 0.7058164477348328,
"eval_macro avg": {
"f1-score": 0.7804203763982802,
"precision": 0.8013684041697228,
"recall": 0.7638968225716252,
"support": 29334.0
},
"eval_runtime": 5.8534,
"eval_samples_per_second": 13.667,
"eval_steps_per_second": 1.708,
"eval_weighted avg": {
"f1-score": 0.835063123988816,
"precision": 0.8350403187795808,
"recall": 0.838003681734506,
"support": 29334.0
},
"step": 567
},
{
"epoch": 8.0,
"eval_Claim": {
"f1-score": 0.5638466220328667,
"precision": 0.5858841386288894,
"recall": 0.5434068512435476,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7606318347509112,
"precision": 0.8025641025641026,
"recall": 0.7228637413394919,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.896161170692593,
"precision": 0.8864763037874281,
"recall": 0.9060599918929875,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8909187386294724,
"precision": 0.8807043836642937,
"recall": 0.9013728046629342,
"support": 13039.0
},
"eval_accuracy": 0.8377650507943001,
"eval_loss": 0.6875935196876526,
"eval_macro avg": {
"f1-score": 0.7778895915264609,
"precision": 0.7889072321611785,
"recall": 0.7684258472847404,
"support": 29334.0
},
"eval_runtime": 5.8627,
"eval_samples_per_second": 13.646,
"eval_steps_per_second": 1.706,
"eval_weighted avg": {
"f1-score": 0.8355454452418354,
"precision": 0.8340438435010799,
"recall": 0.8377650507943001,
"support": 29334.0
},
"step": 648
},
{
"epoch": 9.0,
"eval_Claim": {
"f1-score": 0.5931978798586572,
"precision": 0.5602836879432624,
"recall": 0.6302205537306429,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7739087788131438,
"precision": 0.8248823836905385,
"recall": 0.7288683602771363,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8940459939094823,
"precision": 0.927653083460449,
"recall": 0.8627888123226591,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8843249773482331,
"precision": 0.8708454160160607,
"recall": 0.8982283917478334,
"support": 13039.0
},
"eval_accuracy": 0.8348673893775141,
"eval_loss": 0.6963120698928833,
"eval_macro avg": {
"f1-score": 0.786369407482379,
"precision": 0.7959161427775777,
"recall": 0.7800265295195679,
"support": 29334.0
},
"eval_runtime": 5.8671,
"eval_samples_per_second": 13.635,
"eval_steps_per_second": 1.704,
"eval_weighted avg": {
"f1-score": 0.8371473756606818,
"precision": 0.8414411074427396,
"recall": 0.8348673893775141,
"support": 29334.0
},
"step": 729
},
{
"epoch": 10.0,
"eval_Claim": {
"f1-score": 0.5676917638741604,
"precision": 0.5701775147928994,
"recall": 0.5652275926794932,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7616811458088754,
"precision": 0.7745940783190067,
"recall": 0.7491916859122402,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.9002143118498772,
"precision": 0.9296124365756234,
"recall": 0.8726185650587759,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8900003732596766,
"precision": 0.8669284467713787,
"recall": 0.9143339213129841,
"support": 13039.0
},
"eval_accuracy": 0.8373900593168337,
"eval_loss": 0.7715491056442261,
"eval_macro avg": {
"f1-score": 0.7798968986981474,
"precision": 0.785328119114727,
"recall": 0.7753429412408733,
"support": 29334.0
},
"eval_runtime": 5.8552,
"eval_samples_per_second": 13.663,
"eval_steps_per_second": 1.708,
"eval_weighted avg": {
"f1-score": 0.8371368267053725,
"precision": 0.8380850988337167,
"recall": 0.8373900593168337,
"support": 29334.0
},
"step": 810
},
{
"epoch": 11.0,
"eval_Claim": {
"f1-score": 0.5986891586977544,
"precision": 0.5522299306243805,
"recall": 0.6536837165649929,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.760990850256639,
"precision": 0.7361830742659758,
"recall": 0.7875288683602771,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8930523028883683,
"precision": 0.9179415855354659,
"recall": 0.8694770976895014,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8843171634521723,
"precision": 0.8987802946301283,
"recall": 0.8703121405015722,
"support": 13039.0
},
"eval_accuracy": 0.83244698984114,
"eval_loss": 0.7798097133636475,
"eval_macro avg": {
"f1-score": 0.7842623688237336,
"precision": 0.7762837212639876,
"recall": 0.795250455779086,
"support": 29334.0
},
"eval_runtime": 5.8447,
"eval_samples_per_second": 13.688,
"eval_steps_per_second": 1.711,
"eval_weighted avg": {
"f1-score": 0.8366540534646059,
"precision": 0.8428746215263233,
"recall": 0.83244698984114,
"support": 29334.0
},
"step": 891
},
{
"epoch": 12.0,
"eval_Claim": {
"f1-score": 0.5911446066886481,
"precision": 0.5933806146572104,
"recall": 0.5889253871421868,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7685296234108899,
"precision": 0.7994011976047904,
"recall": 0.7399538106235566,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8974528445777621,
"precision": 0.9005203550658096,
"recall": 0.8944061613295501,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8881464044346572,
"precision": 0.8794646214001053,
"recall": 0.8970013037809648,
"support": 13039.0
},
"eval_accuracy": 0.8397763687188927,
"eval_loss": 0.8434343338012695,
"eval_macro avg": {
"f1-score": 0.7863183697779894,
"precision": 0.7931916971819789,
"recall": 0.7800716657190646,
"support": 29334.0
},
"eval_runtime": 5.824,
"eval_samples_per_second": 13.736,
"eval_steps_per_second": 1.717,
"eval_weighted avg": {
"f1-score": 0.8392967405095946,
"precision": 0.8390729472526346,
"recall": 0.8397763687188927,
"support": 29334.0
},
"step": 972
},
{
"epoch": 12.35,
"grad_norm": 8.536613464355469,
"learning_rate": 7.654320987654322e-06,
"loss": 0.0633,
"step": 1000
},
{
"epoch": 13.0,
"eval_Claim": {
"f1-score": 0.5875576036866359,
"precision": 0.5771842462652784,
"recall": 0.5983106522759268,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7726320688852689,
"precision": 0.7786116322701688,
"recall": 0.766743648960739,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8950658744510462,
"precision": 0.9130388953304522,
"recall": 0.8777867855695176,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8827460510328068,
"precision": 0.8741821463488004,
"recall": 0.891479407930056,
"support": 13039.0
},
"eval_accuracy": 0.835071930183405,
"eval_loss": 0.9362213015556335,
"eval_macro avg": {
"f1-score": 0.7845003995139396,
"precision": 0.785754230053675,
"recall": 0.7835801236840598,
"support": 29334.0
},
"eval_runtime": 5.8402,
"eval_samples_per_second": 13.698,
"eval_steps_per_second": 1.712,
"eval_weighted avg": {
"f1-score": 0.83587491458883,
"precision": 0.8370485534468686,
"recall": 0.835071930183405,
"support": 29334.0
},
"step": 1053
},
{
"epoch": 14.0,
"eval_Claim": {
"f1-score": 0.5757274309873166,
"precision": 0.6124338624338624,
"recall": 0.5431722196152041,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7806691449814126,
"precision": 0.7854137447405329,
"recall": 0.7759815242494227,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.894971487817522,
"precision": 0.916153682869879,
"recall": 0.8747466558573166,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8893903521751998,
"precision": 0.8590723933395269,
"recall": 0.9219265281079837,
"support": 13039.0
},
"eval_accuracy": 0.8402536305993046,
"eval_loss": 1.0311453342437744,
"eval_macro avg": {
"f1-score": 0.7851896039903627,
"precision": 0.7932684208459503,
"recall": 0.7789567319574817,
"support": 29334.0
},
"eval_runtime": 5.8463,
"eval_samples_per_second": 13.684,
"eval_steps_per_second": 1.71,
"eval_weighted avg": {
"f1-score": 0.8376709093048489,
"precision": 0.8370035916809992,
"recall": 0.8402536305993046,
"support": 29334.0
},
"step": 1134
},
{
"epoch": 15.0,
"eval_Claim": {
"f1-score": 0.5845799769850402,
"precision": 0.5736224028906955,
"recall": 0.5959643359924918,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7613293051359518,
"precision": 0.8367459878251245,
"recall": 0.6983833718244804,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8997656860192659,
"precision": 0.9253507550605119,
"recall": 0.8755573571139035,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8875041976045669,
"precision": 0.8641912512716174,
"recall": 0.9121098243730348,
"support": 13039.0
},
"eval_accuracy": 0.8381059521374514,
"eval_loss": 1.0062618255615234,
"eval_macro avg": {
"f1-score": 0.7832947914362062,
"precision": 0.7999775992619873,
"recall": 0.7705037223259776,
"support": 29334.0
},
"eval_runtime": 5.8597,
"eval_samples_per_second": 13.653,
"eval_steps_per_second": 1.707,
"eval_weighted avg": {
"f1-score": 0.8383041122838222,
"precision": 0.8405224217982303,
"recall": 0.8381059521374514,
"support": 29334.0
},
"step": 1215
},
{
"epoch": 16.0,
"eval_Claim": {
"f1-score": 0.587790910198611,
"precision": 0.6114068441064638,
"recall": 0.5659314875645237,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7780703854440987,
"precision": 0.8076540755467196,
"recall": 0.7505773672055427,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8989037758830695,
"precision": 0.9003660024400163,
"recall": 0.8974462910417511,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.89104589917231,
"precision": 0.8745292075917583,
"recall": 0.908198481478641,
"support": 13039.0
},
"eval_accuracy": 0.8432194722847208,
"eval_loss": 0.9864347577095032,
"eval_macro avg": {
"f1-score": 0.7889527426745223,
"precision": 0.7984890324212395,
"recall": 0.7805384068226147,
"support": 29334.0
},
"eval_runtime": 5.8915,
"eval_samples_per_second": 13.579,
"eval_steps_per_second": 1.697,
"eval_weighted avg": {
"f1-score": 0.8412905564694496,
"precision": 0.8400553996388973,
"recall": 0.8432194722847208,
"support": 29334.0
},
"step": 1296
},
{
"epoch": 17.0,
"eval_Claim": {
"f1-score": 0.5855803726420553,
"precision": 0.5777574788764558,
"recall": 0.5936180197090568,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7654614652711702,
"precision": 0.7891123099558607,
"recall": 0.7431870669745958,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.9005902941022829,
"precision": 0.9293800539083558,
"recall": 0.8735306039724362,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8890554722638682,
"precision": 0.869437724507001,
"recall": 0.9095789554413682,
"support": 13039.0
},
"eval_accuracy": 0.8392650167041659,
"eval_loss": 1.047443151473999,
"eval_macro avg": {
"f1-score": 0.7851719010698441,
"precision": 0.7914218918119184,
"recall": 0.7799786615243642,
"support": 29334.0
},
"eval_runtime": 5.8682,
"eval_samples_per_second": 13.633,
"eval_steps_per_second": 1.704,
"eval_weighted avg": {
"f1-score": 0.8397213794764584,
"precision": 0.8412951315142951,
"recall": 0.8392650167041659,
"support": 29334.0
},
"step": 1377
},
{
"epoch": 18.0,
"eval_Claim": {
"f1-score": 0.5782873522035114,
"precision": 0.5889078083191438,
"recall": 0.5680431722196152,
"support": 4262.0
},
"eval_MajorClaim": {
"f1-score": 0.7745774815520113,
"precision": 0.7991159135559921,
"recall": 0.751501154734411,
"support": 2165.0
},
"eval_O": {
"f1-score": 0.8985953040090229,
"precision": 0.9093172857439302,
"recall": 0.8881232265910012,
"support": 9868.0
},
"eval_Premise": {
"f1-score": 0.8900255754475703,
"precision": 0.8732747804265998,
"recall": 0.9074315514993481,
"support": 13039.0
},
"eval_accuracy": 0.8401172700620441,
"eval_loss": 1.0609416961669922,
"eval_macro avg": {
"f1-score": 0.7853714283030289,
"precision": 0.7926539470114164,
"recall": 0.7787747762610939,
"support": 29334.0
},
"eval_runtime": 5.8605,
"eval_samples_per_second": 13.651,
"eval_steps_per_second": 1.706,
"eval_weighted avg": {
"f1-score": 0.8390946642419506,
"precision": 0.8386099362381009,
"recall": 0.8401172700620441,
"support": 29334.0
},
"step": 1458
}
],
"logging_steps": 500,
"max_steps": 1620,
"num_input_tokens_seen": 0,
"num_train_epochs": 20,
"save_steps": 500,
"total_flos": 2588197189082400.0,
"train_batch_size": 4,
"trial_name": null,
"trial_params": null
}