{ "best_metric": -0.9551481008529663, "best_model_checkpoint": "./qwen2.5-0.5b/qwen2.5-0.5b-expo-DPO-ES-TRY/checkpoint-36", "epoch": 1.83656117146906, "eval_steps": 36, "global_step": 324, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "dpo_loss": 0.6931471824645996, "dpo_wo_beta": -0.6931471824645996, "epoch": 0.005668398677373642, "grad_norm": 13.433596947813236, "learning_rate": 1.3888888888888887e-08, "logits": -1.3874311447143555, "logps": -88.43561553955078, "loss": 0.6931, "objective": 0.6931471824645996, "ranking_idealized": 0.625, "ranking_idealized_expo": 0.5208333134651184, "ranking_simple": 0.5208333134651184, "regularize": 0.6931471824645996, "step": 1 }, { "dpo_loss": 0.6931712031364441, "dpo_wo_beta": -0.6935088634490967, "epoch": 0.02834199338686821, "grad_norm": 13.470599581187907, "learning_rate": 6.944444444444444e-08, "logits": -1.408589482307434, "logps": -84.63459777832031, "loss": 0.6931, "objective": 0.6931712031364441, "ranking_idealized": 0.6197916865348816, "ranking_idealized_expo": 0.546875, "ranking_simple": 0.546875, "regularize": 0.6931712031364441, "step": 5 }, { "dpo_loss": 0.6912738680839539, "dpo_wo_beta": -0.6787264943122864, "epoch": 0.05668398677373642, "grad_norm": 12.891994338762009, "learning_rate": 1.3888888888888888e-07, "logits": -1.4766913652420044, "logps": -83.30558776855469, "loss": 0.6922, "objective": 0.6912738680839539, "ranking_idealized": 0.6000000238418579, "ranking_idealized_expo": 0.5083333253860474, "ranking_simple": 0.5083333253860474, "regularize": 0.6912738680839539, "step": 10 }, { "dpo_loss": 0.6917670369148254, "dpo_wo_beta": -0.6925874352455139, "epoch": 0.08502598016060463, "grad_norm": 12.616091674274701, "learning_rate": 2.0833333333333333e-07, "logits": -1.4627829790115356, "logps": -83.51612854003906, "loss": 0.691, "objective": 0.6917670369148254, "ranking_idealized": 0.5916666388511658, "ranking_idealized_expo": 0.5041666626930237, "ranking_simple": 0.512499988079071, "regularize": 0.6917670369148254, "step": 15 }, { "dpo_loss": 0.6909351348876953, "dpo_wo_beta": -0.7156455516815186, "epoch": 0.11336797354747284, "grad_norm": 13.131384103632906, "learning_rate": 2.7777777777777776e-07, "logits": -1.4652808904647827, "logps": -83.81787109375, "loss": 0.6882, "objective": 0.6909351348876953, "ranking_idealized": 0.625, "ranking_idealized_expo": 0.5375000238418579, "ranking_simple": 0.5375000238418579, "regularize": 0.6909351348876953, "step": 20 }, { "dpo_loss": 0.6833630800247192, "dpo_wo_beta": -0.6689243316650391, "epoch": 0.14170996693434104, "grad_norm": 12.965314552644642, "learning_rate": 3.472222222222222e-07, "logits": -1.5261986255645752, "logps": -83.36495971679688, "loss": 0.6842, "objective": 0.6833630800247192, "ranking_idealized": 0.5958333611488342, "ranking_idealized_expo": 0.4958333373069763, "ranking_simple": 0.5, "regularize": 0.6833630800247192, "step": 25 }, { "dpo_loss": 0.6835373044013977, "dpo_wo_beta": -0.7437445521354675, "epoch": 0.17005196032120926, "grad_norm": 13.693441774251875, "learning_rate": 4.1666666666666667e-07, "logits": -1.512542724609375, "logps": -83.833984375, "loss": 0.6812, "objective": 0.6835373044013977, "ranking_idealized": 0.6041666865348816, "ranking_idealized_expo": 0.5291666388511658, "ranking_simple": 0.5333333611488342, "regularize": 0.6835373044013977, "step": 30 }, { "dpo_loss": 0.6732779145240784, "dpo_wo_beta": -0.7419623136520386, "epoch": 0.19839395370807747, "grad_norm": 13.409062026931796, "learning_rate": 4.861111111111111e-07, "logits": -1.4930462837219238, "logps": -82.56928253173828, "loss": 0.672, "objective": 0.6732779145240784, "ranking_idealized": 0.612500011920929, "ranking_idealized_expo": 0.5041666626930237, "ranking_simple": 0.512499988079071, "regularize": 0.6732779145240784, "step": 35 }, { "epoch": 0.20406235238545112, "eval_dpo_loss": 0.6925506591796875, "eval_dpo_wo_beta": -0.9551481008529663, "eval_logits": -1.5338705778121948, "eval_logps": -91.41157531738281, "eval_loss": 0.6866393685340881, "eval_objective": 0.6925506591796875, "eval_ranking_idealized": 0.5888429880142212, "eval_ranking_idealized_expo": 0.5092975497245789, "eval_ranking_simple": 0.5051652789115906, "eval_regularize": 0.6925506591796875, "eval_runtime": 211.8538, "eval_samples_per_second": 27.33, "eval_steps_per_second": 1.142, "step": 36 }, { "dpo_loss": 0.6632875800132751, "dpo_wo_beta": -0.7245739102363586, "epoch": 0.22673594709494568, "grad_norm": 15.824803800139307, "learning_rate": 4.998023493068254e-07, "logits": -1.4679725170135498, "logps": -83.45999908447266, "loss": 0.6728, "objective": 0.6632875800132751, "ranking_idealized": 0.6000000238418579, "ranking_idealized_expo": 0.5208333134651184, "ranking_simple": 0.5208333134651184, "regularize": 0.6632875800132751, "step": 40 }, { "dpo_loss": 0.6583938002586365, "dpo_wo_beta": -0.7636463642120361, "epoch": 0.25507794048181387, "grad_norm": 13.750505573599494, "learning_rate": 4.989999289644991e-07, "logits": -1.594675898551941, "logps": -84.99964141845703, "loss": 0.6655, "objective": 0.6583938002586365, "ranking_idealized": 0.6208333373069763, "ranking_idealized_expo": 0.5375000238418579, "ranking_simple": 0.5458333492279053, "regularize": 0.6583938002586365, "step": 45 }, { "dpo_loss": 0.6567264795303345, "dpo_wo_beta": -0.863508403301239, "epoch": 0.2834199338686821, "grad_norm": 13.413740152325811, "learning_rate": 4.975823666181255e-07, "logits": -1.5660439729690552, "logps": -82.82308959960938, "loss": 0.6644, "objective": 0.6567264795303345, "ranking_idealized": 0.5416666865348816, "ranking_idealized_expo": 0.42500001192092896, "ranking_simple": 0.4749999940395355, "regularize": 0.6567264795303345, "step": 50 }, { "dpo_loss": 0.6495455503463745, "dpo_wo_beta": -0.7752765417098999, "epoch": 0.3117619272555503, "grad_norm": 14.577952034074448, "learning_rate": 4.955531642853403e-07, "logits": -1.5825331211090088, "logps": -84.16141510009766, "loss": 0.653, "objective": 0.6495455503463745, "ranking_idealized": 0.625, "ranking_idealized_expo": 0.5416666865348816, "ranking_simple": 0.550000011920929, "regularize": 0.6495455503463745, "step": 55 }, { "dpo_loss": 0.6498515605926514, "dpo_wo_beta": -0.736571729183197, "epoch": 0.3401039206424185, "grad_norm": 13.788809377020446, "learning_rate": 4.929173350101024e-07, "logits": -1.5849006175994873, "logps": -83.91230773925781, "loss": 0.6514, "objective": 0.6498515605926514, "ranking_idealized": 0.6333333253860474, "ranking_idealized_expo": 0.5083333253860474, "ranking_simple": 0.550000011920929, "regularize": 0.6498515605926514, "step": 60 }, { "dpo_loss": 0.6450857520103455, "dpo_wo_beta": -0.8086111545562744, "epoch": 0.3684459140292867, "grad_norm": 13.799818527893999, "learning_rate": 4.896813904782162e-07, "logits": -1.5256472826004028, "logps": -84.62181091308594, "loss": 0.6495, "objective": 0.6450857520103455, "ranking_idealized": 0.5708333253860474, "ranking_idealized_expo": 0.5083333253860474, "ranking_simple": 0.5291666388511658, "regularize": 0.6450857520103455, "step": 65 }, { "dpo_loss": 0.644597053527832, "dpo_wo_beta": -0.891067385673523, "epoch": 0.39678790741615494, "grad_norm": 13.789576838493705, "learning_rate": 4.858533249305336e-07, "logits": -1.6211374998092651, "logps": -86.41259002685547, "loss": 0.6533, "objective": 0.644597053527832, "ranking_idealized": 0.6000000238418579, "ranking_idealized_expo": 0.5166666507720947, "ranking_simple": 0.5208333134651184, "regularize": 0.644597053527832, "step": 70 }, { "epoch": 0.40812470477090224, "eval_dpo_loss": 0.6884610056877136, "eval_dpo_wo_beta": -1.1473097801208496, "eval_logits": -1.6310690641403198, "eval_logps": -92.47576904296875, "eval_loss": 0.6768966913223267, "eval_objective": 0.6884610056877136, "eval_ranking_idealized": 0.5888429880142212, "eval_ranking_idealized_expo": 0.5092975497245789, "eval_ranking_simple": 0.5175619721412659, "eval_regularize": 0.6884610056877136, "eval_runtime": 210.9564, "eval_samples_per_second": 27.446, "eval_steps_per_second": 1.147, "step": 72 }, { "dpo_loss": 0.6458336114883423, "dpo_wo_beta": -0.847459614276886, "epoch": 0.42512990080302315, "grad_norm": 13.350435766130868, "learning_rate": 4.814425954135785e-07, "logits": -1.6625837087631226, "logps": -86.4749755859375, "loss": 0.636, "objective": 0.6458336114883423, "ranking_idealized": 0.625, "ranking_idealized_expo": 0.5458333492279053, "ranking_simple": 0.5833333134651184, "regularize": 0.6458336114883423, "step": 75 }, { "dpo_loss": 0.6464484930038452, "dpo_wo_beta": -0.9348036050796509, "epoch": 0.45347189418989137, "grad_norm": 13.762513071445667, "learning_rate": 4.764600984163808e-07, "logits": -1.7147225141525269, "logps": -86.26012420654297, "loss": 0.6326, "objective": 0.6464484930038452, "ranking_idealized": 0.5833333134651184, "ranking_idealized_expo": 0.5166666507720947, "ranking_simple": 0.5458333492279053, "regularize": 0.6464484930038452, "step": 80 }, { "dpo_loss": 0.6432295441627502, "dpo_wo_beta": -1.0359190702438354, "epoch": 0.4818138875767596, "grad_norm": 13.87750405485222, "learning_rate": 4.70918142951239e-07, "logits": -1.6870180368423462, "logps": -85.32923889160156, "loss": 0.6336, "objective": 0.6432295441627502, "ranking_idealized": 0.6000000238418579, "ranking_idealized_expo": 0.5249999761581421, "ranking_simple": 0.5458333492279053, "regularize": 0.6432295441627502, "step": 85 }, { "dpo_loss": 0.6311187744140625, "dpo_wo_beta": -0.9493275284767151, "epoch": 0.5101558809636277, "grad_norm": 14.792020412361724, "learning_rate": 4.6483042014491527e-07, "logits": -1.5992980003356934, "logps": -88.2070083618164, "loss": 0.6216, "objective": 0.6311187744140625, "ranking_idealized": 0.5458333492279053, "ranking_idealized_expo": 0.4749999940395355, "ranking_simple": 0.5041666626930237, "regularize": 0.6311187744140625, "step": 90 }, { "dpo_loss": 0.595143735408783, "dpo_wo_beta": -0.8239250183105469, "epoch": 0.538497874350496, "grad_norm": 16.242182565245834, "learning_rate": 4.5821196941538334e-07, "logits": -1.6257656812667847, "logps": -87.32308197021484, "loss": 0.6157, "objective": 0.595143735408783, "ranking_idealized": 0.6291666626930237, "ranking_idealized_expo": 0.5458333492279053, "ranking_simple": 0.6041666865348816, "regularize": 0.595143735408783, "step": 95 }, { "dpo_loss": 0.6018479466438293, "dpo_wo_beta": -1.0667775869369507, "epoch": 0.5668398677373642, "grad_norm": 16.965716669559736, "learning_rate": 4.510791413176912e-07, "logits": -1.6872950792312622, "logps": -88.73619842529297, "loss": 0.623, "objective": 0.6018479466438293, "ranking_idealized": 0.612500011920929, "ranking_idealized_expo": 0.5416666865348816, "ranking_simple": 0.5625, "regularize": 0.6018479466438293, "step": 100 }, { "dpo_loss": 0.5836849808692932, "dpo_wo_beta": -0.7914173007011414, "epoch": 0.5951818611242324, "grad_norm": 14.695711016472089, "learning_rate": 4.434495571507234e-07, "logits": -1.606242299079895, "logps": -87.9868392944336, "loss": 0.604, "objective": 0.5836849808692932, "ranking_idealized": 0.625, "ranking_idealized_expo": 0.5333333611488342, "ranking_simple": 0.5833333134651184, "regularize": 0.5836849808692932, "step": 105 }, { "epoch": 0.6121870571563534, "eval_dpo_loss": 0.6853068470954895, "eval_dpo_wo_beta": -1.3960636854171753, "eval_logits": -1.769094467163086, "eval_logps": -94.05838012695312, "eval_loss": 0.677278995513916, "eval_objective": 0.6853068470954895, "eval_ranking_idealized": 0.5888429880142212, "eval_ranking_idealized_expo": 0.5092975497245789, "eval_ranking_simple": 0.5185950398445129, "eval_regularize": 0.6853068470954895, "eval_runtime": 210.425, "eval_samples_per_second": 27.516, "eval_steps_per_second": 1.15, "step": 108 }, { "dpo_loss": 0.6007120013237, "dpo_wo_beta": -0.8422455191612244, "epoch": 0.6235238545111006, "grad_norm": 15.750957422421227, "learning_rate": 4.353420654246546e-07, "logits": -1.7943415641784668, "logps": -86.3438491821289, "loss": 0.6054, "objective": 0.6007120013237, "ranking_idealized": 0.5708333253860474, "ranking_idealized_expo": 0.4541666805744171, "ranking_simple": 0.5166666507720947, "regularize": 0.6007120013237, "step": 110 }, { "dpo_loss": 0.6109593510627747, "dpo_wo_beta": -1.0094329118728638, "epoch": 0.6518658478979689, "grad_norm": 16.233880140590145, "learning_rate": 4.2677669529663686e-07, "logits": -1.7633204460144043, "logps": -86.51942443847656, "loss": 0.6046, "objective": 0.6109593510627747, "ranking_idealized": 0.574999988079071, "ranking_idealized_expo": 0.4833333194255829, "ranking_simple": 0.5166666507720947, "regularize": 0.6109593510627747, "step": 115 }, { "dpo_loss": 0.5903018712997437, "dpo_wo_beta": -0.9045132994651794, "epoch": 0.680207841284837, "grad_norm": 17.133679937634657, "learning_rate": 4.177746070897592e-07, "logits": -1.7159924507141113, "logps": -87.81356811523438, "loss": 0.5999, "objective": 0.5903018712997437, "ranking_idealized": 0.5874999761581421, "ranking_idealized_expo": 0.5291666388511658, "ranking_simple": 0.5791666507720947, "regularize": 0.5903018712997437, "step": 120 }, { "dpo_loss": 0.6066262722015381, "dpo_wo_beta": -1.2728170156478882, "epoch": 0.7085498346717053, "grad_norm": 16.15790530794251, "learning_rate": 4.083580400175153e-07, "logits": -1.698543667793274, "logps": -88.70279693603516, "loss": 0.6139, "objective": 0.6066262722015381, "ranking_idealized": 0.625, "ranking_idealized_expo": 0.550000011920929, "ranking_simple": 0.5874999761581421, "regularize": 0.6066262722015381, "step": 125 }, { "dpo_loss": 0.6065606474876404, "dpo_wo_beta": -1.1573857069015503, "epoch": 0.7368918280585735, "grad_norm": 16.556049529132082, "learning_rate": 3.9855025724292763e-07, "logits": -1.8358159065246582, "logps": -87.11023712158203, "loss": 0.6035, "objective": 0.6065606474876404, "ranking_idealized": 0.5416666865348816, "ranking_idealized_expo": 0.44999998807907104, "ranking_simple": 0.5166666507720947, "regularize": 0.6065606474876404, "step": 130 }, { "dpo_loss": 0.6158966422080994, "dpo_wo_beta": -1.1439249515533447, "epoch": 0.7652338214454416, "grad_norm": 14.197353075079507, "learning_rate": 3.883754884080539e-07, "logits": -1.7928814888000488, "logps": -89.14883422851562, "loss": 0.594, "objective": 0.6158966422080994, "ranking_idealized": 0.5874999761581421, "ranking_idealized_expo": 0.5249999761581421, "ranking_simple": 0.5458333492279053, "regularize": 0.6158966422080994, "step": 135 }, { "dpo_loss": 0.61494380235672, "dpo_wo_beta": -1.0414694547653198, "epoch": 0.7935758148323099, "grad_norm": 15.670852477907466, "learning_rate": 3.7785886977585555e-07, "logits": -1.711374282836914, "logps": -88.56974792480469, "loss": 0.5911, "objective": 0.61494380235672, "ranking_idealized": 0.5791666507720947, "ranking_idealized_expo": 0.5041666626930237, "ranking_simple": 0.5416666865348816, "regularize": 0.61494380235672, "step": 140 }, { "epoch": 0.8162494095418045, "eval_dpo_loss": 0.6885914206504822, "eval_dpo_wo_beta": -1.5153368711471558, "eval_logits": -1.816495418548584, "eval_logps": -95.75775146484375, "eval_loss": 0.6774819493293762, "eval_objective": 0.6885914206504822, "eval_ranking_idealized": 0.5888429880142212, "eval_ranking_idealized_expo": 0.5092975497245789, "eval_ranking_simple": 0.5185950398445129, "eval_regularize": 0.6885914206504822, "eval_runtime": 210.8957, "eval_samples_per_second": 27.454, "eval_steps_per_second": 1.147, "step": 144 }, { "dpo_loss": 0.5598483085632324, "dpo_wo_beta": -0.7996322512626648, "epoch": 0.821917808219178, "grad_norm": 14.122746042521586, "learning_rate": 3.670263821323034e-07, "logits": -1.738029956817627, "logps": -87.6530532836914, "loss": 0.5822, "objective": 0.5598483085632324, "ranking_idealized": 0.5416666865348816, "ranking_idealized_expo": 0.5, "ranking_simple": 0.5208333134651184, "regularize": 0.5598483085632324, "step": 145 }, { "dpo_loss": 0.5972100496292114, "dpo_wo_beta": -0.8620439171791077, "epoch": 0.8502598016060463, "grad_norm": 14.65905297499526, "learning_rate": 3.5590478660213206e-07, "logits": -1.7470637559890747, "logps": -85.3743667602539, "loss": 0.5857, "objective": 0.5972100496292114, "ranking_idealized": 0.6166666746139526, "ranking_idealized_expo": 0.5416666865348816, "ranking_simple": 0.5791666507720947, "regularize": 0.5972100496292114, "step": 150 }, { "dpo_loss": 0.5853369235992432, "dpo_wo_beta": -1.0713670253753662, "epoch": 0.8786017949929145, "grad_norm": 14.449237235852513, "learning_rate": 3.4452155853680454e-07, "logits": -1.7700653076171875, "logps": -85.30365753173828, "loss": 0.5778, "objective": 0.5853369235992432, "ranking_idealized": 0.612500011920929, "ranking_idealized_expo": 0.5083333253860474, "ranking_simple": 0.6000000238418579, "regularize": 0.5853369235992432, "step": 155 }, { "dpo_loss": 0.579626202583313, "dpo_wo_beta": -1.0907135009765625, "epoch": 0.9069437883797827, "grad_norm": 16.128315234232378, "learning_rate": 3.3290481963801696e-07, "logits": -1.7416605949401855, "logps": -87.19976043701172, "loss": 0.5926, "objective": 0.579626202583313, "ranking_idealized": 0.5708333253860474, "ranking_idealized_expo": 0.49166667461395264, "ranking_simple": 0.5625, "regularize": 0.579626202583313, "step": 160 }, { "dpo_loss": 0.561370313167572, "dpo_wo_beta": -1.004237174987793, "epoch": 0.9352857817666509, "grad_norm": 19.041287196836052, "learning_rate": 3.2108326848442503e-07, "logits": -1.71802818775177, "logps": -89.13147735595703, "loss": 0.574, "objective": 0.561370313167572, "ranking_idealized": 0.6041666865348816, "ranking_idealized_expo": 0.5208333134651184, "ranking_simple": 0.5916666388511658, "regularize": 0.561370313167572, "step": 165 }, { "dpo_loss": 0.5719048976898193, "dpo_wo_beta": -0.9809625148773193, "epoch": 0.9636277751535192, "grad_norm": 18.87203490676025, "learning_rate": 3.0908610963322626e-07, "logits": -1.7574745416641235, "logps": -92.2130126953125, "loss": 0.5857, "objective": 0.5719048976898193, "ranking_idealized": 0.5791666507720947, "ranking_idealized_expo": 0.512499988079071, "ranking_simple": 0.5916666388511658, "regularize": 0.5719048976898193, "step": 170 }, { "dpo_loss": 0.5651528239250183, "dpo_wo_beta": -0.7982299327850342, "epoch": 0.9919697685403873, "grad_norm": 15.136769327688043, "learning_rate": 2.969429814717456e-07, "logits": -1.6923960447311401, "logps": -93.54885864257812, "loss": 0.5728, "objective": 0.5651528239250183, "ranking_idealized": 0.6541666388511658, "ranking_idealized_expo": 0.574999988079071, "ranking_simple": 0.6166666746139526, "regularize": 0.5651528239250183, "step": 175 }, { "dpo_loss": 0.541616678237915, "dpo_wo_beta": -0.9241905212402344, "epoch": 1.0203117619272555, "grad_norm": 14.869186889382515, "learning_rate": 2.846838829972671e-07, "logits": -1.8582412004470825, "logps": -90.80587005615234, "loss": 0.5482, "objective": 0.541616678237915, "ranking_idealized": 0.6166666746139526, "ranking_idealized_expo": 0.5416666865348816, "ranking_simple": 0.612500011920929, "regularize": 0.541616678237915, "step": 180 }, { "epoch": 1.0203117619272555, "eval_dpo_loss": 0.6998419761657715, "eval_dpo_wo_beta": -1.868453025817871, "eval_logits": -1.8457019329071045, "eval_logps": -98.13460540771484, "eval_loss": 0.6859121918678284, "eval_objective": 0.6998419761657715, "eval_ranking_idealized": 0.5888429880142212, "eval_ranking_idealized_expo": 0.5092975497245789, "eval_ranking_simple": 0.5237603187561035, "eval_regularize": 0.6998419761657715, "eval_runtime": 211.2462, "eval_samples_per_second": 27.409, "eval_steps_per_second": 1.146, "step": 180 }, { "dpo_loss": 0.5197845697402954, "dpo_wo_beta": -0.6562149524688721, "epoch": 1.0486537553141237, "grad_norm": 15.717261963609046, "learning_rate": 2.7233909970599426e-07, "logits": -1.735451579093933, "logps": -90.08293914794922, "loss": 0.5338, "objective": 0.5197845697402954, "ranking_idealized": 0.5833333134651184, "ranking_idealized_expo": 0.49166667461395264, "ranking_simple": 0.5833333134651184, "regularize": 0.5197845697402954, "step": 185 }, { "dpo_loss": 0.5209748148918152, "dpo_wo_beta": -0.7339054942131042, "epoch": 1.076995748700992, "grad_norm": 15.852085328699776, "learning_rate": 2.5993912877423147e-07, "logits": -1.7829344272613525, "logps": -91.87959289550781, "loss": 0.5286, "objective": 0.5209748148918152, "ranking_idealized": 0.625, "ranking_idealized_expo": 0.5541666746139526, "ranking_simple": 0.6166666746139526, "regularize": 0.5209748148918152, "step": 190 }, { "dpo_loss": 0.5032804608345032, "dpo_wo_beta": -0.56788170337677, "epoch": 1.10533774208786, "grad_norm": 18.497871574750942, "learning_rate": 2.475146037166176e-07, "logits": -1.726409912109375, "logps": -91.2437744140625, "loss": 0.5213, "objective": 0.5032804608345032, "ranking_idealized": 0.6333333253860474, "ranking_idealized_expo": 0.5666666626930237, "ranking_simple": 0.6416666507720947, "regularize": 0.5032804608345032, "step": 195 }, { "dpo_loss": 0.5304009914398193, "dpo_wo_beta": -0.8262697458267212, "epoch": 1.1336797354747283, "grad_norm": 17.200667685474183, "learning_rate": 2.3509621870754504e-07, "logits": -1.8239718675613403, "logps": -90.6737289428711, "loss": 0.5178, "objective": 0.5304009914398193, "ranking_idealized": 0.6000000238418579, "ranking_idealized_expo": 0.5083333253860474, "ranking_simple": 0.574999988079071, "regularize": 0.5304009914398193, "step": 200 }, { "dpo_loss": 0.5203301310539246, "dpo_wo_beta": -0.938244640827179, "epoch": 1.1620217288615966, "grad_norm": 17.29293963157863, "learning_rate": 2.2271465275271983e-07, "logits": -1.799241304397583, "logps": -92.73731994628906, "loss": 0.5275, "objective": 0.5203301310539246, "ranking_idealized": 0.5708333253860474, "ranking_idealized_expo": 0.49166667461395264, "ranking_simple": 0.574999988079071, "regularize": 0.5203301310539246, "step": 205 }, { "dpo_loss": 0.5207778811454773, "dpo_wo_beta": -0.8990126252174377, "epoch": 1.1903637222484649, "grad_norm": 16.801298356601897, "learning_rate": 2.1040049389819624e-07, "logits": -1.8129061460494995, "logps": -92.11985778808594, "loss": 0.5172, "objective": 0.5207778811454773, "ranking_idealized": 0.5833333134651184, "ranking_idealized_expo": 0.5, "ranking_simple": 0.574999988079071, "regularize": 0.5207778811454773, "step": 210 }, { "dpo_loss": 0.5303699374198914, "dpo_wo_beta": -0.8046938180923462, "epoch": 1.2187057156353331, "grad_norm": 15.406676908767183, "learning_rate": 1.9818416366412275e-07, "logits": -1.757646918296814, "logps": -91.60792541503906, "loss": 0.5171, "objective": 0.5303699374198914, "ranking_idealized": 0.5583333373069763, "ranking_idealized_expo": 0.4833333194255829, "ranking_simple": 0.5791666507720947, "regularize": 0.5303699374198914, "step": 215 }, { "epoch": 1.2243741143127067, "eval_dpo_loss": 0.7003704905509949, "eval_dpo_wo_beta": -2.0594191551208496, "eval_logits": -1.885943055152893, "eval_logps": -99.3935775756836, "eval_loss": 0.6891233325004578, "eval_objective": 0.7003704905509949, "eval_ranking_idealized": 0.5888429880142212, "eval_ranking_idealized_expo": 0.5092975497245789, "eval_ranking_simple": 0.5247933864593506, "eval_regularize": 0.7003704905509949, "eval_runtime": 210.3607, "eval_samples_per_second": 27.524, "eval_steps_per_second": 1.15, "step": 216 }, { "dpo_loss": 0.5014426112174988, "dpo_wo_beta": -0.6835492849349976, "epoch": 1.2470477090222012, "grad_norm": 17.734567216291715, "learning_rate": 1.8609584188988133e-07, "logits": -1.7417553663253784, "logps": -91.04163360595703, "loss": 0.5162, "objective": 0.5014426112174988, "ranking_idealized": 0.6541666388511658, "ranking_idealized_expo": 0.6041666865348816, "ranking_simple": 0.6583333611488342, "regularize": 0.5014426112174988, "step": 220 }, { "dpo_loss": 0.5014557242393494, "dpo_wo_beta": -0.8168562650680542, "epoch": 1.2753897024090695, "grad_norm": 16.95873203496136, "learning_rate": 1.741653921762879e-07, "logits": -1.8029441833496094, "logps": -92.49475860595703, "loss": 0.5135, "objective": 0.5014557242393494, "ranking_idealized": 0.6166666746139526, "ranking_idealized_expo": 0.5333333611488342, "ranking_simple": 0.6291666626930237, "regularize": 0.5014557242393494, "step": 225 }, { "dpo_loss": 0.5178931355476379, "dpo_wo_beta": -0.9624936580657959, "epoch": 1.3037316957959377, "grad_norm": 16.74959646013195, "learning_rate": 1.624222881090439e-07, "logits": -1.7226511240005493, "logps": -91.97869110107422, "loss": 0.5168, "objective": 0.5178931355476379, "ranking_idealized": 0.5791666507720947, "ranking_idealized_expo": 0.5041666626930237, "ranking_simple": 0.5833333134651184, "regularize": 0.5178931355476379, "step": 230 }, { "dpo_loss": 0.504324197769165, "dpo_wo_beta": -0.7607553601264954, "epoch": 1.3320736891828058, "grad_norm": 16.27709469673636, "learning_rate": 1.5089554044570149e-07, "logits": -1.8560264110565186, "logps": -91.13007354736328, "loss": 0.5205, "objective": 0.504324197769165, "ranking_idealized": 0.6041666865348816, "ranking_idealized_expo": 0.4833333194255829, "ranking_simple": 0.6291666626930237, "regularize": 0.504324197769165, "step": 235 }, { "dpo_loss": 0.5133432745933533, "dpo_wo_beta": -0.8683770298957825, "epoch": 1.360415682569674, "grad_norm": 17.129996913619507, "learning_rate": 1.3961362544602212e-07, "logits": -1.8072270154953003, "logps": -92.90058898925781, "loss": 0.5032, "objective": 0.5133432745933533, "ranking_idealized": 0.5541666746139526, "ranking_idealized_expo": 0.4791666567325592, "ranking_simple": 0.574999988079071, "regularize": 0.5133432745933533, "step": 240 }, { "dpo_loss": 0.5124314427375793, "dpo_wo_beta": -0.7547214031219482, "epoch": 1.3887576759565423, "grad_norm": 16.459721846313148, "learning_rate": 1.2860441452278574e-07, "logits": -1.829980731010437, "logps": -92.37997436523438, "loss": 0.5115, "objective": 0.5124314427375793, "ranking_idealized": 0.5916666388511658, "ranking_idealized_expo": 0.5208333134651184, "ranking_simple": 0.6083333492279053, "regularize": 0.5124314427375793, "step": 245 }, { "dpo_loss": 0.5035055875778198, "dpo_wo_beta": -0.7095458507537842, "epoch": 1.4170996693434104, "grad_norm": 15.886363535231352, "learning_rate": 1.1789510538684522e-07, "logits": -1.8016122579574585, "logps": -92.37277221679688, "loss": 0.5093, "objective": 0.5035055875778198, "ranking_idealized": 0.574999988079071, "ranking_idealized_expo": 0.47083333134651184, "ranking_simple": 0.5791666507720947, "regularize": 0.5035055875778198, "step": 250 }, { "epoch": 1.4284364666981577, "eval_dpo_loss": 0.7118967771530151, "eval_dpo_wo_beta": -2.3164827823638916, "eval_logits": -1.896795630455017, "eval_logps": -102.08467102050781, "eval_loss": 0.6999199986457825, "eval_objective": 0.7118967771530151, "eval_ranking_idealized": 0.5888429880142212, "eval_ranking_idealized_expo": 0.5092975497245789, "eval_ranking_simple": 0.5237603187561035, "eval_regularize": 0.7118967771530151, "eval_runtime": 210.1951, "eval_samples_per_second": 27.546, "eval_steps_per_second": 1.151, "step": 252 }, { "dpo_loss": 0.5017536282539368, "dpo_wo_beta": -0.8617421388626099, "epoch": 1.4454416627302786, "grad_norm": 18.01058733365972, "learning_rate": 1.0751215485652643e-07, "logits": -1.7449065446853638, "logps": -94.58292388916016, "loss": 0.5028, "objective": 0.5017536282539368, "ranking_idealized": 0.6166666746139526, "ranking_idealized_expo": 0.5458333492279053, "ranking_simple": 0.6291666626930237, "regularize": 0.5017536282539368, "step": 255 }, { "dpo_loss": 0.49517151713371277, "dpo_wo_beta": -0.7506776452064514, "epoch": 1.473783656117147, "grad_norm": 17.81035746121776, "learning_rate": 9.748121349736891e-08, "logits": -1.817198634147644, "logps": -95.67717742919922, "loss": 0.5086, "objective": 0.49517151713371277, "ranking_idealized": 0.5666666626930237, "ranking_idealized_expo": 0.48750001192092896, "ranking_simple": 0.5791666507720947, "regularize": 0.49517151713371277, "step": 260 }, { "dpo_loss": 0.5204591751098633, "dpo_wo_beta": -1.0298762321472168, "epoch": 1.5021256495040152, "grad_norm": 16.358665885069936, "learning_rate": 8.78270622536716e-08, "logits": -1.7978217601776123, "logps": -93.08860778808594, "loss": 0.5031, "objective": 0.5204591751098633, "ranking_idealized": 0.5791666507720947, "ranking_idealized_expo": 0.5083333253860474, "ranking_simple": 0.5916666388511658, "regularize": 0.5204591751098633, "step": 265 }, { "dpo_loss": 0.5112512111663818, "dpo_wo_beta": -0.8745156526565552, "epoch": 1.5304676428908834, "grad_norm": 16.95418568294612, "learning_rate": 7.857355122839673e-08, "logits": -1.7797691822052002, "logps": -95.0974349975586, "loss": 0.5001, "objective": 0.5112512111663818, "ranking_idealized": 0.574999988079071, "ranking_idealized_expo": 0.5083333253860474, "ranking_simple": 0.612500011920929, "regularize": 0.5112512111663818, "step": 270 }, { "dpo_loss": 0.4850163459777832, "dpo_wo_beta": -0.7579888105392456, "epoch": 1.5588096362777515, "grad_norm": 16.810103741459905, "learning_rate": 6.97435407626708e-08, "logits": -1.7828667163848877, "logps": -95.46377563476562, "loss": 0.5032, "objective": 0.4850163459777832, "ranking_idealized": 0.6208333373069763, "ranking_idealized_expo": 0.5249999761581421, "ranking_simple": 0.6208333373069763, "regularize": 0.4850163459777832, "step": 275 }, { "dpo_loss": 0.500173032283783, "dpo_wo_beta": -0.9343259334564209, "epoch": 1.5871516296646198, "grad_norm": 19.77407532453596, "learning_rate": 6.135884496044244e-08, "logits": -1.7596685886383057, "logps": -94.32428741455078, "loss": 0.5082, "objective": 0.500173032283783, "ranking_idealized": 0.574999988079071, "ranking_idealized_expo": 0.5041666626930237, "ranking_simple": 0.5916666388511658, "regularize": 0.500173032283783, "step": 280 }, { "dpo_loss": 0.4930657148361206, "dpo_wo_beta": -0.8764402270317078, "epoch": 1.615493623051488, "grad_norm": 17.882115521129325, "learning_rate": 5.344017779781834e-08, "logits": -1.8836300373077393, "logps": -95.88809967041016, "loss": 0.4986, "objective": 0.4930657148361206, "ranking_idealized": 0.5874999761581421, "ranking_idealized_expo": 0.512499988079071, "ranking_simple": 0.6416666507720947, "regularize": 0.4930657148361206, "step": 285 }, { "epoch": 1.632498819083609, "eval_dpo_loss": 0.7089951038360596, "eval_dpo_wo_beta": -2.2741074562072754, "eval_logits": -1.9005335569381714, "eval_logps": -102.14405059814453, "eval_loss": 0.69806969165802, "eval_objective": 0.7089951038360596, "eval_ranking_idealized": 0.5888429880142212, "eval_ranking_idealized_expo": 0.5092975497245789, "eval_ranking_simple": 0.5278925895690918, "eval_regularize": 0.7089951038360596, "eval_runtime": 210.3642, "eval_samples_per_second": 27.524, "eval_steps_per_second": 1.15, "step": 288 }, { "dpo_loss": 0.48574885725975037, "dpo_wo_beta": -0.6394420266151428, "epoch": 1.643835616438356, "grad_norm": 18.69303873982025, "learning_rate": 4.600710195020982e-08, "logits": -1.8818236589431763, "logps": -93.7010726928711, "loss": 0.4998, "objective": 0.48574885725975037, "ranking_idealized": 0.612500011920929, "ranking_idealized_expo": 0.5625, "ranking_simple": 0.6666666865348816, "regularize": 0.48574885725975037, "step": 290 }, { "dpo_loss": 0.48394453525543213, "dpo_wo_beta": -0.8024871945381165, "epoch": 1.6721776098252243, "grad_norm": 16.956110275905026, "learning_rate": 3.9077980463711384e-08, "logits": -1.762637734413147, "logps": -92.77220153808594, "loss": 0.5044, "objective": 0.48394453525543213, "ranking_idealized": 0.5791666507720947, "ranking_idealized_expo": 0.4749999940395355, "ranking_simple": 0.6208333373069763, "regularize": 0.48394453525543213, "step": 295 }, { "dpo_loss": 0.49569427967071533, "dpo_wo_beta": -0.9217907190322876, "epoch": 1.7005196032120926, "grad_norm": 16.550791676698843, "learning_rate": 3.2669931390104374e-08, "logits": -1.8427069187164307, "logps": -94.1619873046875, "loss": 0.5001, "objective": 0.49569427967071533, "ranking_idealized": 0.6583333611488342, "ranking_idealized_expo": 0.574999988079071, "ranking_simple": 0.6499999761581421, "regularize": 0.49569427967071533, "step": 300 }, { "dpo_loss": 0.5322020053863525, "dpo_wo_beta": -1.2344766855239868, "epoch": 1.7288615965989607, "grad_norm": 18.336457660232934, "learning_rate": 2.679878549755618e-08, "logits": -1.769299864768982, "logps": -94.73688507080078, "loss": 0.5077, "objective": 0.5322020053863525, "ranking_idealized": 0.5625, "ranking_idealized_expo": 0.5083333253860474, "ranking_simple": 0.6041666865348816, "regularize": 0.5322020053863525, "step": 305 }, { "dpo_loss": 0.5099295973777771, "dpo_wo_beta": -0.9262399077415466, "epoch": 1.7572035899858292, "grad_norm": 17.848858958468, "learning_rate": 2.147904716149135e-08, "logits": -1.8594757318496704, "logps": -91.70903015136719, "loss": 0.5042, "objective": 0.5099295973777771, "ranking_idealized": 0.6083333492279053, "ranking_idealized_expo": 0.5249999761581421, "ranking_simple": 0.6166666746139526, "regularize": 0.5099295973777771, "step": 310 }, { "dpo_loss": 0.5144280791282654, "dpo_wo_beta": -0.8178034424781799, "epoch": 1.7855455833726972, "grad_norm": 16.57904461321692, "learning_rate": 1.6723858532249778e-08, "logits": -1.753740906715393, "logps": -92.84646606445312, "loss": 0.5027, "objective": 0.5144280791282654, "ranking_idealized": 0.6041666865348816, "ranking_idealized_expo": 0.5083333253860474, "ranking_simple": 0.5874999761581421, "regularize": 0.5144280791282654, "step": 315 }, { "dpo_loss": 0.5112444162368774, "dpo_wo_beta": -0.9777346253395081, "epoch": 1.8138875767595655, "grad_norm": 18.774453505894844, "learning_rate": 1.254496706805433e-08, "logits": -1.8467546701431274, "logps": -95.57693481445312, "loss": 0.5055, "objective": 0.5112444162368774, "ranking_idealized": 0.6000000238418579, "ranking_idealized_expo": 0.5, "ranking_simple": 0.5958333611488342, "regularize": 0.5112444162368774, "step": 320 }, { "epoch": 1.83656117146906, "eval_dpo_loss": 0.7079721689224243, "eval_dpo_wo_beta": -2.264868974685669, "eval_logits": -1.8981069326400757, "eval_logps": -101.57964324951172, "eval_loss": 0.6964598298072815, "eval_objective": 0.7079721689224243, "eval_ranking_idealized": 0.5888429880142212, "eval_ranking_idealized_expo": 0.5092975497245789, "eval_ranking_simple": 0.5278925895690918, "eval_regularize": 0.7079721689224243, "eval_runtime": 210.0424, "eval_samples_per_second": 27.566, "eval_steps_per_second": 1.152, "step": 324 }, { "epoch": 1.83656117146906, "step": 324, "total_flos": 0.0, "train_loss": 0.29064991334338247, "train_runtime": 6418.0206, "train_samples_per_second": 15.831, "train_steps_per_second": 0.055 } ], "logging_steps": 5, "max_steps": 352, "num_input_tokens_seen": 0, "num_train_epochs": 2, "save_steps": 36, "stateful_callbacks": { "EarlyStoppingCallback": { "args": { "early_stopping_patience": 3, "early_stopping_threshold": 0.0 }, "attributes": { "early_stopping_patience_counter": 0 } }, "TrainerControl": { "args": { "should_epoch_stop": false, "should_evaluate": false, "should_log": false, "should_save": true, "should_training_stop": true }, "attributes": {} } }, "total_flos": 0.0, "train_batch_size": 4, "trial_name": null, "trial_params": null }