diff --git "a/trainer_log.jsonl" "b/trainer_log.jsonl"
--- "a/trainer_log.jsonl"
+++ "b/trainer_log.jsonl"
@@ -34139,3 +34139,1799 @@
 {"current_steps": 170601, "total_steps": 179580, "eval_loss": 0.13907833397388458, "epoch": 19.0, "percentage": 95.0, "elapsed_time": "16:20:57", "remaining_time": "0:51:37", "throughput": 3524.67, "total_tokens": 207451408}
 {"current_steps": 170605, "total_steps": 179580, "loss": 0.0013, "lr": 7.591061296624624e-06, "epoch": 19.000445483906894, "percentage": 95.0, "elapsed_time": "16:21:00", "remaining_time": "0:51:36", "throughput": 3524.57, "total_tokens": 207456304}
 {"current_steps": 170610, "total_steps": 179580, "loss": 0.0009, "lr": 7.582628022138327e-06, "epoch": 19.00100233879051, "percentage": 95.01, "elapsed_time": "16:21:01", "remaining_time": "0:51:34", "throughput": 3524.57, "total_tokens": 207462512}
+{"current_steps": 170615, "total_steps": 179580, "loss": 0.0011, "lr": 7.5741993989287276e-06, "epoch": 19.00155919367413, "percentage": 95.01, "elapsed_time": "16:21:03", "remaining_time": "0:51:32", "throughput": 3524.57, "total_tokens": 207468464}
+{"current_steps": 170620, "total_steps": 179580, "loss": 0.0008, "lr": 7.565775427075317e-06, "epoch": 19.002116048557745, "percentage": 95.01, "elapsed_time": "16:21:05", "remaining_time": "0:51:31", "throughput": 3524.58, "total_tokens": 207474352}
+{"current_steps": 170625, "total_steps": 179580, "loss": 0.0001, "lr": 7.557356106657698e-06, "epoch": 19.002672903441365, "percentage": 95.01, "elapsed_time": "16:21:06", "remaining_time": "0:51:29", "throughput": 3524.58, "total_tokens": 207480304}
+{"current_steps": 170630, "total_steps": 179580, "loss": 0.001, "lr": 7.548941437755308e-06, "epoch": 19.00322975832498, "percentage": 95.02, "elapsed_time": "16:21:08", "remaining_time": "0:51:27", "throughput": 3524.59, "total_tokens": 207486480}
+{"current_steps": 170635, "total_steps": 179580, "loss": 0.0001, "lr": 7.540531420447804e-06, "epoch": 19.003786613208597, "percentage": 95.02, "elapsed_time": "16:21:09", "remaining_time": "0:51:26", "throughput": 3524.59, "total_tokens": 207492752}
+{"current_steps": 170640, "total_steps": 179580, "loss": 0.0005, "lr": 7.532126054814515e-06, "epoch": 19.004343468092216, "percentage": 95.02, "elapsed_time": "16:21:11", "remaining_time": "0:51:24", "throughput": 3524.6, "total_tokens": 207498992}
+{"current_steps": 170645, "total_steps": 179580, "loss": 0.0001, "lr": 7.523725340934817e-06, "epoch": 19.004900322975832, "percentage": 95.02, "elapsed_time": "16:21:13", "remaining_time": "0:51:22", "throughput": 3524.6, "total_tokens": 207505488}
+{"current_steps": 170650, "total_steps": 179580, "loss": 0.0018, "lr": 7.515329278888094e-06, "epoch": 19.00545717785945, "percentage": 95.03, "elapsed_time": "16:21:15", "remaining_time": "0:51:20", "throughput": 3524.6, "total_tokens": 207511792}
+{"current_steps": 170655, "total_steps": 179580, "loss": 0.0003, "lr": 7.506937868753672e-06, "epoch": 19.006014032743067, "percentage": 95.03, "elapsed_time": "16:21:16", "remaining_time": "0:51:19", "throughput": 3524.6, "total_tokens": 207517776}
+{"current_steps": 170660, "total_steps": 179580, "loss": 0.0004, "lr": 7.498551110610819e-06, "epoch": 19.006570887626683, "percentage": 95.03, "elapsed_time": "16:21:18", "remaining_time": "0:51:17", "throughput": 3524.61, "total_tokens": 207523856}
+{"current_steps": 170665, "total_steps": 179580, "loss": 0.0009, "lr": 7.490169004538749e-06, "epoch": 19.007127742510303, "percentage": 95.04, "elapsed_time": "16:21:20", "remaining_time": "0:51:15", "throughput": 3524.61, "total_tokens": 207530288}
+{"current_steps": 170670, "total_steps": 179580, "loss": 0.0002, "lr": 7.481791550616568e-06, "epoch": 19.00768459739392, "percentage": 95.04, "elapsed_time": "16:21:22", "remaining_time": "0:51:13", "throughput": 3524.61, "total_tokens": 207536400}
+{"current_steps": 170675, "total_steps": 179580, "loss": 0.0001, "lr": 7.473418748923544e-06, "epoch": 19.008241452277538, "percentage": 95.04, "elapsed_time": "16:21:23", "remaining_time": "0:51:12", "throughput": 3524.62, "total_tokens": 207542640}
+{"current_steps": 170680, "total_steps": 179580, "loss": 0.0001, "lr": 7.465050599538614e-06, "epoch": 19.008798307161154, "percentage": 95.04, "elapsed_time": "16:21:25", "remaining_time": "0:51:10", "throughput": 3524.63, "total_tokens": 207549008}
+{"current_steps": 170685, "total_steps": 179580, "loss": 0.0008, "lr": 7.456687102540937e-06, "epoch": 19.00935516204477, "percentage": 95.05, "elapsed_time": "16:21:27", "remaining_time": "0:51:08", "throughput": 3524.63, "total_tokens": 207555184}
+{"current_steps": 170690, "total_steps": 179580, "loss": 0.0001, "lr": 7.448328258009451e-06, "epoch": 19.00991201692839, "percentage": 95.05, "elapsed_time": "16:21:28", "remaining_time": "0:51:07", "throughput": 3524.64, "total_tokens": 207561456}
+{"current_steps": 170695, "total_steps": 179580, "loss": 0.0023, "lr": 7.439974066023147e-06, "epoch": 19.010468871812005, "percentage": 95.05, "elapsed_time": "16:21:30", "remaining_time": "0:51:05", "throughput": 3524.64, "total_tokens": 207567376}
+{"current_steps": 170700, "total_steps": 179580, "loss": 0.0005, "lr": 7.431624526660852e-06, "epoch": 19.011025726695625, "percentage": 95.06, "elapsed_time": "16:21:31", "remaining_time": "0:51:03", "throughput": 3524.65, "total_tokens": 207573168}
+{"current_steps": 170705, "total_steps": 179580, "loss": 0.0002, "lr": 7.423279640001556e-06, "epoch": 19.01158258157924, "percentage": 95.06, "elapsed_time": "16:21:33", "remaining_time": "0:51:01", "throughput": 3524.65, "total_tokens": 207579376}
+{"current_steps": 170710, "total_steps": 179580, "loss": 0.0003, "lr": 7.414939406124089e-06, "epoch": 19.012139436462856, "percentage": 95.06, "elapsed_time": "16:21:35", "remaining_time": "0:51:00", "throughput": 3524.65, "total_tokens": 207585360}
+{"current_steps": 170715, "total_steps": 179580, "loss": 0.0002, "lr": 7.406603825107106e-06, "epoch": 19.012696291346476, "percentage": 95.06, "elapsed_time": "16:21:36", "remaining_time": "0:50:58", "throughput": 3524.66, "total_tokens": 207591472}
+{"current_steps": 170720, "total_steps": 179580, "loss": 0.0017, "lr": 7.398272897029435e-06, "epoch": 19.01325314623009, "percentage": 95.07, "elapsed_time": "16:21:38", "remaining_time": "0:50:56", "throughput": 3524.66, "total_tokens": 207596912}
+{"current_steps": 170725, "total_steps": 179580, "loss": 0.0001, "lr": 7.389946621969679e-06, "epoch": 19.01381000111371, "percentage": 95.07, "elapsed_time": "16:21:40", "remaining_time": "0:50:54", "throughput": 3524.67, "total_tokens": 207603248}
+{"current_steps": 170730, "total_steps": 179580, "loss": 0.0002, "lr": 7.381625000006608e-06, "epoch": 19.014366855997327, "percentage": 95.07, "elapsed_time": "16:21:41", "remaining_time": "0:50:53", "throughput": 3524.67, "total_tokens": 207609648}
+{"current_steps": 170735, "total_steps": 179580, "loss": 0.0004, "lr": 7.373308031218718e-06, "epoch": 19.014923710880943, "percentage": 95.07, "elapsed_time": "16:21:43", "remaining_time": "0:50:51", "throughput": 3524.67, "total_tokens": 207615600}
+{"current_steps": 170740, "total_steps": 179580, "loss": 0.0005, "lr": 7.364995715684719e-06, "epoch": 19.015480565764562, "percentage": 95.08, "elapsed_time": "16:21:45", "remaining_time": "0:50:49", "throughput": 3524.68, "total_tokens": 207621808}
+{"current_steps": 170745, "total_steps": 179580, "loss": 0.0008, "lr": 7.356688053482941e-06, "epoch": 19.01603742064818, "percentage": 95.08, "elapsed_time": "16:21:46", "remaining_time": "0:50:48", "throughput": 3524.68, "total_tokens": 207627696}
+{"current_steps": 170750, "total_steps": 179580, "loss": 0.0006, "lr": 7.3483850446919855e-06, "epoch": 19.016594275531798, "percentage": 95.08, "elapsed_time": "16:21:48", "remaining_time": "0:50:46", "throughput": 3524.68, "total_tokens": 207633552}
+{"current_steps": 170755, "total_steps": 179580, "loss": 0.0053, "lr": 7.3400866893901795e-06, "epoch": 19.017151130415414, "percentage": 95.09, "elapsed_time": "16:21:50", "remaining_time": "0:50:44", "throughput": 3524.69, "total_tokens": 207639472}
+{"current_steps": 170760, "total_steps": 179580, "loss": 0.0003, "lr": 7.331792987656016e-06, "epoch": 19.01770798529903, "percentage": 95.09, "elapsed_time": "16:21:51", "remaining_time": "0:50:42", "throughput": 3524.69, "total_tokens": 207645392}
+{"current_steps": 170765, "total_steps": 179580, "loss": 0.0001, "lr": 7.3235039395678215e-06, "epoch": 19.01826484018265, "percentage": 95.09, "elapsed_time": "16:21:53", "remaining_time": "0:50:41", "throughput": 3524.7, "total_tokens": 207651728}
+{"current_steps": 170770, "total_steps": 179580, "loss": 0.0011, "lr": 7.3152195452038105e-06, "epoch": 19.018821695066265, "percentage": 95.09, "elapsed_time": "16:21:54", "remaining_time": "0:50:39", "throughput": 3524.7, "total_tokens": 207657712}
+{"current_steps": 170775, "total_steps": 179580, "loss": 0.0004, "lr": 7.3069398046422545e-06, "epoch": 19.019378549949884, "percentage": 95.1, "elapsed_time": "16:21:56", "remaining_time": "0:50:37", "throughput": 3524.7, "total_tokens": 207663344}
+{"current_steps": 170780, "total_steps": 179580, "loss": 0.0001, "lr": 7.298664717961423e-06, "epoch": 19.0199354048335, "percentage": 95.1, "elapsed_time": "16:21:58", "remaining_time": "0:50:35", "throughput": 3524.71, "total_tokens": 207669424}
+{"current_steps": 170785, "total_steps": 179580, "loss": 0.0004, "lr": 7.2903942852394766e-06, "epoch": 19.020492259717116, "percentage": 95.1, "elapsed_time": "16:21:59", "remaining_time": "0:50:34", "throughput": 3524.72, "total_tokens": 207675504}
+{"current_steps": 170790, "total_steps": 179580, "loss": 0.0008, "lr": 7.282128506554519e-06, "epoch": 19.021049114600736, "percentage": 95.11, "elapsed_time": "16:22:01", "remaining_time": "0:50:32", "throughput": 3524.71, "total_tokens": 207681392}
+{"current_steps": 170795, "total_steps": 179580, "loss": 0.0001, "lr": 7.273867381984545e-06, "epoch": 19.02160596948435, "percentage": 95.11, "elapsed_time": "16:22:03", "remaining_time": "0:50:30", "throughput": 3524.72, "total_tokens": 207687504}
+{"current_steps": 170800, "total_steps": 179580, "loss": 0.0003, "lr": 7.265610911607712e-06, "epoch": 19.02216282436797, "percentage": 95.11, "elapsed_time": "16:22:04", "remaining_time": "0:50:29", "throughput": 3524.72, "total_tokens": 207692976}
+{"current_steps": 170805, "total_steps": 179580, "loss": 0.0002, "lr": 7.257359095501903e-06, "epoch": 19.022719679251587, "percentage": 95.11, "elapsed_time": "16:22:06", "remaining_time": "0:50:27", "throughput": 3524.72, "total_tokens": 207698864}
+{"current_steps": 170810, "total_steps": 179580, "loss": 0.0001, "lr": 7.249111933745223e-06, "epoch": 19.023276534135203, "percentage": 95.12, "elapsed_time": "16:22:07", "remaining_time": "0:50:25", "throughput": 3524.73, "total_tokens": 207704688}
+{"current_steps": 170815, "total_steps": 179580, "loss": 0.0001, "lr": 7.240869426415331e-06, "epoch": 19.023833389018822, "percentage": 95.12, "elapsed_time": "16:22:09", "remaining_time": "0:50:23", "throughput": 3524.73, "total_tokens": 207711088}
+{"current_steps": 170820, "total_steps": 179580, "loss": 0.0008, "lr": 7.232631573590331e-06, "epoch": 19.024390243902438, "percentage": 95.12, "elapsed_time": "16:22:11", "remaining_time": "0:50:22", "throughput": 3524.73, "total_tokens": 207717232}
+{"current_steps": 170825, "total_steps": 179580, "loss": 0.0001, "lr": 7.224398375347829e-06, "epoch": 19.024947098786058, "percentage": 95.12, "elapsed_time": "16:22:12", "remaining_time": "0:50:20", "throughput": 3524.74, "total_tokens": 207723312}
+{"current_steps": 170830, "total_steps": 179580, "loss": 0.0002, "lr": 7.216169831765762e-06, "epoch": 19.025503953669674, "percentage": 95.13, "elapsed_time": "16:22:14", "remaining_time": "0:50:18", "throughput": 3524.74, "total_tokens": 207729488}
+{"current_steps": 170835, "total_steps": 179580, "loss": 0.0, "lr": 7.2079459429217345e-06, "epoch": 19.02606080855329, "percentage": 95.13, "elapsed_time": "16:22:16", "remaining_time": "0:50:16", "throughput": 3524.75, "total_tokens": 207735664}
+{"current_steps": 170840, "total_steps": 179580, "loss": 0.0015, "lr": 7.199726708893517e-06, "epoch": 19.02661766343691, "percentage": 95.13, "elapsed_time": "16:22:17", "remaining_time": "0:50:15", "throughput": 3524.75, "total_tokens": 207741712}
+{"current_steps": 170845, "total_steps": 179580, "loss": 0.0001, "lr": 7.191512129758659e-06, "epoch": 19.027174518320525, "percentage": 95.14, "elapsed_time": "16:22:19", "remaining_time": "0:50:13", "throughput": 3524.75, "total_tokens": 207747760}
+{"current_steps": 170850, "total_steps": 179580, "loss": 0.003, "lr": 7.183302205594877e-06, "epoch": 19.027731373204144, "percentage": 95.14, "elapsed_time": "16:22:21", "remaining_time": "0:50:11", "throughput": 3524.76, "total_tokens": 207754000}
+{"current_steps": 170855, "total_steps": 179580, "loss": 0.0001, "lr": 7.175096936479608e-06, "epoch": 19.02828822808776, "percentage": 95.14, "elapsed_time": "16:22:23", "remaining_time": "0:50:10", "throughput": 3524.76, "total_tokens": 207760368}
+{"current_steps": 170860, "total_steps": 179580, "loss": 0.0194, "lr": 7.1668963224904015e-06, "epoch": 19.028845082971376, "percentage": 95.14, "elapsed_time": "16:22:24", "remaining_time": "0:50:08", "throughput": 3524.77, "total_tokens": 207766576}
+{"current_steps": 170865, "total_steps": 179580, "loss": 0.0, "lr": 7.15870036370464e-06, "epoch": 19.029401937854995, "percentage": 95.15, "elapsed_time": "16:22:26", "remaining_time": "0:50:06", "throughput": 3524.77, "total_tokens": 207772752}
+{"current_steps": 170870, "total_steps": 179580, "loss": 0.0001, "lr": 7.1505090601998725e-06, "epoch": 19.02995879273861, "percentage": 95.15, "elapsed_time": "16:22:27", "remaining_time": "0:50:04", "throughput": 3524.78, "total_tokens": 207778736}
+{"current_steps": 170875, "total_steps": 179580, "loss": 0.0021, "lr": 7.1423224120533705e-06, "epoch": 19.03051564762223, "percentage": 95.15, "elapsed_time": "16:22:29", "remaining_time": "0:50:03", "throughput": 3524.79, "total_tokens": 207785072}
+{"current_steps": 170880, "total_steps": 179580, "loss": 0.0012, "lr": 7.134140419342572e-06, "epoch": 19.031072502505847, "percentage": 95.16, "elapsed_time": "16:22:31", "remaining_time": "0:50:01", "throughput": 3524.79, "total_tokens": 207791216}
+{"current_steps": 170885, "total_steps": 179580, "loss": 0.0007, "lr": 7.125963082144637e-06, "epoch": 19.031629357389463, "percentage": 95.16, "elapsed_time": "16:22:32", "remaining_time": "0:49:59", "throughput": 3524.8, "total_tokens": 207796720}
+{"current_steps": 170890, "total_steps": 179580, "loss": 0.0004, "lr": 7.11779040053695e-06, "epoch": 19.032186212273082, "percentage": 95.16, "elapsed_time": "16:22:34", "remaining_time": "0:49:57", "throughput": 3524.8, "total_tokens": 207802736}
+{"current_steps": 170895, "total_steps": 179580, "loss": 0.0001, "lr": 7.109622374596502e-06, "epoch": 19.032743067156698, "percentage": 95.16, "elapsed_time": "16:22:36", "remaining_time": "0:49:56", "throughput": 3524.81, "total_tokens": 207809072}
+{"current_steps": 170900, "total_steps": 179580, "loss": 0.0001, "lr": 7.101459004400623e-06, "epoch": 19.033299922040317, "percentage": 95.17, "elapsed_time": "16:22:37", "remaining_time": "0:49:54", "throughput": 3524.81, "total_tokens": 207815024}
+{"current_steps": 170905, "total_steps": 179580, "loss": 0.001, "lr": 7.093300290026417e-06, "epoch": 19.033856776923933, "percentage": 95.17, "elapsed_time": "16:22:39", "remaining_time": "0:49:52", "throughput": 3524.81, "total_tokens": 207821072}
+{"current_steps": 170910, "total_steps": 179580, "loss": 0.001, "lr": 7.085146231550821e-06, "epoch": 19.03441363180755, "percentage": 95.17, "elapsed_time": "16:22:41", "remaining_time": "0:49:51", "throughput": 3524.82, "total_tokens": 207827184}
+{"current_steps": 170915, "total_steps": 179580, "loss": 0.0004, "lr": 7.076996829050941e-06, "epoch": 19.03497048669117, "percentage": 95.17, "elapsed_time": "16:22:42", "remaining_time": "0:49:49", "throughput": 3524.82, "total_tokens": 207833104}
+{"current_steps": 170920, "total_steps": 179580, "loss": 0.0001, "lr": 7.0688520826038276e-06, "epoch": 19.035527341574785, "percentage": 95.18, "elapsed_time": "16:22:44", "remaining_time": "0:49:47", "throughput": 3524.83, "total_tokens": 207839376}
+{"current_steps": 170925, "total_steps": 179580, "loss": 0.0001, "lr": 7.060711992286251e-06, "epoch": 19.036084196458404, "percentage": 95.18, "elapsed_time": "16:22:46", "remaining_time": "0:49:45", "throughput": 3524.83, "total_tokens": 207845488}
+{"current_steps": 170930, "total_steps": 179580, "loss": 0.0022, "lr": 7.052576558175261e-06, "epoch": 19.03664105134202, "percentage": 95.18, "elapsed_time": "16:22:47", "remaining_time": "0:49:44", "throughput": 3524.84, "total_tokens": 207851312}
+{"current_steps": 170935, "total_steps": 179580, "loss": 0.0, "lr": 7.044445780347574e-06, "epoch": 19.03719790622564, "percentage": 95.19, "elapsed_time": "16:22:49", "remaining_time": "0:49:42", "throughput": 3524.84, "total_tokens": 207857616}
+{"current_steps": 170940, "total_steps": 179580, "loss": 0.0007, "lr": 7.036319658880075e-06, "epoch": 19.037754761109255, "percentage": 95.19, "elapsed_time": "16:22:50", "remaining_time": "0:49:40", "throughput": 3524.85, "total_tokens": 207863568}
+{"current_steps": 170945, "total_steps": 179580, "loss": 0.0004, "lr": 7.028198193849422e-06, "epoch": 19.03831161599287, "percentage": 95.19, "elapsed_time": "16:22:52", "remaining_time": "0:49:38", "throughput": 3524.85, "total_tokens": 207869328}
+{"current_steps": 170950, "total_steps": 179580, "loss": 0.0016, "lr": 7.0200813853325e-06, "epoch": 19.03886847087649, "percentage": 95.19, "elapsed_time": "16:22:54", "remaining_time": "0:49:37", "throughput": 3524.85, "total_tokens": 207875568}
+{"current_steps": 170955, "total_steps": 179580, "loss": 0.0001, "lr": 7.011969233405801e-06, "epoch": 19.039425325760106, "percentage": 95.2, "elapsed_time": "16:22:55", "remaining_time": "0:49:35", "throughput": 3524.86, "total_tokens": 207882064}
+{"current_steps": 170960, "total_steps": 179580, "loss": 0.0004, "lr": 7.0038617381461e-06, "epoch": 19.039982180643726, "percentage": 95.2, "elapsed_time": "16:22:57", "remaining_time": "0:49:33", "throughput": 3524.86, "total_tokens": 207888304}
+{"current_steps": 170965, "total_steps": 179580, "loss": 0.0002, "lr": 6.9957588996298335e-06, "epoch": 19.040539035527342, "percentage": 95.2, "elapsed_time": "16:22:59", "remaining_time": "0:49:32", "throughput": 3524.87, "total_tokens": 207894736}
+{"current_steps": 170970, "total_steps": 179580, "loss": 0.0001, "lr": 6.987660717933664e-06, "epoch": 19.041095890410958, "percentage": 95.21, "elapsed_time": "16:23:01", "remaining_time": "0:49:30", "throughput": 3524.87, "total_tokens": 207901008}
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+{"current_steps": 178615, "total_steps": 179580, "loss": 0.0001, "lr": 8.8141470829195e-08, "epoch": 19.892527007461855, "percentage": 99.46, "elapsed_time": "17:05:11", "remaining_time": "0:05:32", "throughput": 3531.11, "total_tokens": 217205360}
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+{"current_steps": 179415, "total_steps": 179580, "loss": 0.0002, "lr": 2.602882718694133e-09, "epoch": 19.98162378884063, "percentage": 99.91, "elapsed_time": "17:09:34", "remaining_time": "0:00:56", "throughput": 3531.76, "total_tokens": 218173744}
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+{"current_steps": 179430, "total_steps": 179580, "loss": 0.0005, "lr": 2.1537355840428595e-09, "epoch": 19.98329435349148, "percentage": 99.92, "elapsed_time": "17:09:39", "remaining_time": "0:00:51", "throughput": 3531.77, "total_tokens": 218192368}
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+{"current_steps": 179445, "total_steps": 179580, "loss": 0.0003, "lr": 1.7470943713959742e-09, "epoch": 19.98496491814233, "percentage": 99.92, "elapsed_time": "17:09:44", "remaining_time": "0:00:46", "throughput": 3531.79, "total_tokens": 218210384}
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+{"current_steps": 179460, "total_steps": 179580, "loss": 0.0009, "lr": 1.3829591152814125e-09, "epoch": 19.986635482793183, "percentage": 99.93, "elapsed_time": "17:09:49", "remaining_time": "0:00:41", "throughput": 3531.8, "total_tokens": 218228752}
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+{"current_steps": 179470, "total_steps": 179580, "loss": 0.0004, "lr": 1.163816713611876e-09, "epoch": 19.98774919256042, "percentage": 99.94, "elapsed_time": "17:09:53", "remaining_time": "0:00:37", "throughput": 3531.81, "total_tokens": 218241136}
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