diff --git "a/trainer_log.jsonl" "b/trainer_log.jsonl"
--- "a/trainer_log.jsonl"
+++ "b/trainer_log.jsonl"
@@ -32341,3 +32341,1800 @@
 {"current_steps": 161620, "total_steps": 179580, "loss": 0.6252, "lr": 1.5081831318557533e-06, "epoch": 17.999777258046553, "percentage": 90.0, "elapsed_time": "16:16:52", "remaining_time": "1:48:33", "throughput": 3353.16, "total_tokens": 196535136}
 {"current_steps": 161622, "total_steps": 179580, "eval_loss": 0.7087222337722778, "epoch": 18.0, "percentage": 90.0, "elapsed_time": "16:18:42", "remaining_time": "1:48:44", "throughput": 3346.88, "total_tokens": 196536784}
 {"current_steps": 161625, "total_steps": 179580, "loss": 0.9427, "lr": 1.5073520903972904e-06, "epoch": 18.00033411293017, "percentage": 90.0, "elapsed_time": "16:18:45", "remaining_time": "1:48:43", "throughput": 3346.76, "total_tokens": 196540432}
+{"current_steps": 161630, "total_steps": 179580, "loss": 0.902, "lr": 1.5065212708457094e-06, "epoch": 18.00089096781379, "percentage": 90.0, "elapsed_time": "16:18:47", "remaining_time": "1:48:42", "throughput": 3346.76, "total_tokens": 196546672}
+{"current_steps": 161635, "total_steps": 179580, "loss": 0.6867, "lr": 1.5056906732088565e-06, "epoch": 18.001447822697404, "percentage": 90.01, "elapsed_time": "16:18:49", "remaining_time": "1:48:40", "throughput": 3346.77, "total_tokens": 196552816}
+{"current_steps": 161640, "total_steps": 179580, "loss": 0.8089, "lr": 1.5048602974945758e-06, "epoch": 18.002004677581024, "percentage": 90.01, "elapsed_time": "16:18:50", "remaining_time": "1:48:38", "throughput": 3346.77, "total_tokens": 196558704}
+{"current_steps": 161645, "total_steps": 179580, "loss": 0.65, "lr": 1.5040301437107162e-06, "epoch": 18.00256153246464, "percentage": 90.01, "elapsed_time": "16:18:52", "remaining_time": "1:48:36", "throughput": 3346.77, "total_tokens": 196564560}
+{"current_steps": 161650, "total_steps": 179580, "loss": 0.7165, "lr": 1.5032002118651134e-06, "epoch": 18.003118387348255, "percentage": 90.02, "elapsed_time": "16:18:54", "remaining_time": "1:48:34", "throughput": 3346.77, "total_tokens": 196570064}
+{"current_steps": 161655, "total_steps": 179580, "loss": 0.9194, "lr": 1.5023705019656138e-06, "epoch": 18.003675242231875, "percentage": 90.02, "elapsed_time": "16:18:55", "remaining_time": "1:48:32", "throughput": 3346.77, "total_tokens": 196575920}
+{"current_steps": 161660, "total_steps": 179580, "loss": 0.969, "lr": 1.5015410140200553e-06, "epoch": 18.00423209711549, "percentage": 90.02, "elapsed_time": "16:18:57", "remaining_time": "1:48:31", "throughput": 3346.78, "total_tokens": 196581872}
+{"current_steps": 161665, "total_steps": 179580, "loss": 0.7433, "lr": 1.5007117480362597e-06, "epoch": 18.00478895199911, "percentage": 90.02, "elapsed_time": "16:18:59", "remaining_time": "1:48:29", "throughput": 3346.78, "total_tokens": 196587440}
+{"current_steps": 161670, "total_steps": 179580, "loss": 0.6137, "lr": 1.4998827040220736e-06, "epoch": 18.005345806882726, "percentage": 90.03, "elapsed_time": "16:19:01", "remaining_time": "1:48:27", "throughput": 3346.78, "total_tokens": 196593392}
+{"current_steps": 161675, "total_steps": 179580, "loss": 0.635, "lr": 1.4990538819853183e-06, "epoch": 18.005902661766342, "percentage": 90.03, "elapsed_time": "16:19:02", "remaining_time": "1:48:25", "throughput": 3346.79, "total_tokens": 196599376}
+{"current_steps": 161680, "total_steps": 179580, "loss": 0.6598, "lr": 1.4982252819338322e-06, "epoch": 18.00645951664996, "percentage": 90.03, "elapsed_time": "16:19:04", "remaining_time": "1:48:23", "throughput": 3346.79, "total_tokens": 196605360}
+{"current_steps": 161685, "total_steps": 179580, "loss": 0.7061, "lr": 1.4973969038754392e-06, "epoch": 18.007016371533577, "percentage": 90.04, "elapsed_time": "16:19:06", "remaining_time": "1:48:21", "throughput": 3346.79, "total_tokens": 196611344}
+{"current_steps": 161690, "total_steps": 179580, "loss": 0.6742, "lr": 1.4965687478179613e-06, "epoch": 18.007573226417197, "percentage": 90.04, "elapsed_time": "16:19:07", "remaining_time": "1:48:20", "throughput": 3346.8, "total_tokens": 196617360}
+{"current_steps": 161695, "total_steps": 179580, "loss": 0.8384, "lr": 1.495740813769217e-06, "epoch": 18.008130081300813, "percentage": 90.04, "elapsed_time": "16:19:09", "remaining_time": "1:48:18", "throughput": 3346.8, "total_tokens": 196622704}
+{"current_steps": 161700, "total_steps": 179580, "loss": 0.7037, "lr": 1.494913101737036e-06, "epoch": 18.00868693618443, "percentage": 90.04, "elapsed_time": "16:19:11", "remaining_time": "1:48:16", "throughput": 3346.8, "total_tokens": 196628336}
+{"current_steps": 161705, "total_steps": 179580, "loss": 1.0197, "lr": 1.4940856117292346e-06, "epoch": 18.009243791068048, "percentage": 90.05, "elapsed_time": "16:19:12", "remaining_time": "1:48:14", "throughput": 3346.8, "total_tokens": 196634224}
+{"current_steps": 161710, "total_steps": 179580, "loss": 0.4129, "lr": 1.4932583437536257e-06, "epoch": 18.009800645951664, "percentage": 90.05, "elapsed_time": "16:19:14", "remaining_time": "1:48:12", "throughput": 3346.81, "total_tokens": 196640176}
+{"current_steps": 161715, "total_steps": 179580, "loss": 0.962, "lr": 1.4924312978180227e-06, "epoch": 18.010357500835283, "percentage": 90.05, "elapsed_time": "16:19:16", "remaining_time": "1:48:10", "throughput": 3346.81, "total_tokens": 196646320}
+{"current_steps": 161720, "total_steps": 179580, "loss": 0.6698, "lr": 1.4916044739302415e-06, "epoch": 18.0109143557189, "percentage": 90.05, "elapsed_time": "16:19:18", "remaining_time": "1:48:09", "throughput": 3346.81, "total_tokens": 196652624}
+{"current_steps": 161725, "total_steps": 179580, "loss": 0.7189, "lr": 1.4907778720980898e-06, "epoch": 18.011471210602515, "percentage": 90.06, "elapsed_time": "16:19:19", "remaining_time": "1:48:07", "throughput": 3346.82, "total_tokens": 196658960}
+{"current_steps": 161730, "total_steps": 179580, "loss": 0.7919, "lr": 1.4899514923293806e-06, "epoch": 18.012028065486135, "percentage": 90.06, "elapsed_time": "16:19:21", "remaining_time": "1:48:05", "throughput": 3346.82, "total_tokens": 196665104}
+{"current_steps": 161735, "total_steps": 179580, "loss": 0.8081, "lr": 1.4891253346319106e-06, "epoch": 18.01258492036975, "percentage": 90.06, "elapsed_time": "16:19:23", "remaining_time": "1:48:03", "throughput": 3346.83, "total_tokens": 196671248}
+{"current_steps": 161740, "total_steps": 179580, "loss": 0.8347, "lr": 1.488299399013493e-06, "epoch": 18.01314177525337, "percentage": 90.07, "elapsed_time": "16:19:25", "remaining_time": "1:48:01", "throughput": 3346.83, "total_tokens": 196677296}
+{"current_steps": 161745, "total_steps": 179580, "loss": 0.8727, "lr": 1.4874736854819189e-06, "epoch": 18.013698630136986, "percentage": 90.07, "elapsed_time": "16:19:26", "remaining_time": "1:48:00", "throughput": 3346.83, "total_tokens": 196683152}
+{"current_steps": 161750, "total_steps": 179580, "loss": 0.8339, "lr": 1.4866481940449984e-06, "epoch": 18.014255485020605, "percentage": 90.07, "elapsed_time": "16:19:28", "remaining_time": "1:47:58", "throughput": 3346.84, "total_tokens": 196689680}
+{"current_steps": 161755, "total_steps": 179580, "loss": 0.7696, "lr": 1.4858229247105225e-06, "epoch": 18.01481233990422, "percentage": 90.07, "elapsed_time": "16:19:30", "remaining_time": "1:47:56", "throughput": 3346.84, "total_tokens": 196695664}
+{"current_steps": 161760, "total_steps": 179580, "loss": 0.898, "lr": 1.4849978774862911e-06, "epoch": 18.015369194787837, "percentage": 90.08, "elapsed_time": "16:19:32", "remaining_time": "1:47:54", "throughput": 3346.84, "total_tokens": 196701392}
+{"current_steps": 161765, "total_steps": 179580, "loss": 0.5354, "lr": 1.4841730523800889e-06, "epoch": 18.015926049671457, "percentage": 90.08, "elapsed_time": "16:19:33", "remaining_time": "1:47:52", "throughput": 3346.85, "total_tokens": 196707216}
+{"current_steps": 161770, "total_steps": 179580, "loss": 0.6725, "lr": 1.4833484493997156e-06, "epoch": 18.016482904555073, "percentage": 90.08, "elapsed_time": "16:19:35", "remaining_time": "1:47:50", "throughput": 3346.85, "total_tokens": 196713424}
+{"current_steps": 161775, "total_steps": 179580, "loss": 0.8138, "lr": 1.4825240685529595e-06, "epoch": 18.017039759438692, "percentage": 90.09, "elapsed_time": "16:19:37", "remaining_time": "1:47:49", "throughput": 3346.85, "total_tokens": 196719344}
+{"current_steps": 161780, "total_steps": 179580, "loss": 0.6228, "lr": 1.4816999098476059e-06, "epoch": 18.017596614322308, "percentage": 90.09, "elapsed_time": "16:19:39", "remaining_time": "1:47:47", "throughput": 3346.86, "total_tokens": 196725488}
+{"current_steps": 161785, "total_steps": 179580, "loss": 0.5287, "lr": 1.4808759732914347e-06, "epoch": 18.018153469205924, "percentage": 90.09, "elapsed_time": "16:19:41", "remaining_time": "1:47:45", "throughput": 3346.86, "total_tokens": 196731792}
+{"current_steps": 161790, "total_steps": 179580, "loss": 0.8316, "lr": 1.4800522588922366e-06, "epoch": 18.018710324089543, "percentage": 90.09, "elapsed_time": "16:19:42", "remaining_time": "1:47:43", "throughput": 3346.86, "total_tokens": 196737008}
+{"current_steps": 161795, "total_steps": 179580, "loss": 0.9738, "lr": 1.4792287666577864e-06, "epoch": 18.01926717897316, "percentage": 90.1, "elapsed_time": "16:19:44", "remaining_time": "1:47:41", "throughput": 3346.87, "total_tokens": 196743152}
+{"current_steps": 161800, "total_steps": 179580, "loss": 0.5984, "lr": 1.4784054965958666e-06, "epoch": 18.01982403385678, "percentage": 90.1, "elapsed_time": "16:19:46", "remaining_time": "1:47:39", "throughput": 3346.87, "total_tokens": 196749584}
+{"current_steps": 161805, "total_steps": 179580, "loss": 0.5238, "lr": 1.4775824487142515e-06, "epoch": 18.020380888740394, "percentage": 90.1, "elapsed_time": "16:19:47", "remaining_time": "1:47:38", "throughput": 3346.87, "total_tokens": 196755216}
+{"current_steps": 161810, "total_steps": 179580, "loss": 0.6291, "lr": 1.4767596230207182e-06, "epoch": 18.02093774362401, "percentage": 90.1, "elapsed_time": "16:19:49", "remaining_time": "1:47:36", "throughput": 3346.88, "total_tokens": 196761296}
+{"current_steps": 161815, "total_steps": 179580, "loss": 0.6596, "lr": 1.4759370195230327e-06, "epoch": 18.02149459850763, "percentage": 90.11, "elapsed_time": "16:19:51", "remaining_time": "1:47:34", "throughput": 3346.88, "total_tokens": 196767472}
+{"current_steps": 161820, "total_steps": 179580, "loss": 0.7553, "lr": 1.475114638228972e-06, "epoch": 18.022051453391246, "percentage": 90.11, "elapsed_time": "16:19:52", "remaining_time": "1:47:32", "throughput": 3346.88, "total_tokens": 196773040}
+{"current_steps": 161825, "total_steps": 179580, "loss": 0.6241, "lr": 1.4742924791463024e-06, "epoch": 18.022608308274865, "percentage": 90.11, "elapsed_time": "16:19:54", "remaining_time": "1:47:30", "throughput": 3346.89, "total_tokens": 196779056}
+{"current_steps": 161830, "total_steps": 179580, "loss": 0.8791, "lr": 1.4734705422827898e-06, "epoch": 18.02316516315848, "percentage": 90.12, "elapsed_time": "16:19:56", "remaining_time": "1:47:28", "throughput": 3346.89, "total_tokens": 196785008}
+{"current_steps": 161835, "total_steps": 179580, "loss": 0.7082, "lr": 1.472648827646192e-06, "epoch": 18.023722018042097, "percentage": 90.12, "elapsed_time": "16:19:58", "remaining_time": "1:47:27", "throughput": 3346.89, "total_tokens": 196790928}
+{"current_steps": 161840, "total_steps": 179580, "loss": 0.7366, "lr": 1.4718273352442773e-06, "epoch": 18.024278872925716, "percentage": 90.12, "elapsed_time": "16:19:59", "remaining_time": "1:47:25", "throughput": 3346.9, "total_tokens": 196796944}
+{"current_steps": 161845, "total_steps": 179580, "loss": 0.5987, "lr": 1.471006065084804e-06, "epoch": 18.024835727809332, "percentage": 90.12, "elapsed_time": "16:20:01", "remaining_time": "1:47:23", "throughput": 3346.9, "total_tokens": 196803120}
+{"current_steps": 161850, "total_steps": 179580, "loss": 0.6349, "lr": 1.470185017175535e-06, "epoch": 18.02539258269295, "percentage": 90.13, "elapsed_time": "16:20:03", "remaining_time": "1:47:21", "throughput": 3346.9, "total_tokens": 196809456}
+{"current_steps": 161855, "total_steps": 179580, "loss": 0.5558, "lr": 1.4693641915242112e-06, "epoch": 18.025949437576568, "percentage": 90.13, "elapsed_time": "16:20:05", "remaining_time": "1:47:19", "throughput": 3346.9, "total_tokens": 196814832}
+{"current_steps": 161860, "total_steps": 179580, "loss": 0.6503, "lr": 1.4685435881386016e-06, "epoch": 18.026506292460184, "percentage": 90.13, "elapsed_time": "16:20:06", "remaining_time": "1:47:18", "throughput": 3346.91, "total_tokens": 196821008}
+{"current_steps": 161865, "total_steps": 179580, "loss": 0.7213, "lr": 1.4677232070264473e-06, "epoch": 18.027063147343803, "percentage": 90.14, "elapsed_time": "16:20:08", "remaining_time": "1:47:16", "throughput": 3346.91, "total_tokens": 196827088}
+{"current_steps": 161870, "total_steps": 179580, "loss": 0.7107, "lr": 1.4669030481955032e-06, "epoch": 18.02762000222742, "percentage": 90.14, "elapsed_time": "16:20:10", "remaining_time": "1:47:14", "throughput": 3346.92, "total_tokens": 196833168}
+{"current_steps": 161875, "total_steps": 179580, "loss": 0.9948, "lr": 1.4660831116535156e-06, "epoch": 18.02817685711104, "percentage": 90.14, "elapsed_time": "16:20:12", "remaining_time": "1:47:12", "throughput": 3346.92, "total_tokens": 196839472}
+{"current_steps": 161880, "total_steps": 179580, "loss": 0.6326, "lr": 1.465263397408226e-06, "epoch": 18.028733711994654, "percentage": 90.14, "elapsed_time": "16:20:13", "remaining_time": "1:47:10", "throughput": 3346.92, "total_tokens": 196845840}
+{"current_steps": 161885, "total_steps": 179580, "loss": 0.9608, "lr": 1.4644439054673776e-06, "epoch": 18.02929056687827, "percentage": 90.15, "elapsed_time": "16:20:15", "remaining_time": "1:47:08", "throughput": 3346.93, "total_tokens": 196851280}
+{"current_steps": 161890, "total_steps": 179580, "loss": 0.8128, "lr": 1.4636246358387146e-06, "epoch": 18.02984742176189, "percentage": 90.15, "elapsed_time": "16:20:17", "remaining_time": "1:47:07", "throughput": 3346.93, "total_tokens": 196857168}
+{"current_steps": 161895, "total_steps": 179580, "loss": 0.6243, "lr": 1.4628055885299751e-06, "epoch": 18.030404276645505, "percentage": 90.15, "elapsed_time": "16:20:19", "remaining_time": "1:47:05", "throughput": 3346.93, "total_tokens": 196863440}
+{"current_steps": 161900, "total_steps": 179580, "loss": 0.7461, "lr": 1.4619867635488948e-06, "epoch": 18.030961131529125, "percentage": 90.15, "elapsed_time": "16:20:20", "remaining_time": "1:47:03", "throughput": 3346.94, "total_tokens": 196869872}
+{"current_steps": 161905, "total_steps": 179580, "loss": 0.5409, "lr": 1.4611681609032035e-06, "epoch": 18.03151798641274, "percentage": 90.16, "elapsed_time": "16:20:22", "remaining_time": "1:47:01", "throughput": 3346.94, "total_tokens": 196875856}
+{"current_steps": 161910, "total_steps": 179580, "loss": 0.5226, "lr": 1.4603497806006423e-06, "epoch": 18.032074841296357, "percentage": 90.16, "elapsed_time": "16:20:24", "remaining_time": "1:46:59", "throughput": 3346.94, "total_tokens": 196882064}
+{"current_steps": 161915, "total_steps": 179580, "loss": 0.7877, "lr": 1.4595316226489353e-06, "epoch": 18.032631696179976, "percentage": 90.16, "elapsed_time": "16:20:26", "remaining_time": "1:46:57", "throughput": 3346.95, "total_tokens": 196888176}
+{"current_steps": 161920, "total_steps": 179580, "loss": 0.877, "lr": 1.4587136870558156e-06, "epoch": 18.033188551063592, "percentage": 90.17, "elapsed_time": "16:20:27", "remaining_time": "1:46:56", "throughput": 3346.95, "total_tokens": 196894224}
+{"current_steps": 161925, "total_steps": 179580, "loss": 0.8468, "lr": 1.4578959738290015e-06, "epoch": 18.03374540594721, "percentage": 90.17, "elapsed_time": "16:20:29", "remaining_time": "1:46:54", "throughput": 3346.96, "total_tokens": 196900560}
+{"current_steps": 161930, "total_steps": 179580, "loss": 0.6637, "lr": 1.4570784829762235e-06, "epoch": 18.034302260830827, "percentage": 90.17, "elapsed_time": "16:20:31", "remaining_time": "1:46:52", "throughput": 3346.96, "total_tokens": 196906672}
+{"current_steps": 161935, "total_steps": 179580, "loss": 0.7511, "lr": 1.4562612145052002e-06, "epoch": 18.034859115714443, "percentage": 90.17, "elapsed_time": "16:20:33", "remaining_time": "1:46:50", "throughput": 3346.96, "total_tokens": 196913008}
+{"current_steps": 161940, "total_steps": 179580, "loss": 0.7406, "lr": 1.4554441684236558e-06, "epoch": 18.035415970598063, "percentage": 90.18, "elapsed_time": "16:20:35", "remaining_time": "1:46:48", "throughput": 3346.97, "total_tokens": 196919312}
+{"current_steps": 161945, "total_steps": 179580, "loss": 0.7588, "lr": 1.4546273447393038e-06, "epoch": 18.03597282548168, "percentage": 90.18, "elapsed_time": "16:20:36", "remaining_time": "1:46:47", "throughput": 3346.98, "total_tokens": 196925840}
+{"current_steps": 161950, "total_steps": 179580, "loss": 0.5211, "lr": 1.4538107434598602e-06, "epoch": 18.036529680365298, "percentage": 90.18, "elapsed_time": "16:20:38", "remaining_time": "1:46:45", "throughput": 3346.98, "total_tokens": 196931984}
+{"current_steps": 161955, "total_steps": 179580, "loss": 0.6757, "lr": 1.4529943645930355e-06, "epoch": 18.037086535248914, "percentage": 90.19, "elapsed_time": "16:20:40", "remaining_time": "1:46:43", "throughput": 3346.98, "total_tokens": 196938320}
+{"current_steps": 161960, "total_steps": 179580, "loss": 0.7338, "lr": 1.4521782081465485e-06, "epoch": 18.03764339013253, "percentage": 90.19, "elapsed_time": "16:20:42", "remaining_time": "1:46:41", "throughput": 3346.99, "total_tokens": 196944400}
+{"current_steps": 161965, "total_steps": 179580, "loss": 0.7833, "lr": 1.4513622741281069e-06, "epoch": 18.03820024501615, "percentage": 90.19, "elapsed_time": "16:20:44", "remaining_time": "1:46:39", "throughput": 3346.99, "total_tokens": 196950512}
+{"current_steps": 161970, "total_steps": 179580, "loss": 0.4614, "lr": 1.4505465625454128e-06, "epoch": 18.038757099899765, "percentage": 90.19, "elapsed_time": "16:20:45", "remaining_time": "1:46:37", "throughput": 3347.0, "total_tokens": 196957072}
+{"current_steps": 161975, "total_steps": 179580, "loss": 0.9098, "lr": 1.4497310734061714e-06, "epoch": 18.039313954783385, "percentage": 90.2, "elapsed_time": "16:20:47", "remaining_time": "1:46:36", "throughput": 3347.0, "total_tokens": 196963088}
+{"current_steps": 161980, "total_steps": 179580, "loss": 0.5842, "lr": 1.4489158067180901e-06, "epoch": 18.039870809667, "percentage": 90.2, "elapsed_time": "16:20:49", "remaining_time": "1:46:34", "throughput": 3347.01, "total_tokens": 196968944}
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