rough_57M.csv

step,train_loss,val_loss,tok_per_sec,grad_norm,dt_ms,lr,elapsed_min,muon_lr
0,10.988018,10.983763,440308.080344,11.304807,1190.729908,0.000004,0.054321,0.000048
1,10.961430,10.983763,485875.619522,11.168807,1079.058053,0.000008,0.073032,0.000096
2,10.886165,10.983763,483028.534815,12.456356,1085.418277,0.000012,0.092496,0.000144
3,10.748952,10.983763,506439.848829,9.966228,1035.242391,0.000016,0.109763,0.000192
4,10.597418,10.983763,506931.379767,9.043265,1034.238599,0.000020,0.127013,0.000240
5,10.431759,10.983763,507238.897199,8.509032,1033.611584,0.000024,0.144249,0.000288
6,10.281260,10.983763,506534.100827,7.847523,1035.049761,0.000028,0.161510,0.000336
7,10.074326,10.983763,506745.940802,7.562556,1034.617069,0.000032,0.178765,0.000384
8,9.887903,10.983763,506959.067366,7.248210,1034.182114,0.000036,0.196011,0.000432
9,9.769139,10.983763,506552.882025,5.859306,1035.011385,0.000040,0.213271,0.000480
10,9.605170,10.983763,506024.898031,4.802770,1036.091311,0.000044,0.230549,0.000528
11,9.461140,10.983763,506194.581876,4.135933,1035.743998,0.000048,0.247821,0.000576
12,9.318425,10.983763,505373.925010,4.934423,1037.425902,0.000052,0.265121,0.000624
13,9.238962,10.983763,506922.022989,7.540714,1034.257689,0.000056,0.282369,0.000672
14,9.075847,10.983763,506460.906310,8.236237,1035.199348,0.000060,0.299632,0.000720
15,9.047197,10.983763,506944.309748,6.858071,1034.212220,0.000064,0.316878,0.000768
16,8.931472,10.983763,505917.780359,8.842834,1036.310682,0.000068,0.334159,0.000816
17,8.860773,10.983763,504997.539403,7.174203,1038.199118,0.000072,0.351474,0.000864
18,8.690516,10.983763,506862.418274,5.572884,1034.379313,0.000076,0.368725,0.000912
19,8.682108,10.983763,507096.754214,7.350438,1033.901313,0.000080,0.385966,0.000960
20,8.609551,10.983763,506144.127456,6.070550,1035.847245,0.000084,0.403240,0.001008
21,8.543670,10.983763,506716.092749,5.091238,1034.678013,0.000088,0.420494,0.001056
22,8.516958,10.983763,507543.922964,3.860122,1032.990400,0.000092,0.437720,0.001104
23,8.420670,10.983763,506182.869353,4.832705,1035.767964,0.000096,0.454995,0.001152
24,8.342379,10.983763,506691.109265,3.741932,1034.729030,0.000100,0.472250,0.001200
25,8.317029,10.983763,506379.185600,4.994520,1035.366411,0.000104,0.489519,0.001248
26,8.172285,10.983763,506861.136886,2.427876,1034.381928,0.000108,0.506768,0.001296
27,8.070034,10.983763,506078.575243,3.142487,1035.981418,0.000112,0.524045,0.001344
28,8.049623,10.983763,506169.061915,2.289442,1035.796218,0.000116,0.541318,0.001392
29,7.970126,10.983763,505818.517366,2.253433,1036.514050,0.000120,0.558602,0.001440
30,7.913397,10.983763,505296.889858,1.593892,1037.584063,0.000124,0.575905,0.001488
31,7.816836,10.983763,505072.420273,2.421317,1038.045197,0.000128,0.593216,0.001536
32,7.761411,10.983763,504834.581074,1.708206,1038.534244,0.000132,0.610534,0.001584
33,7.623482,10.983763,505536.727258,1.599652,1037.091811,0.000136,0.627828,0.001632
34,7.669673,10.983763,504344.142113,1.523028,1039.544145,0.000140,0.645164,0.001680
35,7.578646,10.983763,504507.419892,1.367659,1039.207709,0.000144,0.662493,0.001728
36,7.452168,10.983763,505034.125950,1.279909,1038.123907,0.000148,0.679805,0.001776
37,7.395273,10.983763,506894.279647,1.469934,1034.314296,0.000152,0.697054,0.001824
38,7.335557,10.983763,506357.873767,1.747849,1035.409988,0.000156,0.714320,0.001872
39,7.291137,10.983763,505470.742116,1.246651,1037.227195,0.000160,0.731617,0.001920
40,7.176668,10.983763,505072.273331,1.310579,1038.045499,0.000164,0.748927,0.001968
41,7.152342,10.983763,506127.439403,1.010676,1035.881399,0.000168,0.766201,0.002016
42,7.103919,10.983763,505110.070258,1.331260,1037.967823,0.000172,0.783511,0.002064
43,7.013957,10.983763,504983.298492,0.822338,1038.228396,0.000176,0.800825,0.002112
44,6.952740,10.983763,504679.823206,0.946810,1038.852706,0.000180,0.818148,0.002160
45,6.983374,10.983763,506117.281208,0.854851,1035.902190,0.000184,0.835422,0.002208
46,6.945088,10.983763,505733.715290,0.812044,1036.687854,0.000188,0.852710,0.002256
47,6.850468,10.983763,505901.874124,1.027508,1036.343265,0.000192,0.869992,0.002304
48,6.861053,10.983763,505430.015426,0.943411,1037.310773,0.000196,0.887291,0.002352
49,6.728057,10.983763,504688.600395,0.854536,1038.834639,0.000200,0.904616,0.002400
50,6.735822,10.983763,505988.599479,0.769251,1036.165638,0.000204,0.921895,0.002448
51,6.701621,10.983763,505368.643957,0.902063,1037.436743,0.000208,0.939196,0.002496
52,6.754256,10.983763,504995.584500,0.818776,1038.203137,0.000212,0.956509,0.002544
53,6.612536,10.983763,505482.767241,0.876767,1037.202520,0.000216,0.973805,0.002592
54,6.505331,10.983763,505277.736148,0.683374,1037.623395,0.000220,0.991109,0.002640
55,6.521528,10.983763,504657.997416,0.602803,1038.897635,0.000224,1.008434,0.002688
56,6.477717,10.983763,505729.073573,0.587970,1036.697369,0.000228,1.025721,0.002736
57,6.539038,10.983763,505349.680619,0.699997,1037.475673,0.000232,1.043022,0.002784
58,6.436018,10.983763,505194.028029,0.625951,1037.795324,0.000236,1.060329,0.002832
59,6.526799,10.983763,505655.750133,0.539729,1036.847697,0.000240,1.077619,0.002880
60,6.472385,10.983763,504089.943187,0.634357,1040.068359,0.000244,1.094963,0.002928
61,6.490713,10.983763,504494.918300,0.770679,1039.233461,0.000248,1.112293,0.002976
62,6.297227,10.983763,504353.872650,0.556253,1039.524089,0.000252,1.129628,0.003024
63,6.438076,10.983763,503922.345754,0.698452,1040.414271,0.000256,1.146979,0.003072
64,6.365653,10.983763,505191.341904,0.857656,1037.800842,0.000260,1.164286,0.003120
65,6.245926,10.983763,503943.045210,0.727052,1040.371536,0.000264,1.181635,0.003168
66,6.343260,10.983763,504722.480488,0.517445,1038.764906,0.000268,1.198958,0.003216
67,6.371809,10.983763,504787.870901,0.631747,1038.630344,0.000272,1.216278,0.003264
68,6.244012,10.983763,505188.362280,0.577876,1037.806963,0.000276,1.233584,0.003312
69,6.230746,10.983763,505647.695646,0.480154,1036.864213,0.000280,1.250978,0.003360
70,6.248835,10.983763,504746.535476,0.433634,1038.715401,0.000284,1.268300,0.003408
71,6.258776,10.983763,504106.485518,0.439328,1040.034229,0.000288,1.285643,0.003456
72,6.133682,10.983763,504840.542710,0.415679,1038.521980,0.000292,1.302962,0.003504
73,6.163833,10.983763,504447.509427,0.412114,1039.331130,0.000296,1.320294,0.003552
74,6.140228,10.983763,504779.825083,0.546921,1038.646899,0.000300,1.337618,0.003600
75,6.209845,10.983763,505135.412975,0.554103,1037.915748,0.000304,1.354926,0.003648
76,6.022099,10.983763,503248.106055,0.598740,1041.808193,0.000308,1.372300,0.003696
77,6.130228,10.983763,504150.945322,0.603329,1039.942511,0.000312,1.389642,0.003744
78,6.083635,10.983763,504332.210397,0.636918,1039.568739,0.000316,1.406979,0.003792
79,6.060230,10.983763,504704.100533,0.763859,1038.802735,0.000320,1.424302,0.003840
80,6.146240,10.983763,504833.117421,0.911983,1038.537255,0.000324,1.441621,0.003888
81,6.087690,10.983763,503996.694421,0.589694,1040.260791,0.000328,1.458970,0.003936
82,6.100347,10.983763,504367.034894,0.502882,1039.496961,0.000332,1.476306,0.003984
83,6.013286,10.983763,504274.704570,0.509128,1039.687288,0.000336,1.493644,0.004032
84,5.981252,10.983763,505332.718088,0.504636,1037.510498,0.000340,1.510945,0.004080
85,5.989711,10.983763,503422.744245,0.502175,1041.446788,0.000344,1.528315,0.004128
86,6.027277,10.983763,504696.393099,0.567997,1038.818599,0.000348,1.545639,0.004176
87,5.931849,10.983763,503493.076370,0.590022,1041.301310,0.000352,1.563003,0.004224
88,5.997964,10.983763,505182.028318,0.659554,1037.819975,0.000356,1.580310,0.004272
89,5.931754,10.983763,504920.967115,0.661155,1038.356563,0.000360,1.597626,0.004320
90,5.937868,10.983763,504510.572089,0.754780,1039.201216,0.000364,1.614956,0.004368
91,6.170925,10.983763,504900.464887,1.480053,1038.398727,0.000368,1.632319,0.004416
92,5.888868,10.983763,504819.130276,0.707436,1038.566030,0.000372,1.649638,0.004464
93,5.905888,10.983763,504466.899250,0.834609,1039.291182,0.000376,1.666970,0.004512
94,5.829955,10.983763,504741.735472,0.792990,1038.725279,0.000380,1.684294,0.004560
95,5.872201,10.983763,503976.067588,0.853740,1040.303367,0.000384,1.701642,0.004608
96,5.849099,10.983763,504162.149974,0.875675,1039.919399,0.000388,1.718984,0.004656
97,5.846914,10.983763,504475.644763,0.607996,1039.273165,0.000392,1.736316,0.004704
98,5.836223,10.983763,504633.340806,0.638804,1038.948396,0.000396,1.753641,0.004752
99,5.776877,10.983763,344577.951335,0.643812,1521.536703,0.000400,0.025360,0.004800
100,5.831755,10.983763,503258.215099,0.856916,1041.787266,0.000404,0.044806,0.004848
101,5.798164,10.983763,477620.943377,0.810825,1097.707308,0.000408,0.064632,0.004896
102,5.774772,10.983763,507344.173371,1.142638,1033.397105,0.000412,0.081867,0.004944
103,5.683772,10.983763,506005.938155,0.802086,1036.130133,0.000416,0.099146,0.004992
104,5.726154,10.983763,507111.780184,1.325303,1033.870678,0.000420,0.116390,0.005040
105,5.717128,10.983763,507117.871754,0.723600,1033.858259,0.000424,0.133632,0.005088
106,5.666573,10.983763,506080.341183,0.898562,1035.977803,0.000428,0.150913,0.005136
107,5.781384,10.983763,506086.422166,0.668966,1035.965355,0.000432,0.168191,0.005184
108,5.722603,10.983763,506487.430377,0.782097,1035.145136,0.000436,0.185459,0.005232
109,5.602181,10.983763,506428.552492,0.747428,1035.265483,0.000440,0.202728,0.005280
110,5.547610,10.983763,506301.852989,1.182961,1035.524553,0.000444,0.220001,0.005328
111,5.670281,10.983763,506480.758490,0.781539,1035.158772,0.000448,0.237264,0.005376
112,5.690249,10.983763,506060.329390,1.286167,1036.018770,0.000452,0.254547,0.005424
113,5.655366,10.983763,504725.308366,1.335093,1038.759086,0.000456,0.271871,0.005472
114,5.686072,10.983763,504143.928606,1.120890,1039.956985,0.000460,0.289218,0.005520
115,5.718293,10.983763,504437.588423,0.949926,1039.351571,0.000464,0.306556,0.005568
116,5.673894,10.983763,504855.329774,1.256926,1038.491562,0.000468,0.323876,0.005616
117,5.641841,10.983763,505402.736728,1.665356,1037.366761,0.000472,0.341178,0.005664
118,5.601388,10.983763,504263.273265,1.333327,1039.710857,0.000476,0.358519,0.005712
119,5.585044,10.983763,504369.506043,1.644718,1039.491868,0.000480,0.375857,0.005760
120,5.596666,10.983763,503993.639241,0.954552,1040.267097,0.000484,0.393210,0.005808
121,5.675641,10.983763,504472.285737,1.030486,1039.280085,0.000488,0.410547,0.005856
122,5.724455,10.983763,504988.145409,1.115300,1038.218431,0.000492,0.427868,0.005904
123,5.610611,10.983763,504258.023157,1.288360,1039.721682,0.000496,0.445212,0.005952
124,5.601491,10.983763,503878.826022,1.146381,1040.504131,0.000500,0.462570,0.006000
125,5.454187,10.983763,503520.185092,1.248962,1041.245248,0.000504,0.479937,0.006048
126,5.502274,10.983763,505040.890161,1.075893,1038.110003,0.000508,0.497253,0.006096
127,5.507298,10.983763,504922.643291,1.087489,1038.353116,0.000512,0.514573,0.006144
128,5.531812,10.983763,504923.689266,1.380754,1038.350965,0.000516,0.531894,0.006192
129,5.472404,10.983763,504929.710876,0.950180,1038.338582,0.000520,0.549210,0.006240
130,5.625478,10.983763,505086.384474,1.448208,1038.016498,0.000524,0.566522,0.006288
131,5.508344,10.983763,505034.804601,1.243273,1038.122512,0.000528,0.583835,0.006336
132,5.480439,10.983763,503567.017401,1.350331,1041.148411,0.000532,0.601201,0.006384
133,5.435832,10.983763,504974.449764,1.532804,1038.246589,0.000536,0.618518,0.006432
134,5.477482,10.983763,504314.954701,1.820809,1039.604309,0.000540,0.635859,0.006480
135,5.418602,10.983763,505797.022382,1.264819,1036.558099,0.000544,0.653149,0.006528
136,5.489517,10.983763,505065.495629,1.745696,1038.059429,0.000548,0.670468,0.006576
137,5.766373,10.983763,504823.053891,1.952031,1038.557958,0.000552,0.687794,0.006624
138,5.449743,10.983763,504420.102760,1.425455,1039.387600,0.000556,0.705128,0.006672
139,5.497653,10.983763,505545.610328,1.578116,1037.073588,0.000560,0.722427,0.006720
140,5.529587,10.983763,505491.217092,1.914976,1037.185182,0.000564,0.739726,0.006768
141,5.414240,10.983763,505453.472258,1.736395,1037.262634,0.000568,0.757030,0.006816
142,5.322251,10.983763,505449.057887,1.514737,1037.271693,0.000572,0.774328,0.006864
143,5.378120,10.983763,504917.772832,1.530688,1038.363132,0.000576,0.791647,0.006912
144,5.350916,10.983763,505145.020272,2.019922,1037.896008,0.000580,0.808960,0.006960
145,5.204282,10.983763,505444.029135,1.358989,1037.282013,0.000584,0.826387,0.007008
146,5.433029,10.983763,505319.321297,1.057982,1037.538004,0.000588,0.843698,0.007056
147,5.484309,10.983763,504922.960342,2.028058,1038.352464,0.000592,0.861018,0.007104
148,5.292758,10.983763,505489.553710,1.140976,1037.188595,0.000596,0.878320,0.007152
149,5.356205,10.983763,505040.016894,1.627465,1038.111798,0.000600,0.895635,0.007200
150,5.677475,10.983763,505352.492148,1.349288,1037.469901,0.000604,0.912940,0.007248
151,5.405360,10.983763,504790.635843,1.618907,1038.624655,0.000608,0.930263,0.007296
152,5.237589,10.983763,503887.858679,1.207760,1040.485479,0.000612,0.947617,0.007344
153,5.426613,10.983763,504460.757618,1.364092,1039.303835,0.000616,0.964952,0.007392
154,5.344058,10.983763,504262.919696,1.597184,1039.711586,0.000620,0.982296,0.007440
155,5.184409,10.983763,505119.814311,1.772397,1037.947800,0.000624,0.999608,0.007488
156,5.271420,10.983763,504678.495019,1.488269,1038.855440,0.000628,1.016937,0.007536
157,5.294284,10.983763,504168.303242,1.613489,1039.906707,0.000632,1.034284,0.007584
158,5.236773,10.983763,504430.030357,1.222814,1039.367144,0.000636,1.051621,0.007632
159,5.222645,10.983763,504494.545959,2.537922,1039.234228,0.000640,1.068957,0.007680
160,5.200317,10.983763,504732.867024,1.389465,1038.743530,0.000644,1.086285,0.007728
161,5.329252,10.983763,504617.900870,2.063347,1038.980185,0.000648,1.103612,0.007776
162,5.221780,10.983763,503829.998045,1.633368,1040.604970,0.000652,1.120970,0.007824
163,5.296254,10.983763,504608.050869,2.055589,1039.000466,0.000656,1.138299,0.007872
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322,3.958180,4.745947,503119.285253,0.174344,1042.074942,0.001292,3.926335,0.015504
323,4.092718,4.745947,503356.388190,0.184855,1041.584079,0.001296,3.943708,0.015552
324,4.022340,4.745947,503470.550043,0.209107,1041.347900,0.001300,3.961078,0.015600
325,4.043790,4.745947,503907.310596,0.222930,1040.445314,0.001304,3.978432,0.015648
326,4.049112,4.745947,502772.607461,0.277345,1042.793486,0.001308,3.995827,0.015696
327,3.978175,4.745947,503131.665652,0.311249,1042.049300,0.001312,4.013206,0.015744
328,3.955078,4.745947,502774.805066,0.297389,1042.788928,0.001316,4.030602,0.015792
329,4.145744,4.745947,502500.160851,0.274744,1043.358870,0.001320,4.048006,0.015840
330,4.008721,4.745947,504004.000647,0.261237,1040.245711,0.001324,4.065357,0.015888
331,3.953105,4.745947,503124.839025,0.281916,1042.063439,0.001328,4.082740,0.015936
332,3.892946,4.745947,503151.106549,0.272239,1042.009037,0.001332,4.100123,0.015984
333,3.981890,4.745947,502674.986289,0.205721,1042.996000,0.001336,4.117519,0.016032
334,3.985611,4.745947,502433.091528,0.219368,1043.498147,0.001340,4.134930,0.016080
335,3.869286,4.745947,502732.326916,0.221820,1042.877038,0.001344,4.152351,0.016128
336,3.990933,4.745947,503692.773639,0.275584,1040.888469,0.001348,4.169714,0.016176
337,3.943367,4.745947,504067.383294,0.216399,1040.114908,0.001352,4.187060,0.016224
338,3.957856,4.745947,503978.825099,0.223639,1040.297675,0.001356,4.204416,0.016272
339,4.097122,4.745947,502772.812852,0.261850,1042.793060,0.001360,4.221812,0.016320
340,4.036291,4.745947,503110.803473,0.227552,1042.092510,0.001364,4.239192,0.016368
341,3.980888,4.745947,504024.829883,0.214006,1040.202722,0.001368,4.256545,0.016416
342,3.916110,4.745947,503270.730837,0.186956,1041.761358,0.001372,4.273926,0.016464
343,4.094488,4.745947,503176.885688,0.272910,1041.955652,0.001376,4.291309,0.016512
344,3.947022,4.745947,503238.887166,0.230670,1041.827278,0.001380,4.308688,0.016560
345,3.913104,4.745947,503596.233429,0.227226,1041.088009,0.001384,4.326050,0.016608
346,3.901904,4.745947,504697.872962,0.228667,1038.815553,0.001388,4.343379,0.016656
347,3.955056,4.745947,503876.529654,0.167037,1040.508873,0.001392,4.360735,0.016704
348,3.990907,4.745947,504169.013992,0.187110,1039.905241,0.001396,4.378082,0.016752
349,3.919336,4.745947,503383.415980,0.211257,1041.528154,0.001400,4.395456,0.016800
350,3.868322,4.745947,504226.205727,0.222559,1039.787290,0.001404,4.412798,0.016848
351,3.938838,4.745947,503043.261672,0.218098,1042.232428,0.001408,4.430183,0.016896
352,3.993777,4.745947,503035.077831,0.221583,1042.249384,0.001412,4.447566,0.016944
353,3.919766,4.745947,503038.190420,0.251802,1042.242935,0.001416,4.464953,0.016992
354,3.881981,4.745947,502407.826652,0.262860,1043.550622,0.001420,4.482361,0.017040
355,3.875266,4.745947,504051.037852,0.254966,1040.148637,0.001424,4.499710,0.017088
356,3.935838,4.745947,503742.130655,0.211270,1040.786482,0.001428,4.517076,0.017136
357,3.913443,4.745947,503717.419723,0.238287,1040.837540,0.001432,4.534438,0.017184
358,3.925532,4.745947,502854.186755,0.242294,1042.624311,0.001436,4.551827,0.017232
359,4.003545,4.745947,503052.523591,0.200365,1042.213239,0.001440,4.569213,0.017280
360,3.844234,4.745947,502924.239969,0.173763,1042.479082,0.001444,4.586602,0.017328
361,3.880918,4.745947,503173.815329,0.195880,1041.962010,0.001448,4.603981,0.017376
362,3.865372,4.745947,503376.890865,0.257809,1041.541655,0.001452,4.621352,0.017424
363,3.867843,4.745947,503739.308943,0.265574,1040.792312,0.001456,4.638711,0.017472
364,3.924550,4.745947,503848.454808,0.244961,1040.566851,0.001460,4.656069,0.017520
365,3.860881,4.745947,502450.564415,0.217071,1043.461859,0.001464,4.673476,0.017568
366,4.053370,4.745947,503121.519203,0.354393,1042.070315,0.001468,4.690857,0.017616
367,3.816570,4.745947,503236.531417,0.234082,1041.832155,0.001472,4.708234,0.017664
368,3.855560,4.745947,503016.771822,0.278676,1042.287314,0.001476,4.725621,0.017712
369,3.796437,4.745947,503463.561441,0.263787,1041.362355,0.001480,4.742988,0.017760
370,3.816068,4.745947,503123.994580,0.176718,1042.065188,0.001484,4.760368,0.017808
371,3.899821,4.745947,503429.848212,0.155296,1041.432092,0.001488,4.777737,0.017856
372,3.724196,4.745947,503070.858751,0.146535,1042.175254,0.001492,4.795121,0.017904
373,3.811392,4.745947,502448.595957,0.193756,1043.465947,0.001496,4.812525,0.017952
374,3.930095,4.745947,502432.151662,0.199526,1043.500099,0.001500,4.829934,0.018000
375,3.857549,4.745947,502608.410900,0.197343,1043.134155,0.001504,4.847333,0.018048