step,training_loss,grad_norm
10,25.0098,9.999999046325684
20,21.14,10.0
30,19.5656,10.0
40,22.2557,10.0
50,19.8979,10.0
60,19.9194,10.000000953674316
70,19.9414,10.0
80,18.3727,10.0
90,16.6658,9.999998092651367
100,14.0099,9.999999046325684
110,15.5906,10.0
120,12.2122,9.999999046325684
130,11.1642,9.999999046325684
140,10.508,9.999999046325684
150,10.7551,9.999998092651367
160,7.5794,9.999998092651367
170,7.0463,9.999999046325684
180,6.1927,9.999999046325684
190,6.0742,9.999998092651367
200,5.5646,9.999999046325684
210,4.4156,10.0
220,4.009,10.0
230,4.2071,9.999999046325684
240,3.3418,9.92754077911377
250,3.1951,9.999999046325684
260,3.2004,9.223930358886719
270,2.829,9.082791328430176
280,2.7731,8.823826789855957
290,2.433,9.202177047729492
300,2.642,8.65110969543457
310,2.264,8.528668403625488
320,2.1329,7.7786054611206055
330,2.281,8.417685508728027
340,2.0056,7.852630138397217
350,2.0997,6.6535539627075195
360,1.8211,7.47215461730957
370,1.9156,7.721928596496582
380,1.8962,6.984718322753906
390,1.8017,6.164778709411621
400,1.8603,7.028536796569824
410,1.7755,6.902800559997559
420,1.6906,6.338744163513184
430,1.655,6.0964250564575195
440,1.7145,8.21790599822998
450,1.7009,7.418270587921143
460,1.5951,6.963315010070801
470,1.3639,6.564855098724365
480,1.3755,6.416820049285889
490,1.4393,5.674137115478516
500,1.3376,4.6718950271606445
510,1.2266,5.4262895584106445
520,1.2369,6.322361469268799
530,1.1314,3.7570950984954834
540,1.2191,9.658903121948242
550,1.1518,4.750051975250244
560,1.1493,6.180649280548096
570,1.161,6.986791610717773
580,1.2001,6.440390110015869
590,1.1442,5.593502044677734
600,1.1084,6.781221389770508
610,1.0491,7.925071716308594
620,0.9524,5.973544120788574
630,0.9786,5.340427875518799
640,0.9113,6.391765594482422
650,0.9128,4.451793193817139
660,0.9892,6.295186519622803
670,0.8504,5.4078545570373535
680,0.7927,5.933463096618652
690,0.851,5.947375297546387
700,0.7357,5.068386554718018
710,0.7506,5.9047722816467285
720,0.8117,5.7569780349731445
730,0.7333,5.652283191680908
740,0.7629,6.997105121612549
750,0.7349,8.171971321105957
760,0.7718,4.71469783782959
770,0.7216,4.427487373352051
780,0.6733,8.163129806518555
790,0.6489,6.580039978027344
800,0.6832,5.725812911987305
810,0.69,8.72541332244873
820,0.6573,4.385229110717773
830,0.6112,6.179346561431885
840,0.606,5.5994696617126465
850,0.5361,3.575305461883545
860,0.5534,5.2404890060424805
870,0.5742,4.297515392303467
880,0.5987,7.0636091232299805
890,0.5416,9.999999046325684
900,0.5165,6.261672496795654
910,0.5524,6.124921798706055
920,0.5445,4.131237506866455
930,0.5782,4.405086040496826
940,0.5006,4.795904159545898
950,0.4497,3.2562339305877686
960,0.4404,4.048407077789307
970,0.4366,4.113460063934326
980,0.4398,5.145194053649902
990,0.5063,6.958776473999023
1000,0.4522,3.6688780784606934
1010,0.4282,6.409704208374023
1020,0.4338,5.826270580291748
1030,0.4292,3.318782329559326
1040,0.4171,7.265100002288818
1050,0.3812,4.3110151290893555
1060,0.4137,4.037806987762451
1070,0.3597,4.396184921264648
1080,0.4093,5.156706809997559
1090,0.3506,3.9551589488983154
1100,0.334,4.0832977294921875
1110,0.3311,6.205179214477539
1120,0.3105,2.7521305084228516
1130,0.3042,3.2321791648864746
1140,0.3029,2.393861770629883
1150,0.3106,4.5508646965026855
1160,0.2634,3.4006052017211914
1170,0.2435,4.000737190246582
1180,0.2595,2.483292818069458
1190,0.239,3.59456205368042
1200,0.2063,1.7987836599349976
1210,0.2148,3.7539713382720947
1220,0.1995,1.7862229347229004
1230,0.2071,3.876455068588257
1240,0.2055,2.9520583152770996
1250,0.2969,3.1122217178344727
1260,0.2131,2.4865994453430176
1270,0.2018,2.4567627906799316
1280,0.2249,4.244247913360596
1290,0.2081,2.518451690673828
1300,0.1734,1.9559366703033447
1310,0.205,3.031994104385376
1320,0.1887,2.406050443649292
1330,0.1888,2.7615973949432373
1340,0.1833,1.7405335903167725
1350,0.1773,1.7625422477722168
1360,0.1545,2.358381748199463
1370,0.1758,1.8071482181549072
1380,0.1504,2.0202291011810303
1390,0.1532,1.8916711807250977
1400,0.1886,1.5453531742095947
1410,0.2906,4.600649356842041
1420,0.1864,2.1933364868164062
1430,0.1644,2.022707223892212
1440,0.1361,1.0316630601882935
1450,0.1443,2.27957820892334
1460,0.1409,1.7009713649749756
1470,0.146,2.533888816833496
1480,0.1446,3.6475625038146973
1490,0.1406,3.499342679977417
1500,0.1309,2.4060304164886475
1510,0.1344,1.3997689485549927
1520,0.1332,1.9696393013000488
1530,0.1281,1.5208605527877808
1540,0.1308,3.606801748275757
1550,0.133,1.3618743419647217
1560,0.1109,2.3711624145507812
1570,0.1087,1.8985823392868042
1580,0.1241,2.0187478065490723
1590,0.124,2.759154796600342
1600,0.1183,2.296391487121582
1610,0.1091,1.0672787427902222
1620,0.1043,1.5193443298339844
1630,0.1149,2.3027424812316895
1640,0.1043,1.3467469215393066
1650,0.1102,1.356353521347046
1660,0.1034,1.228360891342163
1670,0.0938,1.0404826402664185
1680,0.0929,1.117473840713501
1690,0.1047,2.015279531478882
1700,0.1072,1.3013743162155151
1710,0.1077,0.9508829712867737
1720,0.0964,1.6262060403823853
1730,0.0955,2.0685489177703857
1740,0.1084,2.487398386001587
1750,0.0987,1.8313651084899902
1760,0.0861,1.0149049758911133
1770,0.0893,1.1805267333984375
1780,0.0913,2.411816358566284
1790,0.0895,1.6051409244537354
1800,0.0963,1.81666100025177
1810,0.0874,1.5015912055969238
1820,0.0879,1.895607590675354
1830,0.086,1.8678356409072876
1840,0.0859,2.174870014190674
1850,0.0886,2.876357316970825
1860,0.0881,0.8143522143363953
1870,0.0833,1.2744733095169067
1880,0.082,1.2017239332199097
1890,0.0855,1.1854361295700073
1900,0.0796,1.0913949012756348
1910,0.075,1.671223759651184
1920,0.0795,1.0959385633468628
1930,0.0723,1.324994444847107
1940,0.0827,1.2448304891586304
1950,0.0715,1.0772746801376343
1960,0.0808,1.8228436708450317
1970,0.0785,1.6534758806228638
1980,0.0718,1.4168140888214111
1990,0.0748,1.5757675170898438
2000,0.0784,1.6864404678344727
2010,0.0718,2.099787712097168
2020,0.0654,1.4072086811065674
2030,0.0712,1.65607488155365
2040,0.0718,1.0815417766571045
2050,0.0716,1.7277313470840454
2060,0.074,2.8637478351593018
2070,0.0735,0.9136567115783691
2080,0.0715,0.8006839156150818
2090,0.0639,0.7248231172561646
2100,0.0708,1.7446460723876953
2110,0.0666,1.2100491523742676
2120,0.0687,1.2634787559509277
2130,0.0716,1.3754606246948242
2140,0.0675,1.020651936531067
2150,0.0611,0.8696240186691284
2160,0.0687,0.7985386252403259
2170,0.0613,0.9541028141975403
2180,0.0548,1.0318081378936768
2190,0.0654,0.9064770340919495
2200,0.0588,0.8754851818084717
2210,0.0594,1.7214452028274536
2220,0.0631,1.210880994796753
2230,0.0602,1.1032485961914062
2240,0.0629,1.0845381021499634
2250,0.0634,2.1601436138153076
2260,0.0598,0.7915497422218323
2270,0.0648,0.7675888538360596
2280,0.068,0.7205303907394409
2290,0.0627,1.1863046884536743
2300,0.061,1.5145514011383057
2310,0.0618,1.512538194656372
2320,0.056,0.7152431607246399
2330,0.0553,1.088774561882019
2340,0.0579,1.6264665126800537
2350,0.0596,0.8412667512893677
2360,0.0517,0.9893567562103271
2370,0.0636,1.141923189163208
2380,0.0625,1.0873090028762817
2390,0.0607,1.2717716693878174
2400,0.0641,0.9125858545303345
2410,0.0556,1.2380740642547607
2420,0.0582,0.8373789191246033
2430,0.0589,1.2116636037826538
2440,0.0556,0.9929203987121582
2450,0.1241,4.202775001525879
2460,0.058,0.7132782340049744
2470,0.0536,1.1776046752929688
2480,0.0525,0.9290738105773926
2490,0.0531,0.7358233332633972
2500,0.0536,0.7290906310081482
2510,0.0521,2.2401978969573975
2520,0.051,0.8791694045066833
2530,0.0499,0.9628347754478455
2540,0.053,1.1784076690673828
2550,0.052,0.6202109456062317
2560,0.0546,1.687437891960144
2570,0.0501,0.9839533567428589
2580,0.0528,0.7513769268989563
2590,0.0464,0.7528485655784607
2600,0.0461,0.7403162717819214
2610,0.0502,0.6813424825668335
2620,0.0482,1.042804479598999
2630,0.0504,1.198126196861267
2640,0.0539,0.7548074722290039
2650,0.0487,1.2453689575195312
2660,0.0509,1.2430559396743774
2670,0.0489,1.5917692184448242
2680,0.049,0.8133623003959656
2690,0.0533,1.1359260082244873
2700,0.048,1.093884825706482
2710,0.0469,0.8879605531692505
2720,0.0445,0.7111746072769165
2730,0.046,1.2820019721984863
2740,0.0426,0.7858681678771973
2750,0.047,1.4206093549728394
2760,0.0481,0.5986422300338745
2770,0.0454,1.292561650276184
2780,0.0443,1.2348542213439941
2790,0.0428,1.29500412940979
2800,0.0456,0.8955745100975037
2810,0.0396,0.6216024160385132
2820,0.046,0.8952575922012329
2830,0.0422,0.5685930848121643
2840,0.0435,1.357953429222107
2850,0.0455,0.8954445123672485
2860,0.042,0.6637849807739258
2870,0.0455,0.939636766910553
2880,0.0392,0.9329520463943481
2890,0.0433,1.3847849369049072
2900,0.0407,0.8793593049049377
2910,0.0413,0.6646541357040405
2920,0.0364,0.847805380821228
2930,0.0392,0.7649326920509338
2940,0.048,1.444518804550171
2950,0.042,0.7838603258132935
2960,0.0406,1.1206825971603394
2970,0.043,1.5473953485488892
2980,0.0415,3.4205470085144043
2990,0.2904,10.0
3000,0.064,1.2823175191879272
3010,0.0498,0.888170063495636
3020,0.0488,1.0187536478042603
3030,0.066,0.8467875123023987
3040,0.0609,1.0666447877883911
3050,0.0434,1.549963116645813
3060,0.0469,1.9995055198669434
3070,0.0406,0.5099239349365234
3080,0.0428,0.6920020580291748
3090,0.0439,1.3945245742797852
3100,0.0391,1.052307367324829
3110,0.0386,1.155597448348999
3120,0.0371,0.868998646736145
3130,0.0373,1.329553484916687
3140,0.0351,1.1121788024902344
3150,0.039,0.5306622385978699
3160,0.0394,0.78061443567276
3170,0.0376,0.7127732038497925
3180,0.0376,0.8593016266822815
3190,0.0412,0.9885213375091553
3200,0.0398,1.3072835206985474
3210,0.0373,0.7909312844276428
3220,0.0393,0.7166429162025452
3230,0.0437,1.2144216299057007
3240,0.0434,0.9330766201019287
3250,0.0383,0.8910636901855469
3260,0.0319,0.784411609172821
3270,0.0332,0.6520566940307617
3280,0.036,0.5511088371276855
3290,0.033,0.7544008493423462
3300,0.0339,0.6497225761413574
3310,0.0326,0.7572931051254272
3320,0.0335,0.8004046082496643
3330,0.0364,0.47980523109436035
3340,0.0356,0.8055694103240967
3350,0.031,0.6380268335342407
3360,0.0367,0.9012896418571472
3370,0.0341,0.6117081046104431
3380,0.0359,1.4057857990264893
3390,0.0328,0.755131185054779
3400,0.0337,0.5870220065116882
3410,0.0335,0.74981689453125
3420,0.035,1.0715662240982056
3430,0.0346,0.973449170589447
3440,0.0304,0.7318875789642334
3450,0.0356,1.2605619430541992
3460,0.033,1.8618148565292358
3470,0.0322,0.8769755363464355
3480,0.0307,0.516949474811554
3490,0.0349,0.5609827637672424
3500,0.0348,0.8296241760253906
3510,0.033,0.7273261547088623
3520,0.0331,0.653197169303894
3530,0.0331,0.5999155640602112
3540,0.033,1.211106538772583
3550,0.0341,0.5568315982818604
3560,0.0318,0.8848532438278198
3570,0.0323,1.7592324018478394
3580,0.0347,1.1839765310287476
3590,0.0333,1.3218696117401123
3600,0.0295,0.6670341491699219
3610,0.032,1.1519031524658203
3620,0.0283,0.7488695979118347
3630,0.0311,0.6949564218521118
3640,0.0322,0.8676319718360901
3650,0.0301,0.7145189642906189
3660,0.0296,0.6102205514907837
3670,0.034,0.8618791103363037
3680,0.0296,0.7225150465965271
3690,0.0306,1.172834038734436
3700,0.031,0.7646805644035339
3710,0.0291,0.9731333255767822
3720,0.0298,1.0278534889221191
3730,0.029,1.1730746030807495
3740,0.0298,0.7043451070785522
3750,0.0291,0.9286890625953674
3760,0.0287,0.5242792963981628
3770,0.028,0.5428264141082764
3780,0.0292,1.5131065845489502
3790,0.0293,0.6583606004714966
3800,0.0288,0.5924073457717896
3810,0.066,0.39552125334739685
3820,0.0319,0.6910571455955505
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3840,0.0273,0.9989128112792969
3850,0.0281,1.0187201499938965
3860,0.0285,0.5413186550140381
3870,0.0271,0.8495590090751648
3880,0.0372,4.328479766845703
3890,0.0282,0.9293838143348694
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3920,0.0275,0.4836840331554413
3930,0.0319,1.3007832765579224
3940,0.0306,0.5120170712471008
3950,0.0286,0.4246407151222229
3960,0.0285,1.7075413465499878
3970,0.027,0.5051525831222534
3980,0.0266,1.0401355028152466
3990,0.0253,0.6309412121772766
4000,0.0277,0.9178076386451721
4010,0.0276,0.7708293795585632
4020,0.0269,0.55832839012146
4030,0.0249,0.7706555724143982
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4050,0.0262,1.284646987915039
4060,0.0268,0.7163856625556946
4070,0.0253,0.6401926279067993
4080,0.026,0.48997268080711365
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4110,0.0268,1.1493886709213257
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4140,0.0237,0.5544851422309875
4150,0.0272,0.4754429757595062
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4200,0.0247,0.3553113341331482
4210,0.0252,0.607818067073822
4220,0.0246,0.4639184772968292
4230,0.0251,0.7425227761268616
4240,0.025,0.5675187110900879
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4260,0.0249,0.6597980856895447
4270,0.0278,1.2394710779190063
4280,0.0242,0.4571189880371094
4290,0.0247,0.5146661996841431
4300,0.0245,0.4506656527519226
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4320,0.0233,0.6729892492294312
4330,0.022,0.6751507520675659
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4350,0.0254,0.8458972573280334
4360,0.0246,0.44344040751457214
4370,0.0243,0.786583423614502
4380,0.0212,0.5700464248657227
4390,0.0255,0.44640713930130005
4400,0.0252,0.7044013142585754
4410,0.0231,0.5847047567367554
4420,0.0239,0.42283058166503906
4430,0.0239,0.4773986339569092
4440,0.0234,0.7260863780975342
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4470,0.0226,0.8719987869262695
4480,0.0255,0.5294813513755798
4490,0.0253,0.9275472164154053
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8870,0.0079,0.21139609813690186
8880,0.0084,0.4425167739391327
8890,0.0094,0.23933394253253937
8900,0.0082,0.2532728910446167
8910,0.0084,0.23154416680335999
8920,0.0082,0.2077091485261917
8930,0.0082,0.4555841088294983
8940,0.0082,0.3250938057899475
8950,0.0086,0.3939695358276367
8960,0.0081,0.28779736161231995
8970,0.008,0.37740767002105713
8980,0.0084,0.2692784070968628
8990,0.0082,0.418992280960083
9000,0.0079,0.3875369131565094
9010,0.0082,0.264597088098526
9020,0.0086,0.3599757254123688
9030,0.0086,0.4654256999492645
9040,0.008,0.524340033531189
9050,0.0086,0.20554010570049286
9060,0.0074,0.32930371165275574
9070,0.0077,0.24314330518245697
9080,0.008,0.31493377685546875
9090,0.0084,0.2769337296485901
9100,0.0081,0.3438517153263092
9110,0.0075,0.4599997401237488
9120,0.0078,0.3163970708847046
9130,0.008,0.30615344643592834
9140,0.0078,0.30409663915634155
9150,0.0091,0.4873349666595459
9160,0.0088,0.3827201724052429
9170,0.0078,0.2460046261548996
9180,0.0087,0.3392944037914276
9190,0.0082,0.35297346115112305
9200,0.0079,0.3948969841003418
9210,0.0079,0.38754287362098694
9220,0.0081,0.4345296621322632
9230,0.0087,0.2373654693365097
9240,0.008,0.25109973549842834
9250,0.0081,0.2802826762199402
9260,0.0089,0.23553511500358582
9270,0.0089,0.32419756054878235
9280,0.0087,0.43374568223953247
9290,0.0076,0.2513261139392853
9300,0.0074,0.34106823801994324
9310,0.0085,0.35993969440460205
9320,0.0087,0.23945480585098267
9330,0.008,0.3734394311904907
9340,0.0075,0.2635866701602936
9350,0.0089,0.4116237759590149
9360,0.0079,0.26392266154289246
9370,0.0079,0.31828773021698
9375,nan,nan