figured out how to use cuda and save model weights

verse/stars/nn_results.csv

@@ -1,302 +1,72 @@
 time,mu,percent of points contained
-0.0,0.09422636,89.200005
-0.1,0.3030296,86.6
-0.2,0.51233107,96.100006
-0.3,0.72150534,100.0
-0.4,0.9299724,100.0
-0.5,1.137663,100.0
-0.6,1.3453534,100.0
-0.7,1.5530441,100.0
-0.8,1.7607348,100.0
-0.90000004,1.9684256,100.0
-1.0,2.176116,100.0
-1.1,2.3838065,100.0
-1.2,2.5914972,100.0
-1.3,2.7991877,100.0
-1.4,3.0068784,100.0
-1.5,3.214569,100.0
-1.6,3.42226,100.0
-1.7,3.6299505,100.0
-1.8000001,3.8376412,100.0
-1.9,4.0453305,100.0
-2.0,4.2530212,100.0
-2.1,4.460712,100.0
-2.2,4.668403,100.0
-2.3,4.8760924,100.0
-2.4,5.083783,100.0
-2.5,5.291475,100.0
-2.6000001,5.499165,100.0
-2.7,5.706856,100.0
-2.8000002,5.9145465,100.0
-2.9,6.1222377,100.0
-3.0,6.329927,100.0
-3.1000001,6.537618,100.0
-3.2,6.7453094,100.0
-3.3,6.9529996,100.0
-3.4,7.160691,100.0
-3.5,7.3683825,100.0
-3.6000001,7.5760703,100.0
-3.7,7.783761,100.0
-3.8,7.991452,100.0
-3.9,8.199143,100.0
-4.0,8.406833,100.0
-4.1,8.614527,100.0
-4.2,8.822213,100.0
-4.3,9.029904,100.0
-4.4,9.237596,100.0
-4.5,9.445288,100.0
-4.6,9.652976,100.0
-4.7,9.860669,100.0
-4.8,10.068357,100.0
-4.9,10.27605,100.0
-5.0,10.483739,100.0
-5.1000004,10.691488,100.0
-5.2000003,10.899279,100.0
-5.3,11.107062,100.0
-5.4,11.314849,100.0
-5.5,11.522636,100.0
-5.6,11.730425,100.0
-5.7,11.93821,100.0
-5.7999997,12.145997,100.0
-5.9,12.353787,100.0
-6.0,12.561575,100.0
-6.1,12.769361,100.0
-6.2,12.977147,100.0
-6.2999997,13.184936,100.0
-6.4,13.392722,100.0
-6.5,13.600512,100.0
-6.6,13.808297,100.0
-6.7000003,14.016085,100.0
-6.8,14.223874,100.0
-6.9,14.431662,100.0
-7.0,14.639443,100.0
-7.1,14.847234,100.0
-7.2,15.055022,100.0
-7.2999997,15.262807,100.0
-7.3999996,15.470595,100.0
-7.5,15.678379,100.0
-7.6,15.886168,100.0
-7.7,16.093954,100.0
-7.7999997,16.301743,100.0
-7.8999996,16.509527,100.0
-8.0,16.71732,100.0
-8.1,16.925102,100.0
-8.2,17.132896,100.0
-8.3,17.34068,100.0
-8.4,17.548466,100.0
-8.5,17.756252,100.0
-8.6,17.96404,100.0
-8.7,18.17183,100.0
-8.8,18.37962,100.0
-8.900001,18.587406,100.0
-9.0,18.795193,100.0
-9.1,19.00298,100.0
-9.2,19.210762,100.0
-9.3,19.418552,100.0
-9.400001,19.62635,100.0
-9.5,19.834127,100.0
-9.6,20.041916,100.0
-9.700001,20.2497,100.0
-9.8,20.457489,100.0
-9.900001,20.665283,100.0
-10.0,20.873068,100.0
-10.1,21.080849,100.0
-10.200001,21.288645,100.0
-10.3,21.496422,100.0
-10.4,21.704216,100.0
-10.5,21.912003,100.0
-10.599999,22.11979,100.0
-10.7,22.327576,100.0
-10.799999,22.535358,100.0
-10.9,22.743149,100.0
-11.0,22.950935,100.0
-11.099999,23.158726,100.0
-11.2,23.366508,100.0
-11.3,23.574299,100.0
-11.4,23.782082,100.0
-11.5,23.989872,100.0
-11.599999,24.197659,100.0
-11.7,24.405443,100.0
-11.8,24.61324,100.0
-11.9,24.821028,100.0
-12.0,25.028809,100.0
-12.1,25.236595,100.0
-12.2,25.444384,100.0
-12.3,25.652174,100.0
-12.4,25.859955,100.0
-12.5,26.067745,100.0
-12.6,26.275534,100.0
-12.7,26.483322,100.0
-12.8,26.691109,100.0
-12.900001,26.898901,100.0
-13.0,27.106688,100.0
-13.1,27.314468,100.0
-13.2,27.522259,100.0
-13.3,27.730043,100.0
-13.400001,27.937828,100.0
-13.5,28.145618,100.0
-13.6,28.353407,100.0
-13.700001,28.561195,100.0
-13.8,28.768978,100.0
-13.900001,28.976765,100.0
-14.0,29.18456,100.0
-14.1,29.392345,100.0
-14.200001,29.600132,100.0
-14.3,29.807924,100.0
-14.4,30.015705,100.0
-14.5,30.223495,100.0
-14.599999,30.431276,100.0
-14.7,30.639057,100.0
-14.799999,30.84685,100.0
-14.9,31.054644,100.0
-15.0,31.262428,100.0
-15.099999,31.470215,100.0
-15.2,31.678003,100.0
-15.3,31.885792,100.0
-15.4,32.093582,100.0
-15.5,32.30137,100.0
-15.599999,32.509155,100.0
-15.7,32.716934,100.0
-15.8,32.92473,100.0
-15.9,33.132507,100.0
-16.0,33.340298,100.0
-16.1,33.548096,100.0
-16.2,33.75588,100.0
-16.3,33.963657,100.0
-16.4,34.17145,100.0
-16.5,34.379234,100.0
-16.6,34.587025,100.0
-16.7,34.794823,100.0
-16.8,35.002594,100.0
-16.9,35.21039,100.0
-17.0,35.418167,100.0
-17.099998,35.625965,100.0
-17.199999,35.833748,100.0
-17.3,36.04153,100.0
-17.4,36.249325,100.0
-17.5,36.45711,100.0
-17.6,36.664906,100.0
-17.7,36.872684,100.0
-17.800001,37.08047,100.0
-17.9,37.288254,100.0
-18.0,37.496048,100.0
-18.1,37.70385,100.0
-18.2,37.91162,100.0
-18.300001,38.11941,100.0
-18.4,38.327206,100.0
-18.5,38.534985,100.0
-18.6,38.742767,100.0
-18.699999,38.950546,100.0
-18.8,39.158348,100.0
-18.9,39.366135,100.0
-19.0,39.573914,100.0
-19.1,39.781696,100.0
-19.2,39.989487,100.0
-19.300001,40.19728,100.0
-19.400002,40.40508,100.0
-19.5,40.61286,100.0
-19.6,40.820652,100.0
-19.7,41.028427,100.0
-19.800001,41.236225,100.0
-19.900002,41.444004,100.0
-20.0,41.651794,100.0
-20.1,41.85958,100.0
-20.2,42.067375,100.0
-20.3,42.275154,100.0
-20.4,42.48294,100.0
-20.5,42.690735,100.0
-20.6,42.89852,100.0
-20.7,43.10631,100.0
-20.8,43.31409,100.0
-20.9,43.52188,100.0
-21.0,43.729668,100.0
-21.099998,43.937458,100.0
-21.199999,44.14523,100.0
-21.3,44.353024,100.0
-21.4,44.560814,100.0
-21.5,44.76861,100.0
-21.6,44.976383,100.0
-21.7,45.18417,100.0
-21.800001,45.39196,100.0
-21.9,45.59976,100.0
-22.0,45.80754,100.0
-22.1,46.015327,100.0
-22.2,46.223114,100.0
-22.300001,46.43091,100.0
-22.4,46.638687,100.0
-22.5,46.84648,100.0
-22.6,47.05426,100.0
-22.699999,47.262047,100.0
-22.8,47.469837,100.0
-22.9,47.67762,100.0
-23.0,47.88541,100.0
-23.1,48.09319,100.0
-23.2,48.300987,100.0
-23.300001,48.50877,100.0
-23.400002,48.716564,100.0
-23.5,48.924355,100.0
-23.6,49.13214,100.0
-23.7,49.339916,100.0
-23.800001,49.5477,100.0
-23.900002,49.75551,100.0
-24.0,49.963287,100.0
-24.1,50.171074,100.0
-24.2,50.37887,100.0
-24.3,50.58663,100.0
-24.4,50.794434,100.0
-24.5,51.00222,100.0
-24.6,51.210007,100.0
-24.7,51.417793,100.0
-24.8,51.62558,100.0
-24.9,51.83339,100.0
-25.0,52.04115,100.0
-25.099998,52.24894,100.0
-25.199999,52.45673,100.0
-25.3,52.66452,100.0
-25.4,52.872307,100.0
-25.5,53.080093,100.0
-25.6,53.28788,100.0
-25.7,53.495678,100.0
-25.800001,53.703472,100.0
-25.9,53.911247,100.0
-26.0,54.119022,100.0
-26.1,54.326824,100.0
-26.2,54.534622,100.0
-26.300001,54.7424,100.0
-26.4,54.950184,100.0
-26.5,55.15797,100.0
-26.6,55.365765,100.0
-26.699999,55.573547,100.0
-26.8,55.781334,100.0
-26.9,55.98913,100.0
-27.0,56.196907,100.0
-27.1,56.4047,100.0
-27.2,56.612465,100.0
-27.300001,56.820274,100.0
-27.400002,57.028053,100.0
-27.5,57.235836,100.0
-27.6,57.44362,100.0
-27.7,57.651424,100.0
-27.800001,57.8592,100.0
-27.900002,58.06698,100.0
-28.0,58.274773,100.0
-28.1,58.48256,100.0
-28.2,58.690346,100.0
-28.3,58.898148,100.0
-28.4,59.10593,100.0
-28.5,59.31372,100.0
-28.6,59.521507,100.0
-28.7,59.72929,100.0
-28.8,59.937073,100.0
-28.9,60.144867,100.0
-29.0,60.352654,100.0
-29.1,60.56043,100.0
-29.2,60.76822,100.0
-29.3,60.97602,100.0
-29.4,61.183792,100.0
-29.5,61.39159,100.0
-29.6,61.599384,100.0
-29.7,61.80717,100.0
-29.8,62.01495,100.0
-29.9,62.222733,100.0
-30.0,62.43051,100.0
+0.0,0.14273217,100.0
+0.2,0.6847316,100.0
+0.4,1.1987147,100.0
+0.6,1.713295,100.0
+0.8,2.2278757,100.0
+1.0,2.7424564,100.0
+1.2,3.2570372,100.0
+1.4,3.7716177,100.0
+1.6,4.286199,100.0
+1.8000001,4.8007793,100.0
+2.0,5.3153596,100.0
+2.2,5.8299394,100.0
+2.4,6.3445206,100.0
+2.6,6.8591003,100.0
+2.8,7.3736815,100.0
+3.0,7.8882623,100.0
+3.2,8.4028425,100.0
+3.4,8.917423,100.0
+3.6000001,9.432004,100.0
+3.8,9.946586,100.0
+4.0,10.461164,100.0
+4.2,10.975746,100.0
+4.4,11.490166,100.0
+4.6,12.003989,100.0
+4.8,12.517815,100.0
+5.0,13.03164,100.0
+5.2000003,13.545467,100.0
+5.4,14.059292,100.0
+5.6000004,14.573118,100.0
+5.8,15.0869465,100.0
+6.0,15.600775,100.0
+6.2000003,16.114603,100.0
+6.4,16.628433,100.0
+6.6,17.14226,100.0
+6.8,17.656096,100.0
+7.0,18.169922,100.0
+7.2000003,18.683752,100.0
+7.4,19.197573,100.0
+7.6,19.711405,100.0
+7.8,20.225237,100.0
+8.0,20.739065,100.0
+8.2,21.252893,100.0
+8.4,21.766722,100.0
+8.6,22.280556,100.0
+8.8,22.794382,100.0
+9.0,23.308212,100.0
+9.2,23.822042,100.0
+9.4,24.335867,100.0
+9.6,24.849703,100.0
+9.8,25.36353,100.0
+10.0,25.877356,100.0
+10.200001,26.391195,100.0
+10.400001,26.905018,100.0
+10.6,27.418844,100.0
+10.8,27.932678,100.0
+11.0,28.446497,100.0
+11.2,28.96033,100.0
+11.4,29.474161,100.0
+11.599999,29.987991,100.0
+11.8,30.501816,100.0
+12.0,31.01565,100.0
+12.2,31.52947,100.0
+12.4,32.043304,100.0
+12.599999,32.557137,100.0
+12.8,33.070965,100.0
+13.0,33.584797,100.0
+13.2,34.09863,100.0
+13.4,34.61245,100.0
+13.6,35.12628,100.0
+13.8,35.640118,100.0
+14.0,36.153946,100.0