那些迷惘的，恐惧的，凌乱的日子中，不断飞舞的指尖，是我划破虚无的利剑。XZ哥哥是我的军旗。
0.怎么登录跳板机的服务，比如tensorboard visdom jupyter
https://blog.csdn.net/xg123321123/article/details/81153735
1.画图
import numpy as np from matplotlib import pyplot as plt # flag xf=np.linspace(0,70,100) yf=xf # bad point # flag xf=np.linspace(0,70,100) yf=xf y1=[790.5015869140625, 394.154052734375, 3.4382569789886475, 27.95033836364746, 6.073724746704102, 167.55108642578125, 65.75116729736328, 1.9517351388931274, 46.013824462890625, 26.399322509765625, 18.07091522216797, 14.890049934387207, 78.55799102783203, 0.23763783276081085, 5.544190406799316, 0.2730332016944885, 135.74537658691406, 32.480812072753906, 8.083242416381836, 2.383873224258423, 52.25397491455078, 106.02131652832031, 1.4791467189788818, 78.33358001708984, 6.646836757659912, 18.273345947265625, 12.134828567504883, 280.2769470214844, 12.296714782714844, 39.77923583984375, 0.4457440972328186, 22.44597816467285, 0.025166619569063187, 9.587410926818848, 11.563226699829102, 0.0143473781645298, 5.709225654602051, 205.701904296875, 195.56471252441406, 20.612655639648438, 14.229727745056152, 32.34123611450195, 83.5953140258789, 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3.9852888584136963] l1=(len(y1)) # l1=100 x1=np.linspace(0,l1,l1) # bad point # x=[3.0182228088378906, 2.708120107650757, 3.678781270980835, 3.4038984775543213, 1.3417084217071533, 3.1724112033843994, 2.653107166290283, 2.947169065475464, 31.715482711791992, 31.46843147277832, 15.500349998474121, 25.564990997314453, 28.869977951049805, 18.691267013549805, 26.901350021362305, 4.541097640991211, 11.003729820251465, 5.487597465515137, 7.651845455169678, 6.507391929626465, 9.113308906555176, 4.513754844665527, 4.867543697357178, 6.439496994018555, 0.0, 0.322976678609848, 0.0, 0.0, 0.9834685325622559, 0.9358129501342773, 0.0, 1.5795546770095825, 1.8386502265930176, 0.0, 0.11812363564968109, 0.5302352905273438, 0.0, 1.2304203510284424, 0.0, 0.8640642762184143, 0.0, 0.0, 0.0, 0.0, 0.8500015139579773, 0.0, 0.7019882202148438, 0.0, 0.6676688194274902, 0.09167376905679703, 3.816581964492798, 1.4254132509231567, 2.7692489624023438, 3.2625722885131836, 2.050217390060425, 2.0299220085144043, 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14.742063522338867, 13.469761848449707, 12.629071235656738, 13.300613403320312, 13.996264457702637, 14.286585807800293, 14.206579208374023, 13.89246940612793, 13.58713150024414, 14.332813262939453, 15.17520809173584, 16.100107192993164, 16.92864227294922, 17.273040771484375, 17.170026779174805, 16.992616653442383, 16.25475311279297, 14.900803565979004, 12.966939926147461, 12.94752311706543, 13.598163604736328, 14.293448448181152, 14.727496147155762, 14.824583053588867, 14.940896987915039, 15.674796104431152, 16.380952835083008, 16.54727554321289, 16.939109802246094, 16.657222747802734, 16.060638427734375, 15.586384773254395, 15.45069694519043, 14.790908813476562, 14.114593505859375, 13.25141716003418, 12.462800979614258, 11.7617769241333, 11.262499809265137, 10.994405746459961, 10.93814468383789, 11.62743091583252, 12.327692031860352, 13.180290222167969, 14.145231246948242, 15.128417015075684, 16.064062118530273, 16.882503509521484, 17.46519660949707, 16.647546768188477, 15.298384666442871, 13.821969032287598, 14.08820915222168, 14.69432258605957, 15.140501976013184, 15.318765640258789, 15.424489974975586, 16.112092971801758, 16.103425979614258, 15.734660148620605, 15.4872407913208, 15.593811988830566, 15.875993728637695, 16.032894134521484, 15.931153297424316, 15.32859992980957, 14.754603385925293, 14.752851486206055, 14.99984359741211, 15.342082977294922, 15.555231094360352, 15.508438110351562, 15.274975776672363, 14.600750923156738, 15.223231315612793, 15.828202247619629, 15.767229080200195, 15.472041130065918, 15.074336051940918, 14.84623908996582, 14.900691032409668, 15.484990119934082, 16.256114959716797, 16.958267211914062, 17.29326057434082, 17.20670509338379, 16.813549041748047, 16.22395896911621, 15.789233207702637, 15.16405200958252, 14.504802703857422, 14.333638191223145, 14.569368362426758, 15.067133903503418, 15.447596549987793, 15.446992874145508] # plt.scatter(xt,yt) # plt.plot(x1, y1,'o-') xs=[30.780000686645508, 30.780000686645508, 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58.38999938964844, 52.470001220703125, 38.4900016784668, 68.91000366210938, 51.31999969482422, 26.809999465942383, 72.19999694824219, 51.150001525878906, 57.56999969482422, 57.06999969482422, 64.80000305175781, 61.84000015258789, 53.45000076293945, 58.880001068115234, 66.27999877929688, 67.43000030517578, 50.81999969482422, 56.58000183105469, 59.209999084472656, 65.94999694824219, 54.77000045776367, 60.029998779296875, 35.86000061035156, 53.45000076293945, 49.34000015258789, 70.55999755859375, 73.02999877929688, 60.529998779296875, 48.189998626708984, 51.970001220703125, 47.369998931884766, 39.79999923706055, 54.93000030517578, 60.529998779296875, 20.719999313354492, 62.0099983215332, 60.86000061035156, 52.959999084472656, 49.18000030517578, 48.68000030517578, 57.2400016784668, 47.20000076293945, 66.94000244140625, 53.619998931884766, 56.58000183105469, 56.7400016784668] # [2.664139986038208, 10.456686019897461, 28.615745544433594, 35.446807861328125, 28.00550651550293, 27.78415298461914, 22.521289825439453, 25.77704429626465, 20.0633487701416, 25.331972122192383, 28.879011154174805, 34.48876190185547, 22.61329460144043, 14.237481117248535, 14.055389404296875, 15.212525367736816, 21.479019165039062, 27.27080726623535, 18.463104248046875, 20.603979110717773, 23.47869110107422, 41.7066650390625, 32.46620178222656, 16.76937484741211, 17.73814582824707, 18.804733276367188, 18.793508529663086, 15.758524894714355, 18.196666717529297, 20.99707794189453, 22.61236000061035, 20.98771858215332, 20.468639373779297, 18.406354904174805, 18.400474548339844, 13.3997802734375, 11.360601425170898, 10.967687606811523, 16.645553588867188, 17.510116577148438, 18.302230834960938, 16.733064651489258, 17.046953201293945, 17.559364318847656, 17.26483726501465, 17.901079177856445, 18.42552947998047, 19.434782028198242, 19.63280487060547, 19.926692962646484, 18.27404022216797, 18.887557983398438, 19.94706153869629, 19.884672164916992, 20.374143600463867, 20.64907455444336, 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14.222241401672363, 14.501216888427734, 14.190780639648438, 14.736974716186523, 14.307882308959961, 14.327969551086426, 14.502182006835938, 14.326064109802246, 14.490890502929688, 14.817038536071777, 16.189136505126953, 14.328283309936523, 14.289336204528809, 14.57638168334961, 14.690369606018066, 14.49716567993164, 14.623674392700195, 14.714228630065918, 14.156426429748535, 14.484772682189941, 16.178604125976562, 15.183012008666992, 14.463180541992188, 15.510307312011719, 14.990293502807617, 14.677260398864746, 14.671405792236328, 14.728922843933105, 14.503800392150879, 15.13470458984375, 16.77971076965332, 14.590106964111328, 14.632575035095215, 14.78853988647461, 14.970685005187988, 14.71023178100586, 16.182863235473633, 14.935924530029297, 14.977720260620117, 14.797935485839844, 16.235458374023438, 15.49533748626709, 14.810235023498535, 15.057358741760254, 14.753527641296387, 14.722274780273438, 14.912347793579102, 15.014225959777832, 14.72556209564209, 14.74097728729248, 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16.047815322875977, 14.94345760345459, 16.636245727539062, 15.177773475646973, 15.336381912231445, 15.3534574508667, 15.186227798461914, 16.303380966186523, 15.212238311767578, 16.3207950592041, 15.277567863464355, 15.23414421081543, 15.098946571350098, 15.173901557922363, 14.886988639831543, 14.988862037658691, 14.870950698852539, 18.021114349365234, 18.35687828063965, 18.188051223754883, 17.956298828125, 18.869800567626953, 18.409061431884766, 17.846418380737305, 17.665468215942383, 18.590391159057617, 18.245059967041016, 18.112443923950195, 18.080097198486328, 18.319902420043945, 18.702972412109375, 17.566770553588867, 17.740589141845703, 17.952375411987305, 17.800817489624023, 19.380172729492188, 18.76777458190918, 19.0523681640625, 19.800479888916016, 20.144807815551758, 21.356088638305664, 21.209230422973633, 21.027132034301758, 22.526752471923828, 23.343852996826172, 24.00070571899414, 24.91874122619629, 24.715394973754883, 25.800111770629883, 25.523012161254883, 26.082244873046875, 27.16097068786621, 26.994586944580078, 28.285200119018555, 28.79003143310547, 27.96895408630371, 29.38983726501465, 29.950374603271484, 29.56425666809082, 30.760465621948242] # plt.xlabel("target energy") # plt.ylabel("predict energy") # plt.title("2js7A Energy Prediction1") # plt.scatter(xs,ys) # plt.plot(xf, yf, 'red') # plt.show() plt.xlabel("target energy") plt.ylabel("predict energy") plt.title("Energy Prediction") plt.show() plt.scatter(xta,yta) plt.plot(xf, yf, 'red') # plt.xlabel("Iteration Index") # plt.ylabel("Loss Value") # plt.title("Loss Curve") # plt.plot(x1, y1, 'blue') # plt.show()
import numpy as np from matplotlib import pyplot as plt # flag xf=np.linspace(0,30,100) yf=xf # bad point x=[3.0182228088378906, 2.708120107650757, 3.678781270980835, 3.4038984775543213, 1.3417084217071533, 3.1724112033843994, 2.653107166290283, 2.947169065475464, 31.715482711791992, 31.46843147277832, 15.500349998474121, 25.564990997314453, 28.869977951049805, 18.691267013549805, 26.901350021362305, 4.541097640991211, 11.003729820251465, 5.487597465515137, 7.651845455169678, 6.507391929626465, 9.113308906555176, 4.513754844665527, 4.867543697357178, 6.439496994018555, 0.0, 0.322976678609848, 0.0, 0.0, 0.9834685325622559, 0.9358129501342773, 0.0, 1.5795546770095825, 1.8386502265930176, 0.0, 0.11812363564968109, 0.5302352905273438, 0.0, 1.2304203510284424, 0.0, 0.8640642762184143, 0.0, 0.0, 0.0, 0.0, 0.8500015139579773, 0.0, 0.7019882202148438, 0.0, 0.6676688194274902, 0.09167376905679703, 3.816581964492798, 1.4254132509231567, 2.7692489624023438, 3.2625722885131836, 2.050217390060425, 2.0299220085144043, 5.66592264175415, 1.9864258766174316, 4.07308292388916, 3.696031332015991, 4.237484455108643, 2.596468448638916, 2.0046210289001465, 3.185554027557373, 10.947953224182129, 7.697574615478516, 7.75621223449707, 4.242041110992432, 8.62031078338623, 8.207904815673828, 6.759609699249268, 4.843122482299805, 9.005910873413086, 6.305678367614746, 8.873364448547363, 9.084451675415039, 7.324145793914795, 11.134401321411133, 1.551723599433899, 9.422725677490234, 7.378098964691162, 4.951450347900391, 8.257650375366211, 4.663315773010254, 6.03773307800293, 5.523745536804199, 6.581297874450684, 4.279524326324463, 2.795280933380127, 5.205513954162598, 4.4775872230529785, 5.4962897300720215, 4.64914083480835, 2.4792239665985107, 3.5965797901153564, 4.285784721374512, 4.6618332862854, 5.1088762283325195, 5.2806830406188965, 2.773998498916626, 2.233120918273926, 2.6165707111358643, 3.848132610321045, 3.3810806274414062, 5.14581823348999, 2.4459149837493896, 4.250543594360352, 4.035677433013916, 4.996612071990967, 5.275527000427246, 6.471736907958984, 3.471200704574585, 3.717419147491455, 5.253937244415283, 4.136314392089844, 6.052081108093262, 4.407508373260498, 5.299095630645752, 6.135941028594971, 3.5966169834136963, 5.426606178283691, 3.5979084968566895, 4.762612819671631, 6.042261123657227, 4.966544151306152, 4.726381301879883, 4.664889812469482, 6.510504245758057, 6.610612869262695, 7.438784122467041, 9.079675674438477, 6.1447978019714355, 8.918218612670898, 6.621718883514404, 7.066401481628418, 5.532726287841797, 6.1116719245910645, 7.434878826141357, 5.640380859375, 6.487830638885498, 9.434720039367676, 6.359692573547363, 4.062653541564941, 9.488350868225098, 8.1331205368042, 7.018642425537109, 8.26579761505127, 10.803276062011719, 9.595009803771973, 6.308826446533203, 6.664092540740967, 6.706377029418945, 5.927755355834961, 7.740935802459717, 6.151374340057373, 5.474825859069824, 6.893955230712891, 6.772284030914307, 9.263543128967285, 5.699626922607422, 3.658999443054199, 5.621289253234863, 6.075628757476807, 6.653505325317383, 8.904727935791016, 4.29869270324707, 3.1419312953948975, 6.312279224395752, 5.888585567474365, 3.4798431396484375, 2.9342925548553467, 3.972304582595825, 3.591792106628418, 3.3111579418182373, 4.09080696105957, 5.615220546722412, 4.491722106933594, 1.8297061920166016, 2.1831252574920654, 5.773823261260986, 5.318493843078613, 2.911590814590454, 1.9827969074249268, 3.3218319416046143, 6.609543800354004, 7.614223957061768, 7.152507781982422, 5.262582778930664, 3.163148880004883, 6.413183689117432, 2.440739631652832, 4.650844097137451, 0.0, 0.4048384428024292, 1.4048722982406616, 0.0, 8.644156455993652, 6.639857292175293, 6.210476398468018, 6.738409519195557, 7.315645217895508, 4.811060905456543, 3.4944002628326416, 5.506134033203125, 8.660808563232422, 6.756372451782227, 5.750303268432617, 3.57792592048645, 4.026908874511719, 8.04919147491455, 6.4772772789001465, 7.224697589874268, 4.201718807220459, 6.667365074157715, 5.714295864105225, 4.102289199829102, 7.178635120391846, 10.136548042297363, 6.084376811981201, 7.613368988037109, 10.153069496154785, 9.70760440826416, 10.678662300109863, 3.6636013984680176, 1.3110377788543701, 4.983346939086914, 3.788459539413452, 4.49700403213501, 5.928050994873047, 5.092753887176514, 4.779717445373535, 7.719605922698975, 5.74920129776001, 3.712754011154175, 0.0, 2.064185619354248, 4.869195461273193, 1.4006398916244507, 3.0974271297454834, 4.878751277923584, 6.921830654144287, 6.534223556518555, 3.228752613067627, 5.924093246459961, 4.202728271484375, 9.080703735351562, 5.391068935394287, 4.845198154449463, 7.274047374725342, 8.38170337677002, 8.30278205871582, 7.03408670425415, 8.914544105529785, 6.711639881134033, 7.549233436584473, 7.762966156005859, 6.287166595458984, 5.1361799240112305, 10.171285629272461, 6.606133937835693, 6.307896137237549, 6.112069129943848, 4.6718010902404785, 5.442595958709717, 4.177590370178223, 4.535732269287109, 5.7216386795043945, 5.008894443511963, 5.009122371673584, 5.9615864753723145, 2.541513681411743, 5.763442516326904, 0.0, 0.0, 1.6139554977416992, 3.272547483444214, 2.185054063796997, 6.449942111968994, 2.011218309402466, 3.2298381328582764, 2.7238545417785645, 1.679481029510498, 1.8904175758361816, 6.377357482910156, 1.7099562883377075, 1.0203558206558228, 3.850182294845581, 1.8534066677093506, 1.5644088983535767, 5.8510422706604, 2.8349368572235107, 4.459102153778076, 5.002270221710205, 4.848687171936035, 6.915993690490723, 2.9119107723236084, 6.7743072509765625, 8.757814407348633, 0.9226635098457336, 6.322729587554932, 6.901421546936035, 8.619324684143066, 5.70274543762207, 6.167453765869141, 6.4196906089782715, 6.74773645401001, 4.737349987030029, 8.459733009338379, 5.718785285949707, 7.909926414489746, 7.326918125152588, 4.075027942657471, 7.46581506729126, 8.097418785095215, 1.4992691278457642, 9.870163917541504, 5.767239570617676, 7.457217693328857, 7.399235725402832, 5.356936454772949, 5.10679292678833, 4.555240154266357, 6.644493103027344, 1.7389447689056396, 4.28147554397583, 6.094831943511963, 4.732736587524414, 3.8210291862487793, 2.7420175075531006, 2.4032187461853027, 3.3761556148529053, 1.6535693407058716, 6.936131000518799, 4.471415042877197, 2.549257278442383, 2.594724416732788, 2.620584487915039, 3.874612808227539, 6.7258453369140625, 6.176229476928711, 2.5110838413238525, 2.7556331157684326, 2.6444342136383057, 2.226837635040283, 4.701953411102295, 5.054760932922363, 6.679329872131348, 4.939590930938721, 4.437891006469727, 3.773362159729004, 4.516384601593018, 6.3907928466796875, 6.530072212219238, 6.891122341156006, 6.044780254364014, 6.443085193634033, 6.711665630340576, 4.08941650390625, 6.430436611175537, 8.45946216583252, 6.126824378967285, 7.234177112579346, 8.359586715698242, 9.17408561706543, 8.69517707824707, 5.748836517333984, 7.105449676513672, 7.232349395751953, 9.233588218688965, 9.282842636108398, 6.571771144866943, 6.088001728057861, 7.604018688201904, 5.678187847137451, 9.23359489440918, 7.680085182189941, 5.6044182777404785, 6.500070571899414, 5.385711193084717, 6.405532360076904, 5.085708141326904, 7.578344821929932, 5.6679301261901855, 5.885905742645264, 3.5804765224456787, 6.2619099617004395, 4.966488361358643, 5.928506374359131, 5.338611125946045, 11.643637657165527, 6.259672164916992, 6.986306667327881, 6.219719886779785, 3.7562406063079834, 11.783515930175781, 3.2083420753479004, 5.248255729675293, 2.9857187271118164, 6.783445358276367, 3.843501329421997, 3.8162853717803955, 0.9725252985954285, 5.125002384185791, 6.5772528648376465, 3.7768120765686035, 3.5308730602264404, 4.689154148101807, 5.750504970550537, 3.4493746757507324, 4.380690574645996, 10.694478988647461, 5.5586419105529785, 5.771876811981201, 4.273120403289795, 5.7257843017578125, 5.371175765991211, 11.460740089416504, 8.645892143249512, 5.5683488845825195, 3.5449182987213135, 7.04991340637207, 6.375122547149658, 5.387079238891602, 6.481825828552246, 0.8176887035369873, 9.070332527160645, 10.01539134979248, 8.21642017364502, 8.3910551071167, 10.047239303588867, 12.194984436035156, 6.006265163421631, 5.444554805755615, 7.907411098480225, 7.92604923248291, 8.221981048583984, 8.420007705688477, 11.752684593200684, 4.704792022705078, 7.387305736541748, 8.555961608886719, 7.499196529388428, 4.116500377655029, 5.839823246002197, 3.975670099258423, 3.7813050746917725, 9.062774658203125, 12.759529113769531, 4.598948955535889, 12.64576244354248, 1.4440977573394775, 8.849929809570312, 6.933347702026367, 8.125948905944824, 6.7917022705078125, 6.266036033630371, 1.9772990942001343, 2.4858670234680176, 0.9940738081932068, 2.898176670074463, 4.86543083190918, 8.398455619812012, 4.785126209259033, 1.0734641551971436, 2.812535047531128, 3.6659321784973145, 1.78821861743927, 3.2314486503601074, 2.3582279682159424, 4.717402935028076, 4.099970817565918, 4.5251336097717285, 4.384881496429443, 1.6582733392715454, 3.8220739364624023, 5.931164741516113, 3.6576192378997803, 3.2268710136413574, 3.0746936798095703, 3.2162528038024902, 1.551355242729187, 2.4689736366271973, 7.203988552093506, 3.5591330528259277, 5.554304122924805, 2.659515619277954, 5.800141334533691, 4.080198287963867, 8.421525955200195, 7.1044087409973145, 4.719749450683594, 7.868147373199463, 9.318500518798828, 1.5468337535858154, 4.944090843200684, 2.429910182952881, 6.135425567626953, 6.237888336181641, 8.04733657836914, 5.954350471496582, 8.15329647064209, 4.810036659240723, 3.6259143352508545, 7.098234176635742, 8.695955276489258, 3.8233792781829834, 7.38157320022583, 6.274118900299072, 10.917440414428711, 1.8642154932022095, 8.4341402053833, 6.267855167388916, 7.601572036743164, 8.30307674407959, 4.0642991065979, 6.302072525024414, 8.20314884185791, 6.175956726074219, 0.8974530696868896, 9.400168418884277, 8.108098030090332, 6.163277626037598, 5.91282320022583, 5.768828392028809, 6.9287333488464355, 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3.119999885559082, 3.4100000858306885, 3.059999942779541, 5.480000019073486, 5.840000152587891, 5.050000190734863, 1.5800000429153442, 7.679999828338623, 4.940000057220459, 11.069999694824219, 6.800000190734863, 6.989999771118164, 1.7899999618530273, 7.360000133514404, 6.71999979019165, 1.2899999618530273, 5.820000171661377, 6.630000114440918, 3.119999885559082, 5.889999866485596, 4.809999942779541, 4.980000019073486, 0.6899999976158142, 5.010000228881836, 7.639999866485596, 6.099999904632568, 4.980000019073486, 6.400000095367432, 6.409999847412109, 4.289999961853027, 2.7699999809265137, 2.3299999237060547, 2.4700000286102295, 4.329999923706055, 5.679999828338623, 3.569999933242798, 6.920000076293945, 1.5499999523162842, 2.5799999237060547, 6.889999866485596, 5.369999885559082, 7.920000076293945, 4.559999942779541, 6.510000228881836, 10.829999923706055, 5.699999809265137, 6.960000038146973, 2.9800000190734863, 6.869999885559082, 7.599999904632568, 5.03000020980835, 2.640000104904175, 4.420000076293945, 5.320000171661377, 0.27000001072883606, 7.010000228881836, 7.139999866485596, 3.7699999809265137, 4.5, 3.7100000381469727, 3.319999933242798, 4.829999923706055, 3.4600000381469727, 7.849999904632568, 6.510000228881836, 7.03000020980835, 16.170000076293945, 3.950000047683716, 1.7799999713897705, 6.690000057220459, 5.409999847412109, 4.539999961853027, 4.449999809265137, 7.710000038146973, 2.0299999713897705, 6.650000095367432, 7.760000228881836, 3.4100000858306885, 3.5999999046325684, 5.53000020980835, 6.46999979019165, 6.420000076293945, 5.440000057220459, 6.840000152587891, 3.880000114440918, 4.739999771118164, 2.9600000381469727, 2.3499999046325684, 4.650000095367432, 6.260000228881836, 4.360000133514404, 7.710000038146973, 6.619999885559082, 2.819999933242798, 2.369999885559082, 6.130000114440918, 4.400000095367432, 4.400000095367432, 4.789999961853027, 6.929999828338623, 6.329999923706055, 1.9299999475479126, 3.3499999046325684, 1.7599999904632568, 2.619999885559082, 6.610000133514404, 29.360000610351562, 1.5299999713897705, 3.549999952316284, 5.53000020980835, 2.5799999237060547, 7.059999942779541, 5.880000114440918, 5.960000038146973, 6.150000095367432, 7.989999771118164, 5.039999961853027, 5.619999885559082, 7.019999980926514, 6.170000076293945, 5.659999847412109, 3.75, 1.149999976158142, 5.230000019073486, 1.7699999809265137, 6.559999942779541, 12.84000015258789, 0.9300000071525574, 7.650000095367432, 4.989999771118164, 7.690000057220459, 5.239999771118164, 1.0199999809265137, 2.430000066757202, 5.53000020980835, 0.8299999833106995, 6.920000076293945, 5.260000228881836, 6.150000095367432, 3.6500000953674316, 3.309999942779541, 0.6899999976158142, 6.409999847412109, 7.590000152587891, 1.9700000286102295, 2.759999990463257, 3.130000114440918, 6.5, 4.75, 4.619999885559082, 6.849999904632568, 3.7100000381469727, 4.150000095367432, 6.900000095367432, 7.0, 2.740000009536743, 1.309999942779541, 1.7599999904632568, 3.930000066757202, 2.140000104904175, 3.950000047683716, 1.309999942779541, 7.730000019073486, 5.550000190734863, 5.789999961853027, 1.2400000095367432, 7.710000038146973, 7.28000020980835, 7.170000076293945, 5.849999904632568, 7.360000133514404, 7.340000152587891, 4.099999904632568, 7.78000020980835, 7.860000133514404, 3.200000047683716, 2.109999895095825, 3.8299999237060547, 7.369999885559082, 5.039999961853027, 6.78000020980835, 6.210000038146973, 3.7200000286102295, 4.769999980926514, 2.0, 6.449999809265137, 2.859999895095825, 3.390000104904175, 7.059999942779541, 5.849999904632568, 3.3299999237060547, 3.259999990463257, 7.429999828338623, 6.150000095367432, 7.78000020980835, 7.230000019073486, 5.329999923706055, 7.300000190734863, 7.809999942779541, 6.929999828338623, 2.0899999141693115, 11.420000076293945, 0.49000000953674316, 4.869999885559082, 2.880000114440918, 5.360000133514404, 7.429999828338623, 7.630000114440918, 1.9600000381469727, 30.059999465942383, 3.25, 6.349999904632568, 1.7599999904632568, 4.050000190734863, 6.429999828338623, 6.239999771118164, 1.5700000524520874, 5.480000019073486, 1.899999976158142, 6.25, 6.119999885559082, 4.559999942779541, 3.700000047683716, 0.5099999904632568, 4.349999904632568, 2.7200000286102295, 0.36000001430511475, 1.7100000381469727, 3.299999952316284, 2.3299999237060547] plt.scatter(x,y) plt.plot(xf, yf, 'red') plt.title("Energy Prediction") plt.show()
import numpy as np from matplotlib import pyplot as plt # flag xf=np.linspace(0,30,100) yf=xf # bad point x=[3.0182228088378906, 2.708120107650757, 3.678781270980835, 3.4038984775543213, 1.3417084217071533, 3.1724112033843994, 2.653107166290283, 2.947169065475464, 31.715482711791992, 31.46843147277832, 15.500349998474121, 25.564990997314453, 28.869977951049805, 18.691267013549805, 26.901350021362305, 4.541097640991211, 11.003729820251465, 5.487597465515137, 7.651845455169678, 6.507391929626465, 9.113308906555176, 4.513754844665527, 4.867543697357178, 6.439496994018555, 0.0, 0.322976678609848, 0.0, 0.0, 0.9834685325622559, 0.9358129501342773, 0.0, 1.5795546770095825, 1.8386502265930176, 0.0, 0.11812363564968109, 0.5302352905273438, 0.0, 1.2304203510284424, 0.0, 0.8640642762184143, 0.0, 0.0, 0.0, 0.0, 0.8500015139579773, 0.0, 0.7019882202148438, 0.0, 0.6676688194274902, 0.09167376905679703, 3.816581964492798, 1.4254132509231567, 2.7692489624023438, 3.2625722885131836, 2.050217390060425, 2.0299220085144043, 5.66592264175415, 1.9864258766174316, 4.07308292388916, 3.696031332015991, 4.237484455108643, 2.596468448638916, 2.0046210289001465, 3.185554027557373, 10.947953224182129, 7.697574615478516, 7.75621223449707, 4.242041110992432, 8.62031078338623, 8.207904815673828, 6.759609699249268, 4.843122482299805, 9.005910873413086, 6.305678367614746, 8.873364448547363, 9.084451675415039, 7.324145793914795, 11.134401321411133, 1.551723599433899, 9.422725677490234, 7.378098964691162, 4.951450347900391, 8.257650375366211, 4.663315773010254, 6.03773307800293, 5.523745536804199, 6.581297874450684, 4.279524326324463, 2.795280933380127, 5.205513954162598, 4.4775872230529785, 5.4962897300720215, 4.64914083480835, 2.4792239665985107, 3.5965797901153564, 4.285784721374512, 4.6618332862854, 5.1088762283325195, 5.2806830406188965, 2.773998498916626, 2.233120918273926, 2.6165707111358643, 3.848132610321045, 3.3810806274414062, 5.14581823348999, 2.4459149837493896, 4.250543594360352, 4.035677433013916, 4.996612071990967, 5.275527000427246, 6.471736907958984, 3.471200704574585, 3.717419147491455, 5.253937244415283, 4.136314392089844, 6.052081108093262, 4.407508373260498, 5.299095630645752, 6.135941028594971, 3.5966169834136963, 5.426606178283691, 3.5979084968566895, 4.762612819671631, 6.042261123657227, 4.966544151306152, 4.726381301879883, 4.664889812469482, 6.510504245758057, 6.610612869262695, 7.438784122467041, 9.079675674438477, 6.1447978019714355, 8.918218612670898, 6.621718883514404, 7.066401481628418, 5.532726287841797, 6.1116719245910645, 7.434878826141357, 5.640380859375, 6.487830638885498, 9.434720039367676, 6.359692573547363, 4.062653541564941, 9.488350868225098, 8.1331205368042, 7.018642425537109, 8.26579761505127, 10.803276062011719, 9.595009803771973, 6.308826446533203, 6.664092540740967, 6.706377029418945, 5.927755355834961, 7.740935802459717, 6.151374340057373, 5.474825859069824, 6.893955230712891, 6.772284030914307, 9.263543128967285, 5.699626922607422, 3.658999443054199, 5.621289253234863, 6.075628757476807, 6.653505325317383, 8.904727935791016, 4.29869270324707, 3.1419312953948975, 6.312279224395752, 5.888585567474365, 3.4798431396484375, 2.9342925548553467, 3.972304582595825, 3.591792106628418, 3.3111579418182373, 4.09080696105957, 5.615220546722412, 4.491722106933594, 1.8297061920166016, 2.1831252574920654, 5.773823261260986, 5.318493843078613, 2.911590814590454, 1.9827969074249268, 3.3218319416046143, 6.609543800354004, 7.614223957061768, 7.152507781982422, 5.262582778930664, 3.163148880004883, 6.413183689117432, 2.440739631652832, 4.650844097137451, 0.0, 0.4048384428024292, 1.4048722982406616, 0.0, 8.644156455993652, 6.639857292175293, 6.210476398468018, 6.738409519195557, 7.315645217895508, 4.811060905456543, 3.4944002628326416, 5.506134033203125, 8.660808563232422, 6.756372451782227, 5.750303268432617, 3.57792592048645, 4.026908874511719, 8.04919147491455, 6.4772772789001465, 7.224697589874268, 4.201718807220459, 6.667365074157715, 5.714295864105225, 4.102289199829102, 7.178635120391846, 10.136548042297363, 6.084376811981201, 7.613368988037109, 10.153069496154785, 9.70760440826416, 10.678662300109863, 3.6636013984680176, 1.3110377788543701, 4.983346939086914, 3.788459539413452, 4.49700403213501, 5.928050994873047, 5.092753887176514, 4.779717445373535, 7.719605922698975, 5.74920129776001, 3.712754011154175, 0.0, 2.064185619354248, 4.869195461273193, 1.4006398916244507, 3.0974271297454834, 4.878751277923584, 6.921830654144287, 6.534223556518555, 3.228752613067627, 5.924093246459961, 4.202728271484375, 9.080703735351562, 5.391068935394287, 4.845198154449463, 7.274047374725342, 8.38170337677002, 8.30278205871582, 7.03408670425415, 8.914544105529785, 6.711639881134033, 7.549233436584473, 7.762966156005859, 6.287166595458984, 5.1361799240112305, 10.171285629272461, 6.606133937835693, 6.307896137237549, 6.112069129943848, 4.6718010902404785, 5.442595958709717, 4.177590370178223, 4.535732269287109, 5.7216386795043945, 5.008894443511963, 5.009122371673584, 5.9615864753723145, 2.541513681411743, 5.763442516326904, 0.0, 0.0, 1.6139554977416992, 3.272547483444214, 2.185054063796997, 6.449942111968994, 2.011218309402466, 3.2298381328582764, 2.7238545417785645, 1.679481029510498, 1.8904175758361816, 6.377357482910156, 1.7099562883377075, 1.0203558206558228, 3.850182294845581, 1.8534066677093506, 1.5644088983535767, 5.8510422706604, 2.8349368572235107, 4.459102153778076, 5.002270221710205, 4.848687171936035, 6.915993690490723, 2.9119107723236084, 6.7743072509765625, 8.757814407348633, 0.9226635098457336, 6.322729587554932, 6.901421546936035, 8.619324684143066, 5.70274543762207, 6.167453765869141, 6.4196906089782715, 6.74773645401001, 4.737349987030029, 8.459733009338379, 5.718785285949707, 7.909926414489746, 7.326918125152588, 4.075027942657471, 7.46581506729126, 8.097418785095215, 1.4992691278457642, 9.870163917541504, 5.767239570617676, 7.457217693328857, 7.399235725402832, 5.356936454772949, 5.10679292678833, 4.555240154266357, 6.644493103027344, 1.7389447689056396, 4.28147554397583, 6.094831943511963, 4.732736587524414, 3.8210291862487793, 2.7420175075531006, 2.4032187461853027, 3.3761556148529053, 1.6535693407058716, 6.936131000518799, 4.471415042877197, 2.549257278442383, 2.594724416732788, 2.620584487915039, 3.874612808227539, 6.7258453369140625, 6.176229476928711, 2.5110838413238525, 2.7556331157684326, 2.6444342136383057, 2.226837635040283, 4.701953411102295, 5.054760932922363, 6.679329872131348, 4.939590930938721, 4.437891006469727, 3.773362159729004, 4.516384601593018, 6.3907928466796875, 6.530072212219238, 6.891122341156006, 6.044780254364014, 6.443085193634033, 6.711665630340576, 4.08941650390625, 6.430436611175537, 8.45946216583252, 6.126824378967285, 7.234177112579346, 8.359586715698242, 9.17408561706543, 8.69517707824707, 5.748836517333984, 7.105449676513672, 7.232349395751953, 9.233588218688965, 9.282842636108398, 6.571771144866943, 6.088001728057861, 7.604018688201904, 5.678187847137451, 9.23359489440918, 7.680085182189941, 5.6044182777404785, 6.500070571899414, 5.385711193084717, 6.405532360076904, 5.085708141326904, 7.578344821929932, 5.6679301261901855, 5.885905742645264, 3.5804765224456787, 6.2619099617004395, 4.966488361358643, 5.928506374359131, 5.338611125946045, 11.643637657165527, 6.259672164916992, 6.986306667327881, 6.219719886779785, 3.7562406063079834, 11.783515930175781, 3.2083420753479004, 5.248255729675293, 2.9857187271118164, 6.783445358276367, 3.843501329421997, 3.8162853717803955, 0.9725252985954285, 5.125002384185791, 6.5772528648376465, 3.7768120765686035, 3.5308730602264404, 4.689154148101807, 5.750504970550537, 3.4493746757507324, 4.380690574645996, 10.694478988647461, 5.5586419105529785, 5.771876811981201, 4.273120403289795, 5.7257843017578125, 5.371175765991211, 11.460740089416504, 8.645892143249512, 5.5683488845825195, 3.5449182987213135, 7.04991340637207, 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3.109999895095825, 0.23999999463558197, 5.349999904632568, 2.0, 18.1200008392334, 7.739999771118164, 6.300000190734863, 7.71999979019165, 4.329999923706055, 7.550000190734863, 3.3399999141693115, 7.46999979019165, 4.019999980926514, 2.4200000762939453, 6.800000190734863, 2.369999885559082, 7.099999904632568, 5.050000190734863, 3.5999999046325684, 5.309999942779541, 4.440000057220459, 3.859999895095825, 4.980000019073486, 6.110000133514404, 7.179999828338623, 1.6299999952316284, 5.869999885559082, 0.4000000059604645, 1.7599999904632568, 3.319999933242798, 4.389999866485596, 7.300000190734863, 5.440000057220459, 7.170000076293945, 6.630000114440918, 3.319999933242798, 3.200000047683716, 4.460000038146973, 5.360000133514404, 1.440000057220459, 18.610000610351562, 2.3499999046325684, 2.2300000190734863, 2.809999942779541, 5.619999885559082, 7.820000171661377, 1.4700000286102295, 12.1899995803833, 7.329999923706055, 6.269999980926514, 4.739999771118164, 6.429999828338623, 6.5, 5.190000057220459, 7.369999885559082, 1.4600000381469727, 7.070000171661377, 1.5800000429153442, 5.940000057220459, 7.349999904632568, 1.1399999856948853, 6.590000152587891, 3.7300000190734863, 7.710000038146973, 7.929999828338623, 5.079999923706055, 7.019999980926514, 4.329999923706055, 4.460000038146973, 0.8399999737739563, 25.200000762939453, 5.059999942779541, 6.090000152587891, 4.079999923706055, 4.110000133514404, 1.7699999809265137, 5.639999866485596, 4.869999885559082, 7.829999923706055, 6.96999979019165, 6.119999885559082, 2.319999933242798, 4.159999847412109, 2.380000114440918, 6.329999923706055, 1.940000057220459, 5.869999885559082, 4.690000057220459, 7.119999885559082, 6.210000038146973, 3.009999990463257, 7.690000057220459, 6.96999979019165, 6.130000114440918, 4.96999979019165, 7.460000038146973, 7.889999866485596, 7.75, 2.5799999237060547, 7.849999904632568, 6.860000133514404, 4.940000057220459, 2.880000114440918, 4.550000190734863, 9.609999656677246, 6.730000019073486, 1.9800000190734863, 2.569999933242798, 5.269999980926514, 3.1500000953674316, 2.559999942779541, 4.96999979019165, 26.6299991607666, 9.649999618530273, 2.2899999618530273, 5.960000038146973, 5.989999771118164, 5.789999961853027, 27.34000015258789, 11.369999885559082, 1.440000057220459, 7.119999885559082, 5.150000095367432, 5.670000076293945, 29.3799991607666, 5.039999961853027, 1.2300000190734863, 0.6600000262260437, 7.579999923706055, 5.420000076293945, 4.480000019073486, 4.139999866485596, 5.0, 7.230000019073486, 5.559999942779541, 1.9199999570846558, 5.449999809265137, 5.0, 5.570000171661377, 5.519999980926514, 0.8799999952316284, 5.110000133514404, 3.299999952316284, 4.960000038146973, 4.869999885559082, 7.480000019073486, 7.71999979019165, 5.900000095367432, 26.34000015258789, 6.610000133514404, 1.8300000429153442, 4.349999904632568, 1.5199999809265137, 4.769999980926514, 3.619999885559082, 7.610000133514404, 0.47999998927116394, 14.869999885559082, 6.909999847412109, 3.0199999809265137, 3.5799999237060547, 5.420000076293945, 3.7300000190734863, 4.03000020980835, 3.200000047683716, 4.010000228881836, 26.959999084472656, 3.4800000190734863, 2.25, 6.53000020980835, 7.78000020980835, 6.360000133514404, 4.800000190734863, 6.510000228881836, 5.539999961853027, 19.200000762939453, 7.260000228881836, 6.840000152587891, 0.20999999344348907, 6.840000152587891, 7.900000095367432, 3.7699999809265137, 6.679999828338623, 6.320000171661377, 1.6699999570846558, 3.880000114440918, 7.940000057220459, 7.320000171661377, 6.289999961853027, 5.880000114440918, 6.960000038146973, 2.700000047683716, 2.609999895095825, 0.7799999713897705, 6.360000133514404, 5.070000171661377, 4.300000190734863, 4.019999980926514, 7.539999961853027, 1.7000000476837158, 0.46000000834465027, 1.9199999570846558, 1.0700000524520874, 2.390000104904175, 5.739999771118164, 2.819999933242798, 2.549999952316284, 6.900000095367432, 4.619999885559082, 4.78000020980835, 7.420000076293945, 2.4800000190734863, 4.800000190734863, 2.6600000858306885, 2.130000114440918, 7.639999866485596, 1.8899999856948853, 6.869999885559082, 6.190000057220459, 6.940000057220459, 5.869999885559082, 4.260000228881836, 7.239999771118164, 5.239999771118164, 2.2899999618530273, 2.5299999713897705, 6.309999942779541, 5.449999809265137, 1.149999976158142, 7.840000152587891, 1.5099999904632568, 7.230000019073486, 2.359999895095825, 7.320000171661377, 1.8300000429153442, 6.019999980926514, 4.809999942779541, 2.4000000953674316, 2.0399999618530273, 1.909999966621399, 4.920000076293945, 4.53000020980835, 7.019999980926514, 3.559999942779541, 4.329999923706055, 2.0399999618530273, 5.039999961853027, 7.519999980926514, 4.159999847412109, 1.1200000047683716, 3.7300000190734863, 5.210000038146973, 2.4600000381469727, 5.860000133514404, 5.519999980926514, 7.519999980926514, 6.800000190734863, 4.960000038146973, 6.75, 3.940000057220459, 5.079999923706055, 5.78000020980835, 7.579999923706055, 3.450000047683716, 0.6000000238418579, 7.230000019073486, 3.7699999809265137, 7.429999828338623, 4.389999866485596, 6.860000133514404, 3.7699999809265137, 7.71999979019165, 7.739999771118164, 6.690000057220459, 3.700000047683716, 1.4900000095367432, 5.920000076293945, 7.880000114440918, 6.800000190734863, 7.730000019073486, 6.789999961853027, 3.1700000762939453, 0.7300000190734863, 5.070000171661377, 3.359999895095825, 4.889999866485596, 0.38999998569488525, 2.8299999237060547, 4.21999979019165, 3.4000000953674316, 18.3799991607666, 4.0, 2.509999990463257, 30.020000457763672, 1.7999999523162842, 4.71999979019165, 3.7799999713897705, 1.2100000381469727, 4.269999980926514, 0.9200000166893005, 5.079999923706055, 6.699999809265137, 5.869999885559082, 4.329999923706055, 5.380000114440918, 5.639999866485596, 7.179999828338623, 5.070000171661377, 4.380000114440918, 5.0, 8.050000190734863, 1.0299999713897705, 3.869999885559082, 3.9700000286102295, 2.819999933242798, 1.8200000524520874, 1.4199999570846558, 0.14000000059604645, 7.269999980926514, 2.309999942779541, 7.829999923706055, 1.2000000476837158, 3.359999895095825, 6.960000038146973, 7.28000020980835, 5.449999809265137, 1.850000023841858, 1.649999976158142, 4.519999980926514, 3.549999952316284, 4.090000152587891, 3.2699999809265137, 6.0, 5.769999980926514, 1.899999976158142, 2.259999990463257, 1.1699999570846558, 5.409999847412109, 5.050000190734863, 6.489999771118164, 5.75, 0.4399999976158142, 7.239999771118164, 1.090000033378601, 4.28000020980835, 2.069999933242798, 0.7099999785423279, 15.100000381469727, 3.890000104904175, 6.789999961853027, 7.079999923706055, 3.240000009536743, 7.889999866485596, 5.099999904632568, 6.769999980926514, 5.579999923706055, 4.309999942779541, 2.890000104904175, 5.900000095367432, 3.700000047683716, 6.489999771118164, 7.619999885559082, 7.679999828338623, 6.849999904632568, 6.800000190734863, 7.46999979019165, 2.890000104904175, 1.340000033378601, 2.630000114440918, 3.119999885559082, 3.4100000858306885, 3.059999942779541, 5.480000019073486, 5.840000152587891, 5.050000190734863, 1.5800000429153442, 7.679999828338623, 4.940000057220459, 11.069999694824219, 6.800000190734863, 6.989999771118164, 1.7899999618530273, 7.360000133514404, 6.71999979019165, 1.2899999618530273, 5.820000171661377, 6.630000114440918, 3.119999885559082, 5.889999866485596, 4.809999942779541, 4.980000019073486, 0.6899999976158142, 5.010000228881836, 7.639999866485596, 6.099999904632568, 4.980000019073486, 6.400000095367432, 6.409999847412109, 4.289999961853027, 2.7699999809265137, 2.3299999237060547, 2.4700000286102295, 4.329999923706055, 5.679999828338623, 3.569999933242798, 6.920000076293945, 1.5499999523162842, 2.5799999237060547, 6.889999866485596, 5.369999885559082, 7.920000076293945, 4.559999942779541, 6.510000228881836, 10.829999923706055, 5.699999809265137, 6.960000038146973, 2.9800000190734863, 6.869999885559082, 7.599999904632568, 5.03000020980835, 2.640000104904175, 4.420000076293945, 5.320000171661377, 0.27000001072883606, 7.010000228881836, 7.139999866485596, 3.7699999809265137, 4.5, 3.7100000381469727, 3.319999933242798, 4.829999923706055, 3.4600000381469727, 7.849999904632568, 6.510000228881836, 7.03000020980835, 16.170000076293945, 3.950000047683716, 1.7799999713897705, 6.690000057220459, 5.409999847412109, 4.539999961853027, 4.449999809265137, 7.710000038146973, 2.0299999713897705, 6.650000095367432, 7.760000228881836, 3.4100000858306885, 3.5999999046325684, 5.53000020980835, 6.46999979019165, 6.420000076293945, 5.440000057220459, 6.840000152587891, 3.880000114440918, 4.739999771118164, 2.9600000381469727, 2.3499999046325684, 4.650000095367432, 6.260000228881836, 4.360000133514404, 7.710000038146973, 6.619999885559082, 2.819999933242798, 2.369999885559082, 6.130000114440918, 4.400000095367432, 4.400000095367432, 4.789999961853027, 6.929999828338623, 6.329999923706055, 1.9299999475479126, 3.3499999046325684, 1.7599999904632568, 2.619999885559082, 6.610000133514404, 29.360000610351562, 1.5299999713897705, 3.549999952316284, 5.53000020980835, 2.5799999237060547, 7.059999942779541, 5.880000114440918, 5.960000038146973, 6.150000095367432, 7.989999771118164, 5.039999961853027, 5.619999885559082, 7.019999980926514, 6.170000076293945, 5.659999847412109, 3.75, 1.149999976158142, 5.230000019073486, 1.7699999809265137, 6.559999942779541, 12.84000015258789, 0.9300000071525574, 7.650000095367432, 4.989999771118164, 7.690000057220459, 5.239999771118164, 1.0199999809265137, 2.430000066757202, 5.53000020980835, 0.8299999833106995, 6.920000076293945, 5.260000228881836, 6.150000095367432, 3.6500000953674316, 3.309999942779541, 0.6899999976158142, 6.409999847412109, 7.590000152587891, 1.9700000286102295, 2.759999990463257, 3.130000114440918, 6.5, 4.75, 4.619999885559082, 6.849999904632568, 3.7100000381469727, 4.150000095367432, 6.900000095367432, 7.0, 2.740000009536743, 1.309999942779541, 1.7599999904632568, 3.930000066757202, 2.140000104904175, 3.950000047683716, 1.309999942779541, 7.730000019073486, 5.550000190734863, 5.789999961853027, 1.2400000095367432, 7.710000038146973, 7.28000020980835, 7.170000076293945, 5.849999904632568, 7.360000133514404, 7.340000152587891, 4.099999904632568, 7.78000020980835, 7.860000133514404, 3.200000047683716, 2.109999895095825, 3.8299999237060547, 7.369999885559082, 5.039999961853027, 6.78000020980835, 6.210000038146973, 3.7200000286102295, 4.769999980926514, 2.0, 6.449999809265137, 2.859999895095825, 3.390000104904175, 7.059999942779541, 5.849999904632568, 3.3299999237060547, 3.259999990463257, 7.429999828338623, 6.150000095367432, 7.78000020980835, 7.230000019073486, 5.329999923706055, 7.300000190734863, 7.809999942779541, 6.929999828338623, 2.0899999141693115, 11.420000076293945, 0.49000000953674316, 4.869999885559082, 2.880000114440918, 5.360000133514404, 7.429999828338623, 7.630000114440918, 1.9600000381469727, 30.059999465942383, 3.25, 6.349999904632568, 1.7599999904632568, 4.050000190734863, 6.429999828338623, 6.239999771118164, 1.5700000524520874, 5.480000019073486, 1.899999976158142, 6.25, 6.119999885559082, 4.559999942779541, 3.700000047683716, 0.5099999904632568, 4.349999904632568, 2.7200000286102295, 0.36000001430511475, 1.7100000381469727, 3.299999952316284, 2.3299999237060547] plt.scatter(x,y) plt.plot(xf, yf, 'red') plt.xlabel("Predict Energy") plt.ylabel("Target Energy") plt.title("Energy Prediction") plt.show()
import numpy as np from matplotlib import pyplot as plt # flag xf=np.linspace(0,50,100) yf=xf # bad point # flag xf=np.linspace(0,50,100) yf=xf # bad point # x=[3.0182228088378906, 2.708120107650757, 3.678781270980835, 3.4038984775543213, 1.3417084217071533, 3.1724112033843994, 2.653107166290283, 2.947169065475464, 31.715482711791992, 31.46843147277832, 15.500349998474121, 25.564990997314453, 28.869977951049805, 18.691267013549805, 26.901350021362305, 4.541097640991211, 11.003729820251465, 5.487597465515137, 7.651845455169678, 6.507391929626465, 9.113308906555176, 4.513754844665527, 4.867543697357178, 6.439496994018555, 0.0, 0.322976678609848, 0.0, 0.0, 0.9834685325622559, 0.9358129501342773, 0.0, 1.5795546770095825, 1.8386502265930176, 0.0, 0.11812363564968109, 0.5302352905273438, 0.0, 1.2304203510284424, 0.0, 0.8640642762184143, 0.0, 0.0, 0.0, 0.0, 0.8500015139579773, 0.0, 0.7019882202148438, 0.0, 0.6676688194274902, 0.09167376905679703, 3.816581964492798, 1.4254132509231567, 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37.13999938964844, 15.789999961853027, 15.0600004196167, 15.90999984741211, 25.0, 39.220001220703125, 36.43000030517578, 37.38999938964844, 33.130001068115234, 38.029998779296875, 21.540000915527344, 49.029998779296875, 32.709999084472656, 30.149999618530273, 20.25, 45.09000015258789, 47.36000061035156, 42.02000045776367, 18.43000030517578, 24.770000457763672, 41.58000183105469, 18.93000030517578, 18.75, 27.25, 11.970000267028809, 41.38999938964844, 11.539999961853027, 57.63999938964844, 10.100000381469727, 20.75, 22.079999923706055, 9.630000114440918, 14.0, 15.369999885559082, 13.520000457763672, 38.15999984741211, 41.66999816894531, 33.7599983215332, 23.920000076293945, 26.559999465942383, 53.220001220703125, 17.989999771118164, 37.86000061035156, 36.540000915527344, 33.040000915527344, 22.709999084472656, 13.170000076293945, 9.350000381469727, 32.58000183105469, 30.3700008392334, 33.61000061035156, 49.529998779296875] plt.scatter(x,y) plt.plot(xf, yf, 'red') plt.xlabel("Predict Energy") plt.ylabel("Target Energy") plt.title("Energy Prediction") plt.show() plt.scatter(x,y) plt.plot(xf, yf, 'red') plt.xlabel("Predict Energy") plt.ylabel("Target Energy") plt.title("Energy Prediction") plt.show()
import numpy as np from matplotlib import pyplot as plt # flag xf=np.linspace(0,70,100) yf=xf # bad point # flag xf=np.linspace(0,75,100) yf=xf y1=[947.408447265625, 947.408447265625, 947.408447265625, 947.408447265625, 947.408447265625, 947.408447265625, 947.408447265625, 947.408447265625, 918.696044921875, 918.696044921875, 918.696044921875, 918.696044921875, 918.696044921875, 918.696044921875, 918.696044921875, 918.696044921875, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 909.6256103515625, 909.6256103515625, 909.6256103515625, 909.6256103515625, 909.6256103515625, 909.6256103515625, 909.6256103515625, 909.6256103515625, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 220.22560119628906, 220.22560119628906, 220.22560119628906, 220.22560119628906, 220.22560119628906, 220.22560119628906, 220.22560119628906, 220.22560119628906, 938.1968383789062, 938.1968383789062, 938.1968383789062, 938.1968383789062, 938.1968383789062, 938.1968383789062, 938.1968383789062, 938.1968383789062, 594.3843383789062, 594.3843383789062, 594.3843383789062, 594.3843383789062, 594.3843383789062, 594.3843383789062, 594.3843383789062, 594.3843383789062, 176.3583984375, 176.3583984375, 176.3583984375, 176.3583984375, 176.3583984375, 176.3583984375, 176.3583984375, 176.3583984375, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 928.4208374023438, 1097.596923828125, 1097.596923828125, 1097.596923828125, 1097.596923828125, 1097.596923828125, 1097.596923828125, 1097.596923828125, 1097.596923828125, 938.1968383789062, 938.1968383789062, 938.1968383789062, 938.1968383789062, 938.1968383789062, 938.1968383789062, 938.1968383789062, 938.1968383789062, 189.0625, 189.0625, 189.0625, 189.0625, 189.0625, 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6.256429195404053, 5.091294288635254, 2.5666890144348145, 21.624465942382812, 12.065435409545898, 3.629572629928589, 0.029564624652266502, 2.055311441421509, 6.2502288818359375, 8.16318130493164, 6.790992259979248, 108.52819061279297, 83.3736343383789, 53.94893264770508, 26.627172470092773, 7.708596229553223, 0.07006201893091202, 4.689640998840332, 13.249290466308594, 39.182350158691406, 21.761877059936523, 7.541648864746094, 0.7134179472923279, 0.7849041819572449, 4.785890579223633, 8.102282524108887, 8.302032470703125, 4.0981597900390625, 0.964770495891571, 0.10185366123914719, 1.5946210622787476, 1.8892929553985596, 0.8306635618209839, 0.0302599985152483, 0.2784697413444519] l1=(len(y1)) l1=100 x1=np.linspace(0,l1,l1) # bad point # x=[3.0182228088378906, 2.708120107650757, 3.678781270980835, 3.4038984775543213, 1.3417084217071533, 3.1724112033843994, 2.653107166290283, 2.947169065475464, 31.715482711791992, 31.46843147277832, 15.500349998474121, 25.564990997314453, 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14.293448448181152, 14.727496147155762, 14.824583053588867, 14.940896987915039, 15.674796104431152, 16.380952835083008, 16.54727554321289, 16.939109802246094, 16.657222747802734, 16.060638427734375, 15.586384773254395, 15.45069694519043, 14.790908813476562, 14.114593505859375, 13.25141716003418, 12.462800979614258, 11.7617769241333, 11.262499809265137, 10.994405746459961, 10.93814468383789, 11.62743091583252, 12.327692031860352, 13.180290222167969, 14.145231246948242, 15.128417015075684, 16.064062118530273, 16.882503509521484, 17.46519660949707, 16.647546768188477, 15.298384666442871, 13.821969032287598, 14.08820915222168, 14.69432258605957, 15.140501976013184, 15.318765640258789, 15.424489974975586, 16.112092971801758, 16.103425979614258, 15.734660148620605, 15.4872407913208, 15.593811988830566, 15.875993728637695, 16.032894134521484, 15.931153297424316, 15.32859992980957, 14.754603385925293, 14.752851486206055, 14.99984359741211, 15.342082977294922, 15.555231094360352, 15.508438110351562, 15.274975776672363, 14.600750923156738, 15.223231315612793, 15.828202247619629, 15.767229080200195, 15.472041130065918, 15.074336051940918, 14.84623908996582, 14.900691032409668, 15.484990119934082, 16.256114959716797, 16.958267211914062, 17.29326057434082, 17.20670509338379, 16.813549041748047, 16.22395896911621, 15.789233207702637, 15.16405200958252, 14.504802703857422, 14.333638191223145, 14.569368362426758, 15.067133903503418, 15.447596549987793, 15.446992874145508] # plt.scatter(xt,yt) # plt.plot(x1, y1,'o-') xs=[30.780000686645508, 30.780000686645508, 30.780000686645508, 30.780000686645508, 30.780000686645508, 30.780000686645508, 30.780000686645508, 30.780000686645508, 30.309999465942383, 30.309999465942383, 30.309999465942383, 30.309999465942383, 30.309999465942383, 30.309999465942383, 30.309999465942383, 30.309999465942383, 30.469999313354492, 30.469999313354492, 30.469999313354492, 30.469999313354492, 30.469999313354492, 30.469999313354492, 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30.469999313354492, 30.469999313354492, 30.469999313354492, 30.469999313354492, 30.469999313354492, 30.469999313354492, 33.130001068115234, 33.130001068115234, 33.130001068115234, 33.130001068115234, 33.130001068115234, 33.130001068115234, 33.130001068115234, 33.130001068115234, 30.6299991607666, 30.6299991607666, 30.6299991607666, 30.6299991607666, 30.6299991607666, 30.6299991607666, 30.6299991607666, 30.6299991607666, 13.75, 13.75, 13.75, 13.75, 13.75, 13.75, 13.75, 13.75, 13.75, 13.75, 13.75, 13.75, 13.75, 13.75, 13.75, 13.75, 16.40999984741211, 16.40999984741211, 16.40999984741211, 16.40999984741211, 16.40999984741211, 16.40999984741211, 16.40999984741211, 16.40999984741211, 14.6899995803833, 14.6899995803833, 14.6899995803833, 14.6899995803833, 14.6899995803833, 14.6899995803833, 14.6899995803833, 14.6899995803833, 33.130001068115234, 33.130001068115234, 33.130001068115234, 33.130001068115234, 33.130001068115234, 33.130001068115234, 33.130001068115234, 33.130001068115234, 32.970001220703125, 32.970001220703125, 32.970001220703125, 32.970001220703125, 32.970001220703125, 32.970001220703125, 32.970001220703125, 32.970001220703125, 15.619999885559082, 15.619999885559082, 15.619999885559082, 15.619999885559082, 15.619999885559082, 15.619999885559082, 15.619999885559082, 15.619999885559082] ys=[10.702720642089844, 29.103206634521484, 51.74315643310547, 21.598655700683594, 33.22423553466797, 31.446428298950195, 28.07235336303711, 31.18760108947754, 32.41872024536133, 12.257593154907227, 29.427001953125, 37.851531982421875, 30.006601333618164, 27.669109344482422, 31.413476943969727, 30.793228149414062, 29.069103240966797, 47.68764877319336, 30.924161911010742, 20.241966247558594, 24.527090072631836, 30.388254165649414, 33.79990005493164, 32.52939224243164, 29.64382553100586, 41.94713592529297, 30.662578582763672, 22.365556716918945, 23.78036880493164, 28.49860191345215, 32.92002868652344, 33.14762878417969, 30.403337478637695, 39.685482025146484, 30.317068099975586, 24.079328536987305, 26.155580520629883, 30.436357498168945, 33.62151336669922, 33.15224075317383, 30.075815200805664, 22.51950454711914, 14.695652961730957, 11.061209678649902, 12.04470443725586, 14.580838203430176, 16.524812698364258, 15.936387062072754, 15.259273529052734, 22.64133644104004, 30.248943328857422, 35.96839141845703, 34.87685012817383, 30.251480102539062, 27.08194351196289, 31.546344757080078, 33.097900390625, 23.77586555480957, 18.626216888427734, 20.057584762573242, 23.437231063842773, 26.26725959777832, 27.069568634033203, 26.066417694091797, 24.210901260375977, 18.961591720581055, 13.34585189819336, 9.599238395690918, 9.23824405670166, 11.009293556213379, 12.967118263244629, 14.62630558013916, 14.679758071899414, 18.923643112182617, 23.671794891357422, 29.185848236083984, 34.32313537597656, 32.86419677734375, 31.511545181274414, 30.409252166748047, 29.615447998046875, 33.92391586303711, 34.88074493408203, 35.301204681396484, 32.286346435546875, 31.253700256347656, 32.63032531738281, 34.121665954589844, 34.061279296875, 30.243913650512695, 27.79660415649414, 28.40538215637207, 30.270008087158203, 32.035919189453125, 32.28746032714844, 31.23195457458496, 29.64788055419922, 25.992403030395508, 20.333454132080078, 18.607088088989258, 15.787736892700195, 12.974462509155273, 11.045830726623535, 10.440263748168945, 12.501559257507324, 15.576902389526367, 14.309012413024902, 12.400861740112305, 12.900336265563965, 14.088520050048828, 14.653693199157715, 14.234267234802246, 13.544559478759766, 15.88282585144043, 18.227182388305664, 18.13306427001953, 17.198394775390625, 16.156002044677734, 15.262682914733887, 15.277005195617676, 15.969923973083496, 14.135997772216797, 13.583998680114746, 14.109197616577148, 14.88659954071045, 15.432952880859375, 15.390891075134277, 14.752142906188965, 14.006426811218262, 15.625288963317871, 17.789081573486328, 20.348941802978516, 23.270130157470703, 26.875946044921875, 30.77039337158203, 35.09769821166992, 37.84209442138672, 33.63026809692383, 31.550630569458008, 30.534719467163086, 30.060523986816406, 31.186779022216797, 32.730262756347656, 33.96342086791992, 34.13203430175781, 31.000226974487305, 27.964746475219727, 25.81562042236328, 23.404338836669922, 21.006010055541992, 18.742652893066406, 16.84178924560547] plt.xlabel("target energy") plt.ylabel("predict energy") plt.title("2js7A Energy Prediction1") plt.scatter(xs,ys) plt.plot(xf, yf, 'red') plt.show() # plt.xlabel("target energy") # plt.ylabel("predict energy") # plt.title("Energy Prediction") # plt.show() # plt.plot(x1,y1[500:600]) # # plt.plot(xf, yf, 'red') # plt.xlabel("Iteration Index") # plt.ylabel("Loss Value") # plt.title("Loss Curve") # plt.show()
2.pickle查看
CUDA_VISIBLE_DEVICES=0 python3 train.py gpu_id=1,2,3 import pickle f=open('data_3','rb') b=pickle.load(f) f.close() b.show()
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