Upload folder using huggingface_hub

README.md

@@ -12,7 +12,7 @@ datasets:
 
 # Predictor of _Klebsiella pneumoniae_ MICs 
 
-_Updated:_ cd ..Fri 28 Mar 18:25:10 GMT 2025
+_Updated:_ cd ..Tue Apr  1 03:31:43 BST 2025
 
 Trained on the _Klebsiella pneumoniae_, WT accumulator phenotype subset of the [human-curated SPARK dataset](https://doi.org/10.1021/acsinfecdis.8b00193) (3920 rows in total for _Klebsiella pneumoniae_).
 
@@ -36,11 +36,11 @@ by Spearman's $\rho$ on a held-out test set not used in training or early stoppi
 
 {
     "dropout": 0.2,
-    "ensemble_size": 10,
+    "ensemble_size": 3,
     "extra_featurizers": null,
-    "learning_rate": 0.0001,
+    "learning_rate": 1e-05,
     "model_class": "ChempropModelBox",
-    "n_hidden": 3,
+    "n_hidden": 5,
     "n_units": 16,
     "use_2d": true,
     "use_fp": true
@@ -79,35 +79,40 @@ Train (2045 rows):
 ```json
 
 {
-    "Pearson r": 0.879788014533255,
-    "RMSE": 0.4014032185077667,
-    "Spearman rho": 0.8235991116907959
+    "Pearson r": 0.8940795429226548,
+    "RMSE": 0.3624576926231384,
+    "Spearman rho": 0.845112973803823
 }
 ```
 
+<img src="predictions-train.png" width=450>
+
 Validation (723 rows):
 
 ```json
 
 {
-    "Pearson r": 0.7805225413538466,
-    "RMSE": 0.7095186710357666,
-    "Spearman rho": 0.6299348550927065
+    "Pearson r": 0.7725444031545016,
+    "RMSE": 0.7004245519638062,
+    "Spearman rho": 0.6222847459695977
 }
 ```
 
+<img src="predictions-validation.png" width=450>
 
 Test (646 rows):
 
 ```json
 
 {
-    "Pearson r": 0.4050551318825592,
-    "RMSE": 0.6779211163520813,
-    "Spearman rho": 0.4843227707887753
+    "Pearson r": 0.36027280209643125,
+    "RMSE": 0.7164360284805298,
+    "Spearman rho": 0.48359581684441383
 }
 ```
 
+<img src="predictions-test.png" width=450>
+
 ## Training data details
 
 The training data were collated by the authors of:

data-load-args.json

@@ -1,5 +1,5 @@
 {
-    "cache": "/nemo/lab/johnsone/home/users/johnsoe/projects/abx-discovery-strategy/models/spark/Klebsiella-pneumoniae/61/cache",
+    "cache": "/nemo/lab/johnsone/home/users/johnsoe/projects/abx-discovery-strategy/models/spark-dv-2503/Klebsiella-pneumoniae/139/cache",
     "features": [
         "smiles"
     ],

eval-metrics_test.json

@@ -1,5 +1,5 @@
 {
-    "Pearson r": 0.4050551318825592,
-    "RMSE": 0.6779211163520813,
-    "Spearman rho": 0.4843227707887753
+    "Pearson r": 0.36027280209643125,
+    "RMSE": 0.7164360284805298,
+    "Spearman rho": 0.48359581684441383
 }

eval-metrics_train.json

@@ -1,5 +1,5 @@
 {
-    "Pearson r": 0.879788014533255,
-    "RMSE": 0.4014032185077667,
-    "Spearman rho": 0.8235991116907959
+    "Pearson r": 0.8940795429226548,
+    "RMSE": 0.3624576926231384,
+    "Spearman rho": 0.845112973803823
 }

eval-metrics_validation.json

@@ -1,5 +1,5 @@
 {
-    "Pearson r": 0.7805225413538466,
-    "RMSE": 0.7095186710357666,
-    "Spearman rho": 0.6299348550927065
+    "Pearson r": 0.7725444031545016,
+    "RMSE": 0.7004245519638062,
+    "Spearman rho": 0.6222847459695977
 }

logs-csv/lightning_logs/version_0/metrics.csv

@@ -1,91 +1,1103 @@
 epoch,loss,step,val_loss
-0,,127,3.1612131595611572
-0,11.470685958862305,127,
-1,,255,3.4212403297424316
-1,4.516500473022461,255,
-2,,383,2.7988340854644775
-2,4.001670837402344,383,
-3,,511,2.4266252517700195
-3,3.4878146648406982,511,
-4,,639,2.3812172412872314
-4,3.1538383960723877,639,
-5,,767,2.249669075012207
-5,2.8869502544403076,767,
-6,,895,2.1487362384796143
-6,2.6796183586120605,895,
-7,,1023,1.9302494525909424
-7,2.499631881713867,1023,
-8,,1151,1.895418405532837
-8,2.384538173675537,1151,
-9,,1279,1.8401507139205933
-9,2.2424700260162354,1279,
-10,,1407,1.7240188121795654
-10,2.1825485229492188,1407,
-11,,1535,1.6076897382736206
-11,2.0599634647369385,1535,
-12,,1663,1.5228654146194458
-12,1.9549221992492676,1663,
-13,,1791,1.3301759958267212
-13,1.8475960493087769,1791,
-14,,1919,1.197400689125061
-14,1.7222977876663208,1919,
-15,,2047,1.1432061195373535
-15,1.662263035774231,2047,
-16,,2175,1.1259466409683228
-16,1.5466835498809814,2175,
-17,,2303,1.133188247680664
-17,1.476884126663208,2303,
-18,,2431,1.1027441024780273
-18,1.4452625513076782,2431,
-19,,2559,1.158228874206543
-19,1.378151774406433,2559,
-20,,2687,1.0784740447998047
-20,1.318475365638733,2687,
-21,,2815,1.0715962648391724
-21,1.2622106075286865,2815,
-22,,2943,1.075689673423767
-22,1.2291003465652466,2943,
-23,,3071,1.0587623119354248
-23,1.1971018314361572,3071,
-24,,3199,1.0540975332260132
-24,1.1468651294708252,3199,
-25,,3327,1.07569420337677
-25,1.1313549280166626,3327,
-26,,3455,1.0563280582427979
-26,1.1012349128723145,3455,
-27,,3583,1.1024538278579712
-27,1.0781406164169312,3583,
-28,,3711,1.0793583393096924
-28,1.058035135269165,3711,
-29,,3839,1.0855896472930908
-29,1.0287179946899414,3839,
-30,,3967,1.1220470666885376
-30,1.0105702877044678,3967,
-31,,4095,1.0875941514968872
-31,0.9984549880027771,4095,
-32,,4223,1.0672334432601929
-32,0.987288236618042,4223,
-33,,4351,1.0616916418075562
-33,0.9705791473388672,4351,
-34,,4479,1.0746409893035889
-34,0.9425535798072815,4479,
-35,,4607,1.0884811878204346
-35,0.9292816519737244,4607,
-36,,4735,1.0922189950942993
-36,0.9182446599006653,4735,
-37,,4863,1.0835254192352295
-37,0.9015668034553528,4863,
-38,,4991,1.0907585620880127
-38,0.9176275134086609,4991,
-39,,5119,1.1213494539260864
-39,0.9064778089523315,5119,
-40,,5247,1.0660821199417114
-40,0.8878889083862305,5247,
-41,,5375,1.0989940166473389
-41,0.8802230358123779,5375,
-42,,5503,1.1001183986663818
-42,0.8679183721542358,5503,
-43,,5631,1.120335578918457
-43,0.8558708429336548,5631,
-44,,5759,1.1134792566299438
-44,0.8376833200454712,5759,
+0,,127,15.27200698852539
+0,19.318693161010742,127,
+1,,255,14.973384857177734
+1,18.986682891845703,255,
+2,,383,14.520857810974121
+2,18.59333610534668,383,
+3,,511,13.767060279846191
+3,18.025386810302734,511,
+4,,639,12.246199607849121
+4,17.066804885864258,639,
+5,,767,9.440552711486816
+5,15.26242733001709,767,
+6,,895,6.547183036804199
+6,12.50610065460205,895,
+7,,1023,6.0099196434021
+7,11.013208389282227,1023,
+8,,1151,5.762805461883545
+8,10.515274047851562,1151,
+9,,1279,5.554592132568359
+9,10.369080543518066,1279,
+10,,1407,5.294907093048096
+10,9.996024131774902,1407,
+11,,1535,5.0498270988464355
+11,9.837806701660156,1535,
+12,,1663,4.7502055168151855
+12,9.53000259399414,1663,
+13,,1791,4.420131683349609
+13,9.094021797180176,1791,
+14,,1919,4.1230363845825195
+14,8.78343391418457,1919,
+15,,2047,3.76908016204834
+15,8.488677024841309,2047,
+16,,2175,3.4965474605560303
+16,7.9301066398620605,2175,
+17,,2303,3.2135679721832275
+17,7.867808818817139,2303,
+18,,2431,3.0456178188323975
+18,7.694674015045166,2431,
+19,,2559,2.9426074028015137
+19,7.387326717376709,2559,
+20,,2687,2.851357936859131
+20,7.1828837394714355,2687,
+21,,2815,2.8280675411224365
+21,6.936232089996338,2815,
+22,,2943,2.8167738914489746
+22,6.894342422485352,2943,
+23,,3071,2.768766403198242
+23,6.6610188484191895,3071,
+24,,3199,2.7576286792755127
+24,6.52412223815918,3199,
+25,,3327,2.7300925254821777
+25,6.5990519523620605,3327,
+26,,3455,2.752502202987671
+26,6.289912223815918,3455,
+27,,3583,2.748599052429199
+27,6.122937202453613,3583,
+28,,3711,2.7246336936950684
+28,6.097243785858154,3711,
+29,,3839,2.72054386138916
+29,5.854525566101074,3839,
+30,,3967,2.7262766361236572
+30,5.7152180671691895,3967,
+31,,4095,2.6986358165740967
+31,5.792641639709473,4095,
+32,,4223,2.6736960411071777
+32,5.620030879974365,4223,
+33,,4351,2.656590223312378
+33,5.620372772216797,4351,
+34,,4479,2.644705295562744
+34,5.545374393463135,4479,
+35,,4607,2.6404247283935547
+35,5.251820087432861,4607,
+36,,4735,2.636448621749878
+36,5.356995582580566,4735,
+37,,4863,2.6503655910491943
+37,5.181023597717285,4863,
+38,,4991,2.6348719596862793
+38,5.132381916046143,4991,
+39,,5119,2.6291255950927734
+39,5.097319602966309,5119,
+40,,5247,2.6294538974761963
+40,4.893308162689209,5247,
+41,,5375,2.600640058517456
+41,4.864145278930664,5375,
+42,,5503,2.5927305221557617
+42,4.865402698516846,5503,
+43,,5631,2.5981662273406982
+43,4.712423801422119,5631,
+44,,5759,2.5683224201202393
+44,4.632911205291748,5759,
+45,,5887,2.5549182891845703
+45,4.7344560623168945,5887,
+46,,6015,2.546874523162842
+46,4.544742107391357,6015,
+47,,6143,2.5321197509765625
+47,4.690816879272461,6143,
+48,,6271,2.551847457885742
+48,4.449649810791016,6271,
+49,,6399,2.566554307937622
+49,4.31663703918457,6399,
+50,,6527,2.5342960357666016
+50,4.297765731811523,6527,
+51,,6655,2.5089797973632812
+51,4.3504533767700195,6655,
+52,,6783,2.4808096885681152
+52,4.218341827392578,6783,
+53,,6911,2.515305280685425
+53,4.15369987487793,6911,
+54,,7039,2.498910903930664
+54,4.1370978355407715,7039,
+55,,7167,2.4859495162963867
+55,4.168793678283691,7167,
+56,,7295,2.4652657508850098
+56,4.114995002746582,7295,
+57,,7423,2.469938039779663
+57,3.9709277153015137,7423,
+58,,7551,2.4725520610809326
+58,3.891521453857422,7551,
+59,,7679,2.4553215503692627
+59,3.8832998275756836,7679,
+60,,7807,2.447181463241577
+60,3.869486093521118,7807,
+61,,7935,2.423126459121704
+61,3.7602317333221436,7935,
+62,,8063,2.4256210327148438
+62,3.822244644165039,8063,
+63,,8191,2.4456353187561035
+63,3.612581253051758,8191,
+64,,8319,2.424152135848999
+64,3.7203569412231445,8319,
+65,,8447,2.4232516288757324
+65,3.6013712882995605,8447,
+66,,8575,2.401654005050659
+66,3.5728001594543457,8575,
+67,,8703,2.402813196182251
+67,3.4616053104400635,8703,
+68,,8831,2.3875646591186523
+68,3.4968910217285156,8831,
+69,,8959,2.374044895172119
+69,3.4793596267700195,8959,
+70,,9087,2.3849937915802
+70,3.4194514751434326,9087,
+71,,9215,2.347463369369507
+71,3.4002466201782227,9215,
+72,,9343,2.3546504974365234
+72,3.4677233695983887,9343,
+73,,9471,2.3479883670806885
+73,3.3625314235687256,9471,
+74,,9599,2.3577351570129395
+74,3.2397072315216064,9599,
+75,,9727,2.343545436859131
+75,3.2623987197875977,9727,
+76,,9855,2.331624984741211
+76,3.239957094192505,9855,
+77,,9983,2.335901975631714
+77,3.244415521621704,9983,
+78,,10111,2.3448081016540527
+78,3.1680986881256104,10111,
+79,,10239,2.3503692150115967
+79,3.066617012023926,10239,
+80,,10367,2.3472814559936523
+80,3.055612087249756,10367,
+81,,10495,2.323035955429077
+81,3.056988000869751,10495,
+82,,10623,2.326984405517578
+82,2.9352259635925293,10623,
+83,,10751,2.3094441890716553
+83,3.0503289699554443,10751,
+84,,10879,2.2907917499542236
+84,2.9787580966949463,10879,
+85,,11007,2.310561418533325
+85,2.9888997077941895,11007,
+86,,11135,2.2828967571258545
+86,2.9268240928649902,11135,
+87,,11263,2.278480291366577
+87,2.9115307331085205,11263,
+88,,11391,2.276393175125122
+88,2.8556344509124756,11391,
+89,,11519,2.287763833999634
+89,2.9430980682373047,11519,
+90,,11647,2.297980785369873
+90,2.731823444366455,11647,
+91,,11775,2.283564805984497
+91,2.771395206451416,11775,
+92,,11903,2.2804555892944336
+92,2.786283493041992,11903,
+93,,12031,2.272130250930786
+93,2.7730305194854736,12031,
+94,,12159,2.2692313194274902
+94,2.8093926906585693,12159,
+95,,12287,2.2689480781555176
+95,2.7590363025665283,12287,
+96,,12415,2.255878210067749
+96,2.723329782485962,12415,
+97,,12543,2.2561392784118652
+97,2.6922948360443115,12543,
+98,,12671,2.254678726196289
+98,2.646411657333374,12671,
+99,,12799,2.2405850887298584
+99,2.5599472522735596,12799,
+100,,12927,2.2441959381103516
+100,2.5952625274658203,12927,
+101,,13055,2.2402689456939697
+101,2.5839438438415527,13055,
+102,,13183,2.241304874420166
+102,2.540907621383667,13183,
+103,,13311,2.2208266258239746
+103,2.5658278465270996,13311,
+104,,13439,2.2089884281158447
+104,2.557347297668457,13439,
+105,,13567,2.203617572784424
+105,2.5375866889953613,13567,
+106,,13695,2.2050070762634277
+106,2.4780991077423096,13695,
+107,,13823,2.19183611869812
+107,2.438995838165283,13823,
+108,,13951,2.183725118637085
+108,2.4763896465301514,13951,
+109,,14079,2.1635968685150146
+109,2.47753643989563,14079,
+110,,14207,2.1593587398529053
+110,2.3704113960266113,14207,
+111,,14335,2.146097183227539
+111,2.3673133850097656,14335,
+112,,14463,2.128448486328125
+112,2.3321752548217773,14463,
+113,,14591,2.1128923892974854
+113,2.373764753341675,14591,
+114,,14719,2.0827300548553467
+114,2.3294315338134766,14719,
+115,,14847,2.05757212638855
+115,2.3363332748413086,14847,
+116,,14975,2.0306105613708496
+116,2.267188549041748,14975,
+117,,15103,1.9937100410461426
+117,2.2317495346069336,15103,
+118,,15231,1.9517236948013306
+118,2.246124505996704,15231,
+119,,15359,1.9212037324905396
+119,2.2250723838806152,15359,
+120,,15487,1.867527723312378
+120,2.202192544937134,15487,
+121,,15615,1.8631274700164795
+121,2.165424346923828,15615,
+122,,15743,1.8174751996994019
+122,2.179297924041748,15743,
+123,,15871,1.811794638633728
+123,2.1384363174438477,15871,
+124,,15999,1.7986470460891724
+124,2.1335203647613525,15999,
+125,,16127,1.794711709022522
+125,2.0807111263275146,16127,
+126,,16255,1.791000485420227
+126,2.0899078845977783,16255,
+127,,16383,1.79615318775177
+127,2.0778331756591797,16383,
+128,,16511,1.7901523113250732
+128,2.065070629119873,16511,
+129,,16639,1.7935980558395386
+129,2.0491318702697754,16639,
+130,,16767,1.7894041538238525
+130,2.0493993759155273,16767,
+131,,16895,1.7883927822113037
+131,2.0125606060028076,16895,
+132,,17023,1.789565920829773
+132,1.953849196434021,17023,
+133,,17151,1.7854539155960083
+133,2.0044429302215576,17151,
+134,,17279,1.7866727113723755
+134,1.9993600845336914,17279,
+135,,17407,1.781224250793457
+135,2.007500171661377,17407,
+136,,17535,1.7739229202270508
+136,1.9763990640640259,17535,
+137,,17663,1.7658016681671143
+137,1.9902911186218262,17663,
+138,,17791,1.7634412050247192
+138,1.9252030849456787,17791,
+139,,17919,1.7549973726272583
+139,1.909982442855835,17919,
+140,,18047,1.748914361000061
+140,1.9649657011032104,18047,
+141,,18175,1.7356665134429932
+141,1.9015538692474365,18175,
+142,,18303,1.7263466119766235
+142,1.8579258918762207,18303,
+143,,18431,1.7182648181915283
+143,1.913620114326477,18431,
+144,,18559,1.6963064670562744
+144,1.903437614440918,18559,
+145,,18687,1.6808174848556519
+145,1.867005467414856,18687,
+146,,18815,1.6539002656936646
+146,1.8435142040252686,18815,
+147,,18943,1.6246423721313477
+147,1.8344736099243164,18943,
+148,,19071,1.5948387384414673
+148,1.799831509590149,19071,
+149,,19199,1.5610153675079346
+149,1.7877744436264038,19199,
+150,,19327,1.5308889150619507
+150,1.7677544355392456,19327,
+151,,19455,1.5055115222930908
+151,1.7901146411895752,19455,
+152,,19583,1.4768625497817993
+152,1.7393317222595215,19583,
+153,,19711,1.4586347341537476
+153,1.7488194704055786,19711,
+154,,19839,1.4487780332565308
+154,1.6989922523498535,19839,
+155,,19967,1.4344875812530518
+155,1.6871291399002075,19967,
+156,,20095,1.424810767173767
+156,1.6777104139328003,20095,
+157,,20223,1.424535870552063
+157,1.7097471952438354,20223,
+158,,20351,1.4101786613464355
+158,1.7081530094146729,20351,
+159,,20479,1.4019712209701538
+159,1.6791917085647583,20479,
+160,,20607,1.3940341472625732
+160,1.656823754310608,20607,
+161,,20735,1.3308629989624023
+161,1.6605831384658813,20735,
+162,,20863,1.278667688369751
+162,1.6401599645614624,20863,
+163,,20991,1.2141019105911255
+163,1.5939373970031738,20991,
+164,,21119,1.1818480491638184
+164,1.5785402059555054,21119,
+165,,21247,1.1595489978790283
+165,1.574336290359497,21247,
+166,,21375,1.1640825271606445
+166,1.577286720275879,21375,
+167,,21503,1.163427472114563
+167,1.5540419816970825,21503,
+168,,21631,1.1536750793457031
+168,1.5354387760162354,21631,
+169,,21759,1.1574854850769043
+169,1.552777886390686,21759,
+170,,21887,1.1501286029815674
+170,1.5495647192001343,21887,
+171,,22015,1.1575411558151245
+171,1.5043938159942627,22015,
+172,,22143,1.1496574878692627
+172,1.5075169801712036,22143,
+173,,22271,1.1522349119186401
+173,1.4899898767471313,22271,
+174,,22399,1.152059555053711
+174,1.4697363376617432,22399,
+175,,22527,1.149935245513916
+175,1.4761874675750732,22527,
+176,,22655,1.1512863636016846
+176,1.4464479684829712,22655,
+177,,22783,1.1575807332992554
+177,1.451345682144165,22783,
+178,,22911,1.1650246381759644
+178,1.4926187992095947,22911,
+179,,23039,1.1553536653518677
+179,1.4441725015640259,23039,
+180,,23167,1.147706151008606
+180,1.469655990600586,23167,
+181,,23295,1.1564173698425293
+181,1.4259310960769653,23295,
+182,,23423,1.1612399816513062
+182,1.4222465753555298,23423,
+183,,23551,1.1547373533248901
+183,1.399606704711914,23551,
+184,,23679,1.1629241704940796
+184,1.409317135810852,23679,
+185,,23807,1.1538580656051636
+185,1.39512038230896,23807,
+186,,23935,1.163212537765503
+186,1.4035613536834717,23935,
+187,,24063,1.1563202142715454
+187,1.3350112438201904,24063,
+188,,24191,1.151292324066162
+188,1.3722690343856812,24191,
+189,,24319,1.1539257764816284
+189,1.3845351934432983,24319,
+190,,24447,1.1566013097763062
+190,1.3609507083892822,24447,
+191,,24575,1.156651258468628
+191,1.3930091857910156,24575,
+192,,24703,1.1697361469268799
+192,1.346624732017517,24703,
+193,,24831,1.1525384187698364
+193,1.3392146825790405,24831,
+194,,24959,1.1516549587249756
+194,1.3562719821929932,24959,
+195,,25087,1.1542607545852661
+195,1.333664894104004,25087,
+196,,25215,1.1527221202850342
+196,1.3558573722839355,25215,
+197,,25343,1.1523005962371826
+197,1.2981737852096558,25343,
+198,,25471,1.1548441648483276
+198,1.332558512687683,25471,
+199,,25599,1.150093674659729
+199,1.3015745878219604,25599,
+200,,25727,1.1440554857254028
+200,1.3159706592559814,25727,
+201,,25855,1.1465243101119995
+201,1.3229585886001587,25855,
+202,,25983,1.150366187095642
+202,1.2982137203216553,25983,
+203,,26111,1.1431018114089966
+203,1.2717652320861816,26111,
+204,,26239,1.1495894193649292
+204,1.315660834312439,26239,
+205,,26367,1.1323972940444946
+205,1.289778709411621,26367,
+206,,26495,1.149178385734558
+206,1.2613327503204346,26495,
+207,,26623,1.1362717151641846
+207,1.2915513515472412,26623,
+208,,26751,1.148434042930603
+208,1.306931734085083,26751,
+209,,26879,1.1419453620910645
+209,1.3128424882888794,26879,
+210,,27007,1.1287020444869995
+210,1.2850030660629272,27007,
+211,,27135,1.1383987665176392
+211,1.2771375179290771,27135,
+212,,27263,1.1308698654174805
+212,1.2272999286651611,27263,
+213,,27391,1.142685055732727
+213,1.2676823139190674,27391,
+214,,27519,1.142208456993103
+214,1.2516294717788696,27519,
+215,,27647,1.1417049169540405
+215,1.2453505992889404,27647,
+216,,27775,1.1254655122756958
+216,1.2405849695205688,27775,
+217,,27903,1.1385135650634766
+217,1.2527092695236206,27903,
+218,,28031,1.1269320249557495
+218,1.2465770244598389,28031,
+219,,28159,1.133655071258545
+219,1.2211010456085205,28159,
+220,,28287,1.1302849054336548
+220,1.2176272869110107,28287,
+221,,28415,1.1249964237213135
+221,1.2112315893173218,28415,
+222,,28543,1.1371071338653564
+222,1.2144054174423218,28543,
+223,,28671,1.1277371644973755
+223,1.2234742641448975,28671,
+224,,28799,1.1195851564407349
+224,1.2080307006835938,28799,
+225,,28927,1.1316640377044678
+225,1.2198338508605957,28927,
+226,,29055,1.1160482168197632
+226,1.1980363130569458,29055,
+227,,29183,1.1283483505249023
+227,1.1763542890548706,29183,
+228,,29311,1.1277714967727661
+228,1.1716516017913818,29311,
+229,,29439,1.1213895082473755
+229,1.2140967845916748,29439,
+230,,29567,1.1179388761520386
+230,1.1915143728256226,29567,
+231,,29695,1.1223644018173218
+231,1.1896075010299683,29695,
+232,,29823,1.122809648513794
+232,1.2056641578674316,29823,
+233,,29951,1.1160252094268799
+233,1.1798559427261353,29951,
+234,,30079,1.1198344230651855
+234,1.172726035118103,30079,
+235,,30207,1.1181246042251587
+235,1.1715315580368042,30207,
+236,,30335,1.1256225109100342
+236,1.1666570901870728,30335,
+237,,30463,1.1123018264770508
+237,1.1647396087646484,30463,
+238,,30591,1.1134655475616455
+238,1.1852869987487793,30591,
+239,,30719,1.1156028509140015
+239,1.1623516082763672,30719,
+240,,30847,1.1065977811813354
+240,1.1638821363449097,30847,
+241,,30975,1.1167851686477661
+241,1.1693692207336426,30975,
+242,,31103,1.1065244674682617
+242,1.1689674854278564,31103,
+243,,31231,1.1070683002471924
+243,1.0992037057876587,31231,
+244,,31359,1.1354987621307373
+244,1.1377243995666504,31359,
+245,,31487,1.112768530845642
+245,1.1257684230804443,31487,
+246,,31615,1.1263865232467651
+246,1.1452562808990479,31615,
+247,,31743,1.1046086549758911
+247,1.1154170036315918,31743,
+248,,31871,1.0995630025863647
+248,1.1446365118026733,31871,
+249,,31999,1.0976356267929077
+249,1.1074013710021973,31999,
+250,,32127,1.113290786743164
+250,1.1149908304214478,32127,
+251,,32255,1.109507441520691
+251,1.1082911491394043,32255,
+252,,32383,1.0944536924362183
+252,1.1191027164459229,32383,
+253,,32511,1.0977210998535156
+253,1.1517565250396729,32511,
+254,,32639,1.1094448566436768
+254,1.109706163406372,32639,
+255,,32767,1.1087677478790283
+255,1.0832468271255493,32767,
+256,,32895,1.0991417169570923
+256,1.0625196695327759,32895,
+257,,33023,1.0900204181671143
+257,1.0590991973876953,33023,
+258,,33151,1.0936070680618286
+258,1.0962176322937012,33151,
+259,,33279,1.1005762815475464
+259,1.0976072549819946,33279,
+260,,33407,1.1045385599136353
+260,1.0949074029922485,33407,
+261,,33535,1.1171928644180298
+261,1.0677967071533203,33535,
+262,,33663,1.101874589920044
+262,1.0937570333480835,33663,
+263,,33791,1.0912758111953735
+263,1.0500959157943726,33791,
+264,,33919,1.0948210954666138
+264,1.065447449684143,33919,
+265,,34047,1.0797394514083862
+265,1.0670217275619507,34047,
+266,,34175,1.1123523712158203
+266,1.0973294973373413,34175,
+267,,34303,1.0994305610656738
+267,1.055874228477478,34303,
+268,,34431,1.0874197483062744
+268,1.0380014181137085,34431,
+269,,34559,1.0909698009490967
+269,1.0731558799743652,34559,
+270,,34687,1.0863237380981445
+270,1.042419195175171,34687,
+271,,34815,1.0870553255081177
+271,1.0394372940063477,34815,
+272,,34943,1.09821355342865
+272,1.0751203298568726,34943,
+273,,35071,1.0830742120742798
+273,1.0322476625442505,35071,
+274,,35199,1.1093111038208008
+274,1.046372652053833,35199,
+275,,35327,1.0975764989852905
+275,1.0408555269241333,35327,
+276,,35455,1.0772663354873657
+276,1.0459692478179932,35455,
+277,,35583,1.1035261154174805
+277,1.0382002592086792,35583,
+278,,35711,1.0968103408813477
+278,1.0377709865570068,35711,
+279,,35839,1.106374740600586
+279,1.0369796752929688,35839,
+280,,35967,1.0897356271743774
+280,1.0299944877624512,35967,
+281,,36095,1.0850322246551514
+281,1.0657532215118408,36095,
+282,,36223,1.0970861911773682
+282,1.0285097360610962,36223,
+283,,36351,1.096859335899353
+283,1.0293352603912354,36351,
+284,,36479,1.0992481708526611
+284,1.0341763496398926,36479,
+285,,36607,1.0925673246383667
+285,1.0582369565963745,36607,
+286,,36735,1.1045198440551758
+286,1.0280927419662476,36735,
+287,,36863,1.1035572290420532
+287,1.0204696655273438,36863,
+288,,36991,1.08938467502594
+288,1.0040677785873413,36991,
+289,,37119,1.0981876850128174
+289,1.0239859819412231,37119,
+290,,37247,1.0815476179122925
+290,1.0185397863388062,37247,
+291,,37375,1.0960050821304321
+291,1.011950969696045,37375,
+292,,37503,1.1149307489395142
+292,1.004889965057373,37503,
+293,,37631,1.1143721342086792
+293,0.9913548231124878,37631,
+294,,37759,1.0962097644805908
+294,1.000257968902588,37759,
+295,,37887,1.1067734956741333
+295,0.9862490892410278,37887,
+296,,38015,1.1080543994903564
+296,1.004875659942627,38015,
+297,,38143,1.0881929397583008
+297,0.9673137068748474,38143,
+298,,38271,1.0847890377044678
+298,1.001503825187683,38271,
+299,,38399,1.1145786046981812
+299,0.9926632046699524,38399,
+300,,38527,1.0953813791275024
+300,1.002301573753357,38527,
+301,,38655,1.107047200202942
+301,1.0054848194122314,38655,
+302,,38783,1.0852664709091187
+302,1.0037013292312622,38783,
+303,,38911,1.1062614917755127
+303,1.003124713897705,38911,
+304,,39039,1.1268502473831177
+304,0.9589974284172058,39039,
+305,,39167,1.10393226146698
+305,0.9833536744117737,39167,
+306,,39295,1.0904688835144043
+306,0.9870184063911438,39295,
+307,,39423,1.091478705406189
+307,0.9801367521286011,39423,
+308,,39551,1.0996402502059937
+308,0.964122474193573,39551,
+309,,39679,1.1209884881973267
+309,0.9672821164131165,39679,
+310,,39807,1.1046802997589111
+310,0.9768919348716736,39807,
+311,,39935,1.1026040315628052
+311,0.9605717658996582,39935,
+312,,40063,1.1029338836669922
+312,1.0045318603515625,40063,
+313,,40191,1.084489107131958
+313,0.989690899848938,40191,
+314,,40319,1.1059579849243164
+314,0.9954315423965454,40319,
+315,,40447,1.0790539979934692
+315,0.9761124849319458,40447,
+316,,40575,1.1274406909942627
+316,0.9765208959579468,40575,
+317,,40703,1.116105318069458
+317,0.9625224471092224,40703,
+318,,40831,1.0984656810760498
+318,0.9779689311981201,40831,
+319,,40959,1.0926423072814941
+319,0.9381316900253296,40959,
+320,,41087,1.0939687490463257
+320,0.9480801224708557,41087,
+321,,41215,1.1154311895370483
+321,0.9595347046852112,41215,
+322,,41343,1.1129639148712158
+322,0.9423593282699585,41343,
+323,,41471,1.0953154563903809
+323,0.9383755922317505,41471,
+324,,41599,1.1014436483383179
+324,0.9304571747779846,41599,
+325,,41727,1.0845860242843628
+325,0.9220293164253235,41727,
+326,,41855,1.1208151578903198
+326,0.9612797498703003,41855,
+327,,41983,1.1075212955474854
+327,0.9576648473739624,41983,
+328,,42111,1.0974754095077515
+328,0.9384970664978027,42111,
+329,,42239,1.0831924676895142
+329,0.9252082109451294,42239,
+330,,42367,1.1153993606567383
+330,0.9084641337394714,42367,
+331,,42495,1.1065291166305542
+331,0.9343986511230469,42495,
+332,,42623,1.1292475461959839
+332,0.9510769248008728,42623,
+333,,42751,1.078694224357605
+333,0.9578002691268921,42751,
+334,,42879,1.1084486246109009
+334,0.935504138469696,42879,
+335,,43007,1.0963423252105713
+335,0.9182213544845581,43007,
+336,,43135,1.102608561515808
+336,0.9568195343017578,43135,
+337,,43263,1.1099827289581299
+337,0.9216126203536987,43263,
+338,,43391,1.1026427745819092
+338,0.9289585947990417,43391,
+339,,43519,1.092677354812622
+339,0.9423553347587585,43519,
+340,,43647,1.0914100408554077
+340,0.9300375580787659,43647,
+341,,43775,1.0777714252471924
+341,0.9366339445114136,43775,
+342,,43903,1.1154571771621704
+342,0.9254993796348572,43903,
+343,,44031,1.0883164405822754
+343,0.893669068813324,44031,
+344,,44159,1.077091932296753
+344,0.9383427500724792,44159,
+345,,44287,1.097570538520813
+345,0.9177156686782837,44287,
+346,,44415,1.0895969867706299
+346,0.9283630847930908,44415,
+347,,44543,1.0946507453918457
+347,0.9068877696990967,44543,
+348,,44671,1.113205909729004
+348,0.9354201555252075,44671,
+349,,44799,1.0852771997451782
+349,0.8954921960830688,44799,
+350,,44927,1.0768275260925293
+350,0.9377767443656921,44927,
+351,,45055,1.099348783493042
+351,0.9251802563667297,45055,
+352,,45183,1.0939884185791016
+352,0.9159033894538879,45183,
+353,,45311,1.1162277460098267
+353,0.890794038772583,45311,
+354,,45439,1.0997154712677002
+354,0.922792375087738,45439,
+355,,45567,1.0931065082550049
+355,0.9168285727500916,45567,
+356,,45695,1.107866883277893
+356,0.8824865221977234,45695,
+357,,45823,1.0965536832809448
+357,0.9240796566009521,45823,
+358,,45951,1.0893138647079468
+358,0.913581371307373,45951,
+359,,46079,1.0990591049194336
+359,0.926247775554657,46079,
+360,,46207,1.101896047592163
+360,0.9150996208190918,46207,
+361,,46335,1.1160298585891724
+361,0.9041173458099365,46335,
+362,,46463,1.1029282808303833
+362,0.9102645516395569,46463,
+363,,46591,1.1027663946151733
+363,0.9066688418388367,46591,
+364,,46719,1.1105085611343384
+364,0.8992584943771362,46719,
+365,,46847,1.1041364669799805
+365,0.8816993832588196,46847,
+366,,46975,1.0899043083190918
+366,0.9086658358573914,46975,
+367,,47103,1.0961685180664062
+367,0.88951176404953,47103,
+368,,47231,1.0857528448104858
+368,0.9066305756568909,47231,
+369,,47359,1.0819377899169922
+369,0.8893589973449707,47359,
+370,,47487,1.0958443880081177
+370,0.8991518616676331,47487,
+371,,47615,1.0907013416290283
+371,0.8974290490150452,47615,
+372,,47743,1.123685359954834
+372,0.89133220911026,47743,
+373,,47871,1.0910168886184692
+373,0.8835581541061401,47871,
+374,,47999,1.1080344915390015
+374,0.8954659104347229,47999,
+375,,48127,1.0999895334243774
+375,0.9034878015518188,48127,
+376,,48255,1.0995522737503052
+376,0.8971120119094849,48255,
+377,,48383,1.098514199256897
+377,0.8842558860778809,48383,
+378,,48511,1.0916134119033813
+378,0.8813633322715759,48511,
+379,,48639,1.095300316810608
+379,0.9081707000732422,48639,
+380,,48767,1.1065418720245361
+380,0.8827749490737915,48767,
+381,,48895,1.0907889604568481
+381,0.882299542427063,48895,
+382,,49023,1.1032087802886963
+382,0.8928619623184204,49023,
+383,,49151,1.0973784923553467
+383,0.8848221898078918,49151,
+384,,49279,1.0964206457138062
+384,0.8778171539306641,49279,
+385,,49407,1.1120575666427612
+385,0.90444415807724,49407,
+386,,49535,1.094245195388794
+386,0.8862160444259644,49535,
+387,,49663,1.0789128541946411
+387,0.8595616221427917,49663,
+388,,49791,1.1026585102081299
+388,0.8688815236091614,49791,
+389,,49919,1.1036285161972046
+389,0.8605940341949463,49919,
+390,,50047,1.0933643579483032
+390,0.8724299073219299,50047,
+391,,50175,1.0906615257263184
+391,0.896401047706604,50175,
+392,,50303,1.093755841255188
+392,0.8765767216682434,50303,
+393,,50431,1.0878477096557617
+393,0.8811101317405701,50431,
+394,,50559,1.0941171646118164
+394,0.8832721710205078,50559,
+395,,50687,1.1114345788955688
+395,0.8954757452011108,50687,
+396,,50815,1.0881354808807373
+396,0.8720946907997131,50815,
+397,,50943,1.1165695190429688
+397,0.8535796403884888,50943,
+398,,51071,1.0976232290267944
+398,0.8499622941017151,51071,
+399,,51199,1.0905169248580933
+399,0.8862920999526978,51199,
+400,,51327,1.0969974994659424
+400,0.8714452385902405,51327,
+401,,51455,1.1073410511016846
+401,0.8714075684547424,51455,
+402,,51583,1.122585654258728
+402,0.8414260745048523,51583,
+403,,51711,1.112023949623108
+403,0.8615428805351257,51711,
+404,,51839,1.0902843475341797
+404,0.8657774329185486,51839,
+405,,51967,1.08747136592865
+405,0.8794158697128296,51967,
+406,,52095,1.0951340198516846
+406,0.8520722985267639,52095,
+407,,52223,1.093263030052185
+407,0.8653985261917114,52223,
+408,,52351,1.119205355644226
+408,0.8672967553138733,52351,
+409,,52479,1.1086838245391846
+409,0.8794112801551819,52479,
+410,,52607,1.0925161838531494
+410,0.8555812835693359,52607,
+411,,52735,1.1191462278366089
+411,0.8725404739379883,52735,
+412,,52863,1.121567964553833
+412,0.8860529661178589,52863,
+413,,52991,1.1084277629852295
+413,0.8550336956977844,52991,
+414,,53119,1.1074532270431519
+414,0.8458936214447021,53119,
+415,,53247,1.087702989578247
+415,0.8245592713356018,53247,
+416,,53375,1.1030187606811523
+416,0.880023717880249,53375,
+417,,53503,1.09470796585083
+417,0.8495975732803345,53503,
+418,,53631,1.0914567708969116
+418,0.8546851873397827,53631,
+419,,53759,1.095597267150879
+419,0.8441890478134155,53759,
+420,,53887,1.0773017406463623
+420,0.8528579473495483,53887,
+421,,54015,1.0989353656768799
+421,0.8503085374832153,54015,
+422,,54143,1.0942659378051758
+422,0.8469882607460022,54143,
+423,,54271,1.0966821908950806
+423,0.8657400012016296,54271,
+424,,54399,1.1031970977783203
+424,0.8417860865592957,54399,
+425,,54527,1.0954713821411133
+425,0.8419743776321411,54527,
+426,,54655,1.1034597158432007
+426,0.8653157353401184,54655,
+427,,54783,1.0986462831497192
+427,0.8387702107429504,54783,
+428,,54911,1.0914642810821533
+428,0.8411116600036621,54911,
+429,,55039,1.1002906560897827
+429,0.8236335515975952,55039,
+430,,55167,1.101610779762268
+430,0.82574462890625,55167,
+431,,55295,1.0868600606918335
+431,0.8201645016670227,55295,
+432,,55423,1.0859429836273193
+432,0.8522613644599915,55423,
+433,,55551,1.11174738407135
+433,0.868788480758667,55551,
+434,,55679,1.1023321151733398
+434,0.8493565917015076,55679,
+435,,55807,1.1028778553009033
+435,0.8320814967155457,55807,
+436,,55935,1.1042567491531372
+436,0.8660194873809814,55935,
+437,,56063,1.0957754850387573
+437,0.8324607610702515,56063,
+438,,56191,1.0769984722137451
+438,0.8533085584640503,56191,
+439,,56319,1.1014398336410522
+439,0.8555570840835571,56319,
+440,,56447,1.0927902460098267
+440,0.8277204036712646,56447,
+441,,56575,1.1112693548202515
+441,0.8285942673683167,56575,
+442,,56703,1.0923690795898438
+442,0.8202776908874512,56703,
+443,,56831,1.101332426071167
+443,0.8502109050750732,56831,
+444,,56959,1.0976836681365967
+444,0.8243091106414795,56959,
+445,,57087,1.0924794673919678
+445,0.8076573014259338,57087,
+446,,57215,1.0962942838668823
+446,0.8356325626373291,57215,
+447,,57343,1.1102800369262695
+447,0.8584179282188416,57343,
+448,,57471,1.106276273727417
+448,0.8295963406562805,57471,
+449,,57599,1.1030488014221191
+449,0.8584778308868408,57599,
+450,,57727,1.1032201051712036
+450,0.8237455487251282,57727,
+451,,57855,1.0982917547225952
+451,0.8334512710571289,57855,
+452,,57983,1.1040358543395996
+452,0.8204523921012878,57983,
+453,,58111,1.1041055917739868
+453,0.8368281722068787,58111,
+454,,58239,1.089149832725525
+454,0.8504360318183899,58239,
+455,,58367,1.0933624505996704
+455,0.7927948236465454,58367,
+456,,58495,1.0878506898880005
+456,0.8237079381942749,58495,
+457,,58623,1.0853019952774048
+457,0.8377506732940674,58623,
+458,,58751,1.1298452615737915
+458,0.8460019826889038,58751,
+459,,58879,1.1176480054855347
+459,0.7959397435188293,58879,
+460,,59007,1.1020766496658325
+460,0.8355668187141418,59007,
+461,,59135,1.1045628786087036
+461,0.8183070421218872,59135,
+462,,59263,1.101833462715149
+462,0.8254573941230774,59263,
+463,,59391,1.1060010194778442
+463,0.8240383863449097,59391,
+464,,59519,1.0852640867233276
+464,0.8357253074645996,59519,
+465,,59647,1.0977610349655151
+465,0.8031352758407593,59647,
+466,,59775,1.0876773595809937
+466,0.8114754557609558,59775,
+467,,59903,1.1108214855194092
+467,0.8099098801612854,59903,
+468,,60031,1.1147125959396362
+468,0.81218421459198,60031,
+469,,60159,1.116726279258728
+469,0.7900925874710083,60159,
+470,,60287,1.0977860689163208
+470,0.82259202003479,60287,
+471,,60415,1.0946729183197021
+471,0.8178325295448303,60415,
+472,,60543,1.0984201431274414
+472,0.8350943922996521,60543,
+473,,60671,1.0956517457962036
+473,0.8275802135467529,60671,
+474,,60799,1.1047413349151611
+474,0.8095856308937073,60799,
+475,,60927,1.1076470613479614
+475,0.8071852326393127,60927,
+476,,61055,1.0977569818496704
+476,0.8106052875518799,61055,
+477,,61183,1.1065599918365479
+477,0.7962979674339294,61183,
+478,,61311,1.1085819005966187
+478,0.8087354302406311,61311,
+479,,61439,1.1144280433654785
+479,0.7950844764709473,61439,
+480,,61567,1.1004588603973389
+480,0.8087243437767029,61567,
+481,,61695,1.1026332378387451
+481,0.8031629920005798,61695,
+482,,61823,1.1040838956832886
+482,0.8152368068695068,61823,
+483,,61951,1.1064786911010742
+483,0.8147897124290466,61951,
+484,,62079,1.1076784133911133
+484,0.8083928227424622,62079,
+485,,62207,1.1151645183563232
+485,0.8142704963684082,62207,
+486,,62335,1.1097440719604492
+486,0.8077950477600098,62335,
+487,,62463,1.1149789094924927
+487,0.7863394021987915,62463,
+488,,62591,1.1054953336715698
+488,0.8150737285614014,62591,
+489,,62719,1.1066356897354126
+489,0.8214045166969299,62719,
+490,,62847,1.106353759765625
+490,0.800503134727478,62847,
+491,,62975,1.1109305620193481
+491,0.8153950572013855,62975,
+492,,63103,1.1364734172821045
+492,0.7730100750923157,63103,
+493,,63231,1.121758222579956
+493,0.7905948758125305,63231,
+494,,63359,1.1028732061386108
+494,0.7778677344322205,63359,
+495,,63487,1.1103994846343994
+495,0.8098704218864441,63487,
+496,,63615,1.1061913967132568
+496,0.8262891173362732,63615,
+497,,63743,1.1086723804473877
+497,0.8168690204620361,63743,
+498,,63871,1.1200581789016724
+498,0.8171804547309875,63871,
+499,,63999,1.116300106048584
+499,0.8025848865509033,63999,
+500,,64127,1.1076669692993164
+500,0.7937464118003845,64127,
+501,,64255,1.0997729301452637
+501,0.7737504243850708,64255,
+502,,64383,1.1220325231552124
+502,0.785746693611145,64383,
+503,,64511,1.1080443859100342
+503,0.7845467925071716,64511,
+504,,64639,1.0996989011764526
+504,0.8038612604141235,64639,
+505,,64767,1.1142432689666748
+505,0.784181535243988,64767,
+506,,64895,1.1162769794464111
+506,0.7784396409988403,64895,
+507,,65023,1.1179546117782593
+507,0.803634762763977,65023,
+508,,65151,1.124241828918457
+508,0.7804602980613708,65151,
+509,,65279,1.1119827032089233
+509,0.7729603052139282,65279,
+510,,65407,1.1028519868850708
+510,0.8085741400718689,65407,
+511,,65535,1.1050221920013428
+511,0.7962645292282104,65535,
+512,,65663,1.107826590538025
+512,0.793053388595581,65663,
+513,,65791,1.1033955812454224
+513,0.7806516289710999,65791,
+514,,65919,1.1219520568847656
+514,0.7753615975379944,65919,
+515,,66047,1.110754370689392
+515,0.7835060358047485,66047,
+516,,66175,1.1118491888046265
+516,0.8044601678848267,66175,
+517,,66303,1.107071876525879
+517,0.7968385815620422,66303,
+518,,66431,1.097926378250122
+518,0.7993314266204834,66431,
+519,,66559,1.104996681213379
+519,0.7857699394226074,66559,
+520,,66687,1.0971516370773315
+520,0.7894675731658936,66687,
+521,,66815,1.101415753364563
+521,0.7783560752868652,66815,
+522,,66943,1.1246644258499146
+522,0.7945364117622375,66943,
+523,,67071,1.1387481689453125
+523,0.7798910140991211,67071,
+524,,67199,1.1050291061401367
+524,0.7926967740058899,67199,
+525,,67327,1.116023063659668
+525,0.7860703468322754,67327,
+526,,67455,1.1043277978897095
+526,0.7869036793708801,67455,
+527,,67583,1.107153296470642
+527,0.7866482138633728,67583,
+528,,67711,1.1042152643203735
+528,0.7947065830230713,67711,
+529,,67839,1.1252453327178955
+529,0.7718392014503479,67839,
+530,,67967,1.103918194770813
+530,0.7727513313293457,67967,
+531,,68095,1.109896183013916
+531,0.8103234767913818,68095,
+532,,68223,1.1134374141693115
+532,0.763651967048645,68223,
+533,,68351,1.1081323623657227
+533,0.7842035889625549,68351,
+534,,68479,1.11940336227417
+534,0.7898895740509033,68479,
+535,,68607,1.1190646886825562
+535,0.7789849638938904,68607,
+536,,68735,1.1115996837615967
+536,0.7734558582305908,68735,
+537,,68863,1.1162816286087036
+537,0.7691551446914673,68863,
+538,,68991,1.1164597272872925
+538,0.7586894631385803,68991,
+539,,69119,1.104933500289917
+539,0.8161661624908447,69119,
+540,,69247,1.1067339181900024
+540,0.7754480242729187,69247,
+541,,69375,1.1243726015090942
+541,0.7598806619644165,69375,
+542,,69503,1.1167857646942139
+542,0.7962861061096191,69503,
+543,,69631,1.1159896850585938
+543,0.7571437954902649,69631,
+544,,69759,1.1296213865280151
+544,0.8011824488639832,69759,
+545,,69887,1.12775456905365
+545,0.7515523433685303,69887,
+546,,70015,1.1231374740600586
+546,0.7873222827911377,70015,
+547,,70143,1.1063302755355835
+547,0.7699355483055115,70143,
+548,,70271,1.1278661489486694
+548,0.7822348475456238,70271,
+549,,70399,1.1078884601593018
+549,0.7726563811302185,70399,
+550,,70527,1.1183791160583496
+550,0.7416163086891174,70527,

logs/lightning_logs/version_0/events.out.tfevents.1743274402.cn039.3671456.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7520635d7daffe38159e0f278cbc300699d6fbd2af60f84917a615c95e239ee5
+size 99854

metrics.csv

@@ -1,4 +1,4 @@
 split,split_filename,config_i,model_class,n_parameters,filename,features,labels,cache,extra_featurizers,use_2d,use_fp,dropout,ensemble_size,learning_rate,n_hidden,n_units,val_filename,epochs,batch_size,RMSE,Pearson r,Spearman rho
-train,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-train.csv.gz,61,ChempropModelBox,2690450,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-train.csv.gz,['smiles'],['pmic'],/nemo/lab/johnsone/home/users/johnsoe/projects/abx-discovery-strategy/models/spark/Klebsiella-pneumoniae/61/cache,,True,True,0.2,10,0.0001,3,16,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-validation.csv.gz,2000,16,0.4014032185077667,0.879788014533255,0.8235991116907959
-validation,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-validation.csv.gz,61,ChempropModelBox,2690450,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-train.csv.gz,['smiles'],['pmic'],/nemo/lab/johnsone/home/users/johnsoe/projects/abx-discovery-strategy/models/spark/Klebsiella-pneumoniae/61/cache,,True,True,0.2,10,0.0001,3,16,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-validation.csv.gz,2000,16,0.7095186710357666,0.7805225413538466,0.6299348550927065
-test,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-test.csv.gz,61,ChempropModelBox,2690450,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-train.csv.gz,['smiles'],['pmic'],/nemo/lab/johnsone/home/users/johnsoe/projects/abx-discovery-strategy/models/spark/Klebsiella-pneumoniae/61/cache,,True,True,0.2,10,0.0001,3,16,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-validation.csv.gz,2000,16,0.6779211163520813,0.4050551318825592,0.4843227707887753
+train,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-train.csv.gz,139,ChempropModelBox,808767,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-train.csv.gz,['smiles'],['pmic'],/nemo/lab/johnsone/home/users/johnsoe/projects/abx-discovery-strategy/models/spark-dv-2503/Klebsiella-pneumoniae/139/cache,,True,True,0.2,3,1e-05,5,16,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-validation.csv.gz,10000,16,0.3624576926231384,0.8940795429226548,0.845112973803823
+validation,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-validation.csv.gz,139,ChempropModelBox,808767,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-train.csv.gz,['smiles'],['pmic'],/nemo/lab/johnsone/home/users/johnsoe/projects/abx-discovery-strategy/models/spark-dv-2503/Klebsiella-pneumoniae/139/cache,,True,True,0.2,3,1e-05,5,16,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-validation.csv.gz,10000,16,0.7004245519638062,0.7725444031545016,0.6222847459695977
+test,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-test.csv.gz,139,ChempropModelBox,808767,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-train.csv.gz,['smiles'],['pmic'],/nemo/lab/johnsone/home/users/johnsoe/projects/abx-discovery-strategy/models/spark-dv-2503/Klebsiella-pneumoniae/139/cache,,True,True,0.2,3,1e-05,5,16,/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-validation.csv.gz,10000,16,0.7164360284805298,0.36027280209643125,0.48359581684441383

modelbox-config.json

@@ -1,10 +1,10 @@
 {
     "dropout": 0.2,
-    "ensemble_size": 10,
+    "ensemble_size": 3,
     "extra_featurizers": null,
-    "learning_rate": 0.0001,
+    "learning_rate": 1e-05,
     "model_class": "ChempropModelBox",
-    "n_hidden": 3,
+    "n_hidden": 5,
     "n_units": 16,
     "use_2d": true,
     "use_fp": true

params.pt

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:da1801d43ebc3f74db8d31190366ad537b2b39238c6574eb1b110077ce9f385c
-size 10875372
+oid sha256:d197f050d7ca3f9665db2b7743b0e98c7d84f79eee34d4327d89e6743e301acf
+size 3277102

predictions_test.csv.gz

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:09d2cba30976330b563e403cbdc431c0e8be8ffbddb27fdbc31902308a82fa72
-size 705987
+oid sha256:0dfd41e561c7fbb879f93278bf0b2b1a2f7607f8aef66b302db3d7245e8d1b10
+size 507462

predictions_train.csv.gz

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8b4768732ec0b7ac626f8ca1b4b20f73075820d819f08884fa8922cd5e210563
-size 1940344
+oid sha256:9c9b41d051b57b444181a5351d7fcb48804562f5c921398e9e84ffed717eecd0
+size 1424714

predictions_validation.csv.gz

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d68d1e02e5bf69ce86a845074688547a48e251fd9c437defe5554a33367d06fa
-size 997657
+oid sha256:bc27afd916751e89b8f9295635c77afb915bb170ea64d9ddf590c7c60bdc689d
+size 698194

training-args.json

@@ -1,5 +1,5 @@
 {
     "batch_size": 16,
-    "epochs": 2000,
+    "epochs": 10000,
     "val_filename": "/nemo/lab/johnsone/home/users/johnsoe/data/datasets/thomas-2018-spark-wt/Klebsiella-pneumoniae/scaffold-split-validation.csv.gz"
 }

training-data.hf/cache-dd0122e320ab13d4.arrow

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5090ca32a6f5fd7d0c436632020a332c0192e14e632546dc3fa6872c5991c606
+size 61487232

training-log.csv

@@ -1,46 +1,552 @@
 epoch,step,loss,val_loss
-0,127,11.470685958862305,3.161213159561157
-1,255,4.516500473022461,3.421240329742432
-2,383,4.001670837402344,2.798834085464477
-3,511,3.4878146648406982,2.4266252517700195
-4,639,3.153838396072388,2.3812172412872314
-5,767,2.886950254440308,2.249669075012207
-6,895,2.6796183586120605,2.1487362384796143
-7,1023,2.499631881713867,1.9302494525909424
-8,1151,2.384538173675537,1.895418405532837
-9,1279,2.242470026016236,1.8401507139205933
-10,1407,2.1825485229492188,1.7240188121795654
-11,1535,2.0599634647369385,1.6076897382736206
-12,1663,1.954922199249268,1.5228654146194458
-13,1791,1.8475960493087769,1.3301759958267212
-14,1919,1.7222977876663208,1.197400689125061
-15,2047,1.662263035774231,1.1432061195373535
-16,2175,1.5466835498809814,1.1259466409683228
-17,2303,1.476884126663208,1.133188247680664
-18,2431,1.4452625513076782,1.1027441024780271
-19,2559,1.378151774406433,1.158228874206543
-20,2687,1.318475365638733,1.078474044799805
-21,2815,1.2622106075286863,1.0715962648391724
-22,2943,1.2291003465652466,1.075689673423767
-23,3071,1.1971018314361572,1.0587623119354248
-24,3199,1.1468651294708252,1.0540975332260132
-25,3327,1.1313549280166626,1.07569420337677
-26,3455,1.1012349128723145,1.056328058242798
-27,3583,1.0781406164169312,1.1024538278579712
-28,3711,1.058035135269165,1.0793583393096924
-29,3839,1.0287179946899414,1.0855896472930908
-30,3967,1.0105702877044678,1.1220470666885376
-31,4095,0.9984549880027772,1.0875941514968872
-32,4223,0.987288236618042,1.0672334432601929
-33,4351,0.9705791473388672,1.0616916418075562
-34,4479,0.9425535798072816,1.0746409893035889
-35,4607,0.9292816519737244,1.0884811878204346
-36,4735,0.9182446599006652,1.092218995094299
-37,4863,0.9015668034553528,1.0835254192352295
-38,4991,0.9176275134086608,1.0907585620880127
-39,5119,0.9064778089523317,1.1213494539260864
-40,5247,0.8878889083862305,1.0660821199417114
-41,5375,0.8802230358123779,1.0989940166473389
-42,5503,0.8679183721542358,1.1001183986663818
-43,5631,0.8558708429336548,1.120335578918457
-44,5759,0.8376833200454712,1.1134792566299438
+0,127,19.318693161010746,15.27200698852539
+1,255,18.986682891845703,14.973384857177734
+2,383,18.59333610534668,14.52085781097412
+3,511,18.02538681030273,13.767060279846191
+4,639,17.066804885864258,12.24619960784912
+5,767,15.26242733001709,9.440552711486816
+6,895,12.50610065460205,6.547183036804199
+7,1023,11.013208389282228,6.0099196434021
+8,1151,10.515274047851562,5.762805461883545
+9,1279,10.369080543518066,5.554592132568359
+10,1407,9.996024131774902,5.294907093048096
+11,1535,9.837806701660156,5.049827098846436
+12,1663,9.53000259399414,4.7502055168151855
+13,1791,9.094021797180176,4.420131683349609
+14,1919,8.78343391418457,4.12303638458252
+15,2047,8.488677024841309,3.76908016204834
+16,2175,7.9301066398620605,3.4965474605560303
+17,2303,7.867808818817139,3.2135679721832275
+18,2431,7.694674015045166,3.045617818832397
+19,2559,7.387326717376709,2.9426074028015137
+20,2687,7.182883739471436,2.851357936859131
+21,2815,6.936232089996338,2.8280675411224365
+22,2943,6.894342422485352,2.8167738914489746
+23,3071,6.6610188484191895,2.768766403198242
+24,3199,6.52412223815918,2.7576286792755127
+25,3327,6.5990519523620605,2.7300925254821777
+26,3455,6.289912223815918,2.752502202987671
+27,3583,6.122937202453613,2.748599052429199
+28,3711,6.097243785858154,2.7246336936950684
+29,3839,5.854525566101074,2.72054386138916
+30,3967,5.7152180671691895,2.726276636123657
+31,4095,5.792641639709473,2.6986358165740967
+32,4223,5.620030879974365,2.6736960411071777
+33,4351,5.620372772216797,2.656590223312378
+34,4479,5.545374393463135,2.644705295562744
+35,4607,5.251820087432861,2.6404247283935547
+36,4735,5.356995582580566,2.636448621749878
+37,4863,5.181023597717285,2.6503655910491943
+38,4991,5.132381916046143,2.6348719596862797
+39,5119,5.097319602966309,2.629125595092773
+40,5247,4.893308162689209,2.6294538974761963
+41,5375,4.864145278930664,2.600640058517456
+42,5503,4.865402698516846,2.5927305221557617
+43,5631,4.712423801422119,2.5981662273406982
+44,5759,4.632911205291748,2.5683224201202397
+45,5887,4.734456062316895,2.5549182891845703
+46,6015,4.544742107391357,2.546874523162842
+47,6143,4.690816879272461,2.5321197509765625
+48,6271,4.449649810791016,2.551847457885742
+49,6399,4.31663703918457,2.566554307937622
+50,6527,4.297765731811523,2.5342960357666016
+51,6655,4.35045337677002,2.508979797363281
+52,6783,4.218341827392578,2.4808096885681152
+53,6911,4.15369987487793,2.515305280685425
+54,7039,4.137097835540772,2.498910903930664
+55,7167,4.168793678283691,2.4859495162963867
+56,7295,4.114995002746582,2.4652657508850098
+57,7423,3.9709277153015137,2.469938039779663
+58,7551,3.891521453857422,2.4725520610809326
+59,7679,3.883299827575684,2.4553215503692627
+60,7807,3.869486093521118,2.447181463241577
+61,7935,3.760231733322144,2.423126459121704
+62,8063,3.822244644165039,2.425621032714844
+63,8191,3.612581253051758,2.4456353187561035
+64,8319,3.720356941223145,2.424152135848999
+65,8447,3.6013712882995605,2.4232516288757324
+66,8575,3.5728001594543457,2.401654005050659
+67,8703,3.4616053104400635,2.402813196182251
+68,8831,3.496891021728516,2.3875646591186523
+69,8959,3.4793596267700195,2.374044895172119
+70,9087,3.4194514751434326,2.3849937915802
+71,9215,3.4002466201782227,2.347463369369507
+72,9343,3.4677233695983887,2.3546504974365234
+73,9471,3.3625314235687256,2.3479883670806885
+74,9599,3.2397072315216064,2.3577351570129395
+75,9727,3.2623987197875977,2.343545436859131
+76,9855,3.239957094192505,2.331624984741211
+77,9983,3.244415521621704,2.335901975631714
+78,10111,3.1680986881256104,2.3448081016540527
+79,10239,3.066617012023926,2.3503692150115967
+80,10367,3.055612087249756,2.3472814559936523
+81,10495,3.056988000869751,2.323035955429077
+82,10623,2.9352259635925293,2.326984405517578
+83,10751,3.0503289699554443,2.3094441890716557
+84,10879,2.9787580966949463,2.290791749954224
+85,11007,2.988899707794189,2.310561418533325
+86,11135,2.9268240928649902,2.2828967571258545
+87,11263,2.9115307331085205,2.278480291366577
+88,11391,2.855634450912476,2.276393175125122
+89,11519,2.9430980682373047,2.287763833999634
+90,11647,2.731823444366455,2.297980785369873
+91,11775,2.771395206451416,2.283564805984497
+92,11903,2.786283493041992,2.2804555892944336
+93,12031,2.7730305194854736,2.272130250930786
+94,12159,2.8093926906585693,2.2692313194274902
+95,12287,2.7590363025665283,2.2689480781555176
+96,12415,2.723329782485962,2.255878210067749
+97,12543,2.6922948360443115,2.256139278411865
+98,12671,2.646411657333374,2.254678726196289
+99,12799,2.55994725227356,2.2405850887298584
+100,12927,2.5952625274658203,2.244195938110352
+101,13055,2.5839438438415527,2.2402689456939697
+102,13183,2.540907621383667,2.241304874420166
+103,13311,2.5658278465271,2.2208266258239746
+104,13439,2.557347297668457,2.2089884281158447
+105,13567,2.5375866889953613,2.203617572784424
+106,13695,2.4780991077423096,2.205007076263428
+107,13823,2.438995838165283,2.19183611869812
+108,13951,2.476389646530152,2.183725118637085
+109,14079,2.47753643989563,2.163596868515014
+110,14207,2.3704113960266118,2.1593587398529053
+111,14335,2.3673133850097656,2.146097183227539
+112,14463,2.3321752548217773,2.128448486328125
+113,14591,2.373764753341675,2.1128923892974854
+114,14719,2.329431533813477,2.0827300548553467
+115,14847,2.3363332748413086,2.05757212638855
+116,14975,2.267188549041748,2.0306105613708496
+117,15103,2.2317495346069336,1.9937100410461424
+118,15231,2.246124505996704,1.9517236948013303
+119,15359,2.2250723838806152,1.92120373249054
+120,15487,2.202192544937134,1.867527723312378
+121,15615,2.165424346923828,1.8631274700164795
+122,15743,2.179297924041748,1.8174751996994016
+123,15871,2.138436317443848,1.811794638633728
+124,15999,2.1335203647613525,1.7986470460891724
+125,16127,2.080711126327514,1.794711709022522
+126,16255,2.0899078845977783,1.791000485420227
+127,16383,2.07783317565918,1.79615318775177
+128,16511,2.065070629119873,1.7901523113250732
+129,16639,2.0491318702697754,1.7935980558395386
+130,16767,2.049399375915528,1.7894041538238523
+131,16895,2.012560606002808,1.7883927822113037
+132,17023,1.953849196434021,1.789565920829773
+133,17151,2.0044429302215576,1.7854539155960083
+134,17279,1.9993600845336916,1.7866727113723757
+135,17407,2.007500171661377,1.781224250793457
+136,17535,1.9763990640640257,1.7739229202270508
+137,17663,1.9902911186218264,1.7658016681671145
+138,17791,1.9252030849456787,1.7634412050247192
+139,17919,1.909982442855835,1.7549973726272583
+140,18047,1.9649657011032104,1.748914361000061
+141,18175,1.9015538692474363,1.7356665134429932
+142,18303,1.8579258918762207,1.7263466119766235
+143,18431,1.913620114326477,1.7182648181915283
+144,18559,1.903437614440918,1.6963064670562744
+145,18687,1.867005467414856,1.680817484855652
+146,18815,1.8435142040252688,1.6539002656936646
+147,18943,1.8344736099243164,1.6246423721313477
+148,19071,1.799831509590149,1.5948387384414673
+149,19199,1.7877744436264038,1.5610153675079346
+150,19327,1.7677544355392456,1.530888915061951
+151,19455,1.7901146411895752,1.5055115222930908
+152,19583,1.7393317222595217,1.476862549781799
+153,19711,1.7488194704055786,1.4586347341537476
+154,19839,1.6989922523498535,1.4487780332565308
+155,19967,1.6871291399002075,1.4344875812530518
+156,20095,1.6777104139328003,1.424810767173767
+157,20223,1.7097471952438354,1.424535870552063
+158,20351,1.7081530094146729,1.4101786613464355
+159,20479,1.6791917085647583,1.4019712209701538
+160,20607,1.656823754310608,1.3940341472625732
+161,20735,1.6605831384658811,1.3308629989624023
+162,20863,1.6401599645614624,1.278667688369751
+163,20991,1.5939373970031738,1.2141019105911257
+164,21119,1.5785402059555054,1.1818480491638184
+165,21247,1.574336290359497,1.1595489978790283
+166,21375,1.577286720275879,1.1640825271606443
+167,21503,1.5540419816970823,1.163427472114563
+168,21631,1.5354387760162354,1.1536750793457031
+169,21759,1.552777886390686,1.1574854850769043
+170,21887,1.5495647192001345,1.1501286029815674
+171,22015,1.5043938159942627,1.1575411558151243
+172,22143,1.5075169801712036,1.1496574878692627
+173,22271,1.4899898767471311,1.15223491191864
+174,22399,1.4697363376617432,1.152059555053711
+175,22527,1.4761874675750732,1.149935245513916
+176,22655,1.4464479684829712,1.1512863636016846
+177,22783,1.451345682144165,1.1575807332992554
+178,22911,1.4926187992095947,1.1650246381759644
+179,23039,1.444172501564026,1.1553536653518677
+180,23167,1.469655990600586,1.147706151008606
+181,23295,1.425931096076965,1.1564173698425293
+182,23423,1.4222465753555298,1.1612399816513062
+183,23551,1.399606704711914,1.15473735332489
+184,23679,1.409317135810852,1.1629241704940796
+185,23807,1.39512038230896,1.1538580656051636
+186,23935,1.4035613536834717,1.163212537765503
+187,24063,1.3350112438201904,1.1563202142715454
+188,24191,1.3722690343856812,1.151292324066162
+189,24319,1.3845351934432983,1.1539257764816284
+190,24447,1.3609507083892822,1.1566013097763062
+191,24575,1.3930091857910156,1.156651258468628
+192,24703,1.346624732017517,1.16973614692688
+193,24831,1.3392146825790403,1.1525384187698364
+194,24959,1.3562719821929932,1.1516549587249756
+195,25087,1.333664894104004,1.154260754585266
+196,25215,1.3558573722839355,1.1527221202850342
+197,25343,1.2981737852096558,1.1523005962371826
+198,25471,1.332558512687683,1.1548441648483276
+199,25599,1.3015745878219604,1.150093674659729
+200,25727,1.3159706592559814,1.1440554857254028
+201,25855,1.3229585886001587,1.1465243101119995
+202,25983,1.2982137203216553,1.150366187095642
+203,26111,1.2717652320861816,1.1431018114089966
+204,26239,1.315660834312439,1.1495894193649292
+205,26367,1.289778709411621,1.1323972940444946
+206,26495,1.2613327503204346,1.149178385734558
+207,26623,1.2915513515472412,1.1362717151641846
+208,26751,1.306931734085083,1.148434042930603
+209,26879,1.3128424882888794,1.1419453620910645
+210,27007,1.2850030660629272,1.1287020444869995
+211,27135,1.2771375179290771,1.1383987665176392
+212,27263,1.2272999286651611,1.1308698654174805
+213,27391,1.2676823139190674,1.142685055732727
+214,27519,1.2516294717788696,1.142208456993103
+215,27647,1.2453505992889404,1.1417049169540403
+216,27775,1.2405849695205688,1.1254655122756958
+217,27903,1.2527092695236206,1.1385135650634766
+218,28031,1.2465770244598389,1.1269320249557495
+219,28159,1.2211010456085205,1.133655071258545
+220,28287,1.2176272869110107,1.1302849054336548
+221,28415,1.2112315893173218,1.1249964237213137
+222,28543,1.2144054174423218,1.1371071338653564
+223,28671,1.2234742641448977,1.1277371644973757
+224,28799,1.2080307006835938,1.1195851564407349
+225,28927,1.2198338508605957,1.1316640377044678
+226,29055,1.1980363130569458,1.1160482168197632
+227,29183,1.1763542890548706,1.1283483505249023
+228,29311,1.1716516017913818,1.127771496772766
+229,29439,1.2140967845916748,1.1213895082473757
+230,29567,1.1915143728256226,1.1179388761520386
+231,29695,1.1896075010299685,1.1223644018173218
+232,29823,1.2056641578674316,1.122809648513794
+233,29951,1.1798559427261353,1.11602520942688
+234,30079,1.172726035118103,1.1198344230651855
+235,30207,1.1715315580368042,1.1181246042251587
+236,30335,1.1666570901870728,1.1256225109100342
+237,30463,1.1647396087646484,1.1123018264770508
+238,30591,1.1852869987487793,1.1134655475616455
+239,30719,1.1623516082763672,1.1156028509140017
+240,30847,1.1638821363449097,1.1065977811813354
+241,30975,1.1693692207336426,1.116785168647766
+242,31103,1.1689674854278564,1.1065244674682615
+243,31231,1.0992037057876587,1.1070683002471924
+244,31359,1.1377243995666504,1.1354987621307373
+245,31487,1.1257684230804443,1.112768530845642
+246,31615,1.145256280899048,1.1263865232467651
+247,31743,1.1154170036315918,1.1046086549758911
+248,31871,1.1446365118026731,1.0995630025863647
+249,31999,1.1074013710021973,1.0976356267929075
+250,32127,1.1149908304214478,1.113290786743164
+251,32255,1.1082911491394043,1.109507441520691
+252,32383,1.1191027164459229,1.0944536924362185
+253,32511,1.1517565250396729,1.0977210998535156
+254,32639,1.109706163406372,1.1094448566436768
+255,32767,1.083246827125549,1.1087677478790283
+256,32895,1.062519669532776,1.0991417169570925
+257,33023,1.059099197387695,1.0900204181671145
+258,33151,1.0962176322937012,1.0936070680618286
+259,33279,1.0976072549819946,1.1005762815475464
+260,33407,1.0949074029922483,1.1045385599136353
+261,33535,1.0677967071533203,1.1171928644180298
+262,33663,1.0937570333480835,1.101874589920044
+263,33791,1.0500959157943726,1.0912758111953735
+264,33919,1.065447449684143,1.0948210954666138
+265,34047,1.067021727561951,1.0797394514083862
+266,34175,1.0973294973373413,1.1123523712158203
+267,34303,1.055874228477478,1.0994305610656738
+268,34431,1.0380014181137085,1.0874197483062744
+269,34559,1.0731558799743652,1.090969800949097
+270,34687,1.042419195175171,1.0863237380981443
+271,34815,1.0394372940063477,1.0870553255081177
+272,34943,1.0751203298568726,1.09821355342865
+273,35071,1.0322476625442505,1.0830742120742798
+274,35199,1.046372652053833,1.1093111038208008
+275,35327,1.0408555269241333,1.0975764989852903
+276,35455,1.0459692478179932,1.0772663354873655
+277,35583,1.0382002592086792,1.1035261154174805
+278,35711,1.0377709865570068,1.0968103408813477
+279,35839,1.0369796752929688,1.106374740600586
+280,35967,1.0299944877624512,1.0897356271743774
+281,36095,1.0657532215118408,1.0850322246551514
+282,36223,1.0285097360610962,1.0970861911773682
+283,36351,1.0293352603912354,1.096859335899353
+284,36479,1.0341763496398926,1.0992481708526611
+285,36607,1.0582369565963743,1.0925673246383667
+286,36735,1.0280927419662476,1.1045198440551758
+287,36863,1.0204696655273438,1.1035572290420532
+288,36991,1.0040677785873413,1.08938467502594
+289,37119,1.0239859819412231,1.0981876850128174
+290,37247,1.0185397863388062,1.0815476179122925
+291,37375,1.011950969696045,1.096005082130432
+292,37503,1.004889965057373,1.1149307489395142
+293,37631,0.9913548231124878,1.1143721342086792
+294,37759,1.000257968902588,1.0962097644805908
+295,37887,0.9862490892410278,1.1067734956741333
+296,38015,1.004875659942627,1.1080543994903564
+297,38143,0.9673137068748474,1.0881929397583008
+298,38271,1.001503825187683,1.0847890377044678
+299,38399,0.9926632046699524,1.1145786046981812
+300,38527,1.002301573753357,1.0953813791275024
+301,38655,1.0054848194122314,1.107047200202942
+302,38783,1.0037013292312622,1.0852664709091189
+303,38911,1.003124713897705,1.1062614917755127
+304,39039,0.9589974284172058,1.1268502473831177
+305,39167,0.9833536744117736,1.10393226146698
+306,39295,0.9870184063911438,1.0904688835144043
+307,39423,0.9801367521286012,1.091478705406189
+308,39551,0.964122474193573,1.0996402502059937
+309,39679,0.9672821164131165,1.1209884881973269
+310,39807,0.9768919348716736,1.1046802997589111
+311,39935,0.9605717658996582,1.1026040315628052
+312,40063,1.0045318603515625,1.1029338836669922
+313,40191,0.989690899848938,1.084489107131958
+314,40319,0.9954315423965454,1.1059579849243164
+315,40447,0.9761124849319458,1.0790539979934692
+316,40575,0.9765208959579468,1.1274406909942627
+317,40703,0.9625224471092224,1.116105318069458
+318,40831,0.97796893119812,1.0984656810760498
+319,40959,0.9381316900253296,1.092642307281494
+320,41087,0.9480801224708556,1.0939687490463257
+321,41215,0.9595347046852112,1.1154311895370483
+322,41343,0.9423593282699584,1.1129639148712158
+323,41471,0.9383755922317504,1.0953154563903809
+324,41599,0.9304571747779846,1.101443648338318
+325,41727,0.9220293164253236,1.0845860242843628
+326,41855,0.9612797498703004,1.1208151578903198
+327,41983,0.9576648473739624,1.1075212955474854
+328,42111,0.9384970664978028,1.0974754095077517
+329,42239,0.9252082109451294,1.0831924676895142
+330,42367,0.9084641337394714,1.1153993606567385
+331,42495,0.9343986511230468,1.1065291166305542
+332,42623,0.9510769248008728,1.129247546195984
+333,42751,0.957800269126892,1.078694224357605
+334,42879,0.935504138469696,1.1084486246109009
+335,43007,0.918221354484558,1.0963423252105713
+336,43135,0.9568195343017578,1.102608561515808
+337,43263,0.9216126203536988,1.10998272895813
+338,43391,0.9289585947990416,1.1026427745819092
+339,43519,0.9423553347587584,1.092677354812622
+340,43647,0.930037558078766,1.0914100408554075
+341,43775,0.9366339445114136,1.0777714252471924
+342,43903,0.9254993796348572,1.1154571771621704
+343,44031,0.893669068813324,1.0883164405822754
+344,44159,0.9383427500724792,1.077091932296753
+345,44287,0.9177156686782836,1.097570538520813
+346,44415,0.9283630847930908,1.08959698677063
+347,44543,0.9068877696990968,1.0946507453918457
+348,44671,0.9354201555252076,1.113205909729004
+349,44799,0.8954921960830688,1.0852771997451782
+350,44927,0.937776744365692,1.0768275260925293
+351,45055,0.9251802563667296,1.099348783493042
+352,45183,0.915903389453888,1.0939884185791016
+353,45311,0.890794038772583,1.1162277460098269
+354,45439,0.922792375087738,1.0997154712677002
+355,45567,0.9168285727500916,1.0931065082550049
+356,45695,0.8824865221977234,1.107866883277893
+357,45823,0.924079656600952,1.0965536832809448
+358,45951,0.913581371307373,1.0893138647079468
+359,46079,0.926247775554657,1.0990591049194336
+360,46207,0.9150996208190918,1.101896047592163
+361,46335,0.9041173458099364,1.1160298585891724
+362,46463,0.9102645516395568,1.1029282808303833
+363,46591,0.9066688418388368,1.1027663946151731
+364,46719,0.8992584943771362,1.1105085611343384
+365,46847,0.8816993832588196,1.1041364669799805
+366,46975,0.9086658358573914,1.0899043083190918
+367,47103,0.88951176404953,1.0961685180664062
+368,47231,0.9066305756568908,1.0857528448104858
+369,47359,0.8893589973449707,1.0819377899169922
+370,47487,0.8991518616676331,1.0958443880081177
+371,47615,0.8974290490150452,1.0907013416290283
+372,47743,0.89133220911026,1.123685359954834
+373,47871,0.8835581541061401,1.0910168886184692
+374,47999,0.8954659104347229,1.1080344915390017
+375,48127,0.9034878015518188,1.0999895334243774
+376,48255,0.8971120119094849,1.0995522737503052
+377,48383,0.8842558860778809,1.098514199256897
+378,48511,0.8813633322715759,1.0916134119033811
+379,48639,0.9081707000732422,1.095300316810608
+380,48767,0.8827749490737915,1.106541872024536
+381,48895,0.882299542427063,1.090788960456848
+382,49023,0.8928619623184204,1.1032087802886963
+383,49151,0.8848221898078918,1.097378492355347
+384,49279,0.8778171539306641,1.0964206457138062
+385,49407,0.90444415807724,1.1120575666427612
+386,49535,0.8862160444259644,1.094245195388794
+387,49663,0.8595616221427917,1.0789128541946411
+388,49791,0.8688815236091614,1.10265851020813
+389,49919,0.8605940341949463,1.1036285161972046
+390,50047,0.8724299073219299,1.0933643579483032
+391,50175,0.896401047706604,1.0906615257263184
+392,50303,0.8765767216682434,1.093755841255188
+393,50431,0.8811101317405701,1.0878477096557615
+394,50559,0.8832721710205078,1.0941171646118164
+395,50687,0.8954757452011108,1.1114345788955688
+396,50815,0.8720946907997131,1.0881354808807373
+397,50943,0.8535796403884888,1.1165695190429688
+398,51071,0.8499622941017151,1.0976232290267944
+399,51199,0.8862920999526978,1.0905169248580933
+400,51327,0.8714452385902405,1.0969974994659424
+401,51455,0.8714075684547424,1.1073410511016846
+402,51583,0.8414260745048523,1.122585654258728
+403,51711,0.8615428805351257,1.112023949623108
+404,51839,0.8657774329185486,1.0902843475341797
+405,51967,0.8794158697128296,1.08747136592865
+406,52095,0.8520722985267639,1.0951340198516846
+407,52223,0.8653985261917114,1.093263030052185
+408,52351,0.8672967553138733,1.119205355644226
+409,52479,0.8794112801551819,1.1086838245391846
+410,52607,0.8555812835693359,1.0925161838531494
+411,52735,0.8725404739379883,1.1191462278366089
+412,52863,0.8860529661178589,1.121567964553833
+413,52991,0.8550336956977844,1.1084277629852295
+414,53119,0.8458936214447021,1.107453227043152
+415,53247,0.8245592713356018,1.087702989578247
+416,53375,0.880023717880249,1.1030187606811523
+417,53503,0.8495975732803345,1.09470796585083
+418,53631,0.8546851873397827,1.0914567708969116
+419,53759,0.8441890478134155,1.095597267150879
+420,53887,0.8528579473495483,1.0773017406463623
+421,54015,0.8503085374832153,1.09893536567688
+422,54143,0.8469882607460022,1.0942659378051758
+423,54271,0.8657400012016296,1.0966821908950806
+424,54399,0.8417860865592957,1.1031970977783203
+425,54527,0.8419743776321411,1.0954713821411133
+426,54655,0.8653157353401184,1.103459715843201
+427,54783,0.8387702107429504,1.0986462831497192
+428,54911,0.8411116600036621,1.091464281082153
+429,55039,0.8236335515975952,1.1002906560897827
+430,55167,0.82574462890625,1.101610779762268
+431,55295,0.8201645016670227,1.0868600606918335
+432,55423,0.8522613644599915,1.0859429836273191
+433,55551,0.868788480758667,1.11174738407135
+434,55679,0.8493565917015076,1.1023321151733398
+435,55807,0.8320814967155457,1.102877855300903
+436,55935,0.8660194873809814,1.1042567491531372
+437,56063,0.8324607610702515,1.095775485038757
+438,56191,0.8533085584640503,1.0769984722137451
+439,56319,0.8555570840835571,1.1014398336410522
+440,56447,0.8277204036712646,1.0927902460098269
+441,56575,0.8285942673683167,1.1112693548202517
+442,56703,0.8202776908874512,1.0923690795898438
+443,56831,0.8502109050750732,1.101332426071167
+444,56959,0.8243091106414795,1.097683668136597
+445,57087,0.8076573014259338,1.0924794673919678
+446,57215,0.8356325626373291,1.0962942838668823
+447,57343,0.8584179282188416,1.1102800369262695
+448,57471,0.8295963406562805,1.106276273727417
+449,57599,0.8584778308868408,1.1030488014221191
+450,57727,0.8237455487251282,1.1032201051712036
+451,57855,0.8334512710571289,1.0982917547225952
+452,57983,0.8204523921012878,1.1040358543395996
+453,58111,0.8368281722068787,1.1041055917739868
+454,58239,0.8504360318183899,1.089149832725525
+455,58367,0.7927948236465454,1.0933624505996704
+456,58495,0.8237079381942749,1.0878506898880005
+457,58623,0.8377506732940674,1.0853019952774048
+458,58751,0.8460019826889038,1.1298452615737915
+459,58879,0.7959397435188293,1.117648005485535
+460,59007,0.8355668187141418,1.1020766496658323
+461,59135,0.8183070421218872,1.1045628786087036
+462,59263,0.8254573941230774,1.101833462715149
+463,59391,0.8240383863449097,1.1060010194778442
+464,59519,0.8357253074645996,1.0852640867233276
+465,59647,0.8031352758407593,1.0977610349655151
+466,59775,0.8114754557609558,1.0876773595809937
+467,59903,0.8099098801612854,1.1108214855194092
+468,60031,0.81218421459198,1.1147125959396362
+469,60159,0.7900925874710083,1.116726279258728
+470,60287,0.82259202003479,1.0977860689163208
+471,60415,0.8178325295448303,1.094672918319702
+472,60543,0.8350943922996521,1.0984201431274414
+473,60671,0.8275802135467529,1.0956517457962036
+474,60799,0.8095856308937073,1.1047413349151611
+475,60927,0.8071852326393127,1.1076470613479614
+476,61055,0.8106052875518799,1.0977569818496704
+477,61183,0.7962979674339294,1.106559991836548
+478,61311,0.8087354302406311,1.1085819005966189
+479,61439,0.7950844764709473,1.1144280433654783
+480,61567,0.8087243437767029,1.1004588603973389
+481,61695,0.8031629920005798,1.1026332378387451
+482,61823,0.8152368068695068,1.1040838956832886
+483,61951,0.8147897124290466,1.1064786911010742
+484,62079,0.8083928227424622,1.1076784133911133
+485,62207,0.8142704963684082,1.1151645183563232
+486,62335,0.8077950477600098,1.1097440719604492
+487,62463,0.7863394021987915,1.114978909492493
+488,62591,0.8150737285614014,1.1054953336715698
+489,62719,0.8214045166969299,1.1066356897354126
+490,62847,0.800503134727478,1.106353759765625
+491,62975,0.8153950572013855,1.110930562019348
+492,63103,0.7730100750923157,1.1364734172821045
+493,63231,0.7905948758125305,1.121758222579956
+494,63359,0.7778677344322205,1.1028732061386108
+495,63487,0.8098704218864441,1.1103994846343994
+496,63615,0.8262891173362732,1.1061913967132568
+497,63743,0.8168690204620361,1.1086723804473877
+498,63871,0.8171804547309875,1.1200581789016724
+499,63999,0.8025848865509033,1.116300106048584
+500,64127,0.7937464118003845,1.1076669692993164
+501,64255,0.7737504243850708,1.0997729301452637
+502,64383,0.785746693611145,1.1220325231552124
+503,64511,0.7845467925071716,1.1080443859100342
+504,64639,0.8038612604141235,1.0996989011764526
+505,64767,0.784181535243988,1.1142432689666748
+506,64895,0.7784396409988403,1.1162769794464111
+507,65023,0.803634762763977,1.1179546117782593
+508,65151,0.7804602980613708,1.124241828918457
+509,65279,0.7729603052139282,1.1119827032089231
+510,65407,0.8085741400718689,1.1028519868850708
+511,65535,0.7962645292282104,1.1050221920013428
+512,65663,0.793053388595581,1.107826590538025
+513,65791,0.7806516289710999,1.1033955812454224
+514,65919,0.7753615975379944,1.1219520568847656
+515,66047,0.7835060358047485,1.110754370689392
+516,66175,0.8044601678848267,1.1118491888046265
+517,66303,0.7968385815620422,1.107071876525879
+518,66431,0.7993314266204834,1.097926378250122
+519,66559,0.7857699394226074,1.104996681213379
+520,66687,0.7894675731658936,1.0971516370773315
+521,66815,0.7783560752868652,1.101415753364563
+522,66943,0.7945364117622375,1.1246644258499146
+523,67071,0.7798910140991211,1.1387481689453125
+524,67199,0.7926967740058899,1.1050291061401367
+525,67327,0.7860703468322754,1.116023063659668
+526,67455,0.7869036793708801,1.1043277978897097
+527,67583,0.7866482138633728,1.107153296470642
+528,67711,0.7947065830230713,1.1042152643203735
+529,67839,0.7718392014503479,1.1252453327178955
+530,67967,0.7727513313293457,1.103918194770813
+531,68095,0.8103234767913818,1.109896183013916
+532,68223,0.763651967048645,1.1134374141693115
+533,68351,0.7842035889625549,1.1081323623657229
+534,68479,0.7898895740509033,1.11940336227417
+535,68607,0.7789849638938904,1.1190646886825562
+536,68735,0.7734558582305908,1.111599683761597
+537,68863,0.7691551446914673,1.1162816286087036
+538,68991,0.7586894631385803,1.1164597272872925
+539,69119,0.8161661624908447,1.104933500289917
+540,69247,0.7754480242729187,1.1067339181900024
+541,69375,0.7598806619644165,1.1243726015090942
+542,69503,0.7962861061096191,1.116785764694214
+543,69631,0.7571437954902649,1.1159896850585938
+544,69759,0.8011824488639832,1.1296213865280151
+545,69887,0.7515523433685303,1.12775456905365
+546,70015,0.7873222827911377,1.1231374740600586
+547,70143,0.7699355483055115,1.1063302755355835
+548,70271,0.7822348475456238,1.1278661489486694
+549,70399,0.7726563811302185,1.1078884601593018
+550,70527,0.7416163086891174,1.1183791160583496