
 
 
 syn2
 method: rcexplainer
 bloss version: sigmoid
 exp_path: 
 lr: 0.001, bound cf: 12.0, size cf: 0.09, ent cf 10.0, lap cf -1.0, inv cf: 3.0

 epoch: 0
 ROC AUC score: 0.5626988552227361
 avg_acc_score: 0.2155555555555554
 avg_acc_node: 0.3046666666666666
 mAP score: 0.2772951033193383
 Average mask density: 0.5474382446416622
 pos diff: [0.                   0.569739463038681    0.005356897253635501
 0.4773846171118996   0.28645384311676025  0.5629647381363376
 0.026354667296012244 0.4855835376114681  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.05827369103746966   0.10484479700238251
  0.1068668170408769   -0.005123019218444824  0.12827307490571851
  0.16833146686355274   0.2515246906671031  ]
 Variance: 0.04743824395388612
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 116. 113.  39.   1. 102. 100.  27.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: 4.143549427390099, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary_ep_0.pth.tar

 epoch: 1
 ROC AUC score: 0.7225117043109643
 avg_acc_score: 0.41500000000000037
 avg_acc_node: 0.5056666666666683
 mAP score: 0.46185082147063355
 Average mask density: 0.5388902250927805
 pos diff: [0.                   0.5765817659206627   0.005553444308682907
 0.4777230398221449   0.2866576611995697   0.5704287319414078
 0.026624228556950888 0.48621353661191874 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.07162168991467184   0.13548861357791364
  0.13448084809563376  -0.007494628429412842  0.4040396509151305
  0.33255479435125984   0.3106382142367034  ]
 Variance: 0.03889022488666305
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 116. 112.  38.   1.  57.  84.  19.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 2
 ROC AUC score: 0.8146451876851999
 avg_acc_score: 0.49222222222222267
 avg_acc_node: 0.5690000000000021
 mAP score: 0.5418222299536611
 Average mask density: 0.5306372248016076
 pos diff: [0.                    0.5830630922366765    0.0057390438131064425
 0.478033429926092     0.28679361939430237   0.5773448879199643
 0.026884588102499645  0.48679850481707476  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.08730608889879274   0.12684967325738639
  0.17453461289405822  -0.005805492401123047  0.49053393136109075
  0.35965640197197596   0.34937752577765235 ]
 Variance: 0.030637377041130575
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 113. 114.  33.   1.  43.  83.  14.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 3
 ROC AUC score: 0.8753928648327178
 avg_acc_score: 0.5136111111111116
 avg_acc_node: 0.5906666666666688
 mAP score: 0.5755732179799766
 Average mask density: 0.5226558836912615
 pos diff: [0.                  0.5891822961982617  0.0059121682131586
 0.47832330682060936 0.2868610918521881  0.5836623645117206
 0.02713385472695033 0.4873441570791705 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.10013464191728387  0.12888296502680818
 0.18563537164167923  0.014976710081100464 0.5137553551504689
 0.36985502367218337  0.3533025409640937  ]
 Variance: 0.023290439910636465
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 111. 114.  33.   1.  39.  82.  14.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 4
 ROC AUC score: 0.9164579481256294
 avg_acc_score: 0.5275000000000002
 avg_acc_node: 0.6020000000000022
 mAP score: 0.595963084780555
 Average mask density: 0.5149088028822267
 pos diff: [0.                   0.5948904266288458   0.006075837641708122
 0.4785959628495303   0.28688937425613403  0.5895775544547266
 0.02737858792146047  0.48785613734146643 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.1246402549349572   0.12457611097777185
 0.19077842073007065  0.014976710081100464 0.49263049998591024
 0.3663450414935748   0.37960042624637996 ]
 Variance: 0.02017429757124441
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 107. 115.  31.   1.  44.  82.  10.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 5
 ROC AUC score: 0.9410752897962582
 avg_acc_score: 0.5450000000000002
 avg_acc_node: 0.6160000000000025
 mAP score: 0.6144072610395884
 Average mask density: 0.5074391208305454
 pos diff: [0.                    0.6002178873158683    0.0062330884874359635
 0.47885501276363024   0.2868920564651489    0.5948925852294891
 0.02761495461066564   0.488330137113045    ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.1299876982022908   0.12521792049250327
 0.21302076903256503  0.014976710081100464 0.4955633631156337
 0.3718228206038475   0.38951774506733333 ]
 Variance: 0.019200662399012896
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 106. 115.  26.   1.  43.  82.   9.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 6
 ROC AUC score: 0.9552920474719969
 avg_acc_score: 0.5527777777777779
 avg_acc_node: 0.6223333333333356
 mAP score: 0.6268077638939678
 Average mask density: 0.5002759652805926
 pos diff: [0.                   0.6052523969618742   0.006388788627198905
 0.4791065134785392   0.2868775725364685   0.5994443749227831
 0.027816387017567952 0.4887525701317294  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.14164587239588589  0.1236030535757049
 0.2485084520144896   0.014976710081100464 0.5015137294127096
 0.3815944823125998   0.40750375030369596 ]
 Variance: 0.01957557514345154
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 104. 116.  21.   1.  42.  82.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 7
 ROC AUC score: 0.9638807785157757
 avg_acc_score: 0.5597222222222223
 avg_acc_node: 0.634333333333336
 mAP score: 0.6367991369910339
 Average mask density: 0.4934194096603984
 pos diff: [0.                   0.6100106936348372   0.00654297894682766
 0.4793468507853421   0.2868800461292267   0.6033162539524417
 0.027999948213497796 0.48913728163160125 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.14219220167349192  0.12370662181830604
 0.2476540904153477   0.014976710081100464 0.5046599134802818
 0.3905518867075443   0.40045117818076037 ]
 Variance: 0.022772349383380103
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 104. 116.  21.   1.  42.  80.   8.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 8
 ROC AUC score: 0.9694765447529308
 avg_acc_score: 0.5672222222222223
 avg_acc_node: 0.6420000000000028
 mAP score: 0.6464228288846885
 Average mask density: 0.48684630196454615
 pos diff: [0.                   0.614490213472981    0.006690627040941853
 0.4795782170512459   0.28688356280326843  0.6065768522600974
 0.02818894162774086  0.48948650010700884 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.14232596557987623  0.12342586990230339
 0.26668836799534884  0.014976710081100464 0.5056181739895574
 0.4026690130432447   0.41495325853084697 ]
 Variance: 0.02703520366541205
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 104. 117.  19.   1.  42.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 9
 ROC AUC score: 0.9733295212778731
 avg_acc_score: 0.5755555555555554
 avg_acc_node: 0.6490000000000026
 mAP score: 0.6546232872790044
 Average mask density: 0.4804673625532214
 pos diff: [0.                   0.6187241097127111   0.006833495926265874
 0.47980359305034986  0.2868725657463074   0.6093234801965375
 0.028364866226911544 0.48981298711793175 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.15323281263516955  0.12243076543177454
 0.2755836779421026   0.014976710081100464 0.5201611593365669
 0.3994052067399025   0.4267637113045002  ]
 Variance: 0.03178447654970501
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 102. 117.  18.   1.  39.  80.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 10
 ROC AUC score: 0.97611095602749
 avg_acc_score: 0.5836111111111111
 avg_acc_node: 0.6536666666666693
 mAP score: 0.6613552902527899
 Average mask density: 0.4741933106839599
 pos diff: [0.                   0.6227250803600658   0.006976136737618564
 0.4800223068757491   0.2868250906467438   0.6116551615057453
 0.028527382761240005 0.4901299615358484  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.1642708889216431   0.12166900969733876
 0.2714704762805592   0.014976710081100464 0.5200552024668262
 0.4010397747159004   0.4494568371567233  ]
 Variance: 0.03673468954269035
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 100. 117.  19.   1.  38.  80.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: 4.374706245958805, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 11
 ROC AUC score: 0.9783276932922232
 avg_acc_score: 0.5908333333333331
 avg_acc_node: 0.6593333333333359
 mAP score: 0.6681155052598415
 Average mask density: 0.46797441538110435
 pos diff: [0.                   0.6265115883232149   0.007119878018197934
 0.48023627454584294  0.28678184747695923  0.613746976660144
 0.028685303777456282 0.4904299131755171  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.16576761426019274  0.12135544542438728
 0.2706042468547821   0.014976710081100464 0.5249526277184486
 0.4108408883213997   0.45238449707113465 ]
 Variance: 0.0418508434304943
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 100. 117.  19.   1.  37.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 12
 ROC AUC score: 0.9801441037007154
 avg_acc_score: 0.5952777777777777
 avg_acc_node: 0.6616666666666694
 mAP score: 0.6731114962279559
 Average mask density: 0.46178750513463485
 pos diff: [0.                   0.6301084572126058   0.007266231558539651
 0.48044062094254925  0.2867491841316223   0.6157497364667154
 0.028842019289731978 0.49072268194165725 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.16775247824093528  0.12489474090662869
 0.2720897712490775   0.014976710081100464 0.5222619856076856
 0.4087384040157      0.45957649011036444 ]
 Variance: 0.04708854902621228
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 100. 117.  19.   1.  38.  78.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 13
 ROC AUC score: 0.9816638331388285
 avg_acc_score: 0.600833333333333
 avg_acc_node: 0.6653333333333361
 mAP score: 0.6771938252950158
 Average mask density: 0.4556114213659979
 pos diff: [0.                   0.6335143272049171   0.00741517174342447
 0.4806347294287248   0.28672730922698975  0.6178252593644203
 0.029005700846513112 0.491018025525685   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.1705107913036977   0.13018786389965656
 0.2696747611869465   0.014976710081100464 0.5086251605422266
 0.40254282852013906  0.45919010608360683 ]
 Variance: 0.052433232239256215
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 100. 116.  19.   1.  40.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 14
 ROC AUC score: 0.9829073016170319
 avg_acc_score: 0.6058333333333331
 avg_acc_node: 0.6710000000000026
 mAP score: 0.6816077094895118
 Average mask density: 0.4494122274224485
 pos diff: [0.                   0.636764140907398    0.007561566662197271
 0.48082102049480785  0.2867054343223572   0.6200198391752858
 0.029180013636747996 0.49131931621452857 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.1772313876585527   0.1295665184820979
 0.2673208675601266   0.014976710081100464 0.5085690720908104
 0.4035300314426422   0.45919010608360683 ]
 Variance: 0.05789077368202823
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  99. 116.  19.   1.  40.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 15
 ROC AUC score: 0.9839072597944812
 avg_acc_score: 0.6080555555555555
 avg_acc_node: 0.6760000000000026
 mAP score: 0.6850963008850662
 Average mask density: 0.44315523083538544
 pos diff: [0.                   0.6398482330081877   0.007709959568070971
 0.48100135163827373  0.2866821885108948   0.62230710108434
 0.0294046051800251   0.4916164854477192  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.18036272752383523  0.12851794790630497
 0.27828531807119194  0.014976710081100464 0.5148104426841582
 0.4030566034217676   0.4591434767533993  ]
 Variance: 0.06347274896917186
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  99. 117.  17.   1.  39.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 16
 ROC AUC score: 0.9847063866836999
 avg_acc_score: 0.6099999999999998
 avg_acc_node: 0.6790000000000025
 mAP score: 0.6884768307699325
 Average mask density: 0.436822997346468
 pos diff: [0.                   0.6427956491955056   0.007857527368324848
 0.48117750774730333  0.2866595983505249   0.6246862887374817
 0.02969117760658264  0.4918927760987446  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.17796393810224928  0.12640487162534855
 0.2847869190302762   0.014976710081100464 0.5063226533032232
 0.4030566034217676   0.459202755627961   ]
 Variance: 0.06918620171656473
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 100. 118.  16.   1.  41.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 17
 ROC AUC score: 0.9853484128642165
 avg_acc_score: 0.6152777777777774
 avg_acc_node: 0.6826666666666693
 mAP score: 0.6911684701337506
 Average mask density: 0.4304114879829757
 pos diff: [0.                   0.6456228598090242   0.008006762620831324
 0.4813489816405556   0.2866452634334564   0.6271211788538964
 0.0299760306874911   0.49215677329178514 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.17739176750183105  0.12858231057805464
 0.2868746128949252   0.014976710081100464 0.5025947014650991
 0.40305864810943604  0.459202755627961   ]
 Variance: 0.07503783798907385
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0. 100. 118.  16.   1.  42.  78.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 18
 ROC AUC score: 0.9858831551972823
 avg_acc_score: 0.6186111111111107
 avg_acc_node: 0.6863333333333359
 mAP score: 0.693366266216072
 Average mask density: 0.42391937252365947
 pos diff: [0.                   0.6483070522793069   0.008158219993607071
 0.48151732737367803  0.2866431176662445   0.6295407861471176
 0.030262310802936555 0.49241683503677103 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.18332444981109997  0.12677564379597497
 0.303567347201434    0.014976710081100464 0.4980397433523209
 0.4001154916981856   0.4591434767533993  ]
 Variance: 0.0810223753486728
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  98. 119.  14.   1.  43.  78.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 19
 ROC AUC score: 0.9863449101755666
 avg_acc_score: 0.6222222222222218
 avg_acc_node: 0.6886666666666693
 mAP score: 0.6959781608076144
 Average mask density: 0.4173494177652099
 pos diff: [0.                   0.6508524297190107   0.008309993123220017
 0.48168175328861584  0.2866430878639221   0.6318925068743767
 0.030525843302408855 0.4926671539915019  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.18789579996392747  0.12351177694383732
 0.3015873432159424   0.014976710081100464 0.49911527744223994
 0.3986200220882893   0.45765105866152667 ]
 Variance: 0.0871335462596389
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  97. 119.  14.   1.  43.  78.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 20
 ROC AUC score: 0.9867555936160777
 avg_acc_score: 0.6247222222222218
 avg_acc_node: 0.6916666666666692
 mAP score: 0.6988105767152406
 Average mask density: 0.4107054950008614
 pos diff: [0.                   0.6532524489174204   0.008459186012094671
 0.48183928457173436  0.28665024042129517  0.6341769531849892
 0.030770132690668105 0.49290413846229686 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.1881081727910633   0.12328877478591667
 0.3015873432159424   0.014976710081100464 0.5012281133282569
 0.3986200220882893   0.45018419931674825 ]
 Variance: 0.09337036471713452
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  97. 119.  14.   1.  43.  78.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -0.5645113587379456, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 21
 ROC AUC score: 0.9871277392770181
 avg_acc_score: 0.626944444444444
 avg_acc_node: 0.6953333333333359
 mAP score: 0.7021224638970986
 Average mask density: 0.40399341170693526
 pos diff: [0.                   0.655500332432345    0.008603019901543609
 0.4819924322041598   0.2866620123386383   0.636372703217691
 0.031002069016297658 0.49313431156092674 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.19010755518251213  0.12200246985293617
 0.3088892102241516   0.014976710081100464 0.4879962487086173
 0.3971066688497861   0.4362921612016086  ]
 Variance: 0.09972359596394416
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  97. 120.  13.   1.  45.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 22
 ROC AUC score: 0.9874719858947945
 avg_acc_score: 0.6311111111111106
 avg_acc_node: 0.698333333333336
 mAP score: 0.7053823088726697
 Average mask density: 0.3972246462581932
 pos diff: [0.                   0.6576110511279303   0.008745457268943472
 0.4821390888907693   0.2866794466972351   0.638422057753609
 0.031225742648045222 0.49336223869488155 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.19779657258475122  0.12154181560208975
 0.31632841283624824  0.014976710081100464 0.49097742717112264
 0.3967586688697338   0.4362921612016086  ]
 Variance: 0.10618661084058381
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  96. 120.  12.   1.  45.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 23
 ROC AUC score: 0.9877951751584454
 avg_acc_score: 0.6333333333333327
 avg_acc_node: 0.7003333333333361
 mAP score: 0.7085326361387072
 Average mask density: 0.3904109820952152
 pos diff: [0.                   0.659592659266527    0.008892666948728326
 0.4822807192802429   0.286700963973999    0.6403023473197414
 0.031442990899086    0.4935871162291231  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.2195172989663999   0.12139977132978517
 0.32324681932275945  0.014976710081100464 0.4859266713742287
 0.3967586688697338   0.4325196218901667  ]
 Variance: 0.1127432800438465
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  92. 120.  11.   1.  46.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 24
 ROC AUC score: 0.988106589072828
 avg_acc_score: 0.6386111111111105
 avg_acc_node: 0.7056666666666694
 mAP score: 0.7118759125504619
 Average mask density: 0.38355110105599627
 pos diff: [0.                   0.6614468171576823   0.009042914494995244
 0.4824166064912623   0.28672850131988525  0.6420781062014641
 0.031632239123185475 0.4938097971266714  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.22174104284649052  0.12482605862223413
 0.3341367087580941   0.014976710081100464 0.4854858073015367
 0.39331338678797084  0.4119034219404747  ]
 Variance: 0.11938370267641377
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  92. 119.   9.   1.  46.  79.   6.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 25
 ROC AUC score: 0.9884107140570195
 avg_acc_score: 0.6424999999999994
 avg_acc_node: 0.7090000000000029
 mAP score: 0.7149583261505971
 Average mask density: 0.37664165933702975
 pos diff: [0.                  0.6631862449744517  0.00919679152078865
 0.4825479534539309  0.28676873445510864 0.6438195710220644
 0.03181318640708923 0.4940202123132245 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.2345339931732367   0.12319984046880864
 0.33492677320133557  0.014976710081100464 0.48546139631540547
 0.39331338678797084  0.4104053619606742  ]
 Variance: 0.12610819574082324
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  90. 119.   9.   1.  46.  79.   6.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 26
 ROC AUC score: 0.988703630997834
 avg_acc_score: 0.6469444444444438
 avg_acc_node: 0.7133333333333362
 mAP score: 0.7184186262692331
 Average mask density: 0.3696936114392033
 pos diff: [0.                   0.6648337278238012   0.009352600032633001
 0.4826731405474923   0.28681015968322754  0.6455091896557039
 0.031973399221897125 0.4942068149303568  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.23861787191107253  0.12277018851485134
 0.33492677320133557  0.014976710081100464 0.4836044292296133
 0.3930296331644058   0.410973416834042   ]
 Variance: 0.1329045326673241
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  89. 119.   9.   1.  46.  79.   6.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 27
 ROC AUC score: 0.9889881374036881
 avg_acc_score: 0.6483333333333327
 avg_acc_node: 0.7166666666666694
 mAP score: 0.721340329784792
 Average mask density: 0.3627144881068636
 pos diff: [0.                   0.6663937518173013   0.009505411071225631
 0.48279398462989115  0.2868534028530121   0.6471591216902579
 0.032104233155647914 0.4943744833099431  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.2503870006435174   0.12273530206404441
 0.33473125208507887  0.014976710081100464 0.48476537917890855
 0.39433631201585134  0.4068081271031807  ]
 Variance: 0.1397544504159173
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  86. 119.   9.   1.  46.  79.   6.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 28
 ROC AUC score: 0.9892630196201792
 avg_acc_score: 0.6519444444444438
 avg_acc_node: 0.720333333333336
 mAP score: 0.7255150315755864
 Average mask density: 0.35571164265953475
 pos diff: [0.                   0.667863953212076    0.009655854672439828
 0.4829128243706443   0.28690090775489807  0.6487486352843623
 0.032166504363218947 0.49451858832918366 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.26107555972643137  0.12284375739491675
 0.33400095267729324  0.014976710081100464 0.48489667331018754
 0.3936747824152311   0.4068081271031807  ]
 Variance: 0.14664800543035353
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  84. 119.   9.   1.  45.  78.   6.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 29
 ROC AUC score: 0.9895268208618087
 avg_acc_score: 0.6549999999999992
 avg_acc_node: 0.7216666666666693
 mAP score: 0.7291341693089282
 Average mask density: 0.3486912903800659
 pos diff: [0.                   0.6692619669782228   0.009806205664784455
 0.4830283067443154   0.2869405746459961   0.6502668689335546
 0.03221596653262774  0.49464545527408865 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.2699312006146455   0.12172063938842333
 0.333549643646587    0.014976710081100464 0.4846708149679245
 0.3936806077758471   0.4017912118599333  ]
 Variance: 0.15357505164600246
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  82. 119.   9.   1.  45.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 30
 ROC AUC score: 0.9897801894781666
 avg_acc_score: 0.6613888888888882
 avg_acc_node: 0.7273333333333359
 mAP score: 0.7336819410575437
 Average mask density: 0.34166302052210673
 pos diff: [0.                   0.6705630959804393   0.009946786913989989
 0.4831411816857078   0.28671184182167053  0.6517139759755903
 0.03226612036426862  0.49475854378322076 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.27507197709122966  0.11871331363670097
 0.33353203318335795  0.014976710081100464 0.4846708149679245
 0.3936806077758471   0.4017912118599333  ]
 Variance: 0.160524705246637
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  81. 119.   9.   1.  45.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -8.882354725152254, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 31
 ROC AUC score: 0.9900268985036732
 avg_acc_score: 0.6633333333333326
 avg_acc_node: 0.7300000000000026
 mAP score: 0.736635175409238
 Average mask density: 0.3346426379365143
 pos diff: [0.                   0.6717614579545564   0.010085333231066869
 0.4832515602762049   0.2864895462989807   0.6530783291785948
 0.03230682114760081  0.4948550359956149  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.27718754543745816  0.11911336227882006
 0.3369212638248097   0.014976710081100464 0.4850193382270874
 0.3926933174331983   0.4017912118599333  ]
 Variance: 0.1674818367882736
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  81. 119.   9.   1.  45.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 32
 ROC AUC score: 0.9902703697833872
 avg_acc_score: 0.6680555555555547
 avg_acc_node: 0.7343333333333361
 mAP score: 0.7401496538065666
 Average mask density: 0.327650089171481
 pos diff: [0.                   0.6728524841552923   0.010227323809931101
 0.4833579486066645   0.28627559542655945  0.6543420473894765
 0.032352674504121146 0.4949451972698343  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.2824111989707001   0.12025796702085448
 0.33614525415680624  0.014976710081100464 0.4846562002935717
 0.3932873710989952   0.39848786027267064 ]
 Variance: 0.17442496959044562
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  80. 119.   9.   1.  45.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 33
 ROC AUC score: 0.9905046941310754
 avg_acc_score: 0.6716666666666659
 avg_acc_node: 0.736333333333336
 mAP score: 0.7435278109304924
 Average mask density: 0.3206998469129339
 pos diff: [0.                   0.6738271952168016   0.010363110579734991
 0.48345960703763097  0.2860850691795349   0.6555412272291798
 0.03240067834655444  0.49499877105499135 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.2925260635939511   0.11931239598053546
 0.3349445326761766   0.014976710081100464 0.48828771518122766
 0.3938701105614503   0.3889366614407507  ]
 Variance: 0.18134065798937787
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  79. 119.   9.   1.  44.  78.   8.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 34
 ROC AUC score: 0.9907350823564065
 avg_acc_score: 0.677777777777777
 avg_acc_node: 0.7400000000000027
 mAP score: 0.7472504813468174
 Average mask density: 0.3138049641994808
 pos diff: [0.                   0.6747072417873982   0.010490399500555244
 0.48355838602239437  0.2859192192554474   0.6566439737235347
 0.03244258314371109  0.4950024074521558  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.29900098906075656  0.11980723916006482
 0.3492483279921792   0.014976710081100464 0.48853061276097454
 0.3938701105614503   0.39378302415897104 ]
 Variance: 0.18821478749634346
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  78. 119.   7.   1.  44.  78.   8.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 35
 ROC AUC score: 0.990960428863243
 avg_acc_score: 0.6808333333333326
 avg_acc_node: 0.743333333333336
 mAP score: 0.7516893113786941
 Average mask density: 0.3069713996882603
 pos diff: [0.                   0.6754953102632002   0.010608796492095821
 0.4836525776169517   0.2857639491558075   0.6576801093835984
 0.03247145488858223  0.49497420983067875 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3148682819417685   0.11913997255080988
 0.3492483279921792   0.014976710081100464 0.4876799643520386
 0.3938701105614503   0.3919256237046472  ]
 Variance: 0.19503749123170777
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  76. 119.   7.   1.  44.  78.   8.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 36
 ROC AUC score: 0.9911797891423055
 avg_acc_score: 0.6847222222222216
 avg_acc_node: 0.746333333333336
 mAP score: 0.7556247611438778
 Average mask density: 0.30020608989696657
 pos diff: [0.                   0.6761855765068827   0.010723590604529893
 0.4837411322376945   0.28562024235725403  0.6587204567847713
 0.032494328419367474 0.4949219961618555  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3201732581312006   0.11726696703059614
 0.356797949292443    0.014976710081100464 0.484645500058128
 0.3938701105614503   0.3919256237046472  ]
 Variance: 0.2017973851853146
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  75. 120.   6.   1.  45.  78.   8.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 37
 ROC AUC score: 0.9913933713058082
 avg_acc_score: 0.6872222222222216
 avg_acc_node: 0.7490000000000024
 mAP score: 0.7594693498396816
 Average mask density: 0.2935265609237339
 pos diff: [0.                   0.6767704453596399   0.010825356422377027
 0.4838274906982075   0.28519919514656067  0.6597045318734261
 0.03251274277766546  0.4948509690062753  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3189502319028555   0.11726696703059614
 0.3567995141852986   0.014976710081100464 0.4854799155746737
 0.3930885225534439   0.38893634748869926 ]
 Variance: 0.20847898020788233
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  75. 120.   6.   1.  45.  78.   8.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 38
 ROC AUC score: 0.9916031874386669
 avg_acc_score: 0.6911111111111103
 avg_acc_node: 0.7520000000000026
 mAP score: 0.7629479633213208
 Average mask density: 0.2869519338627895
 pos diff: [0.                   0.6772551281639367   0.010899728241045613
 0.4839170997793024   0.28475895524024963  0.6606056332107513
 0.03253094963729382  0.49478328793213283 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3338290135229915   0.1164109034479157
 0.3577333482829007   0.014976710081100464 0.48318971188799026
 0.39174140244722366  0.38895804563473013 ]
 Variance: 0.2150663741524708
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  72. 120.   6.   1.  46.  78.   8.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 39
 ROC AUC score: 0.9918085711815811
 avg_acc_score: 0.696666666666666
 avg_acc_node: 0.7543333333333359
 mAP score: 0.7668291801403867
 Average mask density: 0.28049599695209215
 pos diff: [0.                   0.6776413927393511   0.010948444939841909
 0.4840042222629894   0.2843422591686249   0.661392446727522
 0.03254759771128495  0.49470974042497834 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3389861418688593   0.11633556194541868
 0.3628071367740631   0.014976710081100464 0.48133593100693917
 0.39174140244722366  0.3853241677941947  ]
 Variance: 0.22154636637510328
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  72. 120.   5.   1.  46.  78.   8.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 40
 ROC AUC score: 0.9920105170708046
 avg_acc_score: 0.6999999999999993
 avg_acc_node: 0.7590000000000027
 mAP score: 0.770173348047219
 Average mask density: 0.2741724347363916
 pos diff: [0.                   0.6779328683191095   0.010966320914670456
 0.48408853194930335  0.2839551866054535   0.6620708518931943
 0.03257898526887099  0.4946280373581525  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3413590828249277   0.11704083242692238
 0.36248247515071524  0.014976710081100464 0.482030900014985
 0.39174140244722366  0.3925227728383294  ]
 Variance: 0.2279074751470338
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  72. 120.   5.   1.  46.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -18.470513429492712, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 41
 ROC AUC score: 0.9922070870613434
 avg_acc_score: 0.7044444444444438
 avg_acc_node: 0.7630000000000026
 mAP score: 0.7743411546286232
 Average mask density: 0.26799387463783186
 pos diff: [0.                   0.678127910110576    0.010959274266376969
 0.4841681279919364   0.28379151225090027  0.6626251984027124
 0.03262769430875778  0.4945100227306629  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.34888797998428345  0.11714742720619706
 0.36817249168049204  0.014976710081100464 0.4821560875542702
 0.3893575673302015   0.3867723602673103  ]
 Variance: 0.23413819766276125
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  71. 120.   5.   1.  46.  79.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 42
 ROC AUC score: 0.9923990815847905
 avg_acc_score: 0.708888888888888
 avg_acc_node: 0.7673333333333361
 mAP score: 0.7785978963007005
 Average mask density: 0.26197173177302063
 pos diff: [0.                   0.6782180934159223   0.010934121598882124
 0.48424186218868603  0.28336668014526367  0.663059571817998
 0.03267515314122041  0.49439548829506186 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3480578771800049   0.11779307851121446
 0.3657891468568282   0.014976710081100464 0.48203996184372133
 0.3893575673302015   0.3819259975490899  ]
 Variance: 0.2402279947239813
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  71. 120.   5.   1.  46.  79.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 43
 ROC AUC score: 0.9925860644059277
 avg_acc_score: 0.7133333333333327
 avg_acc_node: 0.7693333333333361
 mAP score: 0.7825910646828413
 Average mask density: 0.25611971517520743
 pos diff: [0.                   0.6782143332741477   0.010894785981532956
 0.48431132706728847  0.2828809320926666   0.6633814400242221
 0.03271248812476794  0.4942764100329629  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3599585105072368   0.1188375674003412
 0.37326714613220907  0.014976710081100464 0.48203996184372133
 0.38875628461440404  0.3849839963789644  ]
 Variance: 0.246165545046292
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  69. 120.   4.   1.  46.  79.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 44
 ROC AUC score: 0.9927680065091097
 avg_acc_score: 0.7169444444444438
 avg_acc_node: 0.7723333333333361
 mAP score: 0.7866826006820946
 Average mask density: 0.25044044365111723
 pos diff: [0.                   0.67811447037153     0.010840918653267475
 0.4843756545673717   0.2824101150035858   0.6635721578232704
 0.032728282858928044 0.49415182039655486 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3634363193649891   0.11978486549755758
 0.3724962429566817   0.014976710081100464 0.4863335165765978
 0.38589107195536293  0.38324256138554935 ]
 Variance: 0.2519469387537499
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  69. 120.   4.   1.  45.  79.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 45
 ROC AUC score: 0.9929429168207498
 avg_acc_score: 0.7202777777777774
 avg_acc_node: 0.7770000000000027
 mAP score: 0.7904862520234379
 Average mask density: 0.24494214063621983
 pos diff: [0.                   0.6779149689457633   0.010791153208283354
 0.48444019718603654  0.2819569408893585   0.6636264917831267
 0.03273553798596064  0.4940180973760013  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.36141927380207156  0.11730479110370982
 0.3738829704848203   0.014976710081100464 0.4862773819796501
 0.38951420883337656  0.3834346990133154  ]
 Variance: 0.25756513125682107
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  70. 120.   4.   1.  45.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 46
 ROC AUC score: 0.9931127944187507
 avg_acc_score: 0.7241666666666663
 avg_acc_node: 0.7810000000000027
 mAP score: 0.7946742174292887
 Average mask density: 0.23963139476711068
 pos diff: [0.                   0.6776176900410456   0.010741093680878316
 0.48449918140064585  0.2815581262111664   0.6635705715706272
 0.03272997960448265  0.49386908165339766 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3669863890025241   0.11737813486540613
 0.37390745878219606  0.014976710081100464 0.4862773819796501
 0.38951420883337656  0.3834346990133154  ]
 Variance: 0.2630129649358243
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  70. 120.   3.   1.  45.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 47
 ROC AUC score: 0.993275523162089
 avg_acc_score: 0.7280555555555553
 avg_acc_node: 0.7846666666666693
 mAP score: 0.798622896758199
 Average mask density: 0.234517226171433
 pos diff: [0.                   0.6772042552301706   0.010674515292664204
 0.48455402796918695  0.2811771035194397   0.6633738805690119
 0.032730947931607565 0.493705778800208   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.37436625484592656  0.11728338219902733
 0.3755445339462974   0.014976710081100464 0.4862773819796501
 0.38951420883337656  0.3834346990133154  ]
 Variance: 0.26828504735800535
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  69. 120.   3.   1.  45.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 48
 ROC AUC score: 0.9934355864682237
 avg_acc_score: 0.7316666666666664
 avg_acc_node: 0.7903333333333359
 mAP score: 0.8030941501579052
 Average mask density: 0.22960681798066956
 pos diff: [0.                   0.67667348153335     0.010597797218433097
 0.48460393331267615  0.2808176875114441   0.663040726655914
 0.032707268248001735 0.4935450091444213  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3732571151138337   0.1140431961244788
 0.3769313871860504   0.014976710081100464 0.4807841676858164
 0.38921056091785433  0.3813240409925066  ]
 Variance: 0.27337434167512537
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  69. 121.   3.   1.  46.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 49
 ROC AUC score: 0.9935873843176241
 avg_acc_score: 0.7369444444444441
 avg_acc_node: 0.792333333333336
 mAP score: 0.8062882266912107
 Average mask density: 0.22489782511345383
 pos diff: [0.                   0.6760338594105618   0.010497818062128114
 0.48466205163435505  0.2805232107639313   0.6625728780223478
 0.032661434014638266 0.4933657158037712  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.37806747299580534  0.11358449700450109
 0.376837849075144    0.014976710081100464 0.4774270757071434
 0.38921056091785433  0.3813240409925066  ]
 Variance: 0.27828327739795805
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  68. 121.   3.   1.  47.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 50
 ROC AUC score: 0.993733302996976
 avg_acc_score: 0.7402777777777774
 avg_acc_node: 0.7963333333333359
 mAP score: 0.8101589087317915
 Average mask density: 0.22039269384993393
 pos diff: [0.                   0.6752724753431052   0.010386367721005905
 0.48471609516577285  0.28039461374282837  0.6619718822260057
 0.0325970746576786   0.4931741742224529  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3903344103620072   0.11349732299481542
 0.3767152260650288   0.014976710081100464 0.4772559536560889
 0.38921056091785433  0.3813240409925066  ]
 Variance: 0.28301134543943895
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  65. 121.   3.   1.  47.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -27.460269790142775, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 51
 ROC AUC score: 0.9938736366648897
 avg_acc_score: 0.7463888888888883
 avg_acc_node: 0.7983333333333359
 mAP score: 0.8144254758998218
 Average mask density: 0.21609595128899395
 pos diff: [0.                   0.6743871320870297   0.010263175757463314
 0.4847656694325534   0.2802776098251343   0.6612173636113444
 0.032501141726970675 0.4929811009045305  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.39049417593262414  0.11284152116657288
 0.3768820860169151   0.014976710081100464 0.4772506695120565
 0.38820431133111316  0.3813240409925066  ]
 Variance: 0.28755757607580296
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  65. 121.   3.   1.  47.  79.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 52
 ROC AUC score: 0.9940077729911969
 avg_acc_score: 0.7494444444444437
 avg_acc_node: 0.800333333333336
 mAP score: 0.8170749458363894
 Average mask density: 0.21200919624695574
 pos diff: [0.                   0.6733786091824209   0.010104242188871399
 0.4848102336580103   0.2801736295223236   0.6602929876215996
 0.032386371741692226 0.49278736268651896 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.39055624850525344  0.1128381022737046
 0.378219135241075    0.014976710081100464 0.4772506695120565
 0.39029999847213426  0.3813240409925066  ]
 Variance: 0.2919248939478896
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  65. 121.   3.   1.  47.  78.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 53
 ROC AUC score: 0.9941349335561736
 avg_acc_score: 0.7527777777777771
 avg_acc_node: 0.8036666666666693
 mAP score: 0.8199748857911827
 Average mask density: 0.20813355180557874
 pos diff: [0.                  0.6722415616689634  0.00992402729909282
 0.48484735814007845 0.27950990200042725 0.6591712087392807
 0.03224138493339221 0.49258955131317006], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.3992906082267604   0.11237160528986907
 0.3786932414228266   0.014976710081100464 0.4772506695120565
 0.3884133535126845   0.3813777694414402  ]
 Variance: 0.29611111501153364
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  64. 121.   3.   1.  47.  79.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 54
 ROC AUC score: 0.9942571604609206
 avg_acc_score: 0.7558333333333327
 avg_acc_node: 0.8070000000000026
 mAP score: 0.8230784211811683
 Average mask density: 0.20446701932203745
 pos diff: [0.                  0.6709739028914901  0.00971823561290079
 0.484875485571948   0.2788309156894684  0.657851425630431
 0.03207298318545024 0.4924010881062212 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.40867035029348264  0.11626912000750707
 0.3881219571286982   0.014976710081100464 0.47254543799546456
 0.3884133535126845   0.3827754572547715  ]
 Variance: 0.3001199657884
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  63. 120.   2.   1.  48.  79.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 55
 ROC AUC score: 0.9943722054932018
 avg_acc_score: 0.7586111111111103
 avg_acc_node: 0.8100000000000026
 mAP score: 0.8263392593690446
 Average mask density: 0.20099888073202957
 pos diff: [0.                   0.6695749944399211   0.009497174793038486
 0.48489582592790775  0.2782326936721802   0.6563343030791129
 0.03189042657613754  0.49221691746136237 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.4235874229718831   0.11893027134178098
 0.3887037434361198   0.014976710081100464 0.47270859994234576
 0.3890373098353545   0.3827754572547715  ]
 Variance: 0.30396477964120466
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  61. 119.   2.   1.  48.  79.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 56
 ROC AUC score: 0.9944811822534712
 avg_acc_score: 0.7630555555555548
 avg_acc_node: 0.8123333333333359
 mAP score: 0.8295956653298855
 Average mask density: 0.19772109342928026
 pos diff: [0.                   0.6680591330547964   0.009248733274207627
 0.48491095900535586  0.2779213786125183   0.6546149088009712
 0.031700253734985986 0.4920455165978136  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.428684372300944    0.11857291292553106
 0.3887037434361198   0.014976710081100464 0.4672796348890951
 0.3898188978433609   0.38566165391741125 ]
 Variance: 0.307649647208808
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  60. 119.   2.   1.  49.  79.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 57
 ROC AUC score: 0.9945834083737951
 avg_acc_score: 0.7688888888888881
 avg_acc_node: 0.8146666666666692
 mAP score: 0.832923142080666
 Average mask density: 0.19462890121459714
 pos diff: [0.                   0.6664399603181634   0.008995168711528305
 0.4849215875972401   0.27779635787010193  0.6526940856729785
 0.03149858961502711  0.49188758484248457 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.4354820827807277   0.11867997838445932
 0.3889689326286316   0.014976710081100464 0.4679802283644676
 0.3877664643029372   0.38566165391741125 ]
 Variance: 0.3111787514775484
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  58. 119.   1.   1.  49.  79.   7.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 58
 ROC AUC score: 0.9946794481584469
 avg_acc_score: 0.7724999999999992
 avg_acc_node: 0.8186666666666693
 mAP score: 0.8359695578039531
 Average mask density: 0.19171152882846307
 pos diff: [0.                  0.664718968070243   0.00873228562764885
 0.4849262194199996  0.2776936888694763  0.6505539042334403
 0.03128315806388855 0.49173526517276106], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.4388770709845645   0.1187863214449449
 0.3889689326286316   0.014976710081100464 0.4679821001425866
 0.3877664643029372   0.392346729492319   ]
 Variance: 0.31456200249882277
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  58. 119.   1.   1.  49.  79.   6.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 59
 ROC AUC score: 0.9947683520954498
 avg_acc_score: 0.7752777777777771
 avg_acc_node: 0.8196666666666692
 mAP score: 0.8390019150819475
 Average mask density: 0.18895281515657258
 pos diff: [0.                   0.662912841178169    0.008459579107189967
 0.4849257859316739   0.2776091992855072   0.6482121449324393
 0.031059636423985165 0.49158265210431196 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.44714134414333945  0.12030057005645815
 0.38909376697106796  0.014976710081100464 0.4678656033450557
 0.3877664643029372   0.4001194043406125  ]
 Variance: 0.31780537023011735
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  57. 118.   1.   1.  49.  79.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 60
 ROC AUC score: 0.9948509396266467
 avg_acc_score: 0.7780555555555548
 avg_acc_node: 0.8230000000000026
 mAP score: 0.8416949017205599
 Average mask density: 0.18634757743934077
 pos diff: [0.                   0.6610153211542398   0.008183803193825336
 0.4849186344580217   0.27753984928131104  0.6456422978831876
 0.030829123159249624 0.49143544712971    ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.4540775684285755   0.11934328645714058
 0.38907088962468234  0.014976710081100464 0.46883535601439014
 0.38430700401465095  0.3962946683168411  ]
 Variance: 0.32091421308533546
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  54. 118.   1.   1.  49.  80.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -34.60040044412017, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 61
 ROC AUC score: 0.9949271737320764
 avg_acc_score: 0.7822222222222214
 avg_acc_node: 0.828333333333336
 mAP score: 0.8444449639208711
 Average mask density: 0.18387980406577478
 pos diff: [0.                   0.6590171192795777   0.007901533329782407
 0.4849047541618347   0.27748268842697144  0.6428818904584453
 0.03060086121161779  0.4912832934280922  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.45387004106497963  0.1202234776059458
 0.3873145509849895   0.014976710081100464 0.46907153244941463
 0.3837066262960434   0.3973051628162121  ]
 Variance: 0.32390335696922606
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  54. 118.   1.   1.  49.  80.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 62
 ROC AUC score: 0.9949985462161197
 avg_acc_score: 0.7841666666666657
 avg_acc_node: 0.8300000000000026
 mAP score: 0.8478934561058823
 Average mask density: 0.18154354512729437
 pos diff: [0.                   0.6569363600458981   0.007622949101708152
 0.4848862339149822   0.2774355709552765   0.6399207302639561
 0.030375248193740843 0.49112478617964117 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.4547432845781657   0.1205257987680514
 0.38532227765430105  0.014976710081100464 0.46907153244941463
 0.38368437240521114  0.39491941188943797 ]
 Variance: 0.3267798028633575
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  54. 118.   2.   1.  49.  80.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 63
 ROC AUC score: 0.9950640435322726
 avg_acc_score: 0.7872222222222213
 avg_acc_node: 0.8340000000000027
 mAP score: 0.850692721130785
 Average mask density: 0.17932024296744287
 pos diff: [0.                    0.6547804992061016    0.0073470978204869045
 0.48486347144300285   0.27740055322647095   0.6368401334170373
 0.030164645860592525  0.4909496749269551   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.45893152341369753  0.12136118372609793
 0.38642947511239484  0.014976710081100464 0.469164845443541
 0.38368437240521114  0.39491941188943797 ]
 Variance: 0.329551102176835
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  53. 118.   2.   1.  49.  80.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 64
 ROC AUC score: 0.995123606648705
 avg_acc_score: 0.7916666666666659
 avg_acc_node: 0.8380000000000026
 mAP score: 0.8535724061170478
 Average mask density: 0.17720525087062255
 pos diff: [0.                   0.652546214909593    0.00707637894252115
 0.48483360572294754  0.2773846387863159   0.6336419654469336
 0.029963612804810205 0.4907623416390912  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.46225675226243074  0.12136118372609793
 0.38680860291827807  0.014976710081100464 0.47006504189583564
 0.38327379524707794  0.39491941188943797 ]
 Variance: 0.3322243266791498
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  52. 118.   2.   1.  49.  80.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 65
 ROC AUC score: 0.9951776838071088
 avg_acc_score: 0.7961111111111103
 avg_acc_node: 0.8406666666666693
 mAP score: 0.8560527649716017
 Average mask density: 0.1751912013155571
 pos diff: [0.                   0.6502342783222513   0.00680823981269332
 0.48480030460791157  0.2773723602294922   0.6303360637637877
 0.029777429749568304 0.4905617031557807  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.46244946713289936  0.12156230014217786
 0.38680860291827807  0.014976710081100464 0.4711093503621317
 0.3810275554656982   0.3975064189269625  ]
 Variance: 0.33480575043919447
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  53. 118.   2.   1.  49.  80.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 66
 ROC AUC score: 0.9952288283842647
 avg_acc_score: 0.7980555555555546
 avg_acc_node: 0.8420000000000026
 mAP score: 0.8576441330508089
 Average mask density: 0.17327453679735844
 pos diff: [0.                   0.647853739005475    0.006542821807309616
 0.4847621023654938   0.27736514806747437  0.626921973161159
 0.02960519716143608  0.49034570054761295 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.4698903999052757   0.1288177459693152
 0.38805194984782826  0.014976710081100464 0.4711093503621317
 0.3810275554656982   0.39830887009357585 ]
 Variance: 0.3372961612073409
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  52. 116.   2.   1.  49.  80.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 67
 ROC AUC score: 0.9952760828638801
 avg_acc_score: 0.7997222222222212
 avg_acc_node: 0.8440000000000027
 mAP score: 0.8597494401878275
 Average mask density: 0.17145720562286562
 pos diff: [0.                   0.6454092650866705   0.006284970143609796
 0.4847192645072937   0.2773626744747162   0.6233003555286315
 0.029440503815809885 0.49012025728307923 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.4704589420113682   0.1292341730811379
 0.3887380919673226   0.014976710081100464 0.4699239577016523
 0.3795713983476162   0.40069462102035    ]
 Variance: 0.33969830644730675
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  52. 116.   2.   1.  49.  80.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 68
 ROC AUC score: 0.9953195322918117
 avg_acc_score: 0.8016666666666656
 avg_acc_node: 0.8456666666666693
 mAP score: 0.8619082273119829
 Average mask density: 0.16973898202792212
 pos diff: [0.                   0.6428982095777496   0.006037502003110145
 0.484671055728739    0.2773624062538147   0.6194484219435723
 0.029277985791365306 0.48989276742113047 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.4708798202601346   0.1297026673131738
 0.383464010737159    0.014976710081100464 0.4699239577016523
 0.37957328284780184  0.4031265290646717  ]
 Variance: 0.34201671427517755
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  52. 116.   2.   1.  49.  80.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 69
 ROC AUC score: 0.9953607285048096
 avg_acc_score: 0.8049999999999989
 avg_acc_node: 0.8460000000000026
 mAP score: 0.8637553043197195
 Average mask density: 0.16812165354147782
 pos diff: [0.                   0.640326875546747    0.005800998161646946
 0.48461363478140396  0.2773638963699341   0.6152951313603309
 0.029112195471922557 0.489671485691235   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.476992982231881    0.12818841870166053
 0.383464010737159    0.014976710081100464 0.4699239577016523
 0.3755259153743585   0.4028717967970618  ]
 Variance: 0.34424902234204585
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  51. 117.   2.   1.  49.  81.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 70
 ROC AUC score: 0.9953994153647646
 avg_acc_score: 0.8091666666666655
 avg_acc_node: 0.848333333333336
 mAP score: 0.8656312411888781
 Average mask density: 0.16660289231476239
 pos diff: [0.                  0.6376890680514091  0.00557393451367528
 0.4845466819676486  0.2773786783218384  0.6108228662802327
 0.0289430171251297  0.48945230451123467], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.48451410640369763  0.12858072637526458
 0.3834057645364241   0.014976710081100464 0.4705455110919091
 0.3740375141302745   0.4006568455490573  ]
 Variance: 0.34639558383187946
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  50. 117.   2.   1.  49.  82.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -39.56960667669773, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 71
 ROC AUC score: 0.9954352496866309
 avg_acc_score: 0.8113888888888878
 avg_acc_node: 0.8500000000000028
 mAP score: 0.8675712636346082
 Average mask density: 0.1651813563627178
 pos diff: [0.                   0.6349834097811013   0.005353486488673313
 0.48446894938295537  0.2773952782154083   0.6059845089912415
 0.028773907075325646 0.4892403180229253  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.48699396750158513  0.12884930194902025
 0.3835666377436031   0.014976710081100464 0.4701832696314781
 0.3740375141302745   0.4004066011001324  ]
 Variance: 0.3484602374806369
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  49. 117.   2.   1.  49.  82.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 72
 ROC AUC score: 0.9954699944209918
 avg_acc_score: 0.8138888888888879
 avg_acc_node: 0.851333333333336
 mAP score: 0.8693956129502357
 Average mask density: 0.1638665355191133
 pos diff: [0.                   0.6322143814287895   0.005134358632663065
 0.48438303849913855  0.27741149067878723  0.6005835963353034
 0.028590727597475052 0.4890468690929742  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.48753261935612385  0.12847785811778928
 0.3885634842244062   0.014976710081100464 0.47712293171113535
 0.3740375141302745   0.4004066011001324  ]
 Variance: 0.3504391997848984
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  49. 117.   2.   1.  47.  82.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 73
 ROC AUC score: 0.9955031482975619
 avg_acc_score: 0.8155555555555545
 avg_acc_node: 0.8533333333333359
 mAP score: 0.871086072545436
 Average mask density: 0.1626519984884808
 pos diff: [0.                   0.629381480295796    0.004915072159333663
 0.4842878986488689   0.27742689847946167  0.5946565318492151
 0.028399930397669474 0.48886737381589823 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.49147672618716215  0.12845254781817603
 0.3885634842244062   0.014976710081100464 0.4825763190465589
 0.37405976802110674  0.4004066011001324  ]
 Variance: 0.3523419040553905
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  49. 117.   2.   1.  46.  82.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 74
 ROC AUC score: 0.9955359970095876
 avg_acc_score: 0.81861111111111
 avg_acc_node: 0.8536666666666693
 mAP score: 0.8723450208518883
 Average mask density: 0.16153979037642688
 pos diff: [0.                   0.6264591832791478   0.004699841757451207
 0.48418257778341117  0.2774416506290436   0.5881323203925164
 0.028196202218532564 0.488706950483651   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.4911503449451825   0.12939414899211285
 0.3869614831425927   0.014976710081100464 0.47973673694556757
 0.37405976802110674  0.4004066011001324  ]
 Variance: 0.35417062706605656
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  49. 117.   2.   1.  46.  82.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 75
 ROC AUC score: 0.9955677921535292
 avg_acc_score: 0.8213888888888878
 avg_acc_node: 0.8546666666666692
 mAP score: 0.8736226587363626
 Average mask density: 0.1605266252865598
 pos diff: [0.                   0.6234192611757389   0.004486220680977687
 0.48406552834944294  0.27745670080184937  0.5810157534095549
 0.0279843566318353   0.4885635355423237  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.49147019504515593  0.12939414899211285
 0.38579745157198475  0.014976710081100464 0.47920008364223665
 0.3723197708527247   0.3936401559361096  ]
 Variance: 0.3559296195809553
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  49. 117.   2.   1.  46.  82.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 76
 ROC AUC score: 0.9955994112025204
 avg_acc_score: 0.8244444444444432
 avg_acc_node: 0.8550000000000026
 mAP score: 0.8747123002256537
 Average mask density: 0.1596068188467056
 pos diff: [0.                   0.620244280365873    0.004273529141402442
 0.4839326197450811   0.27747204899787903  0.573332699075822
 0.02776817282040914  0.4884356275714677  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.48800946833673586  0.1284156239722386
 0.3916099784049121   0.014976710081100464 0.4794028528755711
 0.37021729225913685  0.3936401559361096  ]
 Variance: 0.3576273356041085
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  50. 117.   2.   1.  46.  83.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 77
 ROC AUC score: 0.9956300767373767
 avg_acc_score: 0.8263888888888876
 avg_acc_node: 0.855333333333336
 mAP score: 0.8757935650275467
 Average mask density: 0.15879211611715033
 pos diff: [0.                   0.6169104428330728   0.004061894229620941
 0.48378209309144454  0.2774878740310669   0.5648380174271522
 0.027536755551894505 0.48833296833367185 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.48924224066340233  0.12840297202433437
 0.3916099784049121   0.014976710081100464 0.47941473246582095
 0.36474581932028133  0.3936401559361096  ]
 Variance: 0.3592642775340359
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  50. 117.   2.   1.  46.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 78
 ROC AUC score: 0.9956603980866484
 avg_acc_score: 0.82861111111111
 avg_acc_node: 0.8556666666666695
 mAP score: 0.8772364895063619
 Average mask density: 0.15808321746306475
 pos diff: [0.                    0.6133901846310323    0.0038526819264593204
 0.483614118532701     0.27750474214553833   0.5554368130622371
 0.02728703965743383   0.48825795742972145  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.48924224066340233  0.12762382528013436
 0.3916099784049121   0.014976710081100464 0.47941473246582095
 0.36474581932028133  0.3940172375276171  ]
 Variance: 0.3608392677247566
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  50. 117.   2.   1.  46.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 79
 ROC AUC score: 0.9956903812535719
 avg_acc_score: 0.8297222222222209
 avg_acc_node: 0.8563333333333359
 mAP score: 0.8788082531038913
 Average mask density: 0.15748037025909456
 pos diff: [0.                   0.6096471247594218   0.003641886898308746
 0.483425436778502    0.27752289175987244  0.5451151204686011
 0.027021259317795435 0.48821006304231185 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.4911077389539766   0.12762382528013436
 0.39201686734502966  0.014976710081100464 0.47941473246582095
 0.3617492996156216   0.39564932831402483 ]
 Variance: 0.3623574624878292
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  50. 117.   2.   1.  46.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 80
 ROC AUC score: 0.9957196910574181
 avg_acc_score: 0.8319444444444434
 avg_acc_node: 0.8570000000000028
 mAP score: 0.8799793555298326
 Average mask density: 0.15698238268615972
 pos diff: [0.                    0.6056491510927184    0.0034274397310146616
 0.4832140006802299    0.27754324674606323   0.5339191253146818
 0.026738635947306952  0.4881920300681016   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.4911262784615036   0.12762382528013436
 0.39072864570400934  0.014976710081100464 0.47941473246582095
 0.3616682747999827   0.399063673512689   ]
 Variance: 0.36382987847156856
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  50. 117.   2.   1.  46.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -43.25252785347402, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 81
 ROC AUC score: 0.9957488027544452
 avg_acc_score: 0.8344444444444433
 avg_acc_node: 0.8580000000000028
 mAP score: 0.8811952497708493
 Average mask density: 0.15659174559667732
 pos diff: [0.                    0.6013656923593569    0.0032061084735492042
 0.48297361352226953   0.2775663435459137    0.5217414748284125
 0.026442040999730427  0.4881998634543912   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.49476483685911193  0.12797906945559603
 0.3913279964165254   0.014976710081100464 0.4790428163063142
 0.3616682747999827   0.3993063635867217  ]
 Variance: 0.365255123661259
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  49. 117.   2.   1.  46.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 82
 ROC AUC score: 0.9957774752146357
 avg_acc_score: 0.8352777777777768
 avg_acc_node: 0.8600000000000027
 mAP score: 0.8826165164333521
 Average mask density: 0.1563176451445159
 pos diff: [0.                    0.5967531765788054    0.0029798497345821916
 0.48270242756063286   0.277592271566391     0.5083960599956974
 0.026133408397436143  0.4882413138603342   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.4921302524479953   0.12797906945559603
 0.3913279964165254   0.014976710081100464 0.47983076231133553
 0.3616521547238032   0.3992909074857317  ]
 Variance: 0.36663211047952443
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  49. 117.   2.   1.  46.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 83
 ROC AUC score: 0.9958062747433416
 avg_acc_score: 0.836388888888888
 avg_acc_node: 0.861333333333336
 mAP score: 0.8839698747022974
 Average mask density: 0.1561620042788703
 pos diff: [0.                   0.5917771564534873   0.002750140822623387
 0.482394522970373    0.2776227593421936   0.4939248619541045
 0.025809358060359954 0.4883189391473244  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.49872680907407085  0.12750147393912323
 0.3913279964165254   0.014976710081100464 0.4803320272795616
 0.3616521547238032   0.3992909074857317  ]
 Variance: 0.36796649419719263
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  48. 117.   2.   1.  46.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 84
 ROC AUC score: 0.9958343838997987
 avg_acc_score: 0.8369444444444435
 avg_acc_node: 0.863333333333336
 mAP score: 0.8853729262073228
 Average mask density: 0.1561277288461563
 pos diff: [0.                    0.5864106451184297    0.0025128749283877287
 0.4820448181845925    0.27765753865242004   0.4782520049522
 0.025468775629997255  0.4884343794707594   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.5007396764006496   0.12714267860759387
 0.39439958035945893  0.014976710081100464 0.4809249319857167
 0.36453062345584236  0.4019010991885744  ]
 Variance: 0.3692684866761362
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  47. 117.   2.   1.  46.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 85
 ROC AUC score: 0.9958619287519831
 avg_acc_score: 0.8397222222222214
 avg_acc_node: 0.8636666666666692
 mAP score: 0.8869797127027833
 Average mask density: 0.15621954871656846
 pos diff: [0.                    0.5806462826315036    0.0022744272858643334
 0.4816503031687303    0.2776966691017151    0.46117106801079166
 0.025106436262528103  0.4885943141476861   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.5045590661773997   0.12842513115938045
 0.3935872362418608   0.014976710081100464 0.4837913212756957
 0.36453062345584236  0.3985271381920782  ]
 Variance: 0.37054097885755477
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  46. 117.   2.   1.  45.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 86
 ROC AUC score: 0.9958899838793077
 avg_acc_score: 0.8411111111111101
 avg_acc_node: 0.8640000000000024
 mAP score: 0.8881097443778213
 Average mask density: 0.15644546061837264
 pos diff: [0.                    0.5744655480808463    0.0020311265444952595
 0.48120618950236926   0.2777356505393982    0.44258175718207515
 0.024709892521301905  0.4888129799530424   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.5062514509051299   0.12768132331942725
 0.3935872362418608   0.014976710081100464 0.4895278818665012
 0.3643342892328898   0.3985271381920782  ]
 Variance: 0.3717821083161965
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  46. 117.   2.   1.  44.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 87
 ROC AUC score: 0.9959187173724071
 avg_acc_score: 0.8427777777777766
 avg_acc_node: 0.8643333333333358
 mAP score: 0.8892239289251584
 Average mask density: 0.15679846522749566
 pos diff: [0.                   0.5678962848403237   0.001784361344723662
 0.48070705966515975  0.27777737379074097  0.42260169430125144
 0.024273081372181576 0.4890889294188598  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.511524172361232    0.12764574427250003
 0.3945271074771881   0.014976710081100464 0.4920294114178227
 0.3638315220673879   0.40100595971633646 ]
 Variance: 0.3729988084574058
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  45. 117.   2.   1.  43.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 88
 ROC AUC score: 0.9959470866691321
 avg_acc_score: 0.8430555555555543
 avg_acc_node: 0.8650000000000027
 mAP score: 0.8900124219932212
 Average mask density: 0.1572634555266423
 pos diff: [0.                    0.5608783675865694    0.0015320745874042353
 0.4801445749672976    0.27782347798347473   0.4016260141807218
 0.023823557794094084  0.4894069983013745   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.5104081064216361   0.12764574427250003
 0.3945271074771881   0.014976710081100464 0.49442727118730545
 0.3638315220673879   0.4020403145716108  ]
 Variance: 0.37420204370091503
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  44. 117.   2.   1.  43.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 89
 ROC AUC score: 0.9959745534792359
 avg_acc_score: 0.8455555555555544
 avg_acc_node: 0.8653333333333357
 mAP score: 0.8910713853156648
 Average mask density: 0.15782551319103838
 pos diff: [0.                    0.5533513916918069    0.0012724702515877968
 0.47950538992881775   0.27787378430366516   0.37991982025484883
 0.023388428241014482  0.4897515635038244   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.511471556976807    0.12772227417338977
 0.3948794175278057   0.014976710081100464 0.4950333264085554
 0.35864277283350626  0.403160053594359   ]
 Variance: 0.3753952885569087
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  43. 117.   2.   1.  43.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 90
 ROC AUC score: 0.9960003003619552
 avg_acc_score: 0.8463888888888877
 avg_acc_node: 0.8660000000000025
 mAP score: 0.8919801948158957
 Average mask density: 0.1584610693465001
 pos diff: [0.                    0.5452771970063202    0.0010079473010764634
 0.478773094849153     0.2779279947280884    0.3581173049826776
 0.022950613498687746  0.4901022628463548   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.5121890826166169   0.12824173604161287
 0.39449920491738755  0.014976710081100464 0.49375123530626297
 0.3606919904549917   0.4051195218645293  ]
 Variance: 0.3765934822907953
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  43. 117.   2.   1.  43.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -46.15895842760801, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 91
 ROC AUC score: 0.9960243663383297
 avg_acc_score: 0.8472222222222211
 avg_acc_node: 0.8670000000000023
 mAP score: 0.8929453152616653
 Average mask density: 0.15914524456987952
 pos diff: [0.                    0.5365721918334646    0.0007333191465740362
 0.47793236970901487   0.27798670530319214   0.33684730673989943
 0.02251754477620125   0.4904437969470846   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.5130753430945814   0.12824173604161287
 0.4024235432798212   0.014976710081100464 0.4958303676497552
 0.3625363618135452   0.40625978646607236 ]
 Variance: 0.37779609933033115
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  43. 117.   2.   1.  44.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 92
 ROC AUC score: 0.9960460490296367
 avg_acc_score: 0.8486111111111099
 avg_acc_node: 0.8696666666666689
 mAP score: 0.8943126698308259
 Average mask density: 0.15985041745914552
 pos diff: [0.0000000000000000e+00 5.2711002787282646e-01 4.4118101931800527e-04
 4.7695014639334243e-01 2.7804961800575256e-01 3.1668897718191147e-01
 2.2114213804403940e-02 4.9074089475746813e-01], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.5202299092919374   0.1280162166958013
 0.40302234292030337  0.014976710081100464 0.5023864464413735
 0.3634192429482937   0.40625978646607236 ]
 Variance: 0.3790162229089343
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  41. 117.   2.   1.  43.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 93
 ROC AUC score: 0.9960643128775035
 avg_acc_score: 0.849999999999999
 avg_acc_node: 0.8693333333333356
 mAP score: 0.8947402854758528
 Average mask density: 0.1605353055889231
 pos diff: [0.0000000000000000e+00 5.1661302457171043e-01 1.2969946073106497e-04
 4.7579446705904876e-01 2.7811670303344727e-01 2.9857932175359420e-01
 2.1751744548479716e-02 4.9095681463849955e-01], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                   0.5202299092919374   0.12829202856899294
 0.399240027774464    0.014976710081100464 0.5023864464413735
 0.3609349146485329   0.39973326952293003 ]
 Variance: 0.38024844917086287
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  41. 117.   2.   1.  43.  85.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 94
 ROC AUC score: 0.9960794390335269
 avg_acc_score: 0.8505555555555545
 avg_acc_node: 0.8700000000000023
 mAP score: 0.8949146380722004
 Average mask density: 0.16118014374888992
 pos diff: [ 0.0000000000000000e+00  5.0500136576900800e-01 -2.0618749058936252e-04
  4.7440740845420143e-01  2.7818801999092102e-01  2.8273562510167399e-01
  2.1444210658470790e-02  4.9107743696919803e-01], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.5229021131007139  0.12885160928915354
 0.39901423345912584 0.04010540246963501 0.5086195819800899
 0.358662037551403   0.4056921760583746 ]
 Variance: 0.38149549998375626
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  40. 117.   2.   1.  42.  85.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 95
 ROC AUC score: 0.9960916356099209
 avg_acc_score: 0.8516666666666656
 avg_acc_node: 0.8700000000000023
 mAP score: 0.8955804026362493
 Average mask density: 0.1617719462981709
 pos diff: [ 0.                     0.49209746053396175   -0.0005756702797471984
  0.4727355209263888     0.27826306223869324    0.26923581140656627
  0.021195920060078303   0.49108559612570135  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.5231366903821298  0.12898832855145792
 0.39907252896915785 0.04010540246963501 0.5102028959701138
 0.3598432183265686  0.4036865475876578 ]
 Variance: 0.38275554285304936
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  40. 117.   2.   1.  42.  84.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 96
 ROC AUC score: 0.9960988945239274
 avg_acc_score: 0.8536111111111099
 avg_acc_node: 0.8710000000000021
 mAP score: 0.8962770012444562
 Average mask density: 0.16228730323210475
 pos diff: [ 0.                     0.47769799643804217   -0.0009808626549303039
  0.4706976180726832     0.2783411741256714     0.25827725784432504
  0.021030708899100622   0.4909639060497284   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.5277275548986167  0.12994495526818203
 0.39907252896915785 0.04010540246963501 0.5102707361502032
 0.36298908839623134 0.4028229883004879 ]
 Variance: 0.38402985073871176
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  39. 116.   2.   1.  42.  83.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 97
 ROC AUC score: 0.9961001151821062
 avg_acc_score: 0.8547222222222209
 avg_acc_node: 0.8716666666666687
 mAP score: 0.8967190977522604
 Average mask density: 0.16272582563926855
 pos diff: [ 0.                     0.46172677904121145   -0.0014238823051295005
  0.46819721948016774    0.27842286229133606    0.24986641108989716
  0.020947327464818956   0.49071016650775384  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.5276679985286775  0.13006331531469487
 0.4021346070549705  0.04010540246963501 0.5153045257733714
 0.36566885660092036 0.4033120695886941 ]
 Variance: 0.38531078693935833
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  39. 116.   2.   1.  41.  83.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 98
 ROC AUC score: 0.9960958598876514
 avg_acc_score: 0.8558333333333322
 avg_acc_node: 0.8716666666666686
 mAP score: 0.8971264319537418
 Average mask density: 0.16309131834127533
 pos diff: [ 0.                     0.44409052473454436   -0.0019046307102707793
  0.4650847700509158     0.278507798910141      0.2438770907540475
  0.02095027416944504    0.4903249627557294   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.5292908263600562  0.12839870487362887
 0.40187183076685123 0.04581660032272339 0.5159421777052264
 0.36566885660092036 0.40082482531152924]
 Variance: 0.38659338563761764
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  39. 117.   2.   1.  41.  83.   5.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 99
 ROC AUC score: 0.996082323588879
 avg_acc_score: 0.8580555555555542
 avg_acc_node: 0.8733333333333352
 mAP score: 0.8978401033414801
 Average mask density: 0.16339389491613887
 pos diff: [ 0.                     0.42497490272541677   -0.0024143681545888097
  0.46118595004081725    0.2785959243774414     0.24001131254819133
  0.021040912717580795   0.4898155927658081   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.5348902753561982  0.1282314852742124
 0.4029924203049053  0.04581660032272339 0.5198795826685044
 0.36257466996709503 0.40892604610015604]
 Variance: 0.3878714314263268
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  38. 117.   2.   1.  40.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 100
 ROC AUC score: 0.9960593712129581
 avg_acc_score: 0.8572222222222213
 avg_acc_node: 0.8753333333333351
 mAP score: 0.8980575199151068
 Average mask density: 0.16364305543694344
 pos diff: [ 0.                    0.4045137067225354   -0.002952501054637688
  0.45644485408609564   0.27868640422821045   0.2379804952971397
  0.02120810697476069   0.4891994770230918  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.5385705700590591  0.12634039984261694
 0.4116295597769997  0.04581660032272339 0.5202103442242069
 0.3587135369578997  0.4098759488812808 ]
 Variance: 0.3891462805802437
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  38. 117.   2.   1.  40.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -46.95532582513988, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary_ep_100.pth.tar

 epoch: 101
 ROC AUC score: 0.9960269927544932
 avg_acc_score: 0.8572222222222213
 avg_acc_node: 0.8750000000000017
 mAP score: 0.898041515279996
 Average mask density: 0.16385824542662686
 pos diff: [ 0.                     0.38289906417042757   -0.0035140950325106787
  0.4506251519376581     0.27879273891448975    0.2373447853230661
  0.02144222358862559    0.4884928896509368   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.5448714982379567  0.12636053241974066
 0.4130476664413105  0.04581660032272339 0.5106770985068814
 0.357652115325133   0.4098759488812808 ]
 Variance: 0.39040889788871214
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  37. 117.   2.   1.  42.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 102
 ROC AUC score: 0.9959865099261522
 avg_acc_score: 0.856388888888888
 avg_acc_node: 0.8766666666666686
 mAP score: 0.8977882162952355
 Average mask density: 0.16406282781587245
 pos diff: [ 0.                    0.36053617717313374  -0.004098503303921913
  0.44343007857149297   0.2788996696472168    0.23758108168840408
  0.021713479856650033  0.487720791122009   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.545740508836163    0.12733653926652325
  0.41458855108781295 -0.05045360326766968  0.5106708948169986
  0.3578955685098966   0.4098759488812808 ]
 Variance: 0.3916494107914891
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  37. 117.   2.   1.  42.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 103
 ROC AUC score: 0.9959364959586209
 avg_acc_score: 0.8558333333333323
 avg_acc_node: 0.8756666666666684
 mAP score: 0.8972299747814387
 Average mask density: 0.16426546178838164
 pos diff: [ 0.                    0.3377000031885037   -0.004685668659604286
  0.43460118770599365   0.27900856733322144   0.23830708572941442
  0.02201861043771108   0.4868991780897667  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5563221389104512   0.12705877768106696
  0.41714574640447444 -0.05045360326766968  0.5104592632382147
  0.35468023270368576  0.408869917536604  ]
 Variance: 0.39286834752511673
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  35. 117.   2.   1.  42.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 104
 ROC AUC score: 0.995879740356
 avg_acc_score: 0.8552777777777768
 avg_acc_node: 0.875333333333335
 mAP score: 0.8967762521560466
 Average mask density: 0.1644813100015684
 pos diff: [ 0.                    0.31501102915480117  -0.005260201771397236
  0.4238846768032421    0.2791195511817932    0.23904361095159285
  0.022343641519546507  0.4860657309663707  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5594995029209074   0.12650447591277195
  0.4197413672100414  -0.05045360326766968  0.5157739152350733
  0.3554446036616961   0.4138875351897601 ]
 Variance: 0.3940662463544948
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  34. 117.   2.   1.  41.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 105
 ROC AUC score: 0.995817940033266
 avg_acc_score: 0.8555555555555546
 avg_acc_node: 0.875333333333335
 mAP score: 0.8961264609564489
 Average mask density: 0.16472262159720047
 pos diff: [ 0.                    0.2929207304538774   -0.005811430452283749
  0.41123247796838935   0.27923259139060974   0.2393306866288185
  0.022678059339523316  0.48526122498101204 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5636771998622201   0.12650447591277195
  0.4157849268479781  -0.05045360326766968  0.5157532429983539
  0.35504314477245014  0.41640120385022   ]
 Variance: 0.39524067358161297
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 117.   2.   1.  41.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 106
 ROC AUC score: 0.9957540715954043
 avg_acc_score: 0.8552777777777769
 avg_acc_node: 0.8740000000000017
 mAP score: 0.8956727346490954
 Average mask density: 0.16499550635893967
 pos diff: [ 0.                    0.2718850528159417   -0.00631785860731582
  0.3967698790810325    0.27934733033180237   0.23882005580009952
  0.022989655037720998  0.4845071876871175  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5691201487355981   0.12498198560446747
  0.4157849268479781  -0.05045360326766968  0.5204322225143833
  0.35255303358038265  0.41783812539330845]
 Variance: 0.39638174841164103
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  32. 117.   2.   1.  40.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 107
 ROC AUC score: 0.9956921211917465
 avg_acc_score: 0.8549999999999992
 avg_acc_node: 0.8743333333333351
 mAP score: 0.8952251370417705
 Average mask density: 0.16530282201974003
 pos diff: [ 0.                    0.25241077266448786  -0.006771884920183292
  0.38099183656952595   0.27946412563323975   0.23725789593112084
  0.02325908193985621   0.48382769833351    ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5686346368848785   0.12498198560446747
  0.4157849268479781  -0.05045360326766968  0.5193541571497917
  0.3518002577126026   0.41784157269987565]
 Variance: 0.3974843003631253
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  32. 117.   2.   1.  40.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 108
 ROC AUC score: 0.995634008857576
 avg_acc_score: 0.8547222222222214
 avg_acc_node: 0.8746666666666683
 mAP score: 0.8948137767566624
 Average mask density: 0.16563952650344071
 pos diff: [ 0.                     0.2347186410968954    -0.0071633352228432645
  0.3647825907577168     0.2795901894569397     0.2344731301549942
  0.02348999654253324    0.4832350190343528   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5732736380632258   0.12504404561578736
  0.41877425583926114 -0.05045360326766968  0.5199722830326327
  0.34694768910606705  0.41722425150460213]
 Variance: 0.3985478141090375
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   2.   1.  40.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 109
 ROC AUC score: 0.9955817947037042
 avg_acc_score: 0.853888888888888
 avg_acc_node: 0.8746666666666683
 mAP score: 0.8943311273931361
 Average mask density: 0.16598499971702782
 pos diff: [ 0.                    0.21903931774383734  -0.007490938606341023
  0.34930659532547      0.2797206938266754    0.2305578740854417
  0.023670268803834917  0.48272821923782083 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5687453973391825   0.12441850570607776
  0.425415499643846   -0.05045360326766968  0.5198323784335968
  0.3475772763291995   0.4208562482019951 ]
 Variance: 0.39957531343297653
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  32. 117.   1.   1.  40.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 110
 ROC AUC score: 0.9955366493613358
 avg_acc_score: 0.8544444444444435
 avg_acc_node: 0.8733333333333351
 mAP score: 0.8939452501638135
 Average mask density: 0.1663017499866549
 pos diff: [ 0.                    0.20552918511973925  -0.007738078674994224
  0.3347357007590207    0.27984941005706787   0.22579993067249174
  0.023808235426743825  0.4822927148177706  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5687446170601963   0.12351006737425307
  0.4272597009485418  -0.05045360326766968  0.5188151400896811
  0.3511998616158962   0.4208562482019951 ]
 Variance: 0.40057093360018753
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  32. 117.   1.   1.  40.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -46.4804354775697, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 111
 ROC AUC score: 0.9954986298612211
 avg_acc_score: 0.8536111111111101
 avg_acc_node: 0.8716666666666684
 mAP score: 0.8936989345186265
 Average mask density: 0.16656595887634243
 pos diff: [ 0.                    0.19407883902226597  -0.007908949428353428
  0.32116749774325976   0.27997541427612305   0.22053655621505552
  0.02391748676697413   0.4819080547012132  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5713075931407203   0.12351006737425307
  0.42791840163144196 -0.05045360326766968  0.5272159811950499
  0.3511998616158962   0.4301040593920083 ]
 Variance: 0.4015393972833621
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  38.  85.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 112
 ROC AUC score: 0.9954659882608703
 avg_acc_score: 0.8544444444444432
 avg_acc_node: 0.8710000000000016
 mAP score: 0.8934496125654986
 Average mask density: 0.16675221443355134
 pos diff: [ 0.                    0.18443013567569827  -0.00798537391276399
  0.3085182417522777    0.28010261058807373   0.21513434066887824
  0.024015089124441148  0.48155160916262657 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5708521052825549   0.1208157059082315
  0.4274516203186729  -0.05045360326766968  0.5275633969614583
  0.3512050506969293   0.4300468826088412 ]
 Variance: 0.402483354789657
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  38.  85.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 113
 ROC AUC score: 0.9954377500348186
 avg_acc_score: 0.8549999999999989
 avg_acc_node: 0.871333333333335
 mAP score: 0.8934131417701826
 Average mask density: 0.166841507814458
 pos diff: [ 0.                    0.17644041949067235  -0.00800836751283693
  0.2969672744924372    0.2802274823188782    0.2099635473662807
  0.024117048581441244  0.4811982199035842  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5708228290573625   0.1186897087195688
  0.4274516203186729  -0.05045360326766968  0.5275432568403983
  0.35153634374340376  0.4300468826088412 ]
 Variance: 0.4034079799892307
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  38.  85.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 114
 ROC AUC score: 0.9954118250560702
 avg_acc_score: 0.8547222222222209
 avg_acc_node: 0.8716666666666681
 mAP score: 0.8934641067126006
 Average mask density: 0.1668168129049764
 pos diff: [ 0.                    0.16987351420497107  -0.007980225253696283
  0.28643149733543394   0.28034546971321106   0.20527092463547184
  0.02424808715780576   0.48082588510266666 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5709683757182981   0.12028663119008719
  0.4279549360275269  -0.05045360326766968  0.5275432568403983
  0.3518308110535145   0.4300468826088412 ]
 Variance: 0.4043202449956547
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  38.  85.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 115
 ROC AUC score: 0.9953881512911762
 avg_acc_score: 0.8541666666666655
 avg_acc_node: 0.8716666666666684
 mAP score: 0.8934571648646503
 Average mask density: 0.16668123335783452
 pos diff: [ 0.                    0.16453358949708544  -0.007917335949653437
  0.27685825553807347   0.2804577052593231    0.20108947181893932
  0.024406024316946665  0.4804306061103426  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5710231055898115   0.12032304667244273
  0.4249711372635581  -0.05045360326766968  0.5278621484195033
  0.34648987973729767  0.4300468826088412 ]
 Variance: 0.4052220080351234
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  38.  86.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 116
 ROC AUC score: 0.9953645865850868
 avg_acc_score: 0.8527777777777766
 avg_acc_node: 0.871333333333335
 mAP score: 0.8931432669658366
 Average mask density: 0.16643055754642533
 pos diff: [ 0.                    0.16019693140156013  -0.007825536915093413
  0.2681628411466425    0.28056538105010986   0.19763301120650384
  0.024610771238803862  0.4799940103086932  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5710273616570086   0.12032304667244273
  0.4249711372635581  -0.05045360326766968  0.5339153459475886
  0.34850339392820995  0.4309298961326994 ]
 Variance: 0.4061141025197085
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  37.  86.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 117
 ROC AUC score: 0.9953399232866361
 avg_acc_score: 0.8516666666666656
 avg_acc_node: 0.8710000000000016
 mAP score: 0.8928530801764493
 Average mask density: 0.16606422487364098
 pos diff: [ 0.                    0.15671062469482422  -0.007711633916728753
  0.26028473377227784   0.2806679308414459    0.19498735642240894
  0.02487235963344574   0.4795103103950106  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5710273616570086   0.12032304667244273
  0.42923843264579775 -0.05045360326766968  0.5320932874756474
  0.34850339392820995  0.43091178094518595]
 Variance: 0.4069976693405952
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  37.  86.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 118
 ROC AUC score: 0.9953132308940982
 avg_acc_score: 0.8519444444444434
 avg_acc_node: 0.8710000000000016
 mAP score: 0.8925629374488065
 Average mask density: 0.16558704488867398
 pos diff: [ 0.                    0.15391020119682816  -0.007582401194848305
  0.2530902932990681    0.28076544404029846   0.19318783619711477
  0.025195345282554626  0.4789743634133503  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5710273616570086   0.12032304667244273
  0.42923843264579775 -0.05045360326766968  0.5320932874756474
  0.34850339392820995  0.43083746885431223]
 Variance: 0.40787411886461994
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  37.  86.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 119
 ROC AUC score: 0.9952845344209598
 avg_acc_score: 0.8508333333333322
 avg_acc_node: 0.8706666666666684
 mAP score: 0.8922998789399751
 Average mask density: 0.16500909907332104
 pos diff: [ 0.                    0.15166767520352828  -0.007433909768900596
  0.2465202813798731    0.2808569371700287    0.1922042213620678
  0.025587512801090877  0.47838932018855523 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5710273616570086   0.12032304667244273
  0.4278844118118286  -0.05045360326766968  0.5320932874756474
  0.3512807006637255   0.43083746885431223]
 Variance: 0.40874382545321875
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  37.  86.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 120
 ROC AUC score: 0.995254569263747
 avg_acc_score: 0.8505555555555544
 avg_acc_node: 0.8706666666666681
 mAP score: 0.8916325531622364
 Average mask density: 0.16435035751886745
 pos diff: [ 0.                     0.14989769778960993   -0.0072808263223033305
  0.24056471586227418    0.28094643354415894    0.19188928363784666
  0.02605050429701805    0.47776142739016436  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5708124519379671   0.12030173431743275
  0.4278844118118286  -0.05045360326766968  0.5266736394936039
  0.3512807006637255   0.43083746885431223]
 Variance: 0.4096035759925874
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  38.  86.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -45.849425008520484, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 121
 ROC AUC score: 0.9952239137342854
 avg_acc_score: 0.8497222222222212
 avg_acc_node: 0.8700000000000015
 mAP score: 0.890900506922347
 Average mask density: 0.1636279283144684
 pos diff: [ 0.                    0.1485292123368949   -0.007126942400104743
  0.23516636165705593   0.2810257375240326    0.19210559802670632
  0.026568118979533515  0.4771100616660611  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5708401892796036   0.12030173431743275
  0.4278844118118286  -0.05045360326766968  0.5266736394936039
  0.34655864387750623  0.43129390221217584]
 Variance: 0.41045642807152644
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  38.  87.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 122
 ROC AUC score: 0.9951935593672108
 avg_acc_score: 0.8491666666666655
 avg_acc_node: 0.8696666666666683
 mAP score: 0.8904389686700108
 Average mask density: 0.16285931634656425
 pos diff: [ 0.                    0.1474826981213467   -0.006972925475806244
  0.23020591898397966   0.28109729290008545   0.19273316283379832
  0.027130651473999023  0.47643765909918423 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5708401892796036   0.1194674005685759
  0.4278844118118286  -0.05045360326766968  0.5266736394936039
  0.3470462277531624   0.43729818894945344]
 Variance: 0.4112995520504821
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  38.  87.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 123
 ROC AUC score: 0.9951628758226436
 avg_acc_score: 0.8480555555555543
 avg_acc_node: 0.8700000000000017
 mAP score: 0.8897088165486209
 Average mask density: 0.16206092086499013
 pos diff: [ 0.                    0.1466897612760875   -0.00682085383036905
  0.22567980289459227   0.28116264939308167   0.19364863610075367
  0.027732676764329275  0.4757568260719036  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5710991330383238   0.11945534663752091
  0.4287301334467801  -0.05045360326766968  0.5266736394936039
  0.3470462277531624   0.43729818894945344]
 Variance: 0.4121290789321197
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  38.  87.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 124
 ROC AUC score: 0.9951334179389527
 avg_acc_score: 0.8474999999999989
 avg_acc_node: 0.8703333333333351
 mAP score: 0.8895714946894961
 Average mask density: 0.16124328702134774
 pos diff: [ 0.                    0.14609759282474674  -0.006671271294601692
  0.22149679146029733   0.28122249245643616   0.19474789860748476
  0.028355061014493307  0.47508758409269924 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5710991330383238   0.11999059117530003
  0.4287301334467801  -0.05045360326766968  0.5266736394936039
  0.3470462277531624   0.43729818894945344]
 Variance: 0.4129487982697118
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  38.  87.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 125
 ROC AUC score: 0.9951063973694617
 avg_acc_score: 0.8474999999999989
 avg_acc_node: 0.8696666666666683
 mAP score: 0.8891612252718738
 Average mask density: 0.1604310441066188
 pos diff: [ 0.                    0.14566400450123243  -0.006527922123916878
  0.2176086274060336    0.2812757194042206    0.19579736503862566
  0.028987342367569606  0.47444135721387537 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5709793419877359   0.11999059117530003
  0.42783967093987896 -0.05045360326766968  0.5267881227116431
  0.3431166758139928   0.4372641675431153 ]
 Variance: 0.41375529373290776
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 117.   1.   1.  38.  88.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 126
 ROC AUC score: 0.9950817480785639
 avg_acc_score: 0.8480555555555546
 avg_acc_node: 0.8690000000000019
 mAP score: 0.8889401266310445
 Average mask density: 0.15963875671478142
 pos diff: [ 0.                    0.14534954837531097  -0.006392893466082486
  0.21396963677623054   0.2813221216201782    0.1966662709751437
  0.029611871391534806  0.47382692633004025 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5628731605435205   0.11999059117530003
  0.42445792230692775 -0.05045360326766968  0.5267881227116431
  0.34263175576925275  0.4372641675431153 ]
 Variance: 0.4145446497310961
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 117.   1.   1.  38.  88.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 127
 ROC AUC score: 0.995061315061081
 avg_acc_score: 0.8480555555555546
 avg_acc_node: 0.8680000000000018
 mAP score: 0.8889575970700541
 Average mask density: 0.15887841548902937
 pos diff: [ 0.                    0.14511123570528897  -0.006266168572685935
  0.21053886142644015   0.2813621759414673    0.1972516159857473
  0.030240698158740996  0.47325539640311537 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5628731605435205   0.11884199686286863
  0.4272219717502594  -0.05045360326766968  0.5309356008806536
  0.34263175576925275  0.4372641675431153 ]
 Variance: 0.4153139080361639
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  37.  88.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 128
 ROC AUC score: 0.9950446930985187
 avg_acc_score: 0.8472222222222213
 avg_acc_node: 0.8683333333333351
 mAP score: 0.889224661308873
 Average mask density: 0.15816552297539674
 pos diff: [ 0.                    0.14491173107761982  -0.006145264245261831
  0.20728865536776456   0.28139686584472656   0.19739552947782701
  0.030839620033899943  0.4727423047197276  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5628766998771794   0.118561189036724
  0.4272219717502594  -0.05045360326766968  0.5310086949217704
  0.3429249415795008   0.4382426039925937 ]
 Variance: 0.41605555233593444
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  37.  88.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 129
 ROC AUC score: 0.9950326846235491
 avg_acc_score: 0.8466666666666659
 avg_acc_node: 0.8683333333333351
 mAP score: 0.8891962282409662
 Average mask density: 0.1575094759772054
 pos diff: [ 0.                    0.14472506139889235  -0.006034057741322793
  0.20418932356617667   0.28142672777175903   0.19701223604140744
  0.03139906177918116   0.4722905158996582  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5628766998771794   0.118561189036724
  0.4272219717502594  -0.05045360326766968  0.5346174917874797
  0.3429249415795008   0.4382426039925937 ]
 Variance: 0.41676802900167115
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  36.  88.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 130
 ROC AUC score: 0.9950262421497672
 avg_acc_score: 0.8469444444444437
 avg_acc_node: 0.8690000000000019
 mAP score: 0.889280100819863
 Average mask density: 0.15691239278754482
 pos diff: [ 0.                     0.1445231316996015    -0.0059319892205482675
  0.20121336741880938    0.28145164251327515    0.19609051630381616
  0.03189896096785863    0.4718996286392212   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5628766998771794   0.11849773127185412
  0.42761174061081625 -0.05045360326766968  0.5397382311282619
  0.3380272770921389   0.4382426039925937 ]
 Variance: 0.41744862826221973
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  35.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -44.97506620362401, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 131
 ROC AUC score: 0.9950237958307119
 avg_acc_score: 0.8474999999999993
 avg_acc_node: 0.8690000000000019
 mAP score: 0.8895800092447715
 Average mask density: 0.1563729969779235
 pos diff: [ 0.                    0.14428490351054293  -0.005838508940925283
  0.19833169362761757   0.2814721167087555    0.19468644021018858
  0.03233793502052625   0.4715645112868013  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5610047460587557   0.11849773127185412
  0.42682845538312736 -0.05045360326766968  0.5397382311282619
  0.3380272770921389   0.43904102619352015]
 Variance: 0.41809820850089996
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  35.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 132
 ROC AUC score: 0.9950257879048382
 avg_acc_score: 0.8480555555555548
 avg_acc_node: 0.8690000000000014
 mAP score: 0.8897397314669937
 Average mask density: 0.15588377110910528
 pos diff: [ 0.                    0.14398619015354755  -0.005753823055708704
  0.19552323547276584   0.28148823976516724   0.19290839832636617
  0.03272265071670214   0.4712778864235714  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5610047460587557   0.11842399934106622
  0.42540958577936344 -0.05045360326766968  0.5386939226619659
  0.3380272770921389   0.43904102619352015]
 Variance: 0.4187195413180398
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  35.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 133
 ROC AUC score: 0.9950303283530479
 avg_acc_score: 0.8480555555555547
 avg_acc_node: 0.8686666666666683
 mAP score: 0.8897686385167344
 Average mask density: 0.15543846689024604
 pos diff: [ 0.                    0.14360678294473442  -0.005677780829185296
  0.19277165613391184   0.28150007128715515   0.19084968562087706
  0.03306020796298981   0.47103468251639397 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5610047460587557   0.11842399934106622
  0.4269789435646751  -0.05045360326766968  0.5386939226619659
  0.33644856040676435  0.43904102619352015]
 Variance: 0.41931559170930766
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  35.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 134
 ROC AUC score: 0.995036850869989
 avg_acc_score: 0.8483333333333326
 avg_acc_node: 0.8690000000000014
 mAP score: 0.8903046110531153
 Average mask density: 0.15502711060153485
 pos diff: [ 0.                    0.14313492326697042  -0.005606669778666221
  0.19006144783713602   0.2815074324607849    0.18862970149324787
  0.03336385612686475   0.4708222469379162  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5610047460587557   0.11842399934106622
  0.42531995448199184 -0.05045360326766968  0.5386939226619659
  0.3366106368601322   0.43904102619352015]
 Variance: 0.4198910948978219
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  35.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 135
 ROC AUC score: 0.9950437796059636
 avg_acc_score: 0.849166666666666
 avg_acc_node: 0.8690000000000014
 mAP score: 0.8907592150910528
 Average mask density: 0.15463941361989253
 pos diff: [ 0.                    0.14255743406035684  -0.005540200994034444
  0.18737718760967254   0.2815103232860565    0.18638214276682946
  0.03364719574650129   0.4706303693097213  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5611245371093435   0.11842399934106622
  0.42531995448199184 -0.05045360326766968  0.5386939226619659
  0.3366106368601322   0.43904102619352015]
 Variance: 0.4204499666838542
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  35.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 136
 ROC AUC score: 0.9950511595852484
 avg_acc_score: 0.8494444444444437
 avg_acc_node: 0.8696666666666683
 mAP score: 0.8911975317897863
 Average mask density: 0.1542616785100991
 pos diff: [ 0.                    0.1418925612426001   -0.005476864901455966
  0.1847813522273844    0.2815081477165222    0.18421377433884528
  0.0339299313724041    0.4704482940764263  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.561119967748311    0.11904783780909767
  0.4244856834411621  -0.05045360326766968  0.5386939226619659
  0.33611103271444637  0.43904102619352015]
 Variance: 0.4209967289106691
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  35.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 137
 ROC AUC score: 0.9950579612527075
 avg_acc_score: 0.8494444444444437
 avg_acc_node: 0.8703333333333347
 mAP score: 0.8913934724819101
 Average mask density: 0.15388500371582417
 pos diff: [ 0.                    0.14113858465320808  -0.005415862749430759
  0.1822273251685229    0.2815011143684387    0.1822277055152001
  0.03422505334019661   0.4702663925187341  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5612335387340261   0.11904783780909767
  0.4244856834411621  -0.05045360326766968  0.5386939226619659
  0.3369635380804539   0.4412559774415246 ]
 Variance: 0.4215357451281353
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  35.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 138
 ROC AUC score: 0.9950636363126999
 avg_acc_score: 0.8499999999999993
 avg_acc_node: 0.8696666666666683
 mAP score: 0.8914074578157483
 Average mask density: 0.15350326540096612
 pos diff: [ 0.                    0.14029615156906694  -0.005360893227837302
  0.17972075641155244   0.2814894914627075    0.18047638910432015
  0.0345437395075957    0.4700790438158759  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5612335387340261   0.11904783780909767
  0.4244856834411621  -0.05045360326766968  0.5388503531294484
  0.3369635380804539   0.4412559774415246 ]
 Variance: 0.4220686533994514
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  35.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 139
 ROC AUC score: 0.9950685009357044
 avg_acc_score: 0.8508333333333327
 avg_acc_node: 0.8696666666666683
 mAP score: 0.8917152125945172
 Average mask density: 0.1531185595379239
 pos diff: [ 0.                    0.13938631572999244  -0.005311281227868451
  0.17726245630871165   0.2814735472202301    0.17891970108593663
  0.03487717608610789   0.4698910065766039  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5612335387340261   0.11904783780909767
  0.4244856834411621  -0.05045360326766968  0.5388503531294484
  0.3369635380804539   0.4418769679192839 ]
 Variance: 0.42259476913396765
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  35.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 140
 ROC AUC score: 0.995072884299214
 avg_acc_score: 0.8511111111111104
 avg_acc_node: 0.8700000000000017
 mAP score: 0.8919957290216662
 Average mask density: 0.1527270900033482
 pos diff: [ 0.                    0.13841612304537748  -0.005266206569908079
  0.17485004555095326   0.2814534306526184    0.17759213909026114
  0.035229491690794625  0.4696989778814645  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5612058013923897   0.11904783780909767
  0.42541978901082816 -0.05045360326766968  0.5441542335094944
  0.3369635380804539   0.4418769679192839 ]
 Variance: 0.4231156455523053
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  34.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -44.56976131349802, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 141
 ROC AUC score: 0.9950757028189599
 avg_acc_score: 0.8513888888888881
 avg_acc_node: 0.8700000000000017
 mAP score: 0.8920131666432707
 Average mask density: 0.15232560979611595
 pos diff: [ 0.                    0.13739559842535287  -0.005225439455883562
  0.17249070676890285   0.28142935037612915   0.17650902920192288
  0.03560738811890284   0.46949941330942613 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5605575196013963   0.1183742880821228
  0.42880153764377943 -0.05045360326766968  0.5441542335094944
  0.33950078586737314  0.4418769679192839 ]
 Variance: 0.4236334452465576
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  34.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 142
 ROC AUC score: 0.9950769845100478
 avg_acc_score: 0.8519444444444435
 avg_acc_node: 0.870333333333335
 mAP score: 0.8926350397409095
 Average mask density: 0.15191064552963765
 pos diff: [ 0.                    0.1363308636610173   -0.005189218550674187
  0.1701833196661689    0.2814013361930847    0.17568388485139416
  0.03601267784833908   0.46928747820443123 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5605575196013963   0.1183742880821228
  0.42880153764377943 -0.05045360326766968  0.5445014762301599
  0.33950078586737314  0.4418769679192839 ]
 Variance: 0.42414899111214444
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  34.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 143
 ROC AUC score: 0.9950775878353608
 avg_acc_score: 0.8522222222222213
 avg_acc_node: 0.870333333333335
 mAP score: 0.8927767499637603
 Average mask density: 0.1514835069344139
 pos diff: [ 0.                    0.13523673223069876  -0.005157564050895123
  0.16794224814935163   0.2813698947429657    0.17509036679421702
  0.03644867166876793   0.4690662689250091  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5605575196013963   0.1183742880821228
  0.42880153764377943 -0.05045360326766968  0.5498256870815831
  0.33950078586737314  0.4418769679192839 ]
 Variance: 0.4246613302051532
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 144
 ROC AUC score: 0.995077021530009
 avg_acc_score: 0.8524999999999991
 avg_acc_node: 0.8710000000000016
 mAP score: 0.8932499388119489
 Average mask density: 0.15104700774067217
 pos diff: [ 0.                    0.13413760755672927  -0.005131133578040383
  0.16578790735114704   0.2813354432582855    0.1746831216639088
  0.036908045907815296  0.46883947633463763 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5605575196013963   0.11767464088014334
  0.42880153764377943 -0.05045360326766968  0.5498256870815831
  0.3388245532910029   0.4418769679192839 ]
 Variance: 0.42517114310863613
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 145
 ROC AUC score: 0.9950763831858137
 avg_acc_score: 0.852777777777777
 avg_acc_node: 0.871333333333335
 mAP score: 0.8936558014678113
 Average mask density: 0.1506064736756339
 pos diff: [ 0.                    0.13304608419906994  -0.005110851989304724
  0.16371677246960728   0.2813018262386322    0.17439406845838792
  0.037385768443346026  0.4686137340192137  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5605579767345397   0.11767464088014334
  0.42880153764377943 -0.05045360326766968  0.5499441441028349
  0.33861835598945617  0.4418769679192839 ]
 Variance: 0.4256755418600808
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 146
 ROC AUC score: 0.9950764172041564
 avg_acc_score: 0.852777777777777
 avg_acc_node: 0.8720000000000014
 mAP score: 0.8939197250324064
 Average mask density: 0.1501728494178871
 pos diff: [ 0.                    0.13198891651531883  -0.005097503011876886
  0.16174748187715357   0.2812662422657013    0.1740720248030078
  0.03785770932833354   0.46840207689795    ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5623264980217642   0.11767464088014334
  0.42880153764377943 -0.05045360326766968  0.5499441441028349
  0.33861835598945617  0.4418769679192839 ]
 Variance: 0.42616878063032787
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 147
 ROC AUC score: 0.9950780821018692
 avg_acc_score: 0.8533333333333325
 avg_acc_node: 0.8720000000000014
 mAP score: 0.8942033838572416
 Average mask density: 0.1497495670056856
 pos diff: [ 0.                    0.13098616072954225  -0.005093593489040028
  0.15988549969413063   0.28122881054878235   0.17366893709667267
  0.038316016147534056  0.46820574433639134 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5605069288044922   0.11767464088014334
  0.4294798585501584  -0.05045360326766968  0.5499441441028349
  0.33531985705097517  0.4409020322150198 ]
 Variance: 0.4266487920425138
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  90.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 148
 ROC AUC score: 0.9950810827198024
 avg_acc_score: 0.8549999999999992
 avg_acc_node: 0.8716666666666681
 mAP score: 0.8945887336880574
 Average mask density: 0.149337710756419
 pos diff: [ 0.                    0.13003765502251868  -0.005098946330961117
  0.1581271079453555    0.28118982911109924   0.17317546639711626
  0.03875794286529223   0.46802533238098537 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5605710476390586   0.11767464088014334
  0.4294798585501584  -0.05045360326766968  0.5499441441028349
  0.33531985705097517  0.4409020322150198 ]
 Variance: 0.4271162694426534
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  90.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 149
 ROC AUC score: 0.9950857872564886
 avg_acc_score: 0.8555555555555546
 avg_acc_node: 0.8720000000000016
 mAP score: 0.8950332269399032
 Average mask density: 0.14893922817285918
 pos diff: [ 0.                    0.1291508888902743   -0.005113156373835792
  0.1564915575764396    0.28114914894104004   0.17255461408245948
  0.03918019036451976   0.46786300632460365 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5605710476390586   0.11767464088014334
  0.4294798585501584  -0.05045360326766968  0.5499441441028349
  0.33557564318180083  0.4409020322150198 ]
 Variance: 0.42757040590304807
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  90.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 150
 ROC AUC score: 0.9950927800269905
 avg_acc_score: 0.8561111111111105
 avg_acc_node: 0.8723333333333348
 mAP score: 0.8954907886682985
 Average mask density: 0.1485528793750591
 pos diff: [ 0.                    0.1283371345070768   -0.005136883702159913
  0.1549835205078125    0.28110483288764954   0.17180426322644757
  0.03958195547262828   0.4677181886187915  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5604927098948108   0.11767464088014334
  0.4294798585501584  -0.05045360326766968  0.5498585638500029
  0.33557564318180083  0.4401036100140933 ]
 Variance: 0.4280125161466535
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  90.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -44.122057143598795, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 151
 ROC AUC score: 0.9951014096800996
 avg_acc_score: 0.8563888888888882
 avg_acc_node: 0.8726666666666683
 mAP score: 0.895874032879845
 Average mask density: 0.14817829196964794
 pos diff: [ 0.                    0.12759606207697843  -0.005169692857206361
  0.15361018614335495   0.2810582220554352    0.17093197688941034
  0.0399609220524629    0.4675903592644067  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.560252874597045    0.11767464088014334
  0.4294798585501584  -0.05045360326766968  0.5498585638500029
  0.33557564318180083  0.44012172520160675]
 Variance: 0.4284423269025637
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  90.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 152
 ROC AUC score: 0.995111634193157
 avg_acc_score: 0.8569444444444438
 avg_acc_node: 0.8730000000000017
 mAP score: 0.8960196326112293
 Average mask density: 0.14781036567040454
 pos diff: [ 0.                    0.12695906502156218  -0.005213684533253189
  0.1523828994144093    0.2810076177120209    0.16994116190941103
  0.04031608651081721   0.46747836110920743 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5637534401140922   0.11767464088014334
  0.4294798585501584  -0.05045360326766968  0.5496231012286679
  0.3353161645432313   0.44012172520160675]
 Variance: 0.42886095346559633
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  32. 118.   1.   1.  33.  90.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 153
 ROC AUC score: 0.9951237347177598
 avg_acc_score: 0.8569444444444438
 avg_acc_node: 0.8733333333333348
 mAP score: 0.8963272182868705
 Average mask density: 0.14744940837379467
 pos diff: [ 0.                    0.12641734796122087  -0.005266465185102352
  0.15128387700427662   0.28095340728759766   0.16884069673476682
  0.040647810449202855  0.46738147735595703 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5637534401140922   0.11767464088014334
  0.4294798585501584  -0.05045360326766968  0.5496231012286679
  0.33924499079585074  0.44012172520160675]
 Variance: 0.4292693611538174
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  32. 118.   1.   1.  33.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 154
 ROC AUC score: 0.9951373690694022
 avg_acc_score: 0.8569444444444438
 avg_acc_node: 0.873666666666668
 mAP score: 0.8969255536473529
 Average mask density: 0.14709445457240844
 pos diff: [ 0.                    0.12595489251712136  -0.005327107246257057
  0.15029449517076665   0.2808961868286133    0.16766610525308118
  0.04096019938588143   0.4672977729090329  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5589197713974093   0.1178831733947943
  0.4294798585501584  -0.05045360326766968  0.5496258906299069
  0.33924499079585074  0.43818536657711554]
 Variance: 0.42966817156050846
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 155
 ROC AUC score: 0.9951515737285545
 avg_acc_score: 0.8574999999999993
 avg_acc_node: 0.8740000000000014
 mAP score: 0.8972588328980984
 Average mask density: 0.14674091421323676
 pos diff: [ 0.                    0.12556988542730158  -0.005394877234766306
  0.14941296198151327   0.2808355987071991    0.1664658282552996
  0.04125909383098284   0.46722286374404515 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5589239200777258   0.1178831733947943
  0.4294798585501584  -0.05045360326766968  0.549108556922405
  0.3393519647419453   0.43818536657711554]
 Variance: 0.43005884474111106
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 156
 ROC AUC score: 0.9951672501812978
 avg_acc_score: 0.8569444444444436
 avg_acc_node: 0.8756666666666681
 mAP score: 0.8973665026016224
 Average mask density: 0.14638778148125417
 pos diff: [ 0.                    0.12524647555075402  -0.005468359663466777
  0.14862304384058173   0.2807720899581909    0.16527105891896832
  0.04154893532395363   0.4671539140158686  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5589239200777258   0.1178831733947943
  0.4320052742958069  -0.05045360326766968  0.5492377995002654
  0.34082783907651903  0.43818536657711554]
 Variance: 0.4304422547062065
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 157
 ROC AUC score: 0.9951829656550814
 avg_acc_score: 0.8580555555555547
 avg_acc_node: 0.8756666666666679
 mAP score: 0.8976746342978278
 Average mask density: 0.14603548625460214
 pos diff: [ 0.                     0.12496841717357478   -0.0055464939637617635
  0.14790746136145158    0.2807063162326813     0.16409820462426833
  0.04183204174041748    0.4670897573232651   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5589239200777258   0.1178831733947943
  0.43213831619782883 -0.05045360326766968  0.5493497533663627
  0.3408467575907707   0.4382937504299756 ]
 Variance: 0.43081902699234215
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 158
 ROC AUC score: 0.995198961279922
 avg_acc_score: 0.8577777777777772
 avg_acc_node: 0.8763333333333346
 mAP score: 0.8980310093302736
 Average mask density: 0.14568298829202064
 pos diff: [ 0.                    0.12471893873096497  -0.005627283133751105
  0.14725227572701194   0.28063860535621643   0.16296206414699554
  0.042112586398919426  0.46702774434254085 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5589239200777258   0.1178831733947943
  0.4340521059252999  -0.05045360326766968  0.5493497533663627
  0.3408467575907707   0.4382937504299756 ]
 Variance: 0.43119005814921024
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  33.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 159
 ROC AUC score: 0.9952148338384056
 avg_acc_score: 0.8583333333333326
 avg_acc_node: 0.8763333333333346
 mAP score: 0.8984531669052086
 Average mask density: 0.14533055609781909
 pos diff: [ 0.                    0.12448743404435718  -0.005709898127012016
  0.14664271094582298   0.2805694043636322    0.161876026420824
  0.042393481731414794  0.466966844838241   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5589239200777258   0.1178831733947943
  0.4350978889248588  -0.05045360326766968  0.5537271401093852
  0.3408467575907707   0.4382937504299756 ]
 Variance: 0.4315556952100988
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 160
 ROC AUC score: 0.9952303151859483
 avg_acc_score: 0.8586111111111104
 avg_acc_node: 0.8770000000000014
 mAP score: 0.8988763354672248
 Average mask density: 0.14497758822786463
 pos diff: [ 0.                    0.12425468209361241  -0.005792570015615668
  0.14604838165369902   0.28050243854522705   0.16086776602652766
  0.0426809993882974    0.46690524652086457 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5589239200777258   0.1178831733947943
  0.4350978889248588  -0.05045360326766968  0.5537271401093852
  0.3406297037998835   0.4363214892560038 ]
 Variance: 0.43191768009272874
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -43.719715965911746, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 161
 ROC AUC score: 0.9952450741439786
 avg_acc_score: 0.8594444444444438
 avg_acc_node: 0.8780000000000012
 mAP score: 0.8993057455633016
 Average mask density: 0.14462556167902474
 pos diff: [ 0.                    0.12401335766492796  -0.005874976638920051
  0.1454712450504303    0.2804354429244995    0.1599317923668892
  0.04297330404321353   0.4668424905374132  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5589239200777258   0.1178831733947943
  0.4350978889248588  -0.05045360326766968  0.5553931423252628
  0.34068678865830104  0.4363214892560038 ]
 Variance: 0.43227607133790047
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 162
 ROC AUC score: 0.9952593358338816
 avg_acc_score: 0.8602777777777774
 avg_acc_node: 0.8786666666666679
 mAP score: 0.8999384344418312
 Average mask density: 0.14427423643803386
 pos diff: [ 0.                   0.12375806998615423 -0.00595651751707408
  0.14490693428299645  0.28036773204803467  0.15907155049424018
  0.04327341640988986  0.46677785854915094], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5589239200777258   0.1178831733947943
  0.4343205684965307  -0.05045360326766968  0.5553931423252628
  0.34068678865830104  0.43635551066234196]
 Variance: 0.43263117769424697
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 163
 ROC AUC score: 0.99527329235924
 avg_acc_score: 0.8602777777777774
 avg_acc_node: 0.8793333333333345
 mAP score: 0.9005744344258705
 Average mask density: 0.14392644419491651
 pos diff: [ 0.                    0.12348283297759442  -0.006034690240197931
  0.1443491599776528    0.2803000211715698    0.15826153382658958
  0.043576421588659285  0.46671291671950244 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5589239200777258   0.1171999007217155
  0.4343205684965307  -0.05045360326766968  0.5553931423252628
  0.34050601174434025  0.433774599227412  ]
 Variance: 0.4329821855829213
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 164
 ROC AUC score: 0.9952872228705717
 avg_acc_score: 0.8602777777777774
 avg_acc_node: 0.8803333333333344
 mAP score: 0.9009030945606898
 Average mask density: 0.14358391533536027
 pos diff: [ 0.                    0.12318137435873677  -0.006111560281643198
  0.1437908784909682    0.2802327573299408    0.15749921829950425
  0.04388062382737796   0.46664867986892833 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5603337792818212   0.1171999007217155
  0.4343205684965307  -0.05045360326766968  0.5553688361279426
  0.34050601174434025  0.4347720202700845 ]
 Variance: 0.4333282177896142
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 165
 ROC AUC score: 0.9953003639562452
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8803333333333344
 mAP score: 0.9012907058147226
 Average mask density: 0.1432479270491978
 pos diff: [ 0.                    0.12285044493754048  -0.006186361401534278
  0.14322627620263534   0.28016623854637146   0.15677340400795783
  0.04418795108795166   0.46658630669116974 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5603337792818212   0.1171999007217155
  0.4343205684965307  -0.05045360326766968  0.5553688361279426
  0.34050601174434025  0.4341889275559064 ]
 Variance: 0.4336701826870803
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 166
 ROC AUC score: 0.9953134950365237
 avg_acc_score: 0.861944444444444
 avg_acc_node: 0.8806666666666678
 mAP score: 0.9017480621969696
 Average mask density: 0.14292067493888855
 pos diff: [ 0.                    0.12249236584694917  -0.006258556911768007
  0.14265786734494296   0.2801007330417633    0.15605799541358026
  0.0444896916548411    0.4665279085266179  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5603337792818212   0.1165154177295275
  0.4343205684965307  -0.05045360326766968  0.5553688361279426
  0.34050601174434025  0.43180317662913226]
 Variance: 0.4340070850866352
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 167
 ROC AUC score: 0.9953259437488694
 avg_acc_score: 0.8627777777777773
 avg_acc_node: 0.8813333333333344
 mAP score: 0.9019854902328043
 Average mask density: 0.1426029989454626
 pos diff: [ 0.                   0.12210707994531994 -0.00632770125530968
  0.14208329211581838  0.2800363302230835   0.1553408620097945
  0.04478398561477661  0.46647394885276927], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5603337792818212   0.11705473360936504
  0.4343205684965307  -0.05045360326766968  0.5553688361279426
  0.34050601174434025  0.43271093378806935]
 Variance: 0.4343378043426138
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 168
 ROC AUC score: 0.9953382483835285
 avg_acc_score: 0.8633333333333327
 avg_acc_node: 0.8813333333333346
 mAP score: 0.9022283525766707
 Average mask density: 0.14229512329280503
 pos diff: [ 0.                     0.12169727486027174   -0.0063933909924562314
  0.141506949338046      0.27997320890426636    0.15461015280696652
  0.045071928699811296   0.4664249749019228   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5548539316851245   0.11705473360936504
  0.4343205684965307  -0.05045360326766968  0.5553688361279426
  0.34050601174434025  0.43271093378806935]
 Variance: 0.43466204449718937
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  34. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 169
 ROC AUC score: 0.9953504299518301
 avg_acc_score: 0.8641666666666661
 avg_acc_node: 0.882000000000001
 mAP score: 0.902836224642876
 Average mask density: 0.1419981735866302
 pos diff: [ 0.                    0.1212630045315451   -0.006456489651656348
  0.14092536568641661   0.2799115478992462    0.15385906314176898
  0.04534989073872566   0.46638236734373817 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5548539316851245   0.1162499699218214
  0.43446425795555116 -0.05045360326766968  0.5553688361279426
  0.34050601174434025  0.43189903117459394]
 Variance: 0.4349797165038695
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  34. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 170
 ROC AUC score: 0.9953626195244475
 avg_acc_score: 0.8644444444444438
 avg_acc_node: 0.8823333333333344
 mAP score: 0.9031665647067462
 Average mask density: 0.14171352898435813
 pos diff: [ 0.                    0.12080480835654518  -0.006520224750534562
  0.14033733931454745   0.2798514664173126    0.15306924163333832
  0.04561454430222511   0.4663472077969847  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5548539316851245   0.11834335474928548
  0.43446425795555116 -0.05045360326766968  0.5553688361279426
  0.34122120042641957  0.43189903117459394]
 Variance: 0.4352903064204846
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  34. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -43.31511376425624, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 171
 ROC AUC score: 0.995375214315559
 avg_acc_score: 0.8647222222222215
 avg_acc_node: 0.8826666666666678
 mAP score: 0.9034046353234932
 Average mask density: 0.14144189212385463
 pos diff: [ 0.                    0.12032897068449289  -0.006583078587350766
  0.13974624926393683   0.27979326248168945   0.1522280477708386
  0.04586613724629084   0.4663209344806342  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5548539316851245   0.12103771621530707
  0.43446425795555116 -0.05045360326766968  0.5553688361279426
  0.34122120042641957  0.4315331830032941 ]
 Variance: 0.4355934285504974
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  34. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 172
 ROC AUC score: 0.9953877890958805
 avg_acc_score: 0.8647222222222215
 avg_acc_node: 0.8833333333333343
 mAP score: 0.9035896260846265
 Average mask density: 0.14118316531086123
 pos diff: [ 0.                    0.11983894636808348  -0.006644094039585964
  0.13915312723679976   0.27973729372024536   0.15133674418733967
  0.04610191484292348   0.46630401087218315 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5545555370405686   0.12122686884619972
  0.43446425795555116 -0.05045360326766968  0.5553688361279426
  0.34122120042641957  0.4315331830032941 ]
 Variance: 0.43588913988189565
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  34. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 173
 ROC AUC score: 0.9954008801545794
 avg_acc_score: 0.8655555555555549
 avg_acc_node: 0.8840000000000009
 mAP score: 0.9039628661698231
 Average mask density: 0.14093772137470525
 pos diff: [ 0.                   0.11933468762508109 -0.00670342135035302
  0.13856012008406898  0.2796856760978699   0.1503831222653389
  0.04632028366128604  0.4662977410801526 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5545555370405686   0.12122686884619972
  0.43113108385692944 -0.05045360326766968  0.5553688361279426
  0.3415628617008527   0.4315331830032941 ]
 Variance: 0.4361765794538301
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  34. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 174
 ROC AUC score: 0.9954134299214137
 avg_acc_score: 0.8658333333333328
 avg_acc_node: 0.8846666666666674
 mAP score: 0.9043356224046484
 Average mask density: 0.14070658169848924
 pos diff: [ 0.                    0.11881143027100681  -0.006760483438318426
  0.13796249628067017   0.27963611483573914   0.1493614784652187
  0.0465202917655309    0.4663020634445651  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5547580489934969   0.12122686884619972
  0.4321268991990523  -0.05045360326766968  0.5553688361279426
  0.3415628617008527   0.4315331830032941 ]
 Variance: 0.43645577392918145
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  34. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 175
 ROC AUC score: 0.9954272133534402
 avg_acc_score: 0.8658333333333328
 avg_acc_node: 0.8846666666666674
 mAP score: 0.9044829997054488
 Average mask density: 0.1404918968235961
 pos diff: [ 0.                     0.11828215137000911   -0.0068152852294858825
  0.1373675834048878     0.27958884835243225    0.14823225308810511
  0.0466942364970843     0.4663208717929906   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5547580489934969   0.12122686884619972
  0.4321268991990523  -0.05045360326766968  0.5553688361279426
  0.3417412976423899   0.4315331830032941 ]
 Variance: 0.4367254935532177
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  34. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 176
 ROC AUC score: 0.9954412939456956
 avg_acc_score: 0.8661111111111105
 avg_acc_node: 0.885333333333334
 mAP score: 0.9049777388533742
 Average mask density: 0.14029223471886523
 pos diff: [ 0.                    0.11774381477970722  -0.006863625827899649
  0.13677106987346302   0.2795439064502716    0.1470189892476605
  0.046846768260002135  0.46635334707539655 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5547580489934969   0.11751521865198435
  0.4344372126189145  -0.05045360326766968  0.5553688361279426
  0.34562845478455223  0.43207540799831523]
 Variance: 0.4369868627022991
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  34. 118.   1.   1.  32.  88.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 177
 ROC AUC score: 0.9954556997132854
 avg_acc_score: 0.8661111111111105
 avg_acc_node: 0.886333333333334
 mAP score: 0.9053671756919534
 Average mask density: 0.1401100054583769
 pos diff: [ 0.                    0.11721379919485612  -0.006911511756171865
  0.136186053536155     0.279501348733902     0.1456925544527269
  0.04696294342478116   0.4664016782209791  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5587520064893833   0.11751521865198435
  0.4344372126189145  -0.05045360326766968  0.5553688361279426
  0.3428010530769825   0.43207540799831523]
 Variance: 0.4372380606144935
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 178
 ROC AUC score: 0.9954714141865294
 avg_acc_score: 0.8666666666666661
 avg_acc_node: 0.8866666666666674
 mAP score: 0.9056727168756279
 Average mask density: 0.13994451657907375
 pos diff: [ 0.                    0.11669230953720976  -0.006959064193993561
  0.13561132821169766   0.2794613540172577    0.1442675746736988
  0.047045317788918815  0.46646567716680726 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5587520064893833   0.11751521865198435
  0.4333046777681871  -0.05045360326766968  0.5553688361279426
  0.3428010530769825   0.43207540799831523]
 Variance: 0.43747955408714073
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 179
 ROC AUC score: 0.9954877389888629
 avg_acc_score: 0.866944444444444
 avg_acc_node: 0.8870000000000008
 mAP score: 0.9059797429085376
 Average mask density: 0.1397894529228959
 pos diff: [ 0.                    0.11617258979269296  -0.007005742019858242
  0.13504229946569962   0.2794238328933716    0.14281856605122167
  0.04711122264464696   0.46654136530284224 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5590290912419311   0.11751521865198435
  0.4333046777681871  -0.05045360326766968  0.5553688361279426
  0.3428010530769825   0.43207540799831523]
 Variance: 0.4377138490304351
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 180
 ROC AUC score: 0.9955032533542086
 avg_acc_score: 0.8672222222222217
 avg_acc_node: 0.8876666666666675
 mAP score: 0.9062264006625484
 Average mask density: 0.13963995547920147
 pos diff: [ 0.                    0.11564700588707097  -0.007050910764489292
  0.13447350480339743   0.2793884873390198    0.14138456049465364
  0.0471745324631532    0.46662408216246243 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5595111608012648   0.11751521865198435
  0.4333046777681871  -0.05045360326766968  0.5553453403615183
  0.3428010530769825   0.43389026204059866]
 Variance: 0.43794327843970793
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -43.04108803905547, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 181
 ROC AUC score: 0.9955188477627135
 avg_acc_score: 0.8672222222222217
 avg_acc_node: 0.8876666666666675
 mAP score: 0.9063662697843013
 Average mask density: 0.1394891919919756
 pos diff: [ 0.                    0.11511175125098426  -0.007094337427911679
  0.13389846032316036   0.27935513854026794   0.14002546740155067
  0.04725222960114479   0.4667067517494333  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5595111608012648   0.11751521865198435
  0.4333046777681871  -0.05045360326766968  0.5553453403615183
  0.3428010530769825   0.4313562096192919 ]
 Variance: 0.4381711709295674
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 182
 ROC AUC score: 0.9955327842772822
 avg_acc_score: 0.8672222222222219
 avg_acc_node: 0.8880000000000009
 mAP score: 0.9066419593858552
 Average mask density: 0.13933128764429478
 pos diff: [ 0.                    0.11455847433775909  -0.007136238754288224
  0.13331393816254355   0.2793235778808594    0.13880793822388496
  0.04735854615767797   0.4667814492151655  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5595111608012648   0.11751521865198435
  0.4333046777681871  -0.05045360326766968  0.5553453403615183
  0.3428010530769825   0.4313562096192919 ]
 Variance: 0.4384001185129328
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  33. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 183
 ROC AUC score: 0.9955452830166025
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.8883333333333341
 mAP score: 0.9068520374279636
 Average mask density: 0.1391586844219328
 pos diff: [ 0.                    0.11399344397970468  -0.007177084684371948
  0.1327336240898479    0.27929332852363586   0.13778998270150153
  0.047508730987707776  0.4668403961535158  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5635477070473442   0.11751521865198435
  0.4333046777681871  -0.05045360326766968  0.5553453403615183
  0.3428010530769825   0.4313562096192919 ]
 Variance: 0.438633296618072
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  32. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 184
 ROC AUC score: 0.9955557796764015
 avg_acc_score: 0.8680555555555552
 avg_acc_node: 0.8886666666666675
 mAP score: 0.9071035873184027
 Average mask density: 0.13896578520389943
 pos diff: [ 0.                     0.11340715249707876   -0.0072160331178302605
  0.13214185292070563    0.27926528453826904    0.13702506091325514
  0.04771693348884583    0.46687644463160943  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5635477070473442   0.11669746657048376
  0.4333046777681871  -0.05045360326766968  0.5553453403615183
  0.3428321249783039   0.4313562096192919 ]
 Variance: 0.4388731958982983
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  32. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 185
 ROC AUC score: 0.9955642662523634
 avg_acc_score: 0.8688888888888884
 avg_acc_node: 0.8890000000000009
 mAP score: 0.9070353453751604
 Average mask density: 0.13874954140505089
 pos diff: [ 0.                    0.1127972147188896   -0.007253726159245515
  0.13153666582974521   0.2792413830757141    0.13653167913998326
  0.04799122263987859   0.4668854932332861  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5636991289528933   0.11669746657048376
  0.4333046777681871  -0.05045360326766968  0.5553453403615183
  0.3428321249783039   0.4313562096192919 ]
 Variance: 0.4391214371323658
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  32. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 186
 ROC AUC score: 0.9955703935562057
 avg_acc_score: 0.8691666666666661
 avg_acc_node: 0.8893333333333341
 mAP score: 0.9071830650910886
 Average mask density: 0.13850973590677124
 pos diff: [ 0.                   0.11216246342856037 -0.00728955864906311
  0.13091777942397378  0.27921825647354126  0.13631514580019058
  0.04833213364084562  0.466866551288243  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5634592217354735   0.11628074439103939
  0.43330812454223633 -0.05045360326766968  0.5553453403615183
  0.3428321249783039   0.4315926776877765 ]
 Variance: 0.4393780282613434
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  32. 118.   1.   1.  32.  89.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 187
 ROC AUC score: 0.9955745027718945
 avg_acc_score: 0.8699999999999994
 avg_acc_node: 0.8890000000000009
 mAP score: 0.9074433974647789
 Average mask density: 0.13824549663999222
 pos diff: [ 0.                    0.11152956628602398  -0.007326829285661051
  0.1303094668821855    0.27919554710388184   0.13635268615138146
  0.04873609840869904   0.4668204768978316  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5666496628079533   0.11491583891151365
  0.43330812454223633 -0.05045360326766968  0.5502246010207361
  0.33886589407920836  0.4315926776877765 ]
 Variance: 0.4396425643821
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  33.  90.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 188
 ROC AUC score: 0.9955771001724129
 avg_acc_score: 0.8699999999999994
 avg_acc_node: 0.8883333333333341
 mAP score: 0.907384499329126
 Average mask density: 0.1379606850169638
 pos diff: [ 0.                    0.11090121732270422  -0.007363763229906066
  0.1297103377905759    0.2791728973388672    0.13660537595710448
  0.049194869895776115  0.46675116286195556 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5673436613614894   0.11491583891151365
  0.43330812454223633 -0.05045360326766968  0.5502246010207361
  0.33886589407920836  0.4315926776877765 ]
 Variance: 0.4399133803301215
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  33.  90.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 189
 ROC AUC score: 0.9955784819174499
 avg_acc_score: 0.8702777777777772
 avg_acc_node: 0.8886666666666675
 mAP score: 0.9075214040910309
 Average mask density: 0.13766043107080853
 pos diff: [ 0.                    0.11028090365662062  -0.007399885615041433
  0.12912384325807744   0.2791500389575958    0.13702978530237753
  0.0497000681857268    0.46666321107025804 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5673436613614894   0.11463429932751931
  0.43330812454223633 -0.05045360326766968  0.5502246010207361
  0.33886589407920836  0.43258761177802907]
 Variance: 0.4401880855237847
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  33.  90.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 190
 ROC AUC score: 0.9955792483306999
 avg_acc_score: 0.8711111111111103
 avg_acc_node: 0.8883333333333341
 mAP score: 0.9079259405268173
 Average mask density: 0.13735062339726964
 pos diff: [ 0.                     0.10967804159014678   -0.0074353082613511515
  0.12855804670940746    0.2791271209716797     0.137569714457758
  0.05023604730765025    0.4665624859004185   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5673436613614894   0.11388922648981584
  0.43262604691765527 -0.05045360326766968  0.5502246010207361
  0.33886589407920836  0.42931757404886445]
 Variance: 0.44046533645063835
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  33.  90.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -42.72012939490378, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 191
 ROC AUC score: 0.9955798966802901
 avg_acc_score: 0.8711111111111103
 avg_acc_node: 0.8890000000000009
 mAP score: 0.9080480388232578
 Average mask density: 0.1370368855033176
 pos diff: [ 0.                    0.10910488160188533  -0.007471320057703444
  0.1280201256275177    0.2791043817996979    0.1381600972625517
  0.050781475752592085  0.46645559524667674 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5673436613614894   0.1137273003739759
  0.43262604691765527 -0.05045360326766968  0.5502246010207361
  0.33886589407920836  0.42931757404886445]
 Variance: 0.4407415095461379
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  33.  90.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 192
 ROC AUC score: 0.995580320909034
 avg_acc_score: 0.8711111111111103
 avg_acc_node: 0.8883333333333344
 mAP score: 0.9079030127572757
 Average mask density: 0.13672558579308014
 pos diff: [ 0.                    0.10857049123314787  -0.007508287006173252
  0.1275145557793704    0.2790820300579071    0.1387362929601823
  0.05131657049059868   0.4663508801624693  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5671869641985775   0.1137273003739759
  0.43262604691765527 -0.05045360326766968  0.5553453403615183
  0.33886589407920836  0.42931757404886445]
 Variance: 0.4410130664534064
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  90.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 193
 ROC AUC score: 0.9955815605774633
 avg_acc_score: 0.8711111111111103
 avg_acc_node: 0.8883333333333344
 mAP score: 0.9079974391642024
 Average mask density: 0.13642461267509035
 pos diff: [ 0.                    0.10807948836610337  -0.007546638654283256
  0.12704415483908219   0.2790605127811432    0.1392264435848882
  0.05181964909036954   0.46625469008396414 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5671869641985775   0.1137273003739759
  0.43262604691765527 -0.05045360326766968  0.5553453403615183
  0.33886589407920836  0.42931757404886445]
 Variance: 0.4412772992810295
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  90.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 194
 ROC AUC score: 0.9955842780427208
 avg_acc_score: 0.8716666666666661
 avg_acc_node: 0.8883333333333344
 mAP score: 0.9081596966597931
 Average mask density: 0.13613901446858637
 pos diff: [ 0.                    0.10763595764302025  -0.007588667564155642
  0.1266128968108784    0.27903997898101807   0.1395670120273867
  0.052276240289211275  0.46617237350036356 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5673720243055959   0.11310048068850494
  0.4325374055992473  -0.05045360326766968  0.5553453403615183
  0.33570616990327834  0.42925965169380453]
 Variance: 0.4415331897642925
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  91.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 195
 ROC AUC score: 0.9955880380701273
 avg_acc_score: 0.8719444444444436
 avg_acc_node: 0.8883333333333344
 mAP score: 0.9082302781752276
 Average mask density: 0.13587111150278314
 pos diff: [ 0.                    0.10723476444394135  -0.007631757535225104
  0.12621418129314077   0.2790205180644989    0.13973567779025725
  0.05268150841196378   0.46610583056663646 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5673720243055959   0.11310048068850494
  0.4325374055992473  -0.05045360326766968  0.5553453403615183
  0.33570616990327834  0.42925965169380453]
 Variance: 0.4417788280556461
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  91.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 196
 ROC AUC score: 0.9955931038015698
 avg_acc_score: 0.8722222222222213
 avg_acc_node: 0.8886666666666675
 mAP score: 0.9083520061507138
 Average mask density: 0.13562131789215875
 pos diff: [ 0.                    0.10687407875849196  -0.007675791574903756
  0.12584747834639115   0.27900227904319763   0.13972529696841393
  0.053031486769517265  0.46605535981983975 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5670001790050633   0.1127804069479635
  0.4325374055992473  -0.05045360326766968  0.5553453403615183
  0.33570616990327834  0.42925965169380453]
 Variance: 0.442013898891726
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  91.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 197
 ROC AUC score: 0.9955992341070304
 avg_acc_score: 0.872499999999999
 avg_acc_node: 0.8890000000000009
 mAP score: 0.9085055556754255
 Average mask density: 0.135388542085268
 pos diff: [ 0.                    0.1065489699032681   -0.007719832510987589
  0.12550896243615584   0.2789851725101471    0.13954982570102137
  0.05332964857419332   0.4660194449383637  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5670001790050633   0.11220595314483012
  0.4325374055992473  -0.05045360326766968  0.5553382060700848
  0.33857138256231945  0.42925965169380453]
 Variance: 0.44223947897013044
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  91.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 198
 ROC AUC score: 0.9956062769045069
 avg_acc_score: 0.8727777777777768
 avg_acc_node: 0.8890000000000009
 mAP score: 0.908545734246854
 Average mask density: 0.13517222751326108
 pos diff: [ 0.                   0.1062533054962631  -0.00776396014473655
  0.12519439513033087  0.2789691984653473   0.13922151851077233
  0.05357551003495852  0.4659969637106205 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5670001790050633   0.11220595314483012
  0.4325374055992473  -0.05045360326766968  0.5553382060700848
  0.33857138256231945  0.42925965169380453]
 Variance: 0.44245579065606877
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  91.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 199
 ROC AUC score: 0.9956143612635934
 avg_acc_score: 0.8736111111111101
 avg_acc_node: 0.8890000000000009
 mAP score: 0.9087452977740037
 Average mask density: 0.1349697189230227
 pos diff: [ 0.                     0.1059792098427607    -0.0078078589656136255
  0.12489806034348228    0.27895429730415344    0.13877318679325043
  0.05377671221892039    0.46598468515379676  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5688173598494412   0.11220595314483012
  0.4325374055992473  -0.05045360326766968  0.5553382060700848
  0.33857138256231945  0.42925965169380453]
 Variance: 0.4426638326577928
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  91.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 200
 ROC AUC score: 0.9956229939183207
 avg_acc_score: 0.8736111111111101
 avg_acc_node: 0.8890000000000009
 mAP score: 0.9089266563185615
 Average mask density: 0.1347759418136299
 pos diff: [ 0.                    0.10571336721585801  -0.007851392769616498
  0.12461096373471346   0.27894043922424316   0.13825857471073827
  0.05395306348800659   0.465976574297609   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5688173598494412   0.11252181096510454
  0.4325374055992473  -0.05045360326766968  0.5553382060700848
  0.33857138256231945  0.42925965169380453]
 Variance: 0.4428664590251473
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  91.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -42.40079737268388, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary_ep_200.pth.tar

 epoch: 201
 ROC AUC score: 0.9956308981802987
 avg_acc_score: 0.8738888888888878
 avg_acc_node: 0.8886666666666675
 mAP score: 0.9090860936002814
 Average mask density: 0.13458402094651883
 pos diff: [ 0.                    0.10544849944508765  -0.007893409610779818
  0.12432716272094033   0.27892735600471497   0.13774501412145554
  0.054125706851482394  0.46596504490951013 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5698326510831344   0.11252181096510454
  0.4325374055992473  -0.05045360326766968  0.5553382060700848
  0.33857138256231945  0.42925965169380453]
 Variance: 0.4430668705426505
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  91.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 202
 ROC AUC score: 0.99563830517415
 avg_acc_score: 0.8747222222222213
 avg_acc_node: 0.8886666666666675
 mAP score: 0.9092492240046399
 Average mask density: 0.1343914885665838
 pos diff: [ 0.                    0.10518129034475847  -0.007934722772314528
  0.12404377893968062   0.2789148986339569    0.13725508677382622
  0.054302283376455304  0.46594746359463396 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5698326510831344   0.11252181096510454
  0.43416998819871383 -0.05045360326766968  0.5553382060700848
  0.33857138256231945  0.42925965169380453]
 Variance: 0.44326624486366045
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  91.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 203
 ROC AUC score: 0.995645102839451
 avg_acc_score: 0.8747222222222213
 avg_acc_node: 0.8886666666666675
 mAP score: 0.9092897482951643
 Average mask density: 0.13419671074781306
 pos diff: [ 0.                    0.10490597673684113  -0.007975549983584192
  0.12375937050039118   0.278903067111969     0.13680816105296534
  0.054486120988925295  0.46592131668123704 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5698326510831344   0.11252181096510454
  0.43416998819871383 -0.05045360326766968  0.5553382060700848
  0.33857138256231945  0.42925965169380453]
 Variance: 0.4434657143157322
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  91.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 204
 ROC AUC score: 0.9956515533175488
 avg_acc_score: 0.874999999999999
 avg_acc_node: 0.8893333333333341
 mAP score: 0.9094357310116129
 Average mask density: 0.13399939800176702
 pos diff: [ 0.                    0.10462592234296247  -0.008019529344621768
  0.12347193902189081   0.2788918614387512    0.1364076123122246
  0.0546785444021225    0.4658878317167019  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5752884499297655   0.11252181096510454
  0.43416998819871383 -0.05045360326766968  0.5558555397775865
  0.33857138256231945  0.42925965169380453]
 Variance: 0.4436652946302742
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  30. 118.   1.   1.  32.  91.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 205
 ROC AUC score: 0.9956570923041704
 avg_acc_score: 0.8752777777777769
 avg_acc_node: 0.8893333333333341
 mAP score: 0.9092952330995633
 Average mask density: 0.13379902189505716
 pos diff: [ 0.                   0.1043379338812237  -0.00806267867403582
  0.12318087436936119  0.2788812518119812   0.13605914240883243
  0.05488165989518166  0.46584603652871887], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5711762259814365   0.11252181096510454
  0.43172290650281037 -0.05045360326766968  0.5558555397775865
  0.3420795982082685   0.42925965169380453]
 Variance: 0.44386533451292903
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  90.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 206
 ROC AUC score: 0.9956624131731829
 avg_acc_score: 0.8752777777777769
 avg_acc_node: 0.8893333333333341
 mAP score: 0.9094895313779131
 Average mask density: 0.13359604535786274
 pos diff: [ 0.                    0.10404797772730677  -0.008105298458052076
  0.12288926623084329   0.27887117862701416   0.1357552805735219
  0.0550930917263031    0.46579718487016086 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5711762259814365   0.11252181096510454
  0.43172290650281037 -0.05045360326766968  0.5557798351491651
  0.3420795982082685   0.42925965169380453]
 Variance: 0.4440653187392631
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  90.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 207
 ROC AUC score: 0.9956673978609267
 avg_acc_score: 0.8752777777777769
 avg_acc_node: 0.8903333333333342
 mAP score: 0.9096354755180523
 Average mask density: 0.13339248636892784
 pos diff: [ 0.                   0.1037571526263371  -0.00814770149790551
  0.12259936061772433  0.2788616418838501   0.1354771345373123
  0.05530498996376991  0.4657434646425576 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5711762259814365   0.11252181096510454
  0.43172290650281037 -0.05045360326766968  0.5557798351491651
  0.34475355247656503  0.42925965169380453]
 Variance: 0.4442643358191312
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  90.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 208
 ROC AUC score: 0.9956718572654375
 avg_acc_score: 0.8755555555555549
 avg_acc_node: 0.8903333333333342
 mAP score: 0.9099073744010622
 Average mask density: 0.13318843279028383
 pos diff: [ 0.                    0.10346490563439929  -0.008188481419539649
  0.12230968150225553   0.2788527309894562    0.13522017819266166
  0.05551903222997983   0.46568502485752106 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5698419563041246   0.11252181096510454
  0.43172290650281037 -0.05045360326766968  0.5557798351491651
  0.34475355247656503  0.42925965169380453]
 Variance: 0.44446213462464795
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  32.  90.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 209
 ROC AUC score: 0.9956762446311052
 avg_acc_score: 0.8755555555555549
 avg_acc_node: 0.8903333333333342
 mAP score: 0.9100184613239308
 Average mask density: 0.1329842216761877
 pos diff: [ 0.                    0.10316933014176109  -0.008227652262065037
  0.12201690890572288   0.2788443863391876    0.13499068396706734
  0.05573541596531868   0.4656219508113532  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5711492083289407   0.11252181096510454
  0.43172290650281037 -0.05045360326766968  0.560485066665757
  0.34475355247656503  0.42925965169380453]
 Variance: 0.44465911939523406
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  31.  90.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 210
 ROC AUC score: 0.995680383862979
 avg_acc_score: 0.8758333333333328
 avg_acc_node: 0.8903333333333342
 mAP score: 0.9101419441682471
 Average mask density: 0.1327819267324402
 pos diff: [ 0.                    0.10287237413658583  -0.008265446040255964
  0.12172372612086209   0.27883681654930115   0.13477158402242967
  0.055945886919895806  0.46555732139225664 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5711492083289407   0.11252181096510454
  0.43172290650281037 -0.05045360326766968  0.560485066665757
  0.34475355247656503  0.43069083217916815]
 Variance: 0.4448543477716141
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  31. 118.   1.   1.  31.  90.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -42.10649689659476, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 211
 ROC AUC score: 0.9956847121968163
 avg_acc_score: 0.8761111111111103
 avg_acc_node: 0.8903333333333342
 mAP score: 0.9102915524303554
 Average mask density: 0.13258199603922785
 pos diff: [ 0.                    0.10257455213996004  -0.008301841818596705
  0.12143320820548317   0.2788299024105072    0.13455775908885464
  0.05614898974696795   0.4654918760061264  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5759737466977648   0.11114923274221498
  0.43172290650281037 -0.05045360326766968  0.560485066665757
  0.34415900707244873  0.43069083217916815]
 Variance: 0.44504730113901936
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  30. 118.   1.   1.  31.  90.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 212
 ROC AUC score: 0.9956887533758202
 avg_acc_score: 0.8761111111111103
 avg_acc_node: 0.8903333333333342
 mAP score: 0.9104436925630459
 Average mask density: 0.13238481353979012
 pos diff: [ 0.                    0.1022726068319368   -0.008337453377148337
  0.12114571116187356   0.2788237929344177    0.13434728523415904
  0.0563444991906484    0.46542599129265755 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5759737466977648   0.11114923274221498
  0.43172290650281037 -0.05045360326766968  0.560485066665757
  0.34599534670511883  0.43069083217916815]
 Variance: 0.4452379895143903
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  30. 118.   1.   1.  31.  89.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 213
 ROC AUC score: 0.9956923773298563
 avg_acc_score: 0.8763888888888882
 avg_acc_node: 0.8903333333333342
 mAP score: 0.9104274788384991
 Average mask density: 0.1321916564281687
 pos diff: [ 0.                    0.10196332030059878  -0.008372523075292918
  0.12085529619997198   0.27881860733032227   0.1341266076891653
  0.056529898196458817  0.46536063634116076 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5803349244693095   0.11114923274221498
  0.43172290650281037 -0.05045360326766968  0.560485066665757
  0.3537205698589484   0.4340459766059086 ]
 Variance: 0.44542579564192714
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 214
 ROC AUC score: 0.9956965295687433
 avg_acc_score: 0.8763888888888882
 avg_acc_node: 0.8900000000000008
 mAP score: 0.9105442458518176
 Average mask density: 0.13200241750115813
 pos diff: [ 0.                    0.10165430494576447  -0.008407340315747852
  0.12056665366346186   0.2788141071796417    0.1338879872233637
  0.05670397157470385   0.4652965649448592  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5803349244693095   0.11056527717054383
  0.43172290650281037 -0.05045360326766968  0.560485066665757
  0.3537205698589484   0.4340459766059086 ]
 Variance: 0.4456105365121846
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 215
 ROC AUC score: 0.9957004476813898
 avg_acc_score: 0.8766666666666662
 avg_acc_node: 0.8903333333333342
 mAP score: 0.9107508629528492
 Average mask density: 0.13181730101203518
 pos diff: [ 0.                    0.1013446341861378   -0.008441799435733763
  0.12028004852208224   0.27881044149398804   0.13363189803015801
  0.056865124652783074  0.46523414449445133 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5803349244693095   0.11056527717054383
  0.43172290650281037 -0.05045360326766968  0.5605226406647313
  0.3537205698589484   0.43593801609401045]
 Variance: 0.44579211691850257
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 216
 ROC AUC score: 0.9957043878059049
 avg_acc_score: 0.8769444444444439
 avg_acc_node: 0.8903333333333342
 mAP score: 0.9107459609920645
 Average mask density: 0.13163699618309668
 pos diff: [ 0.                    0.10103266101238156  -0.008475733690025392
  0.11999444528059526   0.2788076102733612    0.13335193621535454
  0.057012901703516645  0.46517411182666646 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.580488874892558    0.11056527717054383
  0.43172290650281037 -0.05045360326766968  0.5605226406647313
  0.3537205698589484   0.4312926422933052 ]
 Variance: 0.4459703991395411
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 217
 ROC AUC score: 0.9957086561073731
 avg_acc_score: 0.8774999999999994
 avg_acc_node: 0.8903333333333342
 mAP score: 0.9105670334381369
 Average mask density: 0.131465740578792
 pos diff: [ 0.                    0.10071825365389674  -0.008509238889394713
  0.11971021890640259   0.27880579233169556   0.13301492049809424
  0.05713399474819501   0.46512176507505876 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.580488874892558    0.11058480187881091
  0.43172290650281037 -0.05045360326766968  0.5605259790055214
  0.3537205698589484   0.43235294931921464]
 Variance: 0.4461438672443371
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 218
 ROC AUC score: 0.9957134667012453
 avg_acc_score: 0.8774999999999994
 avg_acc_node: 0.8906666666666676
 mAP score: 0.9105586655065235
 Average mask density: 0.1313032212935417
 pos diff: [ 0.                    0.10039299923526354  -0.008541732780204331
  0.11941731355407022   0.2788052558898926    0.13263699147970445
  0.057231476654609044  0.4650756953091457  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.582061047396384    0.11058480187881091
  0.4332507626576857  -0.05045360326766968  0.5605259790055214
  0.3537205698589484   0.43235294931921464]
 Variance: 0.44631343260139716
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 219
 ROC AUC score: 0.9957186685060583
 avg_acc_score: 0.8774999999999994
 avg_acc_node: 0.8906666666666676
 mAP score: 0.9105849000744247
 Average mask density: 0.13115501958833403
 pos diff: [ 0.                    0.10006740566127556  -0.008573566832818276
  0.11912389776923439   0.27880603075027466   0.13215340313411528
  0.05728522464632988   0.4650427334267518  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.582061047396384    0.11004242571917447
  0.4332507626576857  -0.05045360326766968  0.5605259790055214
  0.3537205698589484   0.4321319928456997 ]
 Variance: 0.44647572121247747
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 220
 ROC AUC score: 0.9957246527327536
 avg_acc_score: 0.8777777777777773
 avg_acc_node: 0.8906666666666676
 mAP score: 0.9106624845270093
 Average mask density: 0.13101837814981976
 pos diff: [ 0.                    0.09974267142863313  -0.008604830207903523
  0.11882979598912326   0.27880796790122986   0.13159057786387782
  0.05730378677447637   0.46501999887926826 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5826903020054841   0.11004242571917447
  0.43299665342677723 -0.05045360326766968  0.5605259790055214
  0.3537205698589484   0.4321319928456997 ]
 Variance: 0.4466321407231978
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  87.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -41.798826769925654, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 221
 ROC AUC score: 0.995730415840221
 avg_acc_score: 0.8780555555555548
 avg_acc_node: 0.8906666666666676
 mAP score: 0.9107583500812081
 Average mask density: 0.1308900267053608
 pos diff: [ 0.                    0.09941604684207066  -0.008635658863162206
  0.11853484348817304   0.27881085872650146   0.13097699731588364
  0.05729836548368136   0.46500418360891016 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5826903020054841   0.11004242571917447
  0.43299665342677723 -0.05045360326766968  0.5605259790055214
  0.35711348553498584  0.4321319928456997 ]
 Variance: 0.4467840860854334
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 222
 ROC AUC score: 0.9957367532573562
 avg_acc_score: 0.8780555555555548
 avg_acc_node: 0.8906666666666676
 mAP score: 0.9107752405980987
 Average mask density: 0.13076827623138945
 pos diff: [ 0.                    0.09908647896829716  -0.008665698618928262
  0.11823986660350452   0.2788146138191223    0.13033044410328712
  0.057273860275745395  0.46499356730230923 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5822364037687128   0.11004242571917447
  0.43299665342677723 -0.05045360326766968  0.5605259790055214
  0.35711348553498584  0.4321319928456997 ]
 Variance: 0.44693231934330224
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 223
 ROC AUC score: 0.9957428885655145
 avg_acc_score: 0.8788888888888884
 avg_acc_node: 0.891000000000001
 mAP score: 0.9109190216786616
 Average mask density: 0.1306496733198843
 pos diff: [ 0.                    0.0987498622295285   -0.008694836177116583
  0.117940969358791     0.27881911396980286   0.12968742342725878
  0.057241923610369366  0.4649840999266197  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5822364037687128   0.11004242571917447
  0.43454197157513014 -0.05045360326766968  0.5605259790055214
  0.35887042234341304  0.4321319928456997 ]
 Variance: 0.4470782707314823
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 224
 ROC AUC score: 0.9957487517269311
 avg_acc_score: 0.8791666666666663
 avg_acc_node: 0.8916666666666674
 mAP score: 0.9110879193659416
 Average mask density: 0.1305315668081716
 pos diff: [ 0.                    0.09840623160039098  -0.008723057498616621
  0.11763788082382896   0.27882421016693115   0.12906599982130912
  0.05721124658981959   0.4649732056362876  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5822364037687128   0.11004242571917447
  0.43454197157513014 -0.05045360326766968  0.5605259790055214
  0.35887042234341304  0.4338558881447233 ]
 Variance: 0.44722316894978187
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 225
 ROC AUC score: 0.9957542286801043
 avg_acc_score: 0.8791666666666663
 avg_acc_node: 0.8916666666666674
 mAP score: 0.9112347704572372
 Average mask density: 0.13040892112449562
 pos diff: [ 0.                    0.09804870348331357  -0.008750275885763248
  0.1173281116919084    0.2788294553756714    0.12851456817119353
  0.05719883094231288   0.46495440139852723 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5823243186493551   0.11004242571917447
  0.43454197157513014 -0.05045360326766968  0.5605259790055214
  0.35887042234341304  0.4338558881447233 ]
 Variance: 0.4473701280868918
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 226
 ROC AUC score: 0.9957588751855
 avg_acc_score: 0.8797222222222217
 avg_acc_node: 0.8916666666666674
 mAP score: 0.9113864459422462
 Average mask density: 0.13028033689332416
 pos diff: [ 0.                    0.09767568111419678  -0.008776850936826596
  0.11701135256073691   0.27883487939834595   0.12804410606622696
  0.05720896249016126   0.4649259365838149  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5823243186493551   0.11004242571917447
  0.43454197157513014 -0.05045360326766968  0.5605259790055214
  0.35887042234341304  0.4338558881447233 ]
 Variance: 0.44751929766011994
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 227
 ROC AUC score: 0.9957628473272788
 avg_acc_score: 0.879444444444444
 avg_acc_node: 0.8923333333333342
 mAP score: 0.911536755252278
 Average mask density: 0.13014497805816355
 pos diff: [ 0.                    0.09729022403393896  -0.008802750632782613
  0.11668982234868136   0.27884039282798767   0.1276575785971457
  0.057244527339935306  0.4648875481095807  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5823243186493551   0.11004242571917447
  0.43802463412284853 -0.05045360326766968  0.5623156651854515
  0.35887042234341304  0.4338558881447233 ]
 Variance: 0.44767060677665693
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 228
 ROC AUC score: 0.9957659469986216
 avg_acc_score: 0.879444444444444
 avg_acc_node: 0.8923333333333342
 mAP score: 0.9115443865099091
 Average mask density: 0.13000181453592585
 pos diff: [ 0.                   0.09689328074455261 -0.00882792940809707
  0.11636351997202093  0.27884602546691895  0.1273556774662387
  0.05731060256560643  0.4648380659777543 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5823901758706274   0.11033308456751927
  0.43802463412284853 -0.05045360326766968  0.5623156651854515
  0.35887042234341304  0.4324079279241891 ]
 Variance: 0.4478244108465006
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  31.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 229
 ROC AUC score: 0.9957685684120878
 avg_acc_score: 0.879444444444444
 avg_acc_node: 0.8923333333333342
 mAP score: 0.9115462904701462
 Average mask density: 0.12985134343606036
 pos diff: [ 0.                    0.09649055974542602  -0.0088520759393361
  0.1160369482907382    0.27885159850120544   0.1271319624877745
  0.057403892775376636  0.46477853686645115 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5854962852375567   0.11033533944571314
  0.43802463412284853 -0.05045360326766968  0.5658623419942395
  0.36071262657642367  0.4324079279241891 ]
 Variance: 0.44798035646629025
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  28. 118.   1.   1.  30.  86.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 230
 ROC AUC score: 0.9957707736011256
 avg_acc_score: 0.879444444444444
 avg_acc_node: 0.8923333333333342
 mAP score: 0.9114983908389136
 Average mask density: 0.12969591761407834
 pos diff: [ 0.                    0.09608497698444965  -0.008875126927352149
  0.11571582609956915   0.27885714173316956   0.12696198422101238
  0.0575141263504823    0.46471198314222795 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5820424857218404   0.11033533944571314
  0.43802463412284853 -0.05045360326766968  0.5658623419942395
  0.36340978493293125  0.4324079279241891 ]
 Variance: 0.4481374377363305
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  30.  85.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -41.491364310495555, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 231
 ROC AUC score: 0.9957722954216913
 avg_acc_score: 0.8791666666666663
 avg_acc_node: 0.8926666666666676
 mAP score: 0.9115446871352096
 Average mask density: 0.12953694588407216
 pos diff: [ 0.                    0.0956805779421625   -0.008897915851971335
  0.11540063890543852   0.27886271476745605   0.12683192736679508
  0.05763625875115395   0.46464029468339063 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5820151784203269   0.11033533944571314
  0.43802463412284853 -0.05045360326766968  0.5658623419942395
  0.36656950910886127  0.4324079279241891 ]
 Variance: 0.4482947872929599
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  30.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 232
 ROC AUC score: 0.9957739112929691
 avg_acc_score: 0.8791666666666663
 avg_acc_node: 0.8930000000000009
 mAP score: 0.9118202849941408
 Average mask density: 0.1293754586043356
 pos diff: [ 0.                    0.09528318416973776  -0.008920939254366662
  0.11509350917556069   0.27886828780174255   0.12673039157544413
  0.05776523177822431   0.4645653151232621  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5820151784203269   0.10968615718124326
  0.43802463412284853 -0.05045360326766968  0.5656968540241641
  0.36656950910886127  0.4327132537447173 ]
 Variance: 0.44845160224947345
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  29. 118.   1.   1.  30.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 233
 ROC AUC score: 0.9957754801388908
 avg_acc_score: 0.8791666666666663
 avg_acc_node: 0.8930000000000009
 mAP score: 0.9118859816431708
 Average mask density: 0.1292134128690755
 pos diff: [ 0.                    0.09490218019682514  -0.008943931130338307
  0.11480075446042147   0.27887389063835144   0.1266332578755194
  0.05789239679773649   0.46449058374454233 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5853854250316778   0.10922636793664664
  0.43802463412284853 -0.05045360326766968  0.5656968540241641
  0.36656950910886127  0.4327132537447173 ]
 Variance: 0.4486065452811416
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  28. 118.   1.   1.  30.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 234
 ROC AUC score: 0.9957774041763319
 avg_acc_score: 0.879722222222222
 avg_acc_node: 0.8930000000000007
 mAP score: 0.9119934551881442
 Average mask density: 0.1290566183725926
 pos diff: [ 0.                   0.09454387204706176 -0.00896432527825852
  0.11452651945027438  0.27887988090515137  0.1264934095163499
  0.05799639026323954  0.46442382140406246], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5853854250316778   0.10922636793664664
  0.43802463412284853 -0.05045360326766968  0.5656968540241641
  0.3683544230957826   0.4327132537447173 ]
 Variance: 0.448756929523937
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  28. 118.   1.   1.  30.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 235
 ROC AUC score: 0.9957801026313389
 avg_acc_score: 0.879722222222222
 avg_acc_node: 0.8930000000000007
 mAP score: 0.9120647157630815
 Average mask density: 0.12890520314944512
 pos diff: [ 0.                    0.09420791785579083  -0.008983080544747597
  0.11427006992426786   0.27888625860214233   0.12630641099906736
  0.05807775631546974   0.4643645743871557  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5856143231234274   0.10922636793664664
  0.43802463412284853 -0.05045360326766968  0.5656968540241641
  0.3683544230957826   0.4327132537447173 ]
 Variance: 0.44890286137555685
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  28. 118.   1.   1.  30.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 236
 ROC AUC score: 0.9957831442713911
 avg_acc_score: 0.8802777777777775
 avg_acc_node: 0.8926666666666675
 mAP score: 0.9121512357246013
 Average mask density: 0.1287599331588539
 pos diff: [ 0.                    0.09389206693192159  -0.009001484094572462
  0.1140283465385437    0.27889320254325867   0.12606587885848938
  0.05813603202501933   0.46431321368135253 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.585690000825677    0.10922636793664664
  0.43802463412284853 -0.05045360326766968  0.5602855396366888
  0.3683544230957826   0.4359693958841521 ]
 Variance: 0.4490442359189833
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  28. 118.   1.   1.  31.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 237
 ROC AUC score: 0.9957867071925183
 avg_acc_score: 0.8802777777777775
 avg_acc_node: 0.8933333333333341
 mAP score: 0.9121922918906576
 Average mask density: 0.12862226302061475
 pos diff: [ 0.                    0.09359731925420525  -0.009019235441507387
  0.11380339806730097   0.27890077233314514   0.12576091145315477
  0.058165953308343885  0.4642722241837403  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.585690000825677    0.11083078876999784
  0.43933885910294274 -0.05045360326766968  0.5602855396366888
  0.3683544230957826   0.4359693958841521 ]
 Variance: 0.4491805225678373
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  28. 118.   1.   1.  31.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 238
 ROC AUC score: 0.995790569274953
 avg_acc_score: 0.8805555555555552
 avg_acc_node: 0.8933333333333341
 mAP score: 0.9123013998583311
 Average mask density: 0.1284878656089901
 pos diff: [ 0.                    0.09332598782767934  -0.009036350595064399
  0.11360191323540428   0.2789086699485779    0.1254207071277403
  0.05817985013127327   0.46423699783867806 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.585690000825677    0.10965372363397898
  0.43933885910294274 -0.05045360326766968  0.5602855396366888
  0.3683544230957826   0.4363373014433631 ]
 Variance: 0.4493133591997601
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  28. 118.   1.   1.  31.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 239
 ROC AUC score: 0.9957945484205083
 avg_acc_score: 0.8805555555555552
 avg_acc_node: 0.8933333333333341
 mAP score: 0.9124230087156858
 Average mask density: 0.1283555712605721
 pos diff: [ 0.                    0.09307547049088911  -0.009052747783582072
  0.1134176866574721    0.2789168953895569    0.1250588994833731
  0.05818220774332682   0.4642054269026066  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5897175393813898   0.10965372363397898
  0.4391093194484711  -0.05045360326766968  0.565430071805754
  0.3665954639514287   0.4363373014433631 ]
 Variance: 0.4494431912442687
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  27. 118.   1.   1.  30.  84.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 240
 ROC AUC score: 0.9957985175606687
 avg_acc_score: 0.8802777777777775
 avg_acc_node: 0.8933333333333341
 mAP score: 0.9124943771620542
 Average mask density: 0.12822371725901224
 pos diff: [ 0.                    0.0928434956172281   -0.009068169623367057
  0.11324801282449203   0.2789252996444702    0.12469129384525361
  0.05818001081546147   0.4641753424858225  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5896144558575528   0.10965372363397898
  0.4391093194484711  -0.05045360326766968  0.5653249522851359
  0.3686416322986285   0.4363373014433631 ]
 Variance: 0.4495708589369097
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  27. 118.   1.   1.  30.  83.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -41.15951996296644, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 241
 ROC AUC score: 0.9958026667979374
 avg_acc_score: 0.8799999999999998
 avg_acc_node: 0.8930000000000009
 mAP score: 0.9125720471676785
 Average mask density: 0.1280911221346637
 pos diff: [ 0.                    0.0926354818107668   -0.009082708969589107
  0.1130953154780648    0.2789338529109955    0.1243229174325543
  0.05817578981320063   0.46414597897694027 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5896144558575528   0.10965372363397898
  0.4391093194484711  -0.05045360326766968  0.5652150403588049
  0.3686416322986285   0.4363373014433631 ]
 Variance: 0.4496968279195183
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  27. 118.   1.   1.  30.  83.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 242
 ROC AUC score: 0.9958070711727764
 avg_acc_score: 0.8799999999999998
 avg_acc_node: 0.8933333333333343
 mAP score: 0.9126439081770396
 Average mask density: 0.12795715396508095
 pos diff: [ 0.                    0.09244725305186816  -0.009096208436429993
  0.11295739195563577   0.2789425551891327    0.12396159720036291
  0.05817255650957425   0.46411639246447334 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5896144558575528   0.10965372363397898
  0.4391093194484711  -0.05045360326766968  0.5663227258670714
  0.3710070605079333   0.4363373014433631 ]
 Variance: 0.4498216169686142
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  27. 118.   1.   1.  30.  83.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 243
 ROC AUC score: 0.9958112704370196
 avg_acc_score: 0.879722222222222
 avg_acc_node: 0.8933333333333343
 mAP score: 0.9128629239936125
 Average mask density: 0.1278213685518158
 pos diff: [ 0.                    0.09227481065702832  -0.009108353005953071
  0.11283251263878562   0.2789514362812042    0.12360819092681331
  0.05817248920599619   0.4640854530293366  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5896144558575528   0.10965372363397898
  0.4391093194484711  -0.05045360326766968  0.5663227258670714
  0.3710070605079333   0.43790053190856143]
 Variance: 0.44994563407720006
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  27. 118.   1.   1.  30.  83.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 244
 ROC AUC score: 0.9958153306262737
 avg_acc_score: 0.8802777777777775
 avg_acc_node: 0.8933333333333343
 mAP score: 0.913010884008508
 Average mask density: 0.1276838652187881
 pos diff: [ 0.                    0.09211449485179807  -0.009119180115786467
  0.11271817033941095   0.27896061539649963   0.12327296791538116
  0.058176923791567484  0.4640527917393323  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5900200612781462   0.10965372363397898
  0.4391093194484711  -0.05045360326766968  0.5663227258670714
  0.37151234795649846  0.4429024704571428 ]
 Variance: 0.4500686867948095
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  27. 118.   1.   1.  30.  83.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 245
 ROC AUC score: 0.9958194078246991
 avg_acc_score: 0.8802777777777775
 avg_acc_node: 0.8940000000000009
 mAP score: 0.9131154229880472
 Average mask density: 0.12754433012732014
 pos diff: [ 0.                    0.09196360076754546  -0.009129000843063858
  0.11260866793719206   0.2789699137210846    0.12295846809302607
  0.05818716784318288   0.46401788037398767 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5898420690012373   0.10965372363397898
  0.4391093194484711  -0.05045360326766968  0.5663227258670714
  0.37151234795649846  0.4429024704571428 ]
 Variance: 0.4501912902767205
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  27. 118.   1.   1.  30.  83.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 246
 ROC AUC score: 0.9958232018704486
 avg_acc_score: 0.8805555555555554
 avg_acc_node: 0.8943333333333343
 mAP score: 0.9133043306218076
 Average mask density: 0.12740240889304782
 pos diff: [ 0.                    0.09182076734944808  -0.009138127250119674
  0.11250529505989769   0.2789793014526367    0.1226659044623375
  0.058204783995946245  0.4639799784997414  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5951333871065092   0.10965372363397898
  0.4391093194484711  -0.05045360326766968  0.5663227258670714
  0.3754488689204057   0.4429024704571428 ]
 Variance: 0.45031363658076223
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  26. 118.   1.   1.  30.  82.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 247
 ROC AUC score: 0.9958270539474885
 avg_acc_score: 0.8811111111111111
 avg_acc_node: 0.8943333333333343
 mAP score: 0.9132766885108322
 Average mask density: 0.1272576214306935
 pos diff: [ 0.                    0.09168154370686239  -0.0091459329955834
  0.11240630312399431   0.27898871898651123   0.12240137255960895
  0.058232757697502774  0.46393803018948127 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5951333871065092   0.10965372363397898
  0.4391093194484711  -0.05045360326766968  0.5663227258670714
  0.3754488689204057   0.4459004520342268 ]
 Variance: 0.4504361559122132
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  26. 118.   1.   1.  30.  82.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 248
 ROC AUC score: 0.9958304297677307
 avg_acc_score: 0.8811111111111111
 avg_acc_node: 0.8946666666666677
 mAP score: 0.9133864768706207
 Average mask density: 0.1271100511362972
 pos diff: [ 0.                    0.09154960069774597  -0.009152023752858816
  0.11231347593394193   0.27899810671806335   0.1221625504474486
  0.05827033321062724   0.4638925605806811  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.599045058666182    0.10874704388547535
  0.4391093194484711  -0.05045360326766968  0.5663227258670714
  0.3754488689204057   0.44707981008907843]
 Variance: 0.45055856883911766
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  30.  82.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 249
 ROC AUC score: 0.9958337535599194
 avg_acc_score: 0.8813888888888888
 avg_acc_node: 0.8946666666666677
 mAP score: 0.9136498277984453
 Average mask density: 0.12696050711714124
 pos diff: [ 0.                    0.09142272186673377  -0.009156850004984328
  0.11222535696896639   0.2790074348449707    0.12194333850376067
  0.05831627349058787   0.46384465129211033 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.599045058666182    0.10874704388547535
  0.4412436853755604  -0.05045360326766968  0.5660314994954294
  0.3775513475139936   0.4473150038513644 ]
 Variance: 0.4506806504613324
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  30.  81.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 250
 ROC AUC score: 0.9958367391697603
 avg_acc_score: 0.8813888888888888
 avg_acc_node: 0.8943333333333343
 mAP score: 0.9136046021907195
 Average mask density: 0.12681022162420716
 pos diff: [ 0.                    0.09130002151836049  -0.009160654850242552
  0.11214099851521579   0.27901679277420044   0.12173532670544039
  0.058365806192159655  0.4637951100694722  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.599045058666182    0.10874704388547535
  0.4412436853755604  -0.05045360326766968  0.5660314994954294
  0.3775513475139936   0.4473150038513644 ]
 Variance: 0.4508020780597034
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  30.  81.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -40.831681314855814, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 251
 ROC AUC score: 0.9958394116107405
 avg_acc_score: 0.8813888888888888
 avg_acc_node: 0.8943333333333343
 mAP score: 0.913753106668268
 Average mask density: 0.12665957679140963
 pos diff: [ 0.                    0.09117925191713759  -0.009163604787558564
  0.1120611385865645    0.27902618050575256   0.12153659784986127
  0.05841792076826095   0.46374427655647543 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.599045058666182    0.10874704388547535
  0.4412436853755604  -0.05045360326766968  0.5660314994954294
  0.3775513475139936   0.4446214447761404 ]
 Variance: 0.45092265318366664
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  30.  81.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 252
 ROC AUC score: 0.9958422011148411
 avg_acc_score: 0.8816666666666665
 avg_acc_node: 0.8943333333333343
 mAP score: 0.9140172852599084
 Average mask density: 0.12651185960765354
 pos diff: [ 0.                    0.09106204209248882  -0.009165246624591922
  0.11198689991777594   0.27903589606285095   0.12131787307800786
  0.05846250206232071   0.4636960091262028  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.599045058666182    0.1088512266470381
  0.4412436853755604  -0.05045360326766968  0.5660314994954294
  0.3792586483061314   0.4471277491799716 ]
 Variance: 0.45104097846750224
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 253
 ROC AUC score: 0.9958450356432187
 avg_acc_score: 0.8816666666666665
 avg_acc_node: 0.8943333333333343
 mAP score: 0.9140177662603896
 Average mask density: 0.12636634837220823
 pos diff: [ 0.                   0.09094897996295583 -0.00916544563514142
  0.11191848462278192  0.2790457606315613   0.12108150412959437
  0.05850125749905904  0.4636500082139311 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.599045058666182    0.1088512266470381
  0.4412436853755604  -0.05045360326766968  0.5660314994954294
  0.3792586483061314   0.4471277491799716 ]
 Variance: 0.4511573137955027
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 254
 ROC AUC score: 0.9958479902363354
 avg_acc_score: 0.8822222222222219
 avg_acc_node: 0.8943333333333343
 mAP score: 0.9140401512827744
 Average mask density: 0.1262243768834977
 pos diff: [ 0.                    0.0908385066946676   -0.009164205267409648
  0.11185510971329429   0.2790558338165283    0.12081835178598281
  0.058530019223690034  0.4636076745288125  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.599045058666182    0.10473877388583727
  0.4412436853755604  -0.05045360326766968  0.5660021360362729
  0.3792586483061314   0.4471277491799716 ]
 Variance: 0.4512714646082712
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 255
 ROC AUC score: 0.9958508067550023
 avg_acc_score: 0.8822222222222221
 avg_acc_node: 0.8940000000000009
 mAP score: 0.9140553173108718
 Average mask density: 0.1260852393529806
 pos diff: [ 0.                    0.09072744230593531  -0.009161795220099205
  0.11179446469653737   0.2790660560131073    0.12053312505445173
  0.058552680909633635  0.46356788842842495 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.599045058666182    0.10473877388583727
  0.4412436853755604  -0.05045360326766968  0.5660021360362729
  0.3792586483061314   0.44659451883414697]
 Variance: 0.4513841477925022
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 256
 ROC AUC score: 0.9958541515585204
 avg_acc_score: 0.8822222222222221
 avg_acc_node: 0.8940000000000009
 mAP score: 0.9140429544467931
 Average mask density: 0.12594824845654362
 pos diff: [ 0.                    0.09061102556788232  -0.009158048994285016
  0.111733248017051     0.2790764272212982    0.12023754081418438
  0.05857250342766444   0.4635296022069865  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.599045058666182    0.10473877388583727
  0.4412436853755604  -0.05045360326766968  0.5660021360362729
  0.38449260567625365  0.44659451883414697]
 Variance: 0.45149532686364646
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  30.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 257
 ROC AUC score: 0.9958571361678216
 avg_acc_score: 0.8822222222222221
 avg_acc_node: 0.8943333333333343
 mAP score: 0.9141447997633122
 Average mask density: 0.12581287018640844
 pos diff: [ 0.                    0.09048645826410656  -0.009153001318293169
  0.1116698991168629    0.2790869474411011    0.11994144801170595
  0.05859203363458316   0.46349206875110494 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6020383568834667   0.10473877388583727
  0.4412436853755604  -0.05045360326766968  0.5660021360362729
  0.38449260567625365  0.4475694545384111 ]
 Variance: 0.4516052901455046
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  24. 118.   1.   1.  30.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 258
 ROC AUC score: 0.9958601317830574
 avg_acc_score: 0.8824999999999998
 avg_acc_node: 0.8943333333333343
 mAP score: 0.9141414928850053
 Average mask density: 0.12567838341047807
 pos diff: [ 0.                    0.0903506052395529   -0.009147166713210177
  0.11160083521496166   0.27909764647483826   0.11965085157463627
  0.058615362644195555  0.4634541540310301  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6020383568834667   0.10473877388583727
  0.4412436853755604  -0.05045360326766968  0.5660021360362729
  0.383796443293492    0.4475694545384111 ]
 Variance: 0.4517146613683589
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  24. 118.   1.   1.  30.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 259
 ROC AUC score: 0.995863047355134
 avg_acc_score: 0.8830555555555555
 avg_acc_node: 0.8946666666666677
 mAP score: 0.9142690281583739
 Average mask density: 0.12554750671528067
 pos diff: [ 0.                    0.09020682405834356  -0.009140655521518928
  0.11152950958772138   0.279108464717865     0.11934583129421357
  0.05863246818383535   0.46342028728846846 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5993507157179935   0.10473877388583727
  0.4412436853755604  -0.05045360326766968  0.5665161203472845
  0.383796443293492    0.4475694545384111 ]
 Variance: 0.45182232689704943
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  24. 118.   1.   1.  30.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 260
 ROC AUC score: 0.9958655447017032
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8936666666666677
 mAP score: 0.9142293872437328
 Average mask density: 0.1254188681544809
 pos diff: [ 0.                    0.09004990202336272  -0.009133263067765669
  0.11145243753086437   0.2791193127632141    0.11903889140775127
  0.058649928867816926  0.463388243625904   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6001487962963167   0.10473877388583727
  0.4412436853755604  -0.05045360326766968  0.5665161203472845
  0.383796443293492    0.4475694545384111 ]
 Variance: 0.45192922059944873
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  24. 118.   1.   1.  30.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -40.49135980475694, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 261
 ROC AUC score: 0.9958680870725494
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8936666666666677
 mAP score: 0.9142728694514307
 Average mask density: 0.12529181626040906
 pos diff: [ 0.                    0.0898765468400372   -0.009125039597188146
  0.11136771277947859   0.2791302502155304    0.11873702224223845
  0.058670254548390706  0.4633571392503278  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6001487962963167   0.10479978145646655
  0.44049485271627253 -0.05045360326766968  0.566523254638718
  0.383796443293492    0.4475694545384111 ]
 Variance: 0.45203558169459523
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  24. 118.   1.   1.  30.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 262
 ROC AUC score: 0.995870391314997
 avg_acc_score: 0.8830555555555553
 avg_acc_node: 0.8936666666666677
 mAP score: 0.9142467652873953
 Average mask density: 0.12516553253490517
 pos diff: [ 0.                    0.08968459525384194  -0.00911590629372715
  0.11127435619180853   0.27914121747016907   0.11844923587576035
  0.058696843683719635  0.46332581957866403 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6001487962963167   0.10324800802656442
  0.44049485271627253 -0.05045360326766968  0.566523254638718
  0.383796443293492    0.4475694545384111 ]
 Variance: 0.45214158779398883
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  24. 118.   1.   1.  30.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 263
 ROC AUC score: 0.9958722563206082
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8933333333333344
 mAP score: 0.9143805255086557
 Average mask density: 0.12503958480040958
 pos diff: [ 0.                    0.08947135471115428  -0.00910584739417084
  0.11117078174244274   0.27915218472480774   0.11818050665240135
  0.058731834838787716  0.4632936006989972  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6001487962963167   0.10324800802656442
  0.44049485271627253 -0.05045360326766968  0.566523254638718
  0.383796443293492    0.4475694545384111 ]
 Variance: 0.4522475186592994
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  24. 118.   1.   1.  30.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 264
 ROC AUC score: 0.9958738651881095
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.893000000000001
 mAP score: 0.9142815904930539
 Average mask density: 0.12491383067958914
 pos diff: [ 0.                    0.0892331206108913   -0.009094610687129754
  0.11105494011532177   0.27916309237480164   0.11794145910009261
  0.05877637018760045   0.4632610159701315  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6001487962963167   0.10287896266653518
  0.44049485271627253 -0.05045360326766968  0.566523254638718
  0.3872294485569      0.4487389911865366 ]
 Variance: 0.4523538330394703
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  24. 118.   1.   1.  30.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 265
 ROC AUC score: 0.995875670161351
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8940000000000011
 mAP score: 0.9143095810210443
 Average mask density: 0.12479518605008487
 pos diff: [ 0.                    0.08897886369839188  -0.009082790741250535
  0.11093362163413654   0.27917414903640747   0.1176577198409265
  0.058805479357639946  0.46323618549725104 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5998334153132006   0.1027273215538214
  0.44049485271627253 -0.05045360326766968  0.566523254638718
  0.3872294485569      0.4487389911865366 ]
 Variance: 0.4524574050836536
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  24. 118.   1.   1.  30.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 266
 ROC AUC score: 0.9958777092608334
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8943333333333345
 mAP score: 0.9142214314255419
 Average mask density: 0.12468147322948579
 pos diff: [ 0.                    0.08870478774890427  -0.009070215146403666
  0.11080460873517123   0.2791851758956909    0.11735202564347175
  0.058827134470144905  0.46321630991738416 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5997229511580191   0.1027273215538214
  0.44049485271627253 -0.05045360326766968  0.5615284805816989
  0.3872294485569      0.4487389911865366 ]
 Variance: 0.4525593513421931
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  24. 118.   1.   1.  31.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 267
 ROC AUC score: 0.9958792761056761
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8946666666666679
 mAP score: 0.9143511989891331
 Average mask density: 0.12457098162799542
 pos diff: [ 0.                    0.08841462544173248  -0.009057044982910156
  0.11066893501715226   0.2791960835456848    0.11703852732335368
  0.05884601424137751   0.4631994541349082  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5952910817851705   0.1027273215538214
  0.44022238091988997 -0.05045360326766968  0.5614178207132124
  0.3872294485569      0.4487389911865366 ]
 Variance: 0.45266011804857215
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  31.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 268
 ROC AUC score: 0.9958809740211922
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8946666666666679
 mAP score: 0.9143738137698123
 Average mask density: 0.12446194174643715
 pos diff: [ 0.                    0.08810515320005495  -0.009042703662036864
  0.11052614856850017   0.279206782579422     0.11673032660638133
  0.058868290235598884  0.46318304641493435 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5952910817851705   0.1027273215538214
  0.44022238091988997 -0.05045360326766968  0.5612643421176942
  0.3872294485569      0.4476742908872407 ]
 Variance: 0.4527601797825412
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  31.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 269
 ROC AUC score: 0.995882601898944
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8940000000000012
 mAP score: 0.91438335125484
 Average mask density: 0.12435422150008996
 pos diff: [ 0.                    0.08777387403259593  -0.009027381327526628
  0.11037357259880412   0.2792171835899353    0.1164291597181751
  0.058895149578650795  0.46316743410866834 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5952910817851705   0.10023575060623736
  0.44022238091988997 -0.05045360326766968  0.5612643421176942
  0.3872294485569      0.4488474557112003 ]
 Variance: 0.4528600791768656
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  31.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 270
 ROC AUC score: 0.9958837034929234
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8940000000000012
 mAP score: 0.9143062585944141
 Average mask density: 0.12424318395043833
 pos diff: [ 0.                    0.0874140292159782   -0.009011566146346163
  0.1102089976722544    0.27922704815864563   0.11617271361812469
  0.05894355028867722   0.46314575548829706 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5952910817851705   0.10023575060623736
  0.44022238091988997 -0.05045360326766968  0.5611159178999162
  0.3872294485569      0.44892176780207405]
 Variance: 0.45296196319953935
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  25. 118.   1.   1.  31.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -40.15191097650677, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 271
 ROC AUC score: 0.995884197759432
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8943333333333346
 mAP score: 0.9145597308166363
 Average mask density: 0.12413083288933975
 pos diff: [ 0.                    0.08702623474696451  -0.008995463532849777
  0.11003248230977491   0.27923643589019775   0.11594785293263773
  0.05900691971182823   0.4631204918540757  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5992124570795327   0.09835667181606135
  0.44000054679133677 -0.05045360326766968  0.5564066851812024
  0.3872294485569      0.44892176780207405]
 Variance: 0.4530648074912251
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  24. 118.   1.   1.  32.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 272
 ROC AUC score: 0.995884226775077
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8943333333333346
 mAP score: 0.9143926758422898
 Average mask density: 0.12401659504026767
 pos diff: [ 0.                    0.08660645943042661  -0.008979170036709998
  0.10984270843592557   0.2792453467845917    0.11576032590481543
  0.05908762191732724   0.4630909351439312  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.5992124570795327   0.09835667181606135
  0.4415754629807039  -0.05045360326766968  0.5564066851812024
  0.3872294485569      0.44892176780207405]
 Variance: 0.45316894970946253
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  24. 118.   1.   1.  32.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 273
 ROC AUC score: 0.9958836604697253
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8943333333333346
 mAP score: 0.9143793748428777
 Average mask density: 0.12390055103784907
 pos diff: [ 0.                    0.08615770812862175  -0.008962640584992968
  0.10964060479944403   0.2792537212371826    0.11560922164109445
  0.05918526003758113   0.46305695689957715 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6044091594613288   0.09632712282425115
  0.4415536043318835  -0.05045360326766968  0.5564066851812024
  0.3872294485569      0.44892176780207405]
 Variance: 0.4532744673009037
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  23. 118.   1.   1.  32.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 274
 ROC AUC score: 0.9958827519798676
 avg_acc_score: 0.8844444444444444
 avg_acc_node: 0.8946666666666679
 mAP score: 0.9142440734159095
 Average mask density: 0.123784821629663
 pos diff: [ 0.                    0.0856881794358088   -0.008945971727371216
  0.10942968265576795   0.27926167845726013   0.11547579351932771
  0.0592906857530276    0.46302212209537114 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6040622855513549   0.09743939943550047
  0.4415536043318835  -0.05045360326766968  0.5600525955519369
  0.3872294485569      0.446582093834877  ]
 Variance: 0.4533805535938803
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  23. 117.   1.   1.  31.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 275
 ROC AUC score: 0.9958813232094746
 avg_acc_score: 0.8847222222222221
 avg_acc_node: 0.8946666666666679
 mAP score: 0.9141383558763685
 Average mask density: 0.1236640037948082
 pos diff: [ 0.                    0.08519637683206353  -0.008929292771441878
  0.10920901677825234   0.2792690694332123    0.1154056568780253
  0.05942146529754003   0.4629798747342208  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6040622855513549   0.09743939943550047
  0.4407159764658321  -0.05045360326766968  0.5599169844100552
  0.3849380689362685   0.446582093834877  ]
 Variance: 0.45348843048751625
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  23. 117.   1.   1.  31.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 276
 ROC AUC score: 0.9958799444660562
 avg_acc_score: 0.8847222222222221
 avg_acc_node: 0.8946666666666679
 mAP score: 0.9141858166460516
 Average mask density: 0.12354298354988319
 pos diff: [ 0.                    0.08468912184731034  -0.008911678860010194
  0.10898327068849044   0.27927619218826294   0.11535703318734322
  0.05955740933616956   0.46293715978490896 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6085268542293675   0.09707773224381376
  0.4407159764658321  -0.05045360326766968  0.5638973720131382
  0.3849380689362685   0.446582093834877  ]
 Variance: 0.45359588735710415
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 117.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 277
 ROC AUC score: 0.9958782815694223
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8950000000000011
 mAP score: 0.9142029106631455
 Average mask density: 0.12342223993579594
 pos diff: [ 0.                    0.08417511651338624  -0.008892738868382351
  0.10875599519772963   0.27928298711776733   0.11531703029909442
  0.05969493215282758   0.4628948610404442  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.608504861100646    0.09707773224381376
  0.4407159764658321  -0.05045360326766968  0.5641244988768331
  0.3849380689362685   0.446582093834877  ]
 Variance: 0.4537022986241985
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 117.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 278
 ROC AUC score: 0.9958765076129048
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8956666666666677
 mAP score: 0.9142273815626165
 Average mask density: 0.12330271058872244
 pos diff: [ 0.                    0.08366346137582763  -0.008872437329331705
  0.10853326239369132   0.27928945422172546   0.11527304952183078
  0.05982798188924789   0.4628549834777569  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6124208975921978   0.09549541956137035
  0.4400743600997058  -0.05045360326766968  0.5641390082816924
  0.3849380689362685   0.446582093834877  ]
 Variance: 0.45380675985154434
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 117.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 279
 ROC AUC score: 0.9958750518279457
 avg_acc_score: 0.883888888888889
 avg_acc_node: 0.8953333333333343
 mAP score: 0.9141879611065294
 Average mask density: 0.12318604162960703
 pos diff: [ 0.                    0.08316761501564467  -0.008851195908775015
  0.10832062932578      0.2792958617210388    0.11520474740574436
  0.05994678561886151   0.46282038760596306 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.614616110797756    0.09451970334880608
  0.4400743600997058  -0.05045360326766968  0.5641390082816924
  0.3849380689362685   0.446582093834877  ]
 Variance: 0.4539080236938931
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 117.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 280
 ROC AUC score: 0.9958739832517695
 avg_acc_score: 0.883888888888889
 avg_acc_node: 0.8956666666666677
 mAP score: 0.9142573377175726
 Average mask density: 0.12307130784111225
 pos diff: [ 0.                    0.08270334507808212  -0.008828195904897264
  0.10812677307562395   0.2793022394180298    0.11510812971861131
  0.06004930883646011   0.46279143053909827 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.614616110797756    0.09451970334880608
  0.4400743600997058  -0.05045360326766968  0.5641390082816924
  0.3849380689362685   0.446582093834877  ]
 Variance: 0.4540057710602572
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 117.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -39.8033827515319, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 281
 ROC AUC score: 0.9958736680818298
 avg_acc_score: 0.8841666666666667
 avg_acc_node: 0.8956666666666677
 mAP score: 0.9144243928392848
 Average mask density: 0.1229582367561366
 pos diff: [ 0.                    0.08228710761740188  -0.008802619108483812
  0.10795949616215446   0.27930858731269836   0.11497424230460197
  0.06013237088918686   0.46276906081314745 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.614616110797756    0.09412606343750127
  0.4400219892913645  -0.05045360326766968  0.5641390082816924
  0.3849380689362685   0.446582093834877  ]
 Variance: 0.45409934828668147
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 117.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 282
 ROC AUC score: 0.9958735400127748
 avg_acc_score: 0.8841666666666667
 avg_acc_node: 0.8956666666666677
 mAP score: 0.9144280198706894
 Average mask density: 0.12284503701008541
 pos diff: [ 0.                    0.08193225653703548  -0.008774554926501818
  0.1078262220729481    0.27931493520736694   0.11480632208047374
  0.06019795586665471   0.46275252617638685 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.614616110797756    0.09026471248342971
  0.4400219892913645  -0.05045360326766968  0.5641390082816924
  0.3849380689362685   0.446582093834877  ]
 Variance: 0.4541887745808813
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 283
 ROC AUC score: 0.9958742894168535
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8953333333333345
 mAP score: 0.9143107646958067
 Average mask density: 0.12273087842854928
 pos diff: [ 0.                   0.08165029208522198 -0.0087436265196682
  0.10773377770727331  0.2793213427066803   0.11460224539041519
  0.06024555986126264  0.4627421971025138 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6145316618533174   0.09133146395368025
  0.4400219892913645  -0.05045360326766968  0.5641390082816924
  0.3849380689362685   0.446582093834877  ]
 Variance: 0.45427381048965687
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 284
 ROC AUC score: 0.9958757742174581
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8953333333333345
 mAP score: 0.9144796359480114
 Average mask density: 0.12261435359176241
 pos diff: [ 0.                    0.0814510426245445   -0.008709308775988493
  0.10768411972305991   0.2793278992176056    0.11436619849935654
  0.06027782460053762   0.4627371836325218  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                   0.6145316618533174   0.09133146395368025
  0.4399676287716085  -0.05045360326766968  0.5626925881351194
  0.3849380689362685   0.446582093834877  ]
 Variance: 0.45435488741585384
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 285
 ROC AUC score: 0.9958776522300824
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8953333333333345
 mAP score: 0.9144301830860585
 Average mask density: 0.12249093404721315
 pos diff: [ 0.                    0.08133775611554296  -0.008671434211336877
  0.10767824947834015   0.2793343961238861    0.11413214283604775
  0.06031271268924077   0.4627331716233286  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6145316618533174  0.09133146395368025
 0.4399676287716085  0.07854717969894409 0.5626925881351194
 0.38576997742056846 0.446582093834877  ]
 Variance: 0.4544334863439292
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 286
 ROC AUC score: 0.9958797823786586
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8953333333333345
 mAP score: 0.9145455245347334
 Average mask density: 0.12235996532474713
 pos diff: [ 0.                   0.08131288767846162 -0.0086295136735459
  0.10771662376143716  0.279340922832489    0.11390425673415584
  0.06035216823220253  0.46272914830980627], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6134461504368742  0.09133146395368025
 0.4399676287716085  0.07854717969894409 0.5626925881351194
 0.38576997742056846 0.446582093834877  ]
 Variance: 0.4545095690886942
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 287
 ROC AUC score: 0.9958822306987927
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8953333333333343
 mAP score: 0.9146695324712414
 Average mask density: 0.12222171640586903
 pos diff: [ 0.                   0.08137428243298175 -0.00858407572281262
  0.10779903693632646  0.27934759855270386  0.11367859427006013
  0.06039560412367185  0.46272532539121036], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6134461504368742  0.09133146395368025
 0.4399676287716085  0.07854717969894409 0.5626925881351194
 0.38576997742056846 0.446582093834877  ]
 Variance: 0.4545828650758559
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 288
 ROC AUC score: 0.9958851332638559
 avg_acc_score: 0.8836111111111109
 avg_acc_node: 0.8950000000000011
 mAP score: 0.9147810847308665
 Average mask density: 0.12207571568855935
 pos diff: [ 0.                    0.08151669566296349  -0.008534523327488545
  0.1079222018068487    0.2793545424938202    0.11346343159675598
  0.06044618859887123   0.46272040081435234 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6134461504368742  0.09133146395368025
 0.4399676287716085  0.07854717969894409 0.5627900994112415
 0.38576997742056846 0.446582093834877  ]
 Variance: 0.4546544606835739
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 289
 ROC AUC score: 0.9958882739573178
 avg_acc_score: 0.8836111111111109
 avg_acc_node: 0.8950000000000011
 mAP score: 0.9148458995456811
 Average mask density: 0.12192223219319841
 pos diff: [ 0.                    0.08173313958585755  -0.00848100746958709
  0.10808156186884099   0.27936193346977234   0.11326159608940925
  0.060505055636167523  0.46271379446161204 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6134461504368742  0.09133146395368025
 0.4399676287716085  0.07854717969894409 0.5627900994112415
 0.38576997742056846 0.446582093834877  ]
 Variance: 0.4547240693805257
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 290
 ROC AUC score: 0.9958914736826097
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8950000000000011
 mAP score: 0.914866676608125
 Average mask density: 0.12176233461142554
 pos diff: [ 0.                   0.08201389150186018 -0.00842384760044823
  0.10827076218344948  0.27936992049217224  0.11307291109715739
  0.06057227899630865  0.46270600475113965], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6139570582996715  0.08959443165251046
 0.4399676287716085  0.07854717969894409 0.5627900994112415
 0.38576997742056846 0.4499142062047432 ]
 Variance: 0.4547918812520957
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -39.46551462542266, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 291
 ROC AUC score: 0.995894918540077
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.896000000000001
 mAP score: 0.9148849681840145
 Average mask density: 0.12159476674821224
 pos diff: [ 0.                    0.08234633665439511  -0.008363028449460495
  0.10848316170952536   0.2793785631656647    0.11291223163566282
  0.06065498689810435   0.46269310291471155 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6139570582996715  0.0889135362688175
 0.4399676287716085  0.07854717969894409 0.5627900994112415
 0.38576997742056846 0.4499142062047432 ]
 Variance: 0.4548589901430425
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 292
 ROC AUC score: 0.9958980702394732
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.896000000000001
 mAP score: 0.9149692635183099
 Average mask density: 0.12142081464273163
 pos diff: [ 0.                    0.082720442744326    -0.008299602949914853
  0.10871174552223899   0.27938809990882874   0.11277732277108778
  0.06075258751710256   0.4626753376475696  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6139570582996715  0.0889135362688175
 0.4399676287716085  0.07854717969894409 0.5627900994112415
 0.38576997742056846 0.45137612007815264]
 Variance: 0.45492561896387956
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 293
 ROC AUC score: 0.9959011799162109
 avg_acc_score: 0.8844444444444441
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9150636280782953
 Average mask density: 0.12124242051910959
 pos diff: [ 0.                    0.08312420978033838  -0.008232590334474548
  0.10895084196870977   0.279398649930954     0.11266150253434334
  0.060860592126846316  0.46265443183224775 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6139570582996715  0.0889135362688175
 0.43969248289411716 0.07854717969894409 0.5627900994112415
 0.38576997742056846 0.45137612007815264]
 Variance: 0.4549918212911022
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 294
 ROC AUC score: 0.9959042715832377
 avg_acc_score: 0.8844444444444441
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9151054650992989
 Average mask density: 0.121061423156255
 pos diff: [ 0.                    0.08355201349770727  -0.008162390102039684
  0.10919708663767035   0.2794102430343628    0.11255418437142525
  0.06097483038902283   0.4626314326606948  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6139570582996715  0.08984675338445616
 0.43969248289411716 0.07854717969894409 0.562751348220533
 0.38576997742056846 0.45137612007815264]
 Variance: 0.45505739860933225
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 295
 ROC AUC score: 0.995907150135353
 avg_acc_score: 0.8844444444444441
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9151108295907746
 Average mask density: 0.12087942634987392
 pos diff: [ 0.                    0.08399175637024493  -0.008089521453400288
  0.10944269787181507   0.2794230580329895    0.11245152474411073
  0.06109353353579839   0.4626069176813652  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6128704722755212  0.08984675338445616
 0.43969248289411716 0.07854717969894409 0.562751348220533
 0.3862377695739269  0.45137612007815264]
 Variance: 0.45512268432205844
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 296
 ROC AUC score: 0.9959100927219957
 avg_acc_score: 0.884444444444444
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9152315391281509
 Average mask density: 0.12069790296150527
 pos diff: [ 0.                    0.08443295044347274  -0.008014704077696997
  0.10968216820196672   0.279437392950058     0.11235031773967127
  0.061214910447597505  0.4625815908456671  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6099519815819323  0.08984675338445616
 0.43969248289411716 0.07854717969894409 0.562751348220533
 0.3862377695739269  0.45802359591270314]
 Variance: 0.45518769248816826
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 297
 ROC AUC score: 0.9959131493701403
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9153149349081153
 Average mask density: 0.12052152754132635
 pos diff: [ 0.                    0.08486930964406857  -0.007938073193731387
  0.10991202213547446   0.2794536352157593    0.1122185143251573
  0.06132183422644933   0.4625596188265702  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6076195114407658  0.08984675338445616
 0.43969248289411716 0.07854717969894409 0.562751348220533
 0.3862377695739269  0.45802359591270314]
 Variance: 0.4552509369060607
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 298
 ROC AUC score: 0.9959164061261833
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9153483274680884
 Average mask density: 0.1203511225290721
 pos diff: [ 0.                    0.08529152948994281  -0.007860380509668145
  0.11012652949853377   0.27947187423706055   0.11205663003267781
  0.06141403938333193   0.4625407138775135  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6076195114407658  0.08984675338445616
 0.43969248289411716 0.07854717969894409 0.562751348220533
 0.3862377695739269  0.45802359591270314]
 Variance: 0.4553121489987838
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 299
 ROC AUC score: 0.9959189114770683
 avg_acc_score: 0.8836111111111109
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9154529138539247
 Average mask density: 0.12018876621805603
 pos diff: [ 0.                    0.08569384680306616  -0.007782357783356974
  0.1103220294822346    0.2794923186302185    0.11185200151897245
  0.061486442138751346  0.4625269940187191  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6077574888044153  0.08984675338445616
 0.43969248289411716 0.07854717969894409 0.5677679601696229
 0.3870253977676233  0.45802359591270314]
 Variance: 0.4553707746583967
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 300
 ROC AUC score: 0.9959218000345788
 avg_acc_score: 0.8836111111111109
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9154742360989311
 Average mask density: 0.12003433240928237
 pos diff: [ 0.                     0.0860658421004114    -0.0077037303900915725
  0.11049382253126665    0.27951493859291077    0.11161154652795484
  0.061542368431886034   0.4625180661678314   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6092703977892221  0.08984675338445616
 0.43969248289411716 0.07854717969894409 0.5670801985167688
 0.3870253977676233  0.45802359591270314]
 Variance: 0.4554273160022851
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -39.137193503789604, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary_ep_300.pth.tar

 epoch: 301
 ROC AUC score: 0.9959251188240699
 avg_acc_score: 0.8836111111111109
 avg_acc_node: 0.8963333333333344
 mAP score: 0.9158161377672218
 Average mask density: 0.11988848214849765
 pos diff: [ 0.                    0.0864151745788322   -0.007625774164830358
  0.11065280654213645   0.27953940629959106   0.11132046892758339
  0.061575847864151004  0.46251643115076524 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6096567679042658  0.0897964377048587
 0.43969248289411716 0.07854717969894409 0.5670801985167688
 0.3870253977676233  0.45802359591270314]
 Variance: 0.4554813814140891
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 302
 ROC AUC score: 0.9959281704695171
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8963333333333344
 mAP score: 0.9158018071903911
 Average mask density: 0.11975039671359397
 pos diff: [ 0.                    0.08673271019596698  -0.007548449206943354
  0.11079304109920154   0.279565691947937     0.11099321299022244
  0.061591970672210054  0.4625202643460241  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6096567679042658  0.09002596287687947
 0.43969248289411716 0.07854717969894409 0.5670801985167688
 0.3870253977676233  0.45802359591270314]
 Variance: 0.45553373749494797
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 303
 ROC AUC score: 0.995931058026488
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8963333333333344
 mAP score: 0.9158285431292175
 Average mask density: 0.11961288647213014
 pos diff: [ 0.                    0.08700620512331812  -0.007471295181384756
  0.11090783260085366   0.27959325909614563   0.11069424017783135
  0.06162187308073044   0.4625199570738036  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6096567679042658  0.09013379112748075
 0.43969248289411716 0.07854717969894409 0.5620955889744144
 0.3870253977676233  0.45802359591270314]
 Variance: 0.455587113093095
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 304
 ROC AUC score: 0.9959333052381844
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8963333333333344
 mAP score: 0.9159046372393604
 Average mask density: 0.1194754877957155
 pos diff: [ 0.                    0.08722999667333177  -0.007394345584979727
  0.11099497350779447   0.2796221077442169    0.11042962872212933
  0.06166854922970136   0.46251442052167036 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6096567679042658  0.08960315363466247
 0.43969248289411716 0.07854717969894409 0.5620955889744144
 0.3870253977676233  0.45802359591270314]
 Variance: 0.4556418803616298
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 305
 ROC AUC score: 0.995934563916864
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8963333333333344
 mAP score: 0.9160088636431835
 Average mask density: 0.11933782854669779
 pos diff: [ 0.                    0.08740427671385205  -0.007317628988549729
  0.1110531666062095    0.2796521484851837    0.11020186303123351
  0.061733811845382056  0.4625029589595466  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6096567679042658  0.08960315363466247
 0.43969248289411716 0.07854717969894409 0.5620955889744144
 0.3883675222595533  0.45802359591270314]
 Variance: 0.4556993231898045
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 306
 ROC AUC score: 0.9959352092648355
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8963333333333344
 mAP score: 0.9162624134088301
 Average mask density: 0.11919902218852352
 pos diff: [ 0.                    0.0875310988958217   -0.007241082585547581
  0.1110837768424641    0.27968335151672363   0.11001772529655887
  0.06181986480951309   0.4624847183967459  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6096567679042658  0.08960315363466247
 0.43969248289411716 0.07854717969894409 0.5620955889744144
 0.3883675222595533  0.4555509414138465 ]
 Variance: 0.45575877914525953
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 307
 ROC AUC score: 0.9959356805189358
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8956666666666676
 mAP score: 0.9161776809181098
 Average mask density: 0.11906285448608318
 pos diff: [ 0.                    0.08760564534132145  -0.007164959079963116
  0.11108524149114435   0.2797156572341919    0.10985510748240256
  0.061915619671344756  0.4624641239643097  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6096573004052659  0.08960315363466247
 0.43969248289411716 0.07854717969894409 0.5620955889744144
 0.3883675222595533  0.45518677450459577]
 Variance: 0.4558192270100295
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 308
 ROC AUC score: 0.9959357085340416
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8956666666666676
 mAP score: 0.9160658267229221
 Average mask density: 0.1189288100360731
 pos diff: [ 0.                    0.08763206448436768  -0.007088159480370766
  0.11106083420189944   0.27974891662597656   0.1097139906018011
  0.062020890911420185  0.462440880722013   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6111662264697808  0.08962150398364738
 0.43969248289411716 0.07854717969894409 0.5620955889744144
 0.390886319677035   0.45518677450459577]
 Variance: 0.45588058098953504
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 309
 ROC AUC score: 0.9959353683506146
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8956666666666676
 mAP score: 0.9161614641102261
 Average mask density: 0.11879706666430326
 pos diff: [ 0.                   0.08761542764576999 -0.00701124879939497
  0.1110137787732211   0.2797830402851105   0.10958889559392006
  0.06213497370481491  0.4624157542812413 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6112827683283277  0.08874711911540387
 0.43969248289411716 0.07854717969894409 0.5620955889744144
 0.390886319677035   0.45518677450459577]
 Variance: 0.45594268086840617
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 310
 ROC AUC score: 0.995934892093817
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8956666666666676
 mAP score: 0.9161259486251138
 Average mask density: 0.11866824125332864
 pos diff: [ 0.                    0.08756057339266313  -0.006934943524273959
  0.11094699122688988   0.27981799840927124   0.1094709966451891
  0.062253824124733605  0.46239013867131595 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6113974545612808  0.08874711911540387
 0.43969248289411716 0.07854717969894409 0.5620955889744144
 0.390886319677035   0.45518677450459577]
 Variance: 0.45600481200302606
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -38.90657009463757, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 311
 ROC AUC score: 0.9959340986660007
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8956666666666676
 mAP score: 0.9161541348996237
 Average mask density: 0.11854238712656705
 pos diff: [ 0.                    0.08747502299379711  -0.006858917307262578
  0.11086500097404826   0.2798537015914917    0.10935409919869515
  0.062372651199499765  0.4623647229424838  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6113974545612808  0.08874711911540387
 0.43969248289411716 0.07854717969894409 0.5620955889744144
 0.390886319677035   0.45518677450459577]
 Variance: 0.45606668046902193
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 312
 ROC AUC score: 0.995933469326661
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8953333333333343
 mAP score: 0.9162635659032079
 Average mask density: 0.11842292972426378
 pos diff: [ 0.                    0.08736680657410424  -0.006782535432784026
  0.11077281426299702   0.27989035844802856   0.10920641547249209
  0.0624734732011954    0.46234381301649685 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6113974545612808  0.08929147946933085
 0.43969248289411716 0.07854717969894409 0.5620955889744144
 0.390886319677035   0.45518677450459577]
 Variance: 0.4561265691194882
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 313
 ROC AUC score: 0.9959325048065917
 avg_acc_score: 0.8836111111111109
 avg_acc_node: 0.8953333333333343
 mAP score: 0.9159127562190649
 Average mask density: 0.11830830572716863
 pos diff: [ 0.                    0.08724432789589748  -0.006705392737033938
  0.11067445522004908   0.2799278497695923    0.10903288351912652
  0.06256054093440373   0.46232691509970303 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6113974545612808  0.08929147946933085
 0.4399842004884373  0.07854717969894409 0.5620955889744144
 0.390886319677035   0.45518677450459577]
 Variance: 0.45618468747646346
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 314
 ROC AUC score: 0.9959316783609722
 avg_acc_score: 0.8836111111111109
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9158748373478126
 Average mask density: 0.11819772940237473
 pos diff: [ 0.                    0.0871136764849513   -0.006627366069919807
  0.11057287752628327   0.2799660563468933    0.1088352965251092
  0.0626345582306385    0.46231322555706417 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6113974545612808  0.08991040277087
 0.4399842004884373  0.07854717969894409 0.5620955889744144
 0.390886319677035   0.45518677450459577]
 Variance: 0.4562409254712446
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  30.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 315
 ROC AUC score: 0.9959309239541961
 avg_acc_score: 0.8836111111111109
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9158822142301895
 Average mask density: 0.11809003619190858
 pos diff: [ 0.                    0.08698066502563225  -0.006547976870182132
  0.11047189452431419   0.28000468015670776   0.10861846275867955
  0.06269703234235445   0.462302029132843   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6113974545612808  0.08909158470216862
 0.4399842004884373  0.07854717969894409 0.56593157351017
 0.390886319677035   0.45518677450459577]
 Variance: 0.45629546522430275
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  80.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 316
 ROC AUC score: 0.9959303056207907
 avg_acc_score: 0.8836111111111109
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9158449216616469
 Average mask density: 0.11798414910281114
 pos diff: [ 0.                    0.08684934392448299  -0.006466985487740887
  0.11037410280921242   0.2800435423851013    0.10838786488579165
  0.0627511277794838    0.4622925227058345  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6114140946017809  0.08909158470216862
 0.4399842004884373  0.07854717969894409 0.56593157351017
 0.390886319677035   0.450619541879358  ]
 Variance: 0.45634861127677234
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 317
 ROC AUC score: 0.9959295181962114
 avg_acc_score: 0.8838888888888886
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9159836101336689
 Average mask density: 0.11787698680677394
 pos diff: [ 0.                    0.08672320374772569  -0.006384244881385614
  0.11028244549577887   0.2800823152065277    0.10816184431314468
  0.06280726194381714   0.46228103442438717 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6114140946017809  0.08909158470216862
 0.4399842004884373  0.07854717969894409 0.56593157351017
 0.390886319677035   0.450619541879358  ]
 Variance: 0.45640130700165876
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 318
 ROC AUC score: 0.9959284866399962
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9160249461125048
 Average mask density: 0.11776537699576242
 pos diff: [ 0.                   0.08659345601215836 -0.00630022178996693
  0.11019425527615981  0.2801210880279541   0.1079740017171829
  0.06288339520494143  0.4622631324776288 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6114140946017809  0.08909158470216862
 0.4399842004884373  0.07854717969894409 0.56593157351017
 0.390886319677035   0.450676579927576  ]
 Variance: 0.45645535437620566
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 319
 ROC AUC score: 0.9959272819904492
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9160221402763657
 Average mask density: 0.117649834504973
 pos diff: [ 0.                    0.08646295164242264  -0.006214656613089822
  0.1101078209551898    0.28016406297683716   0.10781440451260536
  0.06297562196850777   0.4622402545706979  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6114140946017809  0.08909158470216862
 0.4399842004884373  0.07854717969894409 0.56593157351017
 0.390886319677035   0.4519965900429364 ]
 Variance: 0.45651073406953696
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 320
 ROC AUC score: 0.9959255190398664
 avg_acc_score: 0.8844444444444441
 avg_acc_node: 0.8946666666666675
 mAP score: 0.916034552381169
 Average mask density: 0.11752963267697901
 pos diff: [ 0.                    0.08633808582282264  -0.006127082611903672
  0.11002493175593289   0.28020793199539185   0.10768479781766091
  0.06308562755584717   0.46221169777985277 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6114140946017809  0.08909158470216862
 0.4399842004884373  0.07854717969894409 0.56593157351017
 0.390886319677035   0.4519965900429364 ]
 Variance: 0.45656701013060286
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -38.7581343902275, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 321
 ROC AUC score: 0.9959238281281267
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9160530270097695
 Average mask density: 0.11740559215926853
 pos diff: [ 0.                    0.08622339072306294  -0.006037371217711898
  0.10994853621179407   0.28025126457214355   0.10757543002405474
  0.06320813198884329   0.4621788304427574  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6114140946017809  0.0880935773376591
 0.43948192569342526 0.07854717969894409 0.56593157351017
 0.39087757567564646 0.4519965900429364 ]
 Variance: 0.45662406933969824
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 322
 ROC AUC score: 0.9959223893523388
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9160687396921487
 Average mask density: 0.11728247973393349
 pos diff: [ 0.                   0.0861243366702529  -0.00594534238507925
  0.10988216454332525  0.2802945077419281   0.1074451909911248
  0.06332026049494743  0.46214735096898574], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6114140946017809  0.08808473417581605
 0.43948192569342526 0.07854717969894409 0.56593157351017
 0.39087757567564646 0.4519965900429364 ]
 Variance: 0.4566796673083565
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 323
 ROC AUC score: 0.9959208875425629
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9161650360972686
 Average mask density: 0.11715983187784275
 pos diff: [ 0.                    0.08604279850140091  -0.005851234039984459
  0.10982637188651345   0.28033775091171265   0.1072979526173684
  0.06342404757936795   0.46211733386434356 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6055037344782805  0.08808473417581605
 0.43948192569342526 0.21312114596366882 0.56593157351017
 0.39087757567564646 0.4519965900429364 ]
 Variance: 0.45673373769383013
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  23. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 324
 ROC AUC score: 0.995919395738182
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8953333333333342
 mAP score: 0.9161983276967366
 Average mask density: 0.11703676923380035
 pos diff: [ 0.                    0.0859790419744066   -0.005755021798709207
  0.10978196507150477   0.2803809344768524    0.10713891612906609
  0.06352248738209407   0.4620874909491375  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6055037344782805  0.08733090142573206
 0.43948192569342526 0.21312114596366882 0.56593157351017
 0.39422692731022835 0.4519965900429364 ]
 Variance: 0.4567860663159641
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  23. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 325
 ROC AUC score: 0.9959178338960367
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8953333333333342
 mAP score: 0.9161876426966724
 Average mask density: 0.11691208675346892
 pos diff: [ 0.                    0.08593254862738049  -0.005656244094706764
  0.1097486211494966    0.2804238200187683    0.1069778773573137
  0.06361961141228675   0.46205594827388896 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6055037344782805  0.08782103633092454
 0.43948192569342526 0.21312114596366882 0.56593157351017
 0.39422692731022835 0.4519965900429364 ]
 Variance: 0.45683715009765924
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  23. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 326
 ROC AUC score: 0.9959160589389799
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9161501756347489
 Average mask density: 0.11678622224315634
 pos diff: [ 0.                    0.08590326895398542  -0.005554874081256961
  0.10972627320072868   0.2804664969444275    0.10681164456952003
  0.06371355975667635   0.4620233866675147  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6055037344782805  0.08691263888493057
 0.43948192569342526 0.21312114596366882 0.56593157351017
 0.39616517747441926 0.4519965900429364 ]
 Variance: 0.4568867746996311
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  23. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 327
 ROC AUC score: 0.9959147942570635
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9161656077335143
 Average mask density: 0.11665937651930146
 pos diff: [ 0.                    0.08589165146685829  -0.005450656345067931
  0.10971549451351166   0.28051048517227173   0.10663858873228874
  0.06380364000797271   0.4619903939551321  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6055037344782805  0.08691263888493057
 0.43948192569342526 0.21312114596366882 0.56593157351017
 0.39616517747441926 0.4519965900429364 ]
 Variance: 0.4569349917391403
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  23. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 328
 ROC AUC score: 0.9959131883911806
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9161625213137611
 Average mask density: 0.11652742373422594
 pos diff: [ 0.                    0.08589097315614874  -0.005344494561518519
  0.10971306020563298   0.28055351972579956   0.10649217761331989
  0.06391101405024528   0.461952066627042   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6055037344782805  0.08691263888493057
 0.43948192569342526 0.21312114596366882 0.56593157351017
 0.39616517747441926 0.4519965900429364 ]
 Variance: 0.45698399141901586
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  23. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 329
 ROC AUC score: 0.9959110752517757
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9163267365771611
 Average mask density: 0.11639115862861944
 pos diff: [ 0.                    0.08590096924915787  -0.005236169769744243
  0.10971874757246537   0.2805957496166229    0.10636699656325002
  0.06403187438845634   0.46190933626273584 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6055037344782805  0.08691263888493057
 0.43948192569342526 0.21312114596366882 0.56593157351017
 0.39616517747441926 0.4519965900429364 ]
 Variance: 0.45703302917389077
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  23. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 330
 ROC AUC score: 0.9959090271474379
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9163356993576757
 Average mask density: 0.11625264082608273
 pos diff: [ 0.                    0.08592205648579873  -0.005125436901061003
  0.10973316674882716   0.2806372344493866    0.1062488027157322
  0.06415748546520869   0.4618652663354216  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6054647426959897  0.08691263888493057
 0.43948192569342526 0.21312114596366882 0.56593157351017
 0.39616517747441926 0.4519965900429364 ]
 Variance: 0.4570816833449882
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  23. 118.   1.   0.  29.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -38.632519878447056, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 331
 ROC AUC score: 0.99590709710676
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9163752408185002
 Average mask density: 0.11611487323919123
 pos diff: [ 0.                    0.08595632176753903  -0.005012423785264827
  0.10975687341256575   0.28067824244499207   0.10611687744817426
  0.06427794471383094   0.4618242357311578  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6054647426959897  0.0860431603163727
 0.4394891774112528  0.21312114596366882 0.5710899190556619
 0.39616517747441926 0.45275357982207987]
 Variance: 0.4571287329161035
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  23. 118.   1.   0.  28.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 332
 ROC AUC score: 0.995905442214442
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9163837673546003
 Average mask density: 0.1159819364683301
 pos diff: [ 0.                    0.08600542663542693  -0.004896625753276604
  0.10979066247289831   0.2807190418243408    0.10594559484912504
  0.06437760094801585   0.4617924428191678  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6110188005384335  0.0870005980996061
 0.4394891774112528  0.21312114596366882 0.5710899190556619
 0.39616517747441926 0.45275357982207987]
 Variance: 0.45717247275061057
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  28.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 333
 ROC AUC score: 0.9959041915400785
 avg_acc_score: 0.8847222222222219
 avg_acc_node: 0.8953333333333342
 mAP score: 0.9164691423928739
 Average mask density: 0.11585345579544028
 pos diff: [ 0.                    0.08606760930423894  -0.004778105365343331
  0.10983370569619265   0.2807597219944       0.1057381440074213
  0.06445375656088194   0.4617692093397009  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6110188005384335  0.0870005980996061
 0.4394891774112528  0.21312114596366882 0.57078801335827
 0.39616517747441926 0.45216997019175825]
 Variance: 0.4572131648235477
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  28.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 334
 ROC AUC score: 0.9959034041154989
 avg_acc_score: 0.8849999999999998
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9164160536925152
 Average mask density: 0.11572914223088639
 pos diff: [ 0.                     0.08614407787638262   -0.0046568845421814725
  0.10988738618113778    0.28080010414123535    0.10549312709800658
  0.06450647562742233    0.46175412371240815  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6110188005384335  0.0870005980996061
 0.4394891774112528  0.21312114596366882 0.57078801335827
 0.39616517747441926 0.45216997019175825]
 Variance: 0.4572504330673383
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  28.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 335
 ROC AUC score: 0.9959027997896466
 avg_acc_score: 0.8852777777777777
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9164158856960237
 Average mask density: 0.11560790286993568
 pos diff: [ 0.                    0.08623145360591983  -0.004532593094612941
  0.10994952537796714   0.28084033727645874   0.10522265540015313
  0.06454098721345265   0.4617453176399757  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6110188005384335  0.08745364758593976
 0.4394891774112528  0.21312114596366882 0.57078801335827
 0.39616517747441926 0.45216997019175825]
 Variance: 0.45728529646051563
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  28.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 336
 ROC AUC score: 0.9959021034141609
 avg_acc_score: 0.8852777777777777
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9164459883094596
 Average mask density: 0.11548881834357819
 pos diff: [ 0.                    0.08632504299652478  -0.004405716480302416
  0.11001684259284626   0.2808804214000702    0.10493782523178286
  0.06456249753634134   0.46174092539425554 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6110188005384335  0.08745364758593976
 0.43916304463689976 0.21312114596366882 0.57078801335827
 0.39616517747441926 0.45216997019175825]
 Variance: 0.45731814533610826
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  28.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 337
 ROC AUC score: 0.9959013279960554
 avg_acc_score: 0.8849999999999998
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9164050698657634
 Average mask density: 0.11536578200434797
 pos diff: [ 0.                    0.08641598958614444  -0.004277253692800348
  0.11008456647396088   0.2809198796749115    0.10468401207077888
  0.06459769954284032   0.461730747387327   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6110188005384335  0.08727776954981907
 0.43916304463689976 0.21312114596366882 0.57078801335827
 0.39616517747441926 0.4514418912344965 ]
 Variance: 0.4573516232579716
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  28.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 338
 ROC AUC score: 0.9959003664776047
 avg_acc_score: 0.8852777777777777
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9162348080288347
 Average mask density: 0.11523922626935604
 pos diff: [ 0.                    0.08650374781986898  -0.004147324926597027
  0.11015215434811332   0.28095880150794983   0.10445835585555723
  0.06464502861102422   0.4617151304565627  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6110188005384335  0.08762606264145906
 0.4407414352351969  0.21312114596366882 0.57078801335827
 0.39616517747441926 0.4514418912344965 ]
 Variance: 0.45738581352127083
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  28.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 339
 ROC AUC score: 0.9958989146948034
 avg_acc_score: 0.8852777777777777
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9161965499905769
 Average mask density: 0.11510858552566361
 pos diff: [ 0.                    0.08658693102765674  -0.004016148157356199
  0.1102191068909385    0.28099724650382996   0.1042653658697682
  0.06470745603243509   0.4616935212036659  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6110903374419725  0.08762606264145906
 0.4407414352351969  0.21312114596366882 0.57078801335827
 0.39616517747441926 0.45148938842888536]
 Variance: 0.4574209098379826
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  28.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 340
 ROC AUC score: 0.9958970086670734
 avg_acc_score: 0.8852777777777777
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9162346893203828
 Average mask density: 0.1149723293506769
 pos diff: [ 0.                     0.08666098807468887   -0.0038837889009270786
  0.11028079878200184    0.28103500604629517    0.10411685921492116
  0.06479275574286779    0.4616631341391596   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6111889969218861  0.08762606264145906
 0.4407414352351969  0.21312114596366882 0.57078801335827
 0.39616517747441926 0.45148938842888536]
 Variance: 0.457457893013692
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  28.  80.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -38.533609341830015, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 341
 ROC AUC score: 0.9958948925260502
 avg_acc_score: 0.8852777777777777
 avg_acc_node: 0.8943333333333341
 mAP score: 0.9161606453088389
 Average mask density: 0.1148347219022905
 pos diff: [ 0.                     0.08672805684657137   -0.0037500203148392607
  0.11033953726291656    0.28107261657714844    0.10398387524389452
  0.0648841733733813     0.46163039526035043  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6111889969218861  0.08281076791857885
 0.4401630241762508  0.21312114596366882 0.5686078292708243
 0.4021091163158417  0.45148938842888536]
 Variance: 0.4574958012341621
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  29.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 342
 ROC AUC score: 0.9958926573208274
 avg_acc_score: 0.8852777777777777
 avg_acc_node: 0.8946666666666675
 mAP score: 0.9163127617109554
 Average mask density: 0.11469750114700274
 pos diff: [ 0.                     0.08678860112655261   -0.0036150209667268865
  0.11039636514403603    0.28111007809638977    0.10385464059729729
  0.06497280448675155    0.4615972293861981   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6145228748479166  0.08313672404643918
 0.4401630241762508  0.21312114596366882 0.5734468525455844
 0.4021091163158417  0.45148938842888536]
 Variance: 0.4575341370821826
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 343
 ROC AUC score: 0.9958905201684748
 avg_acc_score: 0.8852777777777777
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9164205705687642
 Average mask density: 0.1145607183163604
 pos diff: [ 0.                     0.0868414719242695    -0.0034790179453605464
  0.11044877848841927    0.2811475396156311     0.10372941556476778
  0.06505857929587364    0.4615635286117422   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6145228748479166  0.08313672404643918
 0.4401630241762508  0.21312114596366882 0.5734468525455844
 0.4021091163158417  0.45148938842888536]
 Variance: 0.4575716306859178
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  79.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 344
 ROC AUC score: 0.9958881849093031
 avg_acc_score: 0.8852777777777777
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9164233764049035
 Average mask density: 0.11442477705632359
 pos diff: [ 0.                    0.08688878372681043  -0.003340989597572768
  0.11049896316094832   0.2811850309371948    0.10360396797618558
  0.0651394600669543    0.4615300117895521  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6144234089811972  0.08313672404643918
 0.4401630241762508  0.21312114596366882 0.5734468525455844
 0.4041575983166695  0.45148938842888536]
 Variance: 0.457608173937225
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 345
 ROC AUC score: 0.9958860737709774
 avg_acc_score: 0.8849999999999998
 avg_acc_node: 0.8956666666666677
 mAP score: 0.9164282419097691
 Average mask density: 0.11429007439561666
 pos diff: [ 0.                    0.08692982103213791  -0.003200886909626732
  0.11054662655700337   0.2812226116657257    0.10347635707547588
  0.06521442035833995   0.46149555670803993 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6144234089811972  0.08313672404643918
 0.4401630241762508  0.21312114596366882 0.5734468525455844
 0.4041575983166695  0.45148938842888536]
 Variance: 0.4576437633933536
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 346
 ROC AUC score: 0.9958841207178911
 avg_acc_score: 0.8849999999999998
 avg_acc_node: 0.8956666666666677
 mAP score: 0.9164302547922166
 Average mask density: 0.11416104712839158
 pos diff: [ 0.                    0.0869685709476471   -0.003059322676382774
  0.11059429212050005   0.28126057982444763   0.10331436126462874
  0.06526470482349396   0.4614685897169442  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6144234089811972  0.08211868902868476
 0.4401630241762508  0.21312114596366882 0.5734468525455844
 0.4041575983166695  0.45148938842888536]
 Variance: 0.4576766990018651
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 347
 ROC AUC score: 0.9958825258579426
 avg_acc_score: 0.8847222222222223
 avg_acc_node: 0.8956666666666677
 mAP score: 0.916539377453627
 Average mask density: 0.11403792021812703
 pos diff: [ 0.                    0.0870060969975369   -0.002915378690751131
  0.1106429552490061    0.2812989056110382    0.10311650869346434
  0.0652874360481898    0.4614495223966138  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6144234089811972  0.08211868902868476
 0.4401630241762508  0.21312114596366882 0.5734468525455844
 0.4041575983166695  0.45148938842888536]
 Variance: 0.4577071888273334
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 348
 ROC AUC score: 0.9958809309979942
 avg_acc_score: 0.8847222222222223
 avg_acc_node: 0.8956666666666677
 mAP score: 0.9165583463659785
 Average mask density: 0.1139196948055456
 pos diff: [ 0.                    0.08704285902425277  -0.002768780328025503
  0.11069261865182356   0.28133755922317505   0.10289053835215108
  0.06528770153721174   0.4614372104406357  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6144234089811972  0.08211868902868476
 0.4395660879937085  0.21312114596366882 0.572714683509642
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.45773579030198536
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 349
 ROC AUC score: 0.9958794762135743
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8956666666666677
 mAP score: 0.9164071371449164
 Average mask density: 0.1138055034428591
 pos diff: [ 0.                     0.08707932278144458   -0.0026203258471055465
  0.11074330400336872    0.28137654066085815    0.10264238306591587
  0.06526789416869481    0.46143079420615885  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6144234089811972  0.08211868902868476
 0.4395660879937085  0.21312114596366882 0.572714683509642
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.4577625098438651
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 350
 ROC AUC score: 0.9958782255392106
 avg_acc_score: 0.8830555555555556
 avg_acc_node: 0.8953333333333343
 mAP score: 0.916364661832704
 Average mask density: 0.11368995191251377
 pos diff: [ 0.                     0.08711180928324865   -0.0024700356909066194
  0.11079385443167253    0.28141549229621887    0.10241015808236215
  0.0652507854004701     0.46142235449675856  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6144335575340208  0.08156714015755771
 0.4403953554955396  0.21312114596366882 0.572714683509642
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.45779000950614235
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -38.45811634324491, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 351
 ROC AUC score: 0.9958766066663145
 avg_acc_score: 0.8830555555555556
 avg_acc_node: 0.8953333333333343
 mAP score: 0.916364661832704
 Average mask density: 0.11357229139292928
 pos diff: [ 0.                    0.08714201578423997  -0.002317864293894492
  0.11084470071575858   0.2814544141292572    0.10219781797739767
  0.06523925065994263   0.46141121305268384 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6144335575340208  0.08156714015755771
 0.4403953554955396  0.21312114596366882 0.572714683509642
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.45781776825854953
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 352
 ROC AUC score: 0.9958747216499136
 avg_acc_score: 0.8830555555555556
 avg_acc_node: 0.8950000000000011
 mAP score: 0.9163692914623338
 Average mask density: 0.11344976556312268
 pos diff: [ 0.                    0.08716795193262336  -0.002163994903406821
  0.11089484583247791   0.2814931869506836    0.10202185160690738
  0.06524528115987778   0.4613928856520817  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6166774507396477  0.08071526909662673
 0.4403953554955396  0.21312114596366882 0.572714683509642
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.45784653379441786
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 353
 ROC AUC score: 0.9958725574829947
 avg_acc_score: 0.8830555555555556
 avg_acc_node: 0.8950000000000011
 mAP score: 0.916303534226926
 Average mask density: 0.11332345481362019
 pos diff: [ 0.                     0.0871922036340414    -0.0020079770364052007
  0.11094603023745797    0.2815317213535309     0.10187200312652896
  0.06526370147864023    0.4613689960076891   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6166774507396477  0.08071526909662673
 0.4403953554955396  0.21312114596366882 0.572714683509642
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.45787591412566303
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 354
 ROC AUC score: 0.9958700651391231
 avg_acc_score: 0.8830555555555556
 avg_acc_node: 0.8950000000000011
 mAP score: 0.9165399529008448
 Average mask density: 0.11319352095522554
 pos diff: [ 0.                     0.08721481990223089   -0.0018500343334576315
  0.11099782667376779    0.28157010674476624    0.10174868712502141
  0.06529422427217166    0.4613398590992237   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6166774507396477  0.08060389658636298
 0.4403953554955396  0.21312114596366882 0.572714683509642
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.45790658487654895
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 355
 ROC AUC score: 0.9958679429948628
 avg_acc_score: 0.8830555555555556
 avg_acc_node: 0.8950000000000011
 mAP score: 0.9165228506615203
 Average mask density: 0.11306582525720596
 pos diff: [ 0.                     0.08724269689607227   -0.0016887747059183673
  0.11105370765382594    0.28160908818244934    0.10160582656821897
  0.06531205102801323    0.46131502091884613  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6166774507396477  0.08060389658636298
 0.4403953554955396  0.21312114596366882 0.572714683509642
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.45793589259848555
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 356
 ROC AUC score: 0.9958661410232397
 avg_acc_score: 0.8830555555555556
 avg_acc_node: 0.8950000000000011
 mAP score: 0.9165799794894827
 Average mask density: 0.11294269399167767
 pos diff: [ 0.                     0.0872793378662472    -0.0015251417297962283
  0.11111585633321241    0.28164899349212646    0.10142100121705763
  0.0653049441675345     0.4612969910276347   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6167051880812842  0.07919906732464625
 0.4403953554955396  0.21312114596366882 0.5726825772754608
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.4579623833232923
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 357
 ROC AUC score: 0.9958652085204343
 avg_acc_score: 0.8827777777777777
 avg_acc_node: 0.8950000000000011
 mAP score: 0.9165266645851937
 Average mask density: 0.1128360392708056
 pos diff: [ 0.                     0.08733161766667011   -0.0013576965194103147
  0.11118838732892816    0.28168973326683044    0.101123598554442
  0.06520398234327635    0.4612987945819723   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6167051880812842  0.07919906732464625
 0.4403953554955396  0.21312114596366882 0.5726825772754608
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.45798310028894956
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 358
 ROC AUC score: 0.9958649303704558
 avg_acc_score: 0.8827777777777777
 avg_acc_node: 0.8950000000000011
 mAP score: 0.9164259095395857
 Average mask density: 0.11273935491792922
 pos diff: [ 0.                     0.08739275713104847   -0.0011867533537967146
  0.11126755286346782    0.2817307710647583     0.10076119029714216
  0.06504124701023102    0.4613118593035073   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6167051880812842  0.07919906732464625
 0.4403953554955396  0.21312114596366882 0.5725293370985216
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.4579998766529209
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 359
 ROC AUC score: 0.9958649643887985
 avg_acc_score: 0.8830555555555556
 avg_acc_node: 0.8950000000000011
 mAP score: 0.916442494806171
 Average mask density: 0.1126503933799287
 pos diff: [ 0.                     0.08746033906936646   -0.0010124501610590407
  0.11135156479748813    0.28177204728126526    0.10035153238042709
  0.06482868045568466    0.46133350503855736  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6167051880812842  0.07760997498330992
 0.4403953554955396  0.21312114596366882 0.5725293370985216
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.4580132839293945
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 360
 ROC AUC score: 0.995865411629951
 avg_acc_score: 0.8830555555555556
 avg_acc_node: 0.8953333333333343
 mAP score: 0.916498976647375
 Average mask density: 0.11256361846358372
 pos diff: [ 0.                    0.08752981714965884  -0.000835131022555769
  0.11143807443705472   0.2818131148815155    0.09993408956835347
  0.06459211930632591   0.4613549971374972  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6167051880812842  0.0773748297336673
 0.4403953554955396  0.21312114596366882 0.572500791761183
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.4580250959287227
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -38.43567737843841, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 361
 ROC AUC score: 0.9958661950523723
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8953333333333343
 mAP score: 0.9165193014517039
 Average mask density: 0.11248054955041678
 pos diff: [ 0.                     0.08760537268701664   -0.0006547853473789436
  0.11152910454706712    0.28185421228408813    0.09949651721023745
  0.06432634517550469    0.46138000796581136  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6167051880812842  0.0773748297336673
 0.4403953554955396  0.21312114596366882 0.572500791761183
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.45803499839724165
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 362
 ROC AUC score: 0.9958667403463948
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8953333333333343
 mAP score: 0.9165095488132747
 Average mask density: 0.11239896649805833
 pos diff: [ 0.                     0.08768434206808894   -0.0004718549980604944
  0.11162370551716197    0.28189530968666077    0.09905377655260024
  0.06404313916961352    0.46140657673622     ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6167051880812842  0.0773748297336673
 0.4403953554955396  0.21312114596366882 0.572500791761183
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.4580449074035252
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 363
 ROC AUC score: 0.9958674147100115
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8950000000000011
 mAP score: 0.9164917600885895
 Average mask density: 0.11231843423041915
 pos diff: [ 0.0000000000000000e+00  8.7751163431435575e-02 -2.8906750284935818e-04
  1.1170908591964028e-01  2.8193652629852295e-01  9.8624679830766490e-02
  6.3752170900503793e-02  4.6143203254403742e-01], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6167251935675124  0.0773748297336673
 0.4403953554955396  0.21312114596366882 0.572500791761183
 0.4041575983166695  0.4601396954265134 ]
 Variance: 0.45805577102995926
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 364
 ROC AUC score: 0.9958681381000635
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8950000000000011
 mAP score: 0.9165006632224927
 Average mask density: 0.11223669558544608
 pos diff: [ 0.0000000000000000e+00  8.7808231061155151e-02 -1.0548470434078500e-04
  1.1178533082658594e-01  2.8197777271270752e-01  9.8223292058514017e-02
  6.3461754222710928e-02  4.6145375740939171e-01], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6167251935675124  0.0773748297336673
 0.4403953554955396  0.21312114596366882 0.572500791761183
 0.40498705506324767 0.4601396954265134 ]
 Variance: 0.4580681493661252
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 365
 ROC AUC score: 0.9958688344755493
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8953333333333343
 mAP score: 0.9167059440527735
 Average mask density: 0.11215508877365422
 pos diff: [0.0000000000000000e+00 8.7859536498046120e-02 7.9609884703454894e-05
 1.1185476942495866e-01 2.8201922774314880e-01 9.7839134835427805e-02
 6.3167452315489453e-02 4.6147398804796153e-01], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6167251935675124  0.0773748297336673
 0.4403953554955396  0.21312114596366882 0.572500791761183
 0.40510856807231904 0.4601396954265134 ]
 Variance: 0.4580806340284135
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 366
 ROC AUC score: 0.9958689165197874
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9166551250158433
 Average mask density: 0.11206740246074394
 pos diff: [0.0000000000000000e+00 8.7900534764794272e-02 2.6660812787773194e-04
 1.1191500994292172e-01 2.8206175565719604e-01 9.7511910142437111e-02
 6.2900314728418991e-02 4.6148672802694912e-01], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6167251935675124  0.0773748297336673
 0.4403953554955396  0.21312114596366882 0.572500791761183
 0.4040575623512268  0.4601396954265134 ]
 Variance: 0.4580950542897721
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 367
 ROC AUC score: 0.9958683772290018
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8950000000000009
 mAP score: 0.9166142353617821
 Average mask density: 0.11197230576475709
 pos diff: [0.0000000000000000e+00 8.7931207388885754e-02 4.5527456220516489e-04
 1.1196634498509493e-01 2.8210484981536865e-01 9.7249419698792125e-02
 6.2665664901336030e-02 4.6149035363361751e-01], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6167251935675124  0.0773748297336673
 0.4403953554955396  0.21312114596366882 0.572500791761183
 0.4040575623512268  0.4601396954265134 ]
 Variance: 0.45811264275323976
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 368
 ROC AUC score: 0.995867315656602
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8953333333333343
 mAP score: 0.9166459953699677
 Average mask density: 0.11186939704193855
 pos diff: [0.                  0.087952603978559   0.00064484935161496
 0.11200941530140963 0.28214767575263977 0.09705226579981466
 0.06246570721268654 0.4614845611925783 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6163864308152317  0.0773748297336673
 0.44186799878423866 0.21312114596366882 0.572500791761183
 0.4040575623512268  0.4601396954265134 ]
 Variance: 0.4581326948731972
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 369
 ROC AUC score: 0.995865782830102
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8956666666666677
 mAP score: 0.9167309390092593
 Average mask density: 0.11175802051800005
 pos diff: [0.                    0.08796359081406238   0.0008351687064840774
 0.1120447651906447    0.28219008445739746   0.0969225612859572
 0.062304050227006275  0.4614685599146218   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6163864308152317  0.07658144954807503
 0.44186799878423866 0.21312114596366882 0.572500791761183
 0.4040575623512268  0.4590963890840267 ]
 Variance: 0.4581567707051235
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 370
 ROC AUC score: 0.9958637297230666
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8956666666666677
 mAP score: 0.91704944650485
 Average mask density: 0.11163688241046368
 pos diff: [0.                    0.08796782865504588   0.0010272855601034874
 0.11207677153023807   0.2822313904762268    0.09686373054019866
 0.06218251908818881   0.4614410677860523   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6163864308152317  0.07658144954807503
 0.44186799878423866 0.21312114596366882 0.572500791761183
 0.4040575623512268  0.4590963890840267 ]
 Variance: 0.45818435100468197
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -38.507265977561474, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 371
 ROC AUC score: 0.9958609582286768
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8956666666666677
 mAP score: 0.9170645956621563
 Average mask density: 0.11150881988887337
 pos diff: [0.                  0.08795379693350516 0.0012194878798871
 0.11209244430065154 0.2822728157043457  0.09686590178358939
 0.06209795773029327 0.46140359444864865], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6163864308152317  0.07695950198272043
 0.44186799878423866 0.21312114596366882 0.5724591805088904
 0.4040575623512268  0.4590963890840267 ]
 Variance: 0.45821492697779653
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 372
 ROC AUC score: 0.9958578065292805
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8956666666666677
 mAP score: 0.9170041298933569
 Average mask density: 0.11137620087516092
 pos diff: [0.                    0.08792690526355397   0.0014120089121101315
 0.11209502545270053   0.282314270734787     0.0969088024670078
 0.06203811143835385   0.4613594577230256   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6112622810789377  0.07695950198272043
 0.44186799878423866 0.05285981297492981 0.5725756773064213
 0.4040575623512268  0.4590963890840267 ]
 Variance: 0.4582482927790476
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  22. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 373
 ROC AUC score: 0.9958547028557798
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8963333333333344
 mAP score: 0.9170376126238854
 Average mask density: 0.11124110499987346
 pos diff: [0.                    0.08789444277601793   0.0016059070086676228
 0.11209004331718792   0.282355934381485     0.09697273589911
 0.061992753048737845  0.46131163732758884  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6146811049831801  0.07695950198272043
 0.44186799878423866 0.05285981297492981 0.5721124295265444
 0.4040575623512268  0.4591880497233621 ]
 Variance: 0.4582844408834638
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 374
 ROC AUC score: 0.9958514661105269
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8966666666666676
 mAP score: 0.9170372133318195
 Average mask density: 0.11110542002152189
 pos diff: [0.                    0.08786018118878042   0.0018012797044328422
 0.11207999099384655   0.28239792585372925   0.09704034847597923
 0.06195225616296132   0.4612630559452649   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6146811049831801  0.07695950198272043
 0.44186799878423866 0.05285981297492981 0.5721124295265444
 0.4040575623512268  0.45395478554840746]
 Variance: 0.45832150931725635
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 375
 ROC AUC score: 0.9958479972401119
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8956666666666677
 mAP score: 0.9170070314358285
 Average mask density: 0.11097301362650572
 pos diff: [0.                    0.08783253657916361   0.0019995459347717033
 0.11207148243080486   0.28244051337242126   0.09707981828720338
 0.06189773678779602   0.46122008819004584  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6146811049831801  0.07695950198272043
 0.44186799878423866 0.05285981297492981 0.5721124295265444
 0.4040575623512268  0.45395478554840746]
 Variance: 0.45835755905418724
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 376
 ROC AUC score: 0.9958447775040302
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.896000000000001
 mAP score: 0.916992861963326
 Average mask density: 0.11084495128169465
 pos diff: [0.                    0.0878150463104248    0.0022012748994117925
 0.11206725402311846   0.282483845949173     0.09708098562494401
 0.06182301864027977   0.46118430639135427  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6146811049831801  0.07695950198272043
 0.44186799878423866 0.05285981297492981 0.5721124295265444
 0.4040575623512268  0.44490048237915697]
 Variance: 0.4583920307974776
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 377
 ROC AUC score: 0.9958419419751128
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8963333333333344
 mAP score: 0.9169472666121753
 Average mask density: 0.1107228837820067
 pos diff: [0.                   0.08781249045340483  0.002407441454485428
 0.11207056045532227  0.2825283408164978   0.09702951100564772
 0.06171889702479045  0.46115839429970445 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6146811049831801  0.07695950198272043
 0.44186799878423866 0.05285981297492981 0.5721124295265444
 0.4040575623512268  0.44490048237915697]
 Variance: 0.458423003248874
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 378
 ROC AUC score: 0.9958392385174086
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8966666666666678
 mAP score: 0.9170029883595636
 Average mask density: 0.11060611493672504
 pos diff: [0.                   0.08783060398476183  0.002620000484561132
 0.11208739930933172  0.28257429599761963  0.09692262185196723
 0.06158470536271731  0.4611423883972497  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6148035314457476  0.07876991572951482
 0.44186799878423866 0.05285981297492981 0.5723089566153865
 0.4040575623512268  0.44490048237915697]
 Variance: 0.4584502408848014
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 379
 ROC AUC score: 0.9958371353833988
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8966666666666678
 mAP score: 0.9169610711718131
 Average mask density: 0.11049433870811777
 pos diff: [0.                    0.08787065042444497   0.0028375670436985236
 0.11211863647807728   0.28262147307395935   0.09675925657633812
 0.06142133598526319   0.46113606979107036  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6148035314457476  0.07912200085880343
 0.44186799878423866 0.05285981297492981 0.5723089566153865
 0.4040575623512268  0.44490048237915697]
 Variance: 0.4584739786147574
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 380
 ROC AUC score: 0.9958360017721555
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8966666666666678
 mAP score: 0.9170326642960379
 Average mask density: 0.11038876438099544
 pos diff: [0.                   0.08793384193881484  0.003059474643596933
 0.11216516169634733  0.2826698124408722   0.09653102294091255
 0.06122191473841667  0.4611408283998226  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6148035314457476  0.07912200085880343
 0.44186799878423866 0.05285981297492981 0.5724237176679796
 0.4040575623512268  0.4455620168611921 ]
 Variance: 0.45849406771576345
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -38.62601409852505, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 381
 ROC AUC score: 0.9958347380907786
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8966666666666678
 mAP score: 0.9170967319685613
 Average mask density: 0.11028627648509812
 pos diff: [0.                   0.08801551323291684  0.003286512676349356
 0.11222547780383717  0.28271880745887756  0.09626259318282528
 0.06100225821137428  0.4611529728461956  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6148035314457476  0.07912200085880343
 0.44186799878423866 0.05285981297492981 0.5724237176679796
 0.4040575623512268  0.4455620168611921 ]
 Variance: 0.4585118466010253
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 382
 ROC AUC score: 0.9958333853613869
 avg_acc_score: 0.8844444444444444
 avg_acc_node: 0.8966666666666678
 mAP score: 0.917140010616871
 Average mask density: 0.11018502365779786
 pos diff: [0.                    0.08811232287529086   0.0035181969157920398
 0.11229772621935064   0.2827684283256531    0.09596955367634373
 0.06077177623907725   0.4611695501311072   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6148035314457476  0.07912200085880343
 0.442029054869305   0.05285981297492981 0.5724237176679796
 0.4040575623512268  0.4455620168611921 ]
 Variance: 0.4585281613367755
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  28.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 383
 ROC AUC score: 0.9958321006686807
 avg_acc_score: 0.8844444444444444
 avg_acc_node: 0.8966666666666678
 mAP score: 0.9170812900164836
 Average mask density: 0.11008369949030761
 pos diff: [0.                   0.08820967794942462  0.003752642919209378
 0.11236890446056019  0.2828187942504883   0.09567426072974358
 0.06054442226886749  0.4611866068223427  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6148035314457476  0.07829448297496669
 0.442029054869305   0.05285981297492981 0.5685111695239621
 0.4040575623512268  0.4455620168611921 ]
 Variance: 0.458543910694821
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 384
 ROC AUC score: 0.9958304737914683
 avg_acc_score: 0.8844444444444444
 avg_acc_node: 0.8966666666666678
 mAP score: 0.9172385813000006
 Average mask density: 0.10997997090964302
 pos diff: [0.                   0.08830660212138468  0.003988873121167018
 0.11243949965997176  0.282869428396225    0.09539250308467496
 0.060330262035131456 0.4612018018960953  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6148035314457476  0.07829448297496669
 0.442029054869305   0.05285981297492981 0.5685111695239621
 0.4040575623512268  0.4455620168611921 ]
 Variance: 0.45856052219831905
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 385
 ROC AUC score: 0.9958286628149898
 avg_acc_score: 0.8847222222222221
 avg_acc_node: 0.8966666666666678
 mAP score: 0.9172973234837426
 Average mask density: 0.10987336070258735
 pos diff: [0.                   0.08840139616619457  0.004227112886334254
 0.11250830997120251  0.28292039036750793  0.09512792719948676
 0.060129891335964206 0.46121417448438445 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6148035314457476  0.0782787241965286
 0.442029054869305   0.05285981297492981 0.5685111695239621
 0.4040575623512268  0.4455620168611921 ]
 Variance: 0.45857782282054754
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 386
 ROC AUC score: 0.9958266647376266
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9171424598288792
 Average mask density: 0.1097629952878361
 pos diff: [0.                    0.08849254755441807   0.0044672304441120995
 0.11257459196177395   0.28297168016433716   0.09488847659480187
 0.05994739284118016   0.46122253352198106  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6148035314457476  0.0782787241965286
 0.442029054869305   0.05285981297492981 0.5685111695239621
 0.4040575623512268  0.4455620168611921 ]
 Variance: 0.4585967163543835
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 387
 ROC AUC score: 0.9958243805059688
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9170549123454983
 Average mask density: 0.10964719605675716
 pos diff: [0.                   0.08857818748340134  0.004709070871684177
 0.11263745427131652  0.2830231487751007   0.09468538482342997
 0.05979019006093343  0.4612247661269944  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6148035314457476  0.0782787241965286
 0.442029054869305   0.05285981297492981 0.5685111695239621
 0.4040575623512268  0.4455620168611921 ]
 Variance: 0.4586170472742983
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 388
 ROC AUC score: 0.9958213468702324
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8956666666666679
 mAP score: 0.9169444626100487
 Average mask density: 0.10952521888989676
 pos diff: [0.                   0.08866130800779201  0.004952882685937172
 0.11271269592371853  0.28307461738586426  0.09452075943831474
 0.05965978056192398  0.4612204946320632  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6142730579888525  0.0782787241965286
 0.442029054869305   0.05285981297492981 0.5685111695239621
 0.4040575623512268  0.4455620168611921 ]
 Variance: 0.4586405996297938
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 389
 ROC AUC score: 0.9958180691028602
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8956666666666679
 mAP score: 0.9170909573190431
 Average mask density: 0.10939716712608688
 pos diff: [0.                   0.0887273227380327   0.005196617161932071
 0.11277524395422502  0.2831265926361084   0.09441549667427616
 0.05956368595361709  0.46120774643174534 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6142730579888525  0.0782787241965286
 0.44153638671744955 0.05285981297492981 0.5685111695239621
 0.4040575623512268  0.4455620168611921 ]
 Variance: 0.45866775764358436
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 390
 ROC AUC score: 0.9958143961223892
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8956666666666679
 mAP score: 0.917104415541325
 Average mask density: 0.10926346724154501
 pos diff: [0.                   0.08877850908878421  0.005440129721460263
 0.1128235708583485   0.2831791043281555   0.09436330800094912
 0.05949896425008774  0.4611873621570653  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6142730579888525  0.07734550708088993
 0.44153638671744955 0.05285981297492981 0.5685111695239621
 0.4040575623512268  0.4455620168611921 ]
 Variance: 0.45869663827466717
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -38.823550135828555, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 391
 ROC AUC score: 0.9958102839050815
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8956666666666679
 mAP score: 0.9171110292979386
 Average mask density: 0.10912520927814469
 pos diff: [0.                  0.08881779544609637 0.00568196670082975
 0.11286076469854875 0.28323209285736084 0.09435344559531059
 0.05946073159575462 0.4611609064299485 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [0.                  0.6142730579888525  0.07734550708088993
 0.442131555351344   0.05285981297492981 0.5685111695239621
 0.4040575623512268  0.4455620168611921 ]
 Variance: 0.4587275458462474
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   0.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 392
 ROC AUC score: 0.9958060836402989
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8956666666666679
 mAP score: 0.9170473816166441
 Average mask density: 0.10898873072385877
 pos diff: [0.                   0.0888509075503704   0.005926006096453706
 0.11289065100929954  0.28328633308410645  0.09433703749410567
 0.05942258636156718  0.46113734512493526 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6142730579888525    0.07734550708088993
  0.442131555351344    -0.039605408906936646  0.5685111695239621
  0.4040575623512268    0.4455620168611921  ]
 Variance: 0.45875956261139095
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 393
 ROC AUC score: 0.9958015772104318
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8953333333333345
 mAP score: 0.9171387616871907
 Average mask density: 0.10885246956208401
 pos diff: [0.                    0.08888102131934206   0.0061721447085546065
 0.11291538151827725   0.28334176540374756   0.0943192572843644
 0.059390572955211     0.46111518761207315  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6142730579888525    0.07734550708088993
  0.442131555351344    -0.039605408906936646  0.5685111695239621
  0.404721728960673     0.4455620168611921  ]
 Variance: 0.45879173859865036
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 394
 ROC AUC score: 0.9957975360314281
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8956666666666679
 mAP score: 0.9171459766944058
 Average mask density: 0.10871925973968305
 pos diff: [0.                   0.08891311718905268  0.00642002589446454
 0.11293778907168996  0.2833988666534424   0.09428093510289345
 0.059350474178791045 0.46109828147394905 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6142730579888525    0.07734550708088993
  0.442131555351344    -0.039605408906936646  0.5685111695239621
  0.404721728960673     0.4455620168611921  ]
 Variance: 0.45882429574206374
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 395
 ROC AUC score: 0.9957932857396709
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9173126283298073
 Average mask density: 0.10858810964770778
 pos diff: [0.                  0.08894878108639362 0.00666969349561644
 0.11295968185771596 0.28345751762390137 0.0942272606395906
 0.05930467943350474 0.46108501841282024], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6143969189036976    0.07734550708088993
  0.442131555351344    -0.039605408906936646  0.5680107080167339
  0.404721728960673     0.4455620168611921  ]
 Variance: 0.45885700199522245
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 396
 ROC AUC score: 0.9957893536194716
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8960000000000011
 mAP score: 0.917353192703705
 Average mask density: 0.10846243272923492
 pos diff: [0.                    0.0889927177143491    0.0069200953176198916
 0.11298565051772377   0.28351765871047974   0.09413263706430312
 0.059238021820783617  0.4610813902369861   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6143969189036976    0.07715635444999726
  0.442131555351344    -0.039605408906936646  0.5680107080167339
  0.404721728960673     0.4455620168611921  ]
 Variance: 0.4588888702029624
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 397
 ROC AUC score: 0.9957854595197732
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9174214077488938
 Average mask density: 0.10833941095962579
 pos diff: [0.                    0.08904336134264292   0.0071723781341363575
 0.11301535151221535   0.28357893228530884   0.0940130727906381
 0.059161781519651416  0.4610836002333411   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6192654725933863    0.07717250829393213
  0.442131555351344    -0.039605408906936646  0.5680127148666689
  0.404721728960673     0.4455620168611921  ]
 Variance: 0.458918959003649
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 398
 ROC AUC score: 0.9957816054416542
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9174072153947892
 Average mask density: 0.10821350269147767
 pos diff: [0.                    0.08909884563162307   0.0074279345264119554
 0.1130533749406988    0.2836412489414215    0.09390037578921165
 0.05910417487223943   0.4610856195975994   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6192654725933863    0.07717250829393213
  0.442131555351344    -0.039605408906936646  0.5678764495157427
  0.404721728960673     0.4455620168611921  ]
 Variance: 0.45894947678045306
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 399
 ROC AUC score: 0.9957772390873161
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9174400794195114
 Average mask density: 0.10807869250493925
 pos diff: [0.                    0.0891819059356185    0.0076892016347774785
 0.1131147796457464    0.2837030589580536    0.0938095798896205
 0.05907561182975769   0.4610830267955517   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6192654725933863    0.07717250829393213
  0.44353525232185015  -0.039605408906936646  0.5678764495157427
  0.40744754324356713   0.4455620168611921  ]
 Variance: 0.4589815918494771
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 400
 ROC AUC score: 0.9957726065894729
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9172542128169782
 Average mask density: 0.10793580947760234
 pos diff: [0.                   0.08929032345941244  0.007955510507930409
 0.11319728060202165  0.283764511346817    0.09373724676908986
 0.059072731683651604 0.46107622107555124 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6192654725933863    0.07717250829393213
  0.44353525232185015  -0.039605408906936646  0.5677181150644056
  0.40744754324356713   0.4455620168611921  ]
 Variance: 0.45901434491205106
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -39.050754798576236, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary_ep_400.pth.tar

 epoch: 401
 ROC AUC score: 0.9957677299599943
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9173664961363976
 Average mask density: 0.10778565185290127
 pos diff: [0.                   0.08942311090871322  0.008227624922744498
 0.11330024274912748  0.28382572531700134  0.09367952399676846
 0.05909182652831078  0.4610657789583864  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6206438428114268    0.07717250829393213
  0.44353525232185015  -0.039605408906936646  0.5677181150644056
  0.40744754324356713   0.4455620168611921  ]
 Variance: 0.4590469955747741
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 402
 ROC AUC score: 0.9957626402156042
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9173668353034033
 Average mask density: 0.10762909165140862
 pos diff: [0.                   0.08957652070305565  0.008504428893081412
 0.11342084841294722  0.28388673067092896  0.09363471981017821
 0.05913108885288239  0.4610517836850265  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6206438428114268    0.07658731531013142
  0.44353525232185015  -0.039605408906936646  0.5677181150644056
  0.40706356167793273   0.4411531563462882  ]
 Variance: 0.4590808527064513
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 403
 ROC AUC score: 0.9957571702662075
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8960000000000011
 mAP score: 0.9175482695832572
 Average mask density: 0.10746667671910186
 pos diff: [0.                   0.08974458129445384  0.008785241891529934
 0.11355565515431491  0.28394755721092224  0.09360298201922447
 0.05919077123204867  0.46103401482105255 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6210346226849832    0.07658731531013142
  0.44353525232185015  -0.039605408906936646  0.5677181150644056
  0.40706356167793273   0.4411531563462882  ]
 Variance: 0.45911595129719746
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 404
 ROC AUC score: 0.9957517083211267
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8963333333333345
 mAP score: 0.9177051841119298
 Average mask density: 0.10730025814773046
 pos diff: [0.                   0.08992867023984263  0.009071725951738593
 0.11370482769879428  0.284008651971817    0.09357301506303972
 0.0592613418896993   0.46101473785679914 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6210346226849832    0.07658731531013142
  0.44353525232185015  -0.039605408906936646  0.5677181150644056
  0.40706356167793273   0.4411531563462882  ]
 Variance: 0.4591513816117444
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 405
 ROC AUC score: 0.9957458751758949
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8963333333333345
 mAP score: 0.9177257088032877
 Average mask density: 0.10713126559698774
 pos diff: [0.                   0.09012267153617765  0.009361486543308605
 0.11386416608637029  0.28407031297683716  0.09354164547497226
 0.05934001430869103  0.4609943936611044  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6210346226849832    0.07658731531013142
  0.44353525232185015  -0.039605408906936646  0.5676793129213394
  0.40706356167793273   0.4411531563462882  ]
 Variance: 0.45918617084082664
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 406
 ROC AUC score: 0.9957402731552855
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8960000000000011
 mAP score: 0.917819979997559
 Average mask density: 0.10696714437291123
 pos diff: [0.                   0.09032971541251032  0.009656131021247422
 0.1140351951122284   0.28413325548171997  0.09345731067080651
 0.05939800093571345  0.46098343308629663 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6238183541731401    0.07658731531013142
  0.44353525232185015  -0.039605408906936646  0.5676793129213394
  0.40706356167793273   0.4411531563462882  ]
 Variance: 0.4592179044795542
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 407
 ROC AUC score: 0.9957346181060829
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8960000000000014
 mAP score: 0.9178073451650713
 Average mask density: 0.10680808195649676
 pos diff: [0.                   0.09054611734122284  0.009955165799984261
 0.11421460021625865  0.28419768810272217  0.09332285797403704
 0.059435032308101654 0.460981370046221   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6238183541731401    0.0766295858404853
  0.44353525232185015  -0.039605408906936646  0.5676793129213394
  0.40620145077506703   0.4411531563462882  ]
 Variance: 0.45924659565826903
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 408
 ROC AUC score: 0.9957292161933713
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8960000000000014
 mAP score: 0.9178561812268384
 Average mask density: 0.10665123560753449
 pos diff: [0.                   0.09076633310515034  0.010258219705140296
 0.11440153555436568  0.28426337242126465  0.09315954989963962
 0.05946376919746399  0.4609833411101637  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6238183541731401    0.0766295858404853
  0.44353525232185015  -0.039605408906936646  0.5676793129213394
  0.40654945075511933   0.4411531563462882  ]
 Variance: 0.45927519874492057
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 409
 ROC AUC score: 0.9957239523551099
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8960000000000014
 mAP score: 0.9179450761282334
 Average mask density: 0.10649242709710877
 pos diff: [0.                   0.09099500792578233  0.010567357963766934
 0.11459945927966725  0.2843298614025116   0.09299050463784125
 0.05949653362234433  0.4609844771952465  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6238478033010625    0.07696971063278923
  0.44353525232185015  -0.039605408906936646  0.5676793129213394
  0.40654945075511933   0.4410994278973547  ]
 Variance: 0.4593060635691404
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 410
 ROC AUC score: 0.9957181052023251
 avg_acc_score: 0.8844444444444444
 avg_acc_node: 0.8956666666666682
 mAP score: 0.9179102143557848
 Average mask density: 0.10632824158705428
 pos diff: [0.                   0.09122087763360709  0.01087956807830117
 0.1147982033816251   0.28439733386039734  0.09284464173739956
 0.059551958739757535 0.46097847922094937 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6238478033010625    0.07696971063278923
  0.44353525232185015  -0.039605408906936646  0.5676793129213394
  0.40654945075511933   0.4410994278973547  ]
 Variance: 0.45934023497610155
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -39.277482197619975, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 411
 ROC AUC score: 0.9957118698402179
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8956666666666682
 mAP score: 0.9178255432113411
 Average mask density: 0.10615922231554821
 pos diff: [0.                   0.0914385359395634   0.011193073485508439
 0.11499345410953868  0.28446581959724426  0.09272638684318911
 0.05962973535060882  0.46096491762276354 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6238478033010625    0.07696971063278923
  0.44353525232185015  -0.039605408906936646  0.5676793129213394
  0.40654945075511933   0.4410994278973547  ]
 Variance: 0.45937763130105624
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 412
 ROC AUC score: 0.9957049901306786
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9179500326757428
 Average mask density: 0.10598701623252783
 pos diff: [0.                   0.09163941689266646  0.011508036250910483
 0.11517921577800404  0.28453579545021057  0.09263507012398012
 0.05972649157047272  0.4609428356433737  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6239897525014956    0.07696971063278923
  0.44353525232185015  -0.039605408906936646  0.5676793129213394
  0.40654945075511933   0.4410994278973547  ]
 Variance: 0.4594186995940506
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 413
 ROC AUC score: 0.9956977762409491
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9178375988133091
 Average mask density: 0.10581711868376834
 pos diff: [0.                  0.09181869978254492 0.01182457632269741
 0.11535145098512822 0.28460776805877686 0.09254182394473784
 0.05982307295004527 0.46092104243821114], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6239897525014956    0.07696971063278923
  0.44353525232185015  -0.039605408906936646  0.5676793129213394
  0.40654945075511933   0.4410994278973547  ]
 Variance: 0.45946217496505587
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 414
 ROC AUC score: 0.9956908184893294
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9178026516404308
 Average mask density: 0.1056500890521594
 pos diff: [0.                  0.0919747872293488  0.01214150283947464
 0.11550886956128208 0.2846817374229431  0.09244506806135178
 0.05991758505503337 0.46089978618868466], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6238521761145474    0.07696971063278923
  0.44353525232185015  -0.039605408906936646  0.5676793129213394
  0.40654945075511933   0.4410994278973547  ]
 Variance: 0.45950797248725933
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 415
 ROC AUC score: 0.9956833114415294
 avg_acc_score: 0.8841666666666664
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9177435455418511
 Average mask density: 0.1054863530424853
 pos diff: [0.                   0.09210673122366597  0.012459457166923964
 0.11565115560184826  0.2847576141357422   0.09234374905786207
 0.06000840812921524  0.46087934590619184 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6238521761145474    0.07705955552168128
  0.44353525232185015  -0.039605408906936646  0.5676793129213394
  0.4067056395113468    0.4410994278973547  ]
 Variance: 0.45955542127755866
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  78.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 416
 ROC AUC score: 0.9956763947120287
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9178090217323271
 Average mask density: 0.10532544459648113
 pos diff: [0.                   0.0922134683644476   0.012777281940475968
 0.11577756188132546  0.28483542799949646  0.09224354235395309
 0.06009748304883639  0.46085911167079    ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6238521761145474    0.07705955552168128
  0.44353525232185015  -0.039605408906936646  0.5676272636459719
  0.40796852161486946   0.4410994278973547  ]
 Variance: 0.45960545598408126
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 417
 ROC AUC score: 0.9956691057818375
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8963333333333345
 mAP score: 0.9178962832362553
 Average mask density: 0.10516924412027069
 pos diff: [0.                   0.09229461454655513  0.013094944648506227
 0.1158875432881442   0.28491538763046265  0.09213308605455583
 0.06017599602540334  0.46084073956670435 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6278461336104337    0.07705955552168128
  0.44353525232185015  -0.039605408906936646  0.5676123115324205
  0.40796852161486946   0.4411409759315951  ]
 Variance: 0.45965596013734084
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 418
 ROC AUC score: 0.995662019961163
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8963333333333345
 mAP score: 0.917895333568639
 Average mask density: 0.10501715516777134
 pos diff: [0.                   0.09235266429826247  0.013411713040564672
 0.11598282510584051  0.2849971652030945   0.09201492297072564
 0.06024516994754473  0.4608239171833828  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6278461336104337    0.07705955552168128
  0.44353525232185015  -0.039605408906936646  0.5676123115324205
  0.40796852161486946   0.4381881541219251  ]
 Variance: 0.4597068178069659
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 419
 ROC AUC score: 0.9956546750007603
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8963333333333345
 mAP score: 0.9178523749840136
 Average mask density: 0.1048691337625467
 pos diff: [0.                   0.09238609080472268  0.013726548222470875
 0.11606317812746221  0.2850809395313263   0.09189039564901783
 0.06030591602126757  0.4608082786716264  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6278461336104337    0.07705955552168128
  0.44353525232185015  -0.039605408906936646  0.5676123115324205
  0.410749693463246     0.4395451854015219  ]
 Variance: 0.4597571964770129
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 420
 ROC AUC score: 0.9956474941288344
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9177893143824785
 Average mask density: 0.10472526713212435
 pos diff: [0.                   0.09239944286090283  0.014041204836742937
 0.11613133983178572  0.2851661145687103   0.09175551610608254
 0.0603560467561086   0.46079475818009213 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6278461336104337    0.07447763501612609
  0.44353525232185015  -0.039605408906936646  0.5676123115324205
  0.410749693463246     0.4395451854015219  ]
 Variance: 0.4598078303198487
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -39.48005024995655, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 421
 ROC AUC score: 0.9956399830788762
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9177447316503958
 Average mask density: 0.10458456097244212
 pos diff: [0.                   0.09239691717565553  0.014356347154979864
 0.1161900135603818   0.28525182604789734  0.09161380269835072
 0.060398025314013164 0.46078206444608755 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6278461336104337    0.07419564691949482
  0.44353525232185015  -0.039605408906936646  0.5676123115324205
  0.410749693463246     0.4395451854015219  ]
 Variance: 0.45985855915921986
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 422
 ROC AUC score: 0.9956324630240626
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9177856768163409
 Average mask density: 0.10444333234385332
 pos diff: [0.                   0.09237940646400136  0.014671695626471654
 0.11624008254571394  0.28533726930618286  0.09149294034127266
 0.06044638852278392  0.46076708312692316 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6278461336104337    0.07419564691949482
  0.44353525232185015  -0.039605408906936646  0.5676123115324205
  0.41292425741751987   0.4395451854015219  ]
 Variance: 0.4599103822052589
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 423
 ROC AUC score: 0.9956246728235866
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8963333333333348
 mAP score: 0.9178126829891805
 Average mask density: 0.10430098862485657
 pos diff: [0.                   0.09235351280239988  0.014988708840914008
 0.11628573591058905  0.28542301058769226  0.09139183476086586
 0.06050071343779564  0.46075026999259816 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6278461336104337    0.07344834013911318
  0.44353525232185015  -0.039605408906936646  0.5676123115324205
  0.41292425741751987   0.44040569354747905 ]
 Variance: 0.45996258167975024
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 424
 ROC AUC score: 0.995616834597215
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8963333333333348
 mAP score: 0.9177599527840378
 Average mask density: 0.10415776892218143
 pos diff: [0.                   0.09232222073334308  0.015308533325668209
 0.11633024161512201  0.2855089008808136   0.09130472545662234
 0.060558409243822095 0.4607323844885004  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6278461336104337    0.07367178169656391
  0.44353525232185015  -0.039605408906936646  0.5676123115324205
  0.41292425741751987   0.44040569354747905 ]
 Variance: 0.46001618566136915
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  77.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 425
 ROC AUC score: 0.9956089693562769
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9176857677098529
 Average mask density: 0.10401242192901233
 pos diff: [0.                   0.09228900161163867  0.015630899135731468
 0.11637558774514632  0.28559431433677673  0.09123411798669447
 0.06062395746509234  0.4607122776837185  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6278461336104337    0.07367178169656391
  0.44353525232185015  -0.039605408906936646  0.5676123115324205
  0.4181130066514015    0.44040569354747905 ]
 Variance: 0.46007207162708835
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  76.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 426
 ROC AUC score: 0.9956010220711008
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9176316219287334
 Average mask density: 0.1038647999969273
 pos diff: [0.                   0.09226344587389103  0.015956528423246272
 0.11642705310474742  0.28567907214164734  0.09117362648248672
 0.06069362635413806  0.46069057028869104 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6281197913422072    0.07367178169656391
  0.44353525232185015  -0.039605408906936646  0.5673749706437511
  0.41734156931440036   0.44040569354747905 ]
 Variance: 0.4601281506157588
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  76.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 427
 ROC AUC score: 0.9955927055868525
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8956666666666682
 mAP score: 0.91744945832255
 Average mask density: 0.10371407622498001
 pos diff: [0.                  0.09224747847919622 0.01628504188592769
 0.11648791215636513 0.285763680934906   0.09112901312689628
 0.06076861098408699 0.460666220763634  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6281197913422072    0.07366271686455435
  0.44353525232185015  -0.039605408906936646  0.5673749706437511
  0.41734156931440036   0.44040569354747905 ]
 Variance: 0.4601842440176626
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  76.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 428
 ROC AUC score: 0.9955840789353618
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8960000000000014
 mAP score: 0.9174890964938658
 Average mask density: 0.10355858395250311
 pos diff: [0.                   0.09225995173631621  0.016619611377558432
 0.11657344807278026  0.2858462929725647   0.09109220365362783
 0.060844356566667555 0.4606403066166516  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6281197913422072    0.07366271686455435
  0.44353525232185015  -0.039605408906936646  0.5673749706437511
  0.41734156931440036   0.44040569354747905 ]
 Variance: 0.46024084994560394
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  76.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 429
 ROC AUC score: 0.9955757374376264
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8960000000000014
 mAP score: 0.9176254246718607
 Average mask density: 0.1033991579700137
 pos diff: [0.                   0.09229773110594632  0.016960409800868388
 0.11668133789842779  0.2859271466732025   0.09105999407268339
 0.06091784487167994  0.46061335863738223 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6281197913422072    0.07483552790377751
  0.44353525232185015  -0.039605408906936646  0.5673749706437511
  0.4216562248766422    0.44040569354747905 ]
 Variance: 0.4602982825742131
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 430
 ROC AUC score: 0.9955672278492563
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8960000000000014
 mAP score: 0.9175785864791891
 Average mask density: 0.10323541361732014
 pos diff: [0.                   0.09235956981654994  0.017307092089298343
 0.11681043126366356  0.2860063314437866   0.09103526655704744
 0.060992495715618135 0.46058460915910787 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6291011630996199    0.07483552790377751
  0.44353525232185015  -0.039605408906936646  0.5673749706437511
  0.41929652690887453   0.44040569354747905 ]
 Variance: 0.4603561014930067
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -39.680899920873344, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 431
 ROC AUC score: 0.9955589373790348
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8956666666666682
 mAP score: 0.9175903285497549
 Average mask density: 0.10306828811157548
 pos diff: [0.                   0.09244034544002912  0.017658571073831605
 0.11695732365955006  0.2860841453075409   0.09101558692993657
 0.06106717735528946  0.4605544409875212  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6291011630996199    0.07483552790377751
  0.44353525232185015  -0.039605408906936646  0.5660486637103942
  0.41929652690887453   0.44040569354747905 ]
 Variance: 0.46041421666549365
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 432
 ROC AUC score: 0.9955503687588348
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8956666666666682
 mAP score: 0.9175940359670651
 Average mask density: 0.10289968337755465
 pos diff: [0.                   0.09254094995250386  0.018015730972132406
 0.1171220291744579   0.28616106510162354  0.09098624510149803
 0.061133532971143725 0.4605249839610067  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6291011630996199    0.07483552790377751
  0.44353525232185015  -0.039605408906936646  0.5660486637103942
  0.4192830041050911    0.44040569354747905 ]
 Variance: 0.4604720829453955
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 433
 ROC AUC score: 0.9955417551143576
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9176099590871551
 Average mask density: 0.10273055551877433
 pos diff: [0.                   0.09265908352599657  0.018378944928981057
 0.11730446707118641  0.2862372100353241   0.09094357851051516
 0.06118908648689588  0.4604969682364628  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6254840677927348    0.07483552790377751
  0.44353525232185015  -0.039605408906936646  0.5660242527242629
  0.4192830041050911    0.44040569354747905 ]
 Variance: 0.46052966224042646
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 434
 ROC AUC score: 0.9955327812756638
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8963333333333348
 mAP score: 0.9175510078240265
 Average mask density: 0.10255807308476886
 pos diff: [0.                   0.09276277910579335  0.018742336221962922
 0.11747361800887368  0.28631457686424255  0.09094058217540864
 0.06126188784837723  0.46046207896594343 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6254840677927348    0.07483552790377751
  0.44353525232185015  -0.039605408906936646  0.5660242527242629
  0.41884756709138554   0.4400307613200155  ]
 Variance: 0.4605887080549421
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 435
 ROC AUC score: 0.9955240025421708
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8963333333333348
 mAP score: 0.9175206269848222
 Average mask density: 0.10238808480997186
 pos diff: [0.                   0.09284463241573207  0.019104029767769426
 0.1176236093044281   0.28639382123947144  0.09095223584482746
 0.0613353302081426   0.46042677965657464 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6254840677927348    0.07483552790377751
  0.44353525232185015  -0.039605408906936646  0.5660242527242629
  0.41884756709138554   0.4400307613200155  ]
 Variance: 0.4606480339454098
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 436
 ROC AUC score: 0.995515228811375
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8963333333333348
 mAP score: 0.9175212818764086
 Average mask density: 0.10222192510118959
 pos diff: [0.                  0.09290779412777955 0.01946483392360782
 0.11775312532078136 0.28647488355636597 0.0909662131340273
 0.06140197490652402 0.46039322429689866], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6254840677927348    0.07483552790377751
  0.44360186701471155  -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4400307613200155  ]
 Variance: 0.46070905605452445
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 437
 ROC AUC score: 0.9955064360703291
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8963333333333348
 mAP score: 0.9174779640830908
 Average mask density: 0.10205984947080197
 pos diff: [0.                   0.09295389758161277  0.019826097921891647
 0.11786473176696084  0.286557674407959    0.09097747048062663
 0.06145960117379824  0.46036196166071397 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6254840677927348    0.07483552790377751
  0.44360186701471155  -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4400307613200155  ]
 Variance: 0.4607694467737823
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 438
 ROC AUC score: 0.9954974782402672
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8963333333333348
 mAP score: 0.9175103188810706
 Average mask density: 0.10190219435896075
 pos diff: [0.                   0.09298178910716506  0.020188503028932683
 0.117958388003436    0.2866421043872833   0.09098375925133305
 0.06150745277603467  0.4603331536054611  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6274079185379439    0.07483552790377751
  0.44360186701471155  -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4400307613200155  ]
 Variance: 0.46082923027901557
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 439
 ROC AUC score: 0.995488377333058
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8963333333333348
 mAP score: 0.9174720693219877
 Average mask density: 0.10174924061913909
 pos diff: [0.                   0.0929934212491532   0.020551056162384916
 0.11803705963221463  0.2867281436920166   0.09097891877735814
 0.06154297242561976  0.4603079192597291  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07318076158850646
  0.44360186701471155  -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4400307613200155  ]
 Variance: 0.46088845398811856
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 440
 ROC AUC score: 0.9954793684754821
 avg_acc_score: 0.8838888888888887
 avg_acc_node: 0.8963333333333348
 mAP score: 0.9175423307598961
 Average mask density: 0.10160318530749499
 pos diff: [0.                   0.09299451900907785  0.020914887101197047
 0.11811200651255521  0.28681617975234985  0.09093965205454058
 0.06155437330404918  0.4602884578293768  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07318076158850646
  0.44360186701471155  -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4400307613200155  ]
 Variance: 0.46094725684969046
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -39.90272101480514, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 441
 ROC AUC score: 0.9954707278164387
 avg_acc_score: 0.8833333333333333
 avg_acc_node: 0.8966666666666679
 mAP score: 0.9175757575289549
 Average mask density: 0.10145880412263801
 pos diff: [0.                   0.09301064736094357  0.021283087651591655
 0.11821214231577787  0.28690338134765625  0.09087481085331209
 0.0615493968129158   0.46027325093746185 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07367620032188321
  0.44360186701471155  -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.439315151037841   ]
 Variance: 0.46100672756325745
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 442
 ROC AUC score: 0.9954617970009428
 avg_acc_score: 0.8833333333333333
 avg_acc_node: 0.8966666666666679
 mAP score: 0.9175140969672942
 Average mask density: 0.10131337948366394
 pos diff: [0.                   0.09303923086686568  0.021655818154989195
 0.11832569891756231  0.2869892716407776   0.09080809547055152
 0.061540638407071434 0.4602594606835267  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07367620032188321
  0.44360186701471155  -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.46106602799908214
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 443
 ROC AUC score: 0.9954529362232115
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8966666666666679
 mAP score: 0.917439421642619
 Average mask density: 0.10116829840492926
 pos diff: [0.                  0.0930752882287522  0.02203348894749791
 0.11844816370443864 0.28707432746887207 0.09073436356359912
 0.06152438273032506 0.4602478634694527 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07367688651419868
  0.44360186701471155  -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.461125555842558
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 444
 ROC AUC score: 0.9954446377486741
 avg_acc_score: 0.883611111111111
 avg_acc_node: 0.8966666666666679
 mAP score: 0.9174245406902382
 Average mask density: 0.10102280009838015
 pos diff: [0.                   0.09311644191091711  0.022414475679397583
 0.11857778971845453  0.28715837001800537  0.09065952704798791
 0.06150642856955528  0.4602370652659186  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07367688651419868
  0.44360186701471155  -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.4611852096743924
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 445
 ROC AUC score: 0.9954358540124836
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8963333333333348
 mAP score: 0.9174037340252784
 Average mask density: 0.10087692653187712
 pos diff: [0.                   0.0931636655379918   0.022798478603363037
 0.11871441440148787  0.28724145889282227  0.09058263417213194
 0.061485928297042844 0.4602273990368021  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07398050764868082
  0.44360186701471155  -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.46124560154064054
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 446
 ROC AUC score: 0.9954267641112088
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9173034501406806
 Average mask density: 0.10072765560760293
 pos diff: [0.                   0.09321502676187468  0.023185345752180116
 0.1188578112558885   0.2873232066631317   0.09052264882672217
 0.061475370079278946 0.4602148162907568  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07398050764868082
  0.44360186701471155  -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.46130842229512126
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 447
 ROC AUC score: 0.9954173090130197
 avg_acc_score: 0.8833333333333332
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9175266135513438
 Average mask density: 0.10057528524957454
 pos diff: [0.                   0.09327008618303567  0.023575614552852536
 0.11900774240493775  0.2874036431312561   0.09047809315304603
 0.06147480234503746  0.4601991135498573  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07398050764868082
  0.445535467971455    -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.46137366430898985
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 448
 ROC AUC score: 0.9954077288473945
 avg_acc_score: 0.8830555555555555
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9174351232515204
 Average mask density: 0.10042891043266232
 pos diff: [0.                   0.09326798327205595  0.02396073814265984
 0.11910164898092096  0.28749752044677734  0.09044342536118723
 0.061477413028478624 0.46018047630786896 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07398050764868082
  0.445535467971455    -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.46143891135927767
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 449
 ROC AUC score: 0.9953980376218857
 avg_acc_score: 0.8830555555555555
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9173752687541659
 Average mask density: 0.10028801623858973
 pos diff: [0.                   0.09321678719244712  0.024341942357622888
 0.11914652531797236  0.28760334849357605  0.09041609542985116
 0.061481991410255434 0.46015986080827387 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07398050764868082
  0.445535467971455    -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.46150422038479927
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 450
 ROC AUC score: 0.9953881392847023
 avg_acc_score: 0.8830555555555555
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9173389579335414
 Average mask density: 0.10015224357328936
 pos diff: [0.                   0.09312567484280294  0.024720530618320812
 0.11915417205203663  0.28771981596946716  0.09039082834797521
 0.061485625058412555 0.4601382875236972  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07398050764868082
  0.445535467971455    -0.039605408906936646  0.5660242527242629
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.4615683107511943
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -40.1861739307642, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 451
 ROC AUC score: 0.9953781609043596
 avg_acc_score: 0.8827777777777777
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9173220993382512
 Average mask density: 0.10001843384598622
 pos diff: [0.                   0.0930246262510946   0.025101342969689487
 0.11915048198266463  0.2878437638282776   0.09036009638540206
 0.061484181632598243 0.4601168560570684  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07398050764868082
  0.445535467971455    -0.039605408906936646  0.5656976202322591
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.4616312330505224
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 452
 ROC AUC score: 0.9953680754662915
 avg_acc_score: 0.8833333333333333
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9173078862968644
 Average mask density: 0.0998898603363149
 pos diff: [0.                   0.09292333259070215  0.025486835517173956
 0.11914117769761519  0.28797444701194763  0.09029823060958617
 0.06146030550201734  0.46010182078542383 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07398050764868082
  0.445535467971455    -0.039605408906936646  0.5656976202322591
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.4616925870920509
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 453
 ROC AUC score: 0.9953583031970838
 avg_acc_score: 0.8833333333333333
 avg_acc_node: 0.8960000000000016
 mAP score: 0.917271807406619
 Average mask density: 0.0997659170025755
 pos diff: [0.                   0.0928285805400738   0.025877731398117443
 0.11913077722896229  0.2881107032299042   0.09020442828055351
 0.061413683990637465 0.46009330348721866 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07398050764868082
  0.445535467971455    -0.039605408906936646  0.5656976202322591
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.461753985519042
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 454
 ROC AUC score: 0.9953482307660291
 avg_acc_score: 0.8833333333333333
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9171358947082063
 Average mask density: 0.09964122405591012
 pos diff: [0.                  0.09274175122749707 0.02627256143191629
 0.11912148161367937 0.2882508337497711  0.09010884766617129
 0.06136643886566162 0.46008385255418977], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07398050764868082
  0.445535467971455    -0.039605408906936646  0.5656976202322591
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.4618158507945978
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 455
 ROC AUC score: 0.995337907199562
 avg_acc_score: 0.8827777777777777
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9170335435825708
 Average mask density: 0.09951577933975374
 pos diff: [0.                   0.09266348084634986  0.0266699475690353
 0.11911499175158415  0.2883938252925873   0.09001216556756728
 0.061318047593037286 0.46007380557471306 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271539185165373    0.07398050764868082
  0.445535467971455    -0.039605408906936646  0.5656976202322591
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.46187847109011015
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 456
 ROC AUC score: 0.9953274985872381
 avg_acc_score: 0.8825
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9170019959635232
 Average mask density: 0.0993880256173677
 pos diff: [0.                   0.09259622193072453  0.027066948985265307
 0.11911422881213102  0.2885383069515228   0.08992138456913733
 0.06127336248755455  0.4600614273342593  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271120819671094    0.07398050764868082
  0.4455470486120744   -0.039605408906936646  0.5656976202322591
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.4619423593165717
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 457
 ROC AUC score: 0.995317193030482
 avg_acc_score: 0.8825
 avg_acc_node: 0.8963333333333345
 mAP score: 0.9169808705648935
 Average mask density: 0.09925770044248174
 pos diff: [0.                   0.09254404569952941  0.02746798701522764
 0.11912245912985368  0.2886744737625122   0.08983618766069412
 0.061231932044029234 0.4600469773185664  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271123391045027    0.07398050764868082
  0.4455470486120744   -0.039605408906936646  0.5656976202322591
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.46200652032929923
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 458
 ROC AUC score: 0.9953067964246319
 avg_acc_score: 0.8819444444444444
 avg_acc_node: 0.8966666666666679
 mAP score: 0.9171345254611954
 Average mask density: 0.09912470758199088
 pos diff: [0.                   0.09251148370671863  0.027873241211757188
 0.11914381764151834  0.28881025314331055  0.08975341892050158
 0.06119183202584585  0.46003107521040687 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6271123391045027    0.07398050764868082
  0.4455470486120744   -0.039605408906936646  0.5656976202322591
  0.4180953492720922    0.4382532161885294  ]
 Variance: 0.46207050783479436
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  75.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 459
 ROC AUC score: 0.9952960356224075
 avg_acc_score: 0.8819444444444444
 avg_acc_node: 0.896333333333335
 mAP score: 0.9170396697767563
 Average mask density: 0.09898865791641454
 pos diff: [0.                   0.09250539750599664  0.02828424380830497
 0.11918342167680913  0.2889445126056671   0.0896698733971965
 0.061150676508744554 0.4600148195850438  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269878306664711    0.07398050764868082
  0.4455470486120744   -0.039605408906936646  0.5656976202322591
  0.4181226958831151    0.4382532161885294  ]
 Variance: 0.4621367147287022
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 460
 ROC AUC score: 0.9952855059448055
 avg_acc_score: 0.881388888888889
 avg_acc_node: 0.896333333333335
 mAP score: 0.9169923814169679
 Average mask density: 0.0988501019806887
 pos diff: [0.                   0.09252663252274852  0.02870049530809576
 0.11924263618209145  0.28907686471939087  0.08958178205836204
 0.061104724059502284 0.4599985254221949  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269878306664711    0.07360887022550441
  0.4455470486120744   -0.039605408906936646  0.5656976202322591
  0.4181226958831151    0.4376846993791646  ]
 Variance: 0.4622075068494547
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -40.549255665391684, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 461
 ROC AUC score: 0.9952749002262019
 avg_acc_score: 0.8811111111111111
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9168961866102469
 Average mask density: 0.09870927994098531
 pos diff: [0.                   0.0925741065139613   0.029120620863496764
 0.11932191306894475  0.28920629620552063  0.08948856688314868
 0.061053812007109326 0.4599823961997854  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269878306664711    0.07519695248978198
  0.4455470486120744   -0.039605408906936646  0.5656976202322591
  0.4181226958831151    0.4376846993791646  ]
 Variance: 0.4622809894124968
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 462
 ROC AUC score: 0.9952642614897953
 avg_acc_score: 0.8808333333333334
 avg_acc_node: 0.896333333333335
 mAP score: 0.9168752931518533
 Average mask density: 0.09856608080070026
 pos diff: [0.                  0.09265175166208882 0.02954628078405522
 0.11942387494173917 0.28933265805244446 0.08938598031959226
 0.06099594434102376 0.45996695191695774], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269878306664711    0.07519695248978198
  0.4455470486120744   -0.039605408906936646  0.5656976202322591
  0.4181226958831151    0.4376846993791646  ]
 Variance: 0.46235660010683355
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 463
 ROC AUC score: 0.9952538568796295
 avg_acc_score: 0.8805555555555556
 avg_acc_node: 0.8970000000000014
 mAP score: 0.9169206242827107
 Average mask density: 0.0984218550478117
 pos diff: [0.                   0.092755876419958    0.029971478645466575
 0.11954474124041471  0.28945615887641907  0.08927162808756675
 0.060929006338119505 0.4599527881063264  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269878306664711    0.07519695248978198
  0.4455470486120744   -0.039605408906936646  0.5656976202322591
  0.4181226958831151    0.4376846993791646  ]
 Variance: 0.46243298268879196
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 464
 ROC AUC score: 0.9952431721184063
 avg_acc_score: 0.8805555555555556
 avg_acc_node: 0.8970000000000014
 mAP score: 0.9167817353938219
 Average mask density: 0.09827613244138572
 pos diff: [0.                   0.09287808059660857  0.030400403521277687
 0.11968157562342557  0.28957605361938477  0.08915366785180184
 0.060859272132317226 0.4599384480509265  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269878306664711    0.07594425927016361
  0.4455470486120744   -0.039605408906936646  0.5656976202322591
  0.419566976527373     0.4353805914007384  ]
 Variance: 0.46251024537119956
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 465
 ROC AUC score: 0.9952323552859702
 avg_acc_score: 0.8808333333333334
 avg_acc_node: 0.8970000000000014
 mAP score: 0.9167933094678958
 Average mask density: 0.09812852819818424
 pos diff: [0.                   0.09301637285504459  0.030832240650476503
 0.11983381076292558  0.2896921634674072   0.0890363990779846
 0.06078938494126002  0.45992320878752346 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269878306664711    0.07594425927016361
  0.4455470486120744   -0.039605408906936646  0.5653535593901912
  0.419566976527373     0.4353805914007384  ]
 Variance: 0.46258896584127474
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 466
 ROC AUC score: 0.9952216635209704
 avg_acc_score: 0.8805555555555556
 avg_acc_node: 0.8970000000000014
 mAP score: 0.9166766552141449
 Average mask density: 0.09798366448450238
 pos diff: [0.                  0.09312750645412886 0.03125705773180181
 0.11997514963150024 0.2898033559322357  0.08892954357208745
 0.06072195321321487 0.459906120238633  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269878306664711    0.07594425927016361
  0.4455470486120744   -0.039605408906936646  0.5653535593901912
  0.419566976527373     0.4353805914007384  ]
 Variance: 0.4626672454083067
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 467
 ROC AUC score: 0.995211057802367
 avg_acc_score: 0.8805555555555556
 avg_acc_node: 0.8970000000000014
 mAP score: 0.9164726208226104
 Average mask density: 0.09784132930168347
 pos diff: [0.                   0.09321345179534156  0.03167544293009545
 0.12010776129635897  0.289908766746521    0.08883318473254481
 0.060656571636597316 0.45988731908387154 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269878306664711    0.07719738879972253
  0.4455470486120744   -0.039605408906936646  0.5653535593901912
  0.419566976527373     0.4404831456726995  ]
 Variance: 0.4627452767859964
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 468
 ROC AUC score: 0.9952004841010273
 avg_acc_score: 0.8805555555555556
 avg_acc_node: 0.8970000000000014
 mAP score: 0.916491139341129
 Average mask density: 0.09770642711690966
 pos diff: [0.                   0.0932808222849507   0.032089393493557765
 0.12023609063842079  0.290010005235672    0.08871560423604903
 0.06057045012712479  0.45987546855005723 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269878306664711    0.07719738879972253
  0.4455470486120744   -0.039605408906936646  0.5653535593901912
  0.419566976527373     0.4400391409109379  ]
 Variance: 0.4628216960640169
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 469
 ROC AUC score: 0.9951900404698213
 avg_acc_score: 0.8802777777777777
 avg_acc_node: 0.8970000000000014
 mAP score: 0.916459453434443
 Average mask density: 0.09757595246905054
 pos diff: [0.                   0.09331884832421611  0.032496868086255286
 0.12035091248425571  0.2901080250740051   0.08860103425479704
 0.06048016374309858  0.4598644591611007  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07719738879972253
  0.4455470486120744   -0.039605408906936646  0.5653535593901912
  0.419566976527373     0.4400391409109379  ]
 Variance: 0.462897441420003
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 470
 ROC AUC score: 0.9951793296945713
 avg_acc_score: 0.88
 avg_acc_node: 0.8970000000000014
 mAP score: 0.9163990256393663
 Average mask density: 0.09744549121835043
 pos diff: [0.                  0.09332736304476241 0.03289752903063435
 0.1204521423036402  0.2902015447616577  0.08851492837552101
 0.06040370091795921 0.4598484244839898 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07719738879972253
  0.4455470486120744   -0.039605408906936646  0.5653535593901912
  0.419566976527373     0.4400391409109379  ]
 Variance: 0.4629733564745002
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -40.90586373861879, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 471
 ROC AUC score: 0.9951688830617469
 avg_acc_score: 0.88
 avg_acc_node: 0.8970000000000014
 mAP score: 0.9162960915364321
 Average mask density: 0.09732145492667199
 pos diff: [0.                  0.09331580861048265 0.0332921699058911
 0.12054607976566661 0.2902911901473999  0.08841210267236156
 0.06030559738477071 0.4598355873905379 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07719738879972253
  0.4454593896865845   -0.039605408906936646  0.5659198414894843
  0.41975777794917424   0.4400391409109379  ]
 Variance: 0.4630485037212599
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 472
 ROC AUC score: 0.9951585805066092
 avg_acc_score: 0.88
 avg_acc_node: 0.8966666666666682
 mAP score: 0.9162683159538896
 Average mask density: 0.09720274061764014
 pos diff: [0.                   0.09328668681550617  0.033681848571320214
 0.12063372731208802  0.2903769016265869   0.08829690179517193
 0.06018985187013944  0.4598244793456176  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07731521388223349
  0.4454593896865845   -0.039605408906936646  0.5659198414894843
  0.41975777794917424   0.4400391409109379  ]
 Variance: 0.46312300287577596
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 473
 ROC AUC score: 0.9951485210825678
 avg_acc_score: 0.88
 avg_acc_node: 0.896333333333335
 mAP score: 0.9161436212041948
 Average mask density: 0.09708987488299257
 pos diff: [0.                   0.09322914653573154  0.034064092665664424
 0.12070740244605324  0.29045942425727844  0.08817736323802702
 0.060061809172232944 0.4598139288096592  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07731521388223349
  0.4454593896865845   -0.039605408906936646  0.5649137850249967
  0.4201932149628798    0.4400391409109379  ]
 Variance: 0.46319578782976056
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 474
 ROC AUC score: 0.9951385787216467
 avg_acc_score: 0.88
 avg_acc_node: 0.896333333333335
 mAP score: 0.9161436212041948
 Average mask density: 0.09698332683733733
 pos diff: [0.                  0.09314912089631577 0.03443967409370359
 0.12076894424178383 0.29053881764411926 0.08804565283559984
 0.05991799235343933 0.459805428981781  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07731521388223349
  0.4454593896865845   -0.039605408906936646  0.5649137850249967
  0.4201932149628798    0.4400391409109379  ]
 Variance: 0.4632678388886073
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 475
 ROC AUC score: 0.9951287073990296
 avg_acc_score: 0.8802777777777777
 avg_acc_node: 0.896333333333335
 mAP score: 0.9162013952035145
 Average mask density: 0.09688183965863983
 pos diff: [0.                   0.09305082791107745  0.03480487889494778
 0.12082115574316545  0.2906148135662079   0.08790626232662509
 0.059762222319841386 0.4597984331435171  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.0776969630363559
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4201932149628798    0.4400391409109379  ]
 Variance: 0.46334187196219034
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 476
 ROC AUC score: 0.9951190451891659
 avg_acc_score: 0.8802777777777777
 avg_acc_node: 0.896333333333335
 mAP score: 0.9161908733179925
 Average mask density: 0.09678465050714596
 pos diff: [0.                   0.09293625522250971  0.035164845876457275
 0.120866567438299    0.29068732261657715  0.08776196981630018
 0.05959663117925326  0.45979257236266957 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07425211603976478
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.420334812750419     0.4400366688596791  ]
 Variance: 0.46341570489672096
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 477
 ROC AUC score: 0.9951090467980335
 avg_acc_score: 0.88
 avg_acc_node: 0.896333333333335
 mAP score: 0.9162474361711258
 Average mask density: 0.09668236093822205
 pos diff: [0.                  0.09280356838683451 0.03551892899284678
 0.12090259086002003 0.2907555401325226  0.0876720989904096
 0.05946542719999949 0.45977721234847757], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.0742779514513725
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4207380903263887    0.4400366688596791  ]
 Variance: 0.46349033445724247
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 478
 ROC AUC score: 0.9950987432423563
 avg_acc_score: 0.8797222222222223
 avg_acc_node: 0.896333333333335
 mAP score: 0.916175887349577
 Average mask density: 0.0965754772673252
 pos diff: [0.                   0.09265678431376938  0.035866751651133386
 0.12093128128485246  0.29081958532333374  0.08763064540201618
 0.059364343682924904 0.459753546735336   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.0742779514513725
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4207380903263887    0.4400366688596791  ]
 Variance: 0.46356582871130947
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 479
 ROC AUC score: 0.9950884136726523
 avg_acc_score: 0.8797222222222223
 avg_acc_node: 0.896333333333335
 mAP score: 0.9161635416705646
 Average mask density: 0.09646866299530185
 pos diff: [0.                   0.0925073978329493   0.036210600009634476
 0.1209605103189295   0.2908795177936554   0.08760157684164663
 0.05926910986502965  0.4597296766166029  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.0742779514513725
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4207380903263887    0.4400366688596791  ]
 Variance: 0.46364137861128824
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 480
 ROC AUC score: 0.995078124124528
 avg_acc_score: 0.8794444444444444
 avg_acc_node: 0.896333333333335
 mAP score: 0.9160755045879155
 Average mask density: 0.09635893591578303
 pos diff: [0.                  0.09235744412280311 0.0365513331633954
 0.12099186886440624 0.29093506932258606 0.08760036287769195
 0.05919070293505987 0.4597016233822395 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07688518225654098
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4207380903263887    0.4400366688596791  ]
 Variance: 0.46371795046058756
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -41.24261873867363, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 481
 ROC AUC score: 0.9950673783303957
 avg_acc_score: 0.8794444444444444
 avg_acc_node: 0.896333333333335
 mAP score: 0.9160868836409612
 Average mask density: 0.09624688055187913
 pos diff: [0.                  0.09220933938814589 0.03688998926769604
 0.12102748155593872 0.29098647832870483 0.08762043305943089
 0.05912416229645411 0.459670329402233  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07626155659186938
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4207380903263887    0.4400366688596791  ]
 Variance: 0.4637949713083561
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 482
 ROC AUC score: 0.9950566105243948
 avg_acc_score: 0.8794444444444444
 avg_acc_node: 0.896333333333335
 mAP score: 0.9160055945596722
 Average mask density: 0.09613370582540137
 pos diff: [0.                   0.09206766431981867  0.037226170055137196
 0.12106961878863248  0.29103419184684753  0.08765103067121198
 0.05906190400322278  0.4596381110363993  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07582419051611719
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4207380903263887    0.4400366688596791  ]
 Variance: 0.4638719462476416
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 483
 ROC AUC score: 0.9950466021278673
 avg_acc_score: 0.8794444444444444
 avg_acc_node: 0.896333333333335
 mAP score: 0.9159776564484008
 Average mask density: 0.09602546507685968
 pos diff: [0.                  0.09194024510620054 0.03756119052240671
 0.12112301858988675 0.29107865691185    0.08765020221471786
 0.05897165611386299 0.4596127626197091 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07542690536207404
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4218988818426927    0.4400366688596791  ]
 Variance: 0.4639478212241878
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 484
 ROC AUC score: 0.9950367218003947
 avg_acc_score: 0.8791666666666667
 avg_acc_node: 0.896333333333335
 mAP score: 0.9158546853744493
 Average mask density: 0.09592150981180185
 pos diff: [0.                  0.09182882038029758 0.03789600853092414
 0.12118820656429638 0.2911202013492584  0.08762094282334851
 0.05885567540923754 0.4595938941528057 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07542690536207404
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4218988818426927    0.4400366688596791  ]
 Variance: 0.4640222695926526
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 485
 ROC AUC score: 0.9950271566428618
 avg_acc_score: 0.8786111111111112
 avg_acc_node: 0.8966666666666682
 mAP score: 0.9157531642104281
 Average mask density: 0.09582244117184581
 pos diff: [0.                  0.091732018003779   0.03823080043162196
 0.12126345417716286 0.29115939140319824 0.08755928085696313
 0.05871354515353839 0.45958204002215947], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07542690536207404
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4218988818426927    0.4400366688596791  ]
 Variance: 0.4640948502269626
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 486
 ROC AUC score: 0.995017632507448
 avg_acc_score: 0.8783333333333335
 avg_acc_node: 0.8966666666666682
 mAP score: 0.9156089843162483
 Average mask density: 0.09572218587558466
 pos diff: [0.                  0.09165063598924432 0.03856513618437712
 0.12134835665876215 0.29119616746902466 0.08749910444021225
 0.05857378368576368 0.45957029739330557], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6270179861833242    0.07542690536207404
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4218988818426927    0.4400366688596791  ]
 Variance: 0.4641673731415068
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 487
 ROC AUC score: 0.9950079933099928
 avg_acc_score: 0.8780555555555558
 avg_acc_node: 0.8966666666666682
 mAP score: 0.9155611216039118
 Average mask density: 0.09562107660582791
 pos diff: [0.                   0.0915937780841323   0.038901163526803006
 0.12144837487827648  0.2912311255931854   0.08743035264553563
 0.05842995817462603  0.45956014405036794 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542690536207404
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4218988818426927    0.4400366688596791  ]
 Variance: 0.46423967167014374
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 488
 ROC AUC score: 0.9949983311001293
 avg_acc_score: 0.8775
 avg_acc_node: 0.8966666666666682
 mAP score: 0.9155020471906707
 Average mask density: 0.09551832205599231
 pos diff: [0.                   0.09155889385002704  0.039241054087630976
 0.12156153592196378  0.29126429557800293  0.08736031334246358
 0.058285212020079295 0.4595499095217935  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542690536207404
  0.4454593896865845   -0.039605408906936646  0.5648725506278777
  0.4218988818426927    0.4400366688596791  ]
 Variance: 0.46431161653502195
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 489
 ROC AUC score: 0.9949886568837919
 avg_acc_score: 0.8772222222222222
 avg_acc_node: 0.8966666666666682
 mAP score: 0.9152420310630075
 Average mask density: 0.09541498174515975
 pos diff: [0.                  0.09154082108135066 0.03958281480576381
 0.12168458049947566 0.29129576683044434 0.08728840706809875
 0.05813808863361677 0.45953983839215906], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542690536207404
  0.4446301221847534   -0.039605408906936646  0.5648725506278777
  0.4218988818426927    0.4400366688596791  ]
 Variance: 0.46438367178923384
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 490
 ROC AUC score: 0.9949797911033629
 avg_acc_score: 0.8772222222222222
 avg_acc_node: 0.8966666666666682
 mAP score: 0.9151906133449231
 Average mask density: 0.09532069889338166
 pos diff: [0.                  0.09154625618753355 0.03992643311989209
 0.12182101228020407 0.291326642036438   0.0871504848041842
 0.05794843335946401 0.4595435349078014 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542690536207404
  0.4446301221847534   -0.039605408906936646  0.5648725506278777
  0.4218988818426927    0.4400366688596791  ]
 Variance: 0.464454473923255
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -41.50072159618139, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 491
 ROC AUC score: 0.9949715176423126
 avg_acc_score: 0.8769444444444444
 avg_acc_node: 0.8966666666666682
 mAP score: 0.9151013276306375
 Average mask density: 0.09523411713515931
 pos diff: [0.                   0.09157296965930088  0.0402713565787008
 0.12196992473168806  0.2913568615913391   0.08695667645623607
 0.057722792277733484 0.459557369351387   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542690536207404
  0.4446301221847534   -0.039605408906936646  0.5648725506278777
  0.42267031917969383   0.4400366688596791  ]
 Variance: 0.4645230652063632
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 492
 ROC AUC score: 0.9949634042675811
 avg_acc_score: 0.8772222222222221
 avg_acc_node: 0.8966666666666682
 mAP score: 0.9151464214257313
 Average mask density: 0.09515509684675719
 pos diff: [0.                   0.0916107979195177   0.040615961078769906
 0.12212529236620123  0.2913864552974701   0.08671593065223386
 0.057465953876574834 0.45957964350437297 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542690536207404
  0.44365827278657394  -0.039605408906936646  0.5648725506278777
  0.42267031917969383   0.4400366688596791  ]
 Variance: 0.46459013304958924
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 493
 ROC AUC score: 0.9949554819958921
 avg_acc_score: 0.8772222222222221
 avg_acc_node: 0.8966666666666684
 mAP score: 0.9151090544716978
 Average mask density: 0.09508554912503446
 pos diff: [0.                  0.09161557441900585 0.04095179433665
 0.122261089628393   0.2914156913757324  0.08645470344251202
 0.05719269613424937 0.45960658737297716], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07510895251242583
  0.44365827278657394  -0.039605408906936646  0.5665606488623927
  0.42267031917969383   0.4400366688596791  ]
 Variance: 0.4646567006796959
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 494
 ROC AUC score: 0.9949475387128741
 avg_acc_score: 0.8772222222222221
 avg_acc_node: 0.8966666666666682
 mAP score: 0.9151195439821872
 Average mask density: 0.09502284354057935
 pos diff: [0.                  0.09156334572587131 0.04127390916682472
 0.12235128554430875 0.29144415259361267 0.0862153475323031
 0.05692843422293663 0.4596318155527115 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07562950401266744
  0.44365827278657394  -0.039605408906936646  0.5615098930654987
  0.4222348821659883    0.4367588285742135  ]
 Variance: 0.46472276393407874
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 495
 ROC AUC score: 0.994939357301457
 avg_acc_score: 0.8769444444444444
 avg_acc_node: 0.8966666666666682
 mAP score: 0.9150693996820431
 Average mask density: 0.0949654570350444
 pos diff: [0.                   0.09146291510132719  0.041584252572256675
 0.12240250760858709  0.291471391916275    0.08599710296238622
 0.05667285844683647  0.4596557925487387  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07562950401266744
  0.44365827278657394  -0.039605408906936646  0.5615098930654987
  0.4222348821659883    0.4367588285742135  ]
 Variance: 0.4647899303089709
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 496
 ROC AUC score: 0.994931240925107
 avg_acc_score: 0.8769444444444444
 avg_acc_node: 0.896333333333335
 mAP score: 0.915046251533895
 Average mask density: 0.09491355572812986
 pos diff: [0.                  0.09132442346289138 0.04188454766904027
 0.12242036732760343 0.2914973497390747  0.08579454330667373
 0.05641966983675957 0.4596796236161528 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07631785096215808
  0.44365827278657394  -0.039605408906936646  0.5620656381210973
  0.4222348821659883    0.4344842613771044  ]
 Variance: 0.46485663432756963
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 497
 ROC AUC score: 0.9949232846350752
 avg_acc_score: 0.8766666666666667
 avg_acc_node: 0.896333333333335
 mAP score: 0.91495761770184
 Average mask density: 0.09486633289065265
 pos diff: [0.                   0.09115360738817326  0.04217615723609924
 0.12240937189622358  0.29152172803878784  0.08560848788868997
 0.056168175240357714 0.4597025426297352  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07631785096215808
  0.44365827278657394  -0.039605408906936646  0.5620656381210973
  0.4222348821659883    0.4344842613771044  ]
 Variance: 0.4649221200083004
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 498
 ROC AUC score: 0.9949153063331749
 avg_acc_score: 0.8766666666666667
 avg_acc_node: 0.896333333333335
 mAP score: 0.9149525114926897
 Average mask density: 0.09482206885699199
 pos diff: [0.                  0.09095052401881573 0.04245827266992616
 0.12236944762143222 0.2915438711643219  0.08544875176683549
 0.05592758630712827 0.4597221191587119 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07631785096215808
  0.44141081138090654  -0.039605408906936646  0.5620656381210973
  0.4222348821659883    0.4344842613771044  ]
 Variance: 0.4649872762693036
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 499
 ROC AUC score: 0.9949070648893884
 avg_acc_score: 0.8766666666666667
 avg_acc_node: 0.896333333333335
 mAP score: 0.9149430594437642
 Average mask density: 0.09478014995740404
 pos diff: [0.                  0.09072219069339027 0.04273185922094613
 0.12230591069568288 0.29156360030174255 0.08531426229784565
 0.05569511552651723 0.4597386871946269 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07631785096215808
  0.44141081138090654  -0.039605408906936646  0.5622241778239128
  0.4222348821659883    0.4344842613771044  ]
 Variance: 0.4650520842254439
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 500
 ROC AUC score: 0.9948993737423218
 avg_acc_score: 0.8766666666666667
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9148636943643991
 Average mask density: 0.09474238952796994
 pos diff: [0.                  0.09047990323098237 0.04299873015112128
 0.12222750728780574 0.2915808856487274  0.08518026552854045
 0.05545791685581207 0.45975558665292016], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07620124432666242
  0.44141081138090654  -0.039605408906936646  0.5638017791413492
  0.4222348821659883    0.4344842613771044  ]
 Variance: 0.4651161783324715
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -41.721092072315514, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary_ep_500.pth.tar

 epoch: 501
 ROC AUC score: 0.9948915065003049
 avg_acc_score: 0.876388888888889
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9148544952301997
 Average mask density: 0.09470788593321501
 pos diff: [0.                  0.0902302087831103  0.04326002903221067
 0.12213940782980486 0.2915956377983093  0.08504738562530087
 0.05521646092335383 0.4597727682056098 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07620124432666242
  0.44141081138090654  -0.039605408906936646  0.5643853701410755
  0.4222348821659883    0.4344842613771044  ]
 Variance: 0.46518023919074136
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 502
 ROC AUC score: 0.9948835492097339
 avg_acc_score: 0.876388888888889
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9147912340629313
 Average mask density: 0.09467692712674526
 pos diff: [0.                  0.0899841625335788  0.04351848954996787
 0.12204949964176524 0.29160794615745544 0.08490543211660077
 0.05496399650971095 0.45979232007059556], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07677540256957377
  0.44141081138090654  -0.039605408906936646  0.5643853701410755
  0.4222348821659883    0.4344842613771044  ]
 Variance: 0.4652438879386791
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 503
 ROC AUC score: 0.9948761071970006
 avg_acc_score: 0.8761111111111111
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9148032072430077
 Average mask density: 0.09464907528461641
 pos diff: [0.                   0.0897475515515351   0.043775288526676906
 0.12196263562549245  0.2916177809238434   0.08475347800600913
 0.054699508597453435 0.45981462967806846 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07677540256957377
  0.44141081138090654  -0.039605408906936646  0.5642446392486172
  0.4222348821659883    0.4344842613771044  ]
 Variance: 0.4653067008945703
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 504
 ROC AUC score: 0.9948688142646515
 avg_acc_score: 0.8761111111111111
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9147871052894059
 Average mask density: 0.09462163954192807
 pos diff: [0.                  0.08953409032388167 0.04403322984364407
 0.12189291498877786 0.29162532091140747 0.08459520724511915
 0.05442679052551588 0.45983875260270873], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07677540256957377
  0.44141081138090654  -0.039605408906936646  0.5642446392486172
  0.4222348821659883    0.4344842613771044  ]
 Variance: 0.46536957421089586
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 505
 ROC AUC score: 0.9948615553506451
 avg_acc_score: 0.8766666666666667
 avg_acc_node: 0.8960000000000016
 mAP score: 0.9148460278483286
 Average mask density: 0.09459272235527104
 pos diff: [0.                  0.08936955441128124 0.04429761043264846
 0.12185947136445478 0.291631281375885   0.08442090908365865
 0.05414034674564997 0.459866840777726  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07677540256957377
  0.44141081138090654  -0.039605408906936646  0.5642446392486172
  0.4222348821659883    0.4344842613771044  ]
 Variance: 0.4654323834236069
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 506
 ROC AUC score: 0.9948546076044202
 avg_acc_score: 0.8766666666666667
 avg_acc_node: 0.8956666666666682
 mAP score: 0.914673695550996
 Average mask density: 0.09456066191127334
 pos diff: [0.                  0.08924835033653196 0.04456669190698419
 0.12185748490420255 0.2916359007358551  0.08424566734221674
 0.05384701465566953 0.4598958528247373 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07361833738886621
  0.44141081138090654  -0.039605408906936646  0.5684634439887539
  0.4222348821659883    0.4344842613771044  ]
 Variance: 0.4654958082539873
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 507
 ROC AUC score: 0.9948482441732581
 avg_acc_score: 0.876388888888889
 avg_acc_node: 0.8950000000000017
 mAP score: 0.914527531529832
 Average mask density: 0.09452606712342275
 pos diff: [0.                  0.08916657103979883 0.04484046121274144
 0.12188624414530667 0.29163941740989685 0.08406680966577222
 0.05354413390159607 0.459924695820644  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07379421542498692
  0.44141081138090654  -0.039605408906936646  0.5684634439887539
  0.4222348821659883    0.4344842613771044  ]
 Variance: 0.46556007760503687
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 508
 ROC AUC score: 0.9948417166536196
 avg_acc_score: 0.8763888888888888
 avg_acc_node: 0.8946666666666683
 mAP score: 0.9144468853241858
 Average mask density: 0.09449242999695727
 pos diff: [0.                  0.08909966482603845 0.04511401081873365
 0.12192433855750344 0.2916414737701416  0.08388367583674769
 0.0532349353035291  0.45995484806340314], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07415588261667362
  0.44141081138090654  -0.039605408906936646  0.5684634439887539
  0.42263889958461126   0.43467891678727905 ]
 Variance: 0.46562454334106823
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 509
 ROC AUC score: 0.9948351631199543
 avg_acc_score: 0.8761111111111111
 avg_acc_node: 0.8943333333333349
 mAP score: 0.9141397049772995
 Average mask density: 0.0944594474580335
 pos diff: [0.                  0.08904547090372764 0.04538735427147101
 0.12196897187016227 0.2916421592235565  0.08370051124403553
 0.05292088563243548 0.4599843513349007 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07388212291662358
  0.44141081138090654  -0.039605408906936646  0.5684634439887539
  0.42263889958461126   0.43678957480808783 ]
 Variance: 0.46568843702614154
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 510
 ROC AUC score: 0.994829015805322
 avg_acc_score: 0.8758333333333331
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9138591460300736
 Average mask density: 0.09443051873468755
 pos diff: [0.                  0.0890046136438354  0.04566030906251639
 0.1220210386948152  0.2916414737701416  0.08349777926360408
 0.0525912344455719  0.4600174509245774 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07397352491528535
  0.44141081138090654  -0.039605408906936646  0.5684634439887539
  0.42263889958461126   0.43678957480808783 ]
 Variance: 0.46575163650369206
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -41.85917230229825, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 511
 ROC AUC score: 0.9948230455861801
 avg_acc_score: 0.8758333333333331
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9138371001746943
 Average mask density: 0.09440490766695146
 pos diff: [0.                  0.08897295766625522 0.04593218776805342
 0.12207725969227877 0.2916390597820282  0.08328350393041488
 0.05225139011939366 0.46005382363138525], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07397352491528535
  0.44141081138090654  -0.039605408906936646  0.5684634439887539
  0.42263889958461126   0.43678957480808783 ]
 Variance: 0.4658152042414006
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 512
 ROC AUC score: 0.9948175176054929
 avg_acc_score: 0.8758333333333331
 avg_acc_node: 0.8933333333333351
 mAP score: 0.913745271097339
 Average mask density: 0.09438702861045632
 pos diff: [0.                   0.08895288026037294  0.046203083243251834
 0.12213930487632751  0.29163533449172974  0.08303342471199651
 0.051886429886023204 0.46009780415173235 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07397352491528535
  0.44141081138090654  -0.039605408906936646  0.5684634439887539
  0.42263889958461126   0.43678957480808783 ]
 Variance: 0.4658771367065639
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  74.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 513
 ROC AUC score: 0.9948123017931267
 avg_acc_score: 0.8758333333333331
 avg_acc_node: 0.8933333333333351
 mAP score: 0.9137935705499703
 Average mask density: 0.09437514805404824
 pos diff: [0.                  0.08894018841183875 0.04647074060991776
 0.12220451479608363 0.29163020849227905 0.08276048398786975
 0.05150465692083041 0.4601501154488531 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07386704097109392
  0.44141081138090654  -0.039605408906936646  0.5684634439887539
  0.4240000645319621    0.43678957480808783 ]
 Variance: 0.465938125164804
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 514
 ROC AUC score: 0.9948069589122456
 avg_acc_score: 0.8755555555555552
 avg_acc_node: 0.8933333333333351
 mAP score: 0.9138775051339051
 Average mask density: 0.09436569171404464
 pos diff: [0.                   0.08892923667411173  0.046735636951509583
 0.12226993116465482  0.2916235029697418   0.08248863657636027
 0.05112557460864385  0.4602067455135543  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07386704097109392
  0.44141081138090654  -0.039605408906936646  0.5684589928677005
  0.4240000645319621    0.43678957480808783 ]
 Variance: 0.4659992103549568
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 515
 ROC AUC score: 0.9948016280378379
 avg_acc_score: 0.8755555555555552
 avg_acc_node: 0.8933333333333351
 mAP score: 0.9138914770688329
 Average mask density: 0.09435620558815545
 pos diff: [0.                   0.08891310598239426  0.046996658498590645
 0.12233071787790818  0.29161491990089417  0.08223640389980809
 0.05076206177473068  0.460261572537751   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07386704097109392
  0.44141081138090654  -0.039605408906936646  0.5684589928677005
  0.4240000645319621    0.43678957480808783 ]
 Variance: 0.46606036512441507
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 516
 ROC AUC score: 0.9947967023819242
 avg_acc_score: 0.8755555555555552
 avg_acc_node: 0.8933333333333351
 mAP score: 0.9137538755635843
 Average mask density: 0.094349834751388
 pos diff: [0.                   0.0888998476434345   0.04725525004804627
 0.12239347100257873  0.2916049361228943   0.08197828382253647
 0.050399833172559735 0.4603212629926616  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07386704097109392
  0.44141081138090654  -0.039605408906936646  0.5684589928677005
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.46612089672610446
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 517
 ROC AUC score: 0.994791518586822
 avg_acc_score: 0.8752777777777775
 avg_acc_node: 0.8933333333333351
 mAP score: 0.9136926112917936
 Average mask density: 0.09434255619280667
 pos diff: [0.                   0.08888058696896577  0.04750943651869277
 0.12245132299986752  0.2915932536125183   0.08174290027349226
 0.050053686400254566 0.4603795825407423  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07386704097109392
  0.44141081138090654  -0.039605408906936646  0.5684589928677005
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.4661811516274373
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 518
 ROC AUC score: 0.9947864218386553
 avg_acc_score: 0.8755555555555552
 avg_acc_node: 0.8933333333333351
 mAP score: 0.9137160025927583
 Average mask density: 0.09433270345788666
 pos diff: [0.                  0.08885421511555507 0.04775901249617585
 0.12250357026403601 0.29163143038749695 0.08153904662016899
 0.049721659719944   0.46043551070936795], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07386704097109392
  0.44141081138090654  -0.039605408906936646  0.5684589928677005
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.4662418442880943
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 519
 ROC AUC score: 0.9947812760640536
 avg_acc_score: 0.8752777777777775
 avg_acc_node: 0.8933333333333351
 mAP score: 0.9137244834565024
 Average mask density: 0.09431529185963776
 pos diff: [0.                  0.08882163600488142 0.04800357725009445
 0.12255418300628662 0.29166775941848755 0.08139215049243742
 0.04942292049527168 0.4604838351751196 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07386704097109392
  0.44141081138090654  -0.039605408906936646  0.5684589928677005
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.46630394366910205
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 520
 ROC AUC score: 0.994775849137855
 avg_acc_score: 0.8758333333333331
 avg_acc_node: 0.8933333333333351
 mAP score: 0.9137906459440418
 Average mask density: 0.09428881722158629
 pos diff: [0.                   0.08877769334257142  0.04824249975937457
 0.12260049012574283  0.29170116782188416  0.08130837400113383
 0.049166987339655556 0.46051989906820756 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07386704097109392
  0.44141081138090654  -0.039605408906936646  0.5684589928677005
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.4663698735120249
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -41.90211181528866, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 521
 ROC AUC score: 0.9947700820282296
 avg_acc_score: 0.8761111111111108
 avg_acc_node: 0.8933333333333351
 mAP score: 0.9138430048505675
 Average mask density: 0.09425330208514524
 pos diff: [0.                  0.0887215014331597  0.04847586179567762
 0.12264108928767117 0.2917320132255554  0.08128637123492456
 0.04895356620351474 0.46054300768622036], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542419606003879
  0.44141081138090654  -0.039605408906936646  0.5666791589990738
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.4664377177298296
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 522
 ROC AUC score: 0.9947637215986859
 avg_acc_score: 0.8761111111111108
 avg_acc_node: 0.8936666666666683
 mAP score: 0.913879168767166
 Average mask density: 0.09421295289234695
 pos diff: [0.                   0.08865777717148962  0.04870453501535841
 0.1226775204593485   0.2917608618736267   0.08129917061136614
 0.048766144861777626 0.46055520505740727 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542419606003879
  0.44141081138090654  -0.039605408906936646  0.5666791589990738
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.46650713469571825
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 523
 ROC AUC score: 0.9947571470536912
 avg_acc_score: 0.8763888888888886
 avg_acc_node: 0.8930000000000017
 mAP score: 0.9137554915184889
 Average mask density: 0.09416717264511468
 pos diff: [0.                  0.08857851777194946 0.04892639803492333
 0.12270362837748094 0.2917880117893219  0.08136400508303795
 0.04860278790195783 0.46055850489386196], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542419606003879
  0.44141081138090654  -0.039605408906936646  0.5666791589990738
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.46657776567187775
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 524
 ROC AUC score: 0.9947505334876565
 avg_acc_score: 0.8763888888888886
 avg_acc_node: 0.8930000000000017
 mAP score: 0.9135471581851555
 Average mask density: 0.09411656737088046
 pos diff: [0.                   0.08848542615401843  0.049141932617534294
 0.1227197755466808   0.29181382060050964  0.08147382808308448
 0.04846132720510165  0.4605538994073868  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542419606003879
  0.44141081138090654  -0.039605408906936646  0.5666791589990738
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.4666489672952438
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 525
 ROC AUC score: 0.9947434836864038
 avg_acc_score: 0.8763888888888886
 avg_acc_node: 0.8926666666666684
 mAP score: 0.9134618784161392
 Average mask density: 0.09406209512739515
 pos diff: [0.                   0.08838212539341823  0.04935233208758772
 0.12272840711203488  0.29183849692344666  0.08161728420565205
 0.048335201541582745 0.4605428422319478  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542419606003879
  0.44141081138090654  -0.039605408906936646  0.5666791589990738
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.46672103409403815
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 526
 ROC AUC score: 0.9947365259347841
 avg_acc_score: 0.8763888888888886
 avg_acc_node: 0.8926666666666684
 mAP score: 0.9132574031074973
 Average mask density: 0.09400579179249564
 pos diff: [0.                   0.08827603922402563  0.049559608963895434
 0.12273412969979373  0.29186272621154785  0.08177718712437537
 0.048214960594971976 0.4605284343505728  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542419606003879
  0.44141081138090654  -0.039605408906936646  0.5667469362097401
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.46679423762629163
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 527
 ROC AUC score: 0.9947292620180803
 avg_acc_score: 0.8761111111111108
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9132946903975019
 Average mask density: 0.09394974560582298
 pos diff: [0.                  0.08817092717186478 0.04976490928121835
 0.12273928929458965 0.29188668727874756 0.08193738013505936
 0.04809432327747345 0.46051323259698934], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07542419606003879
  0.44141081138090654  -0.039605408906936646  0.5667469362097401
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.46686764896252747
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 528
 ROC AUC score: 0.9947216269012251
 avg_acc_score: 0.8758333333333331
 avg_acc_node: 0.8933333333333349
 mAP score: 0.9131656203934319
 Average mask density: 0.09389374458778439
 pos diff: [0.                  0.08806728085210501 0.04996818845922297
 0.12274426221847534 0.2919105589389801  0.0820948671429388
 0.04797409176826477 0.4604970946394164 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07685275880758427
  0.44141081138090654  -0.039605408906936646  0.5667469362097401
  0.4241275946299235    0.43678957480808783 ]
 Variance: 0.46694099812705153
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  73.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 529
 ROC AUC score: 0.9947141698803994
 avg_acc_score: 0.8758333333333331
 avg_acc_node: 0.8933333333333349
 mAP score: 0.913259475612287
 Average mask density: 0.09383863253332445
 pos diff: [0.                  0.08796654383013071 0.05016973762472799
 0.12275001758878881 0.29193440079689026 0.08224175197462882
 0.0478504553437233  0.4604808569982134 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07685275880758427
  0.44141081138090654  -0.039605408906936646  0.5667469362097401
  0.42875956594944      0.43678957480808783 ]
 Variance: 0.4670142549989733
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 530
 ROC AUC score: 0.9947066088034668
 avg_acc_score: 0.8761111111111108
 avg_acc_node: 0.8933333333333349
 mAP score: 0.913295222318377
 Average mask density: 0.09378463739365551
 pos diff: [0.                   0.0878722960791312   0.05037054764337776
 0.1227588333866813   0.29195839166641235  0.08237304298147079
 0.047723010182380676 0.46046508591750573 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07685275880758427
  0.44141081138090654  -0.039605408906936646  0.5667469362097401
  0.42875956594944      0.43678957480808783 ]
 Variance: 0.46708815547663507
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -41.87686152104288, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 531
 ROC AUC score: 0.9946991637891152
 avg_acc_score: 0.8761111111111108
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9131099269039148
 Average mask density: 0.09373330861860242
 pos diff: [0.                  0.08778535654722167 0.05057102614197849
 0.12277126230976798 0.29198282957077026 0.08247692378297929
 0.0475883682568868  0.460451595742127  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07764613899317654
  0.44141081138090654  -0.039605408906936646  0.5667469362097401
  0.42875956594944      0.43678957480808783 ]
 Variance: 0.46716221894364185
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 532
 ROC AUC score: 0.9946916577418543
 avg_acc_score: 0.8761111111111108
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9132025194965073
 Average mask density: 0.09368453463897383
 pos diff: [0.                  0.08770131966299262 0.05076986452764716
 0.12278273024342277 0.2920076549053192  0.08255463910679664
 0.04745064377784729 0.46043935726428853], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07764613899317654
  0.44141081138090654  -0.039605408906936646  0.5667469362097401
  0.42875956594944      0.43678957480808783 ]
 Variance: 0.46723592869683517
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 533
 ROC AUC score: 0.9946844378488882
 avg_acc_score: 0.8761111111111111
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9131101489041368
 Average mask density: 0.09363792357395871
 pos diff: [0.                   0.08762029281332473  0.0509673039282649
 0.12279425832358273  0.2920328378677368   0.08260780404652318
 0.047310430804888406 0.46042779447703525 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07764613899317654
  0.44141081138090654  -0.039605408906936646  0.5667469362097401
  0.42875956594944      0.43678957480808783 ]
 Variance: 0.46730914628551584
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 534
 ROC AUC score: 0.994676928800009
 avg_acc_score: 0.8761111111111111
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9129633235073114
 Average mask density: 0.09359301058027324
 pos diff: [0.                   0.08754246244745806  0.051163147549983884
 0.12280600098046389  0.29205846786499023  0.08263910850209574
 0.047169503817955656 0.4604170913326329  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07764613899317654
  0.44141081138090654  -0.039605408906936646  0.5667469362097401
  0.42875956594944      0.43678957480808783 ]
 Variance: 0.46738207845263646
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 535
 ROC AUC score: 0.9946693166955622
 avg_acc_score: 0.8761111111111111
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9128988393803275
 Average mask density: 0.09354913114253359
 pos diff: [0.                  0.08746751428635652 0.05135709441397801
 0.12281690673394637 0.29208430647850037 0.08265179636016969
 0.04703047921260198 0.46040603518486023], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07764613899317654
  0.44141081138090654  -0.039605408906936646  0.5667469362097401
  0.42875956594944      0.43678957480808783 ]
 Variance: 0.46745592098957955
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 536
 ROC AUC score: 0.9946615655161263
 avg_acc_score: 0.8763888888888888
 avg_acc_node: 0.8933333333333349
 mAP score: 0.9128180619515107
 Average mask density: 0.09350500455333834
 pos diff: [0.                   0.0873915841264173   0.051548524828981764
 0.12282430990175768  0.29211050271987915  0.08265312809136606
 0.046899667382240294 0.4603933938618364  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07826976465784814
  0.44141081138090654  -0.039605408906936646  0.5667469362097401
  0.42875956594944      0.43661836097980367 ]
 Variance: 0.4675302427976196
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 537
 ROC AUC score: 0.9946536492476743
 avg_acc_score: 0.8763888888888888
 avg_acc_node: 0.8933333333333349
 mAP score: 0.9127878591296411
 Average mask density: 0.0934592367326302
 pos diff: [0.                   0.08731231856937251  0.051736989050857295
 0.12282636084339836  0.29213693737983704  0.08265269812076323
 0.04678158238530159  0.46037739412537937 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07826976465784814
  0.44141081138090654  -0.039605408906936646  0.5667469362097401
  0.42875956594944      0.43661836097980367 ]
 Variance: 0.4676043601130656
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 538
 ROC AUC score: 0.9946457269759855
 avg_acc_score: 0.8763888888888888
 avg_acc_node: 0.8926666666666683
 mAP score: 0.9127567744735565
 Average mask density: 0.0934218298087818
 pos diff: [0.                   0.08723814797795508  0.05192428556355563
 0.12282989539883353  0.29216355085372925  0.08259438386847896
 0.046641382823387784 0.46036884291418667 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275662341393715    0.07826976465784814
  0.44141081138090654  -0.039605408906936646  0.5666352169167611
  0.43005555123090744   0.43661836097980367 ]
 Variance: 0.4676775030656889
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 539
 ROC AUC score: 0.99463864315639
 avg_acc_score: 0.8763888888888888
 avg_acc_node: 0.8926666666666683
 mAP score: 0.9126883120717607
 Average mask density: 0.0933959786913633
 pos diff: [0.                   0.08717273089511335  0.052111215088978285
 0.12283831292932684  0.2921904921531677   0.08245816706649718
 0.04646696820855141  0.46037092342458924 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.07826976465784814
  0.44141081138090654  -0.039605408906936646  0.5666352169167611
  0.43005555123090744   0.43661836097980367 ]
 Variance: 0.46774942099644723
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 540
 ROC AUC score: 0.9946317424355212
 avg_acc_score: 0.8766666666666665
 avg_acc_node: 0.8926666666666683
 mAP score: 0.912713378209327
 Average mask density: 0.09338238115454818
 pos diff: [0.                   0.08711041374640031  0.052296796613488315
 0.12284738692370328  0.29221755266189575  0.08224531263113022
 0.04625962848464648  0.4603802166108427  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.07826976465784814
  0.44141081138090654  -0.039605408906936646  0.5666352169167611
  0.43005555123090744   0.43661836097980367 ]
 Variance: 0.4678199895094622
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -41.91418944206089, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 541
 ROC AUC score: 0.9946263135082436
 avg_acc_score: 0.8766666666666665
 avg_acc_node: 0.8933333333333351
 mAP score: 0.9127562812122791
 Average mask density: 0.09339542798234346
 pos diff: [0.                   0.08706943579941742  0.052484950497130714
 0.12286630462516437  0.2922466993331909   0.08186319350234923
 0.04597723359862963  0.4604124103126855  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08160678340383798
  0.44141081138090654  -0.039605408906936646  0.5667510489302297
  0.43005555123090744   0.43661836097980367 ]
 Variance: 0.4678869838709152
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 542
 ROC AUC score: 0.9946215799559123
 avg_acc_score: 0.8763888888888888
 avg_acc_node: 0.8940000000000017
 mAP score: 0.9125782694092673
 Average mask density: 0.09343143973090762
 pos diff: [0.                   0.08704638579660211  0.052674983897485025
 0.12289351197806271  0.29227742552757263  0.08134283630117294
 0.0456345796585083   0.46046703796962213 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08160678340383798
  0.44141081138090654  -0.039605408906936646  0.5667510489302297
  0.43005555123090744   0.43661836097980367 ]
 Variance: 0.4679512022414078
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 543
 ROC AUC score: 0.9946173546776421
 avg_acc_score: 0.8761111111111111
 avg_acc_node: 0.8940000000000017
 mAP score: 0.9124729356090804
 Average mask density: 0.09348408097065017
 pos diff: [0.                  0.08703386389519557 0.05286520103777736
 0.12292496968399394 0.29230886697769165 0.08073123015703694
 0.04525177503625552 0.4605383261524398 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08160678340383798
  0.44141081138090654  -0.039605408906936646  0.5664329288467285
  0.43005555123090744   0.43661836097980367 ]
 Variance: 0.46801280727277517
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 544
 ROC AUC score: 0.9946133205024148
 avg_acc_score: 0.8761111111111111
 avg_acc_node: 0.8943333333333351
 mAP score: 0.9124550784662235
 Average mask density: 0.09354120058740888
 pos diff: [0.                  0.0870163189478157  0.0530516571742444
 0.12295029623941942 0.2923394739627838  0.0801184588382321
 0.04486297269662221 0.46061063532171576], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08160678340383798
  0.44141081138090654  -0.039605408906936646  0.5664329288467285
  0.428883671015501     0.43661836097980367 ]
 Variance: 0.46807354897445863
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 545
 ROC AUC score: 0.9946095334604418
 avg_acc_score: 0.8755555555555556
 avg_acc_node: 0.8940000000000017
 mAP score: 0.9123607579316856
 Average mask density: 0.09359735734706728
 pos diff: [0.                  0.08698565457478043 0.05323237303859931
 0.12296385656703603 0.2923687994480133  0.07954427503770398
 0.04448403293887774 0.4606779931948103 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08069523085247386
  0.44141081138090654  -0.039605408906936646  0.5664329288467285
  0.428883671015501     0.43661836097980367 ]
 Variance: 0.4681341655124846
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 546
 ROC AUC score: 0.9946056793823228
 avg_acc_score: 0.8758333333333334
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9121635383839223
 Average mask density: 0.09364945229412366
 pos diff: [0.                   0.08693775436109748  0.053406662931126996
 0.12296355122869665  0.2923964262008667   0.07903068344439229
 0.04412933016816775  0.46073687590401746 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08069218559698625
  0.44141081138090654  -0.039605408906936646  0.5664329288467285
  0.43165317277113596   0.43661836097980367 ]
 Variance: 0.4681953176836972
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 547
 ROC AUC score: 0.994601491124014
 avg_acc_score: 0.8758333333333334
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9121581440057209
 Average mask density: 0.09369366016275199
 pos diff: [0.                   0.08686931788428756  0.053573515543267745
 0.12294789552688598  0.29242199659347534  0.07860459747814363
 0.043803642690181735 0.46078252175758627 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08069218559698625
  0.44141081138090654  -0.039605408906936646  0.5664329288467285
  0.43165317277113596   0.43661836097980367 ]
 Variance: 0.46825740083391776
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 548
 ROC AUC score: 0.9945970057054763
 avg_acc_score: 0.8758333333333334
 avg_acc_node: 0.8936666666666683
 mAP score: 0.91208628299636
 Average mask density: 0.09372495867043519
 pos diff: [0.                   0.08677542357405355  0.05373160257812374
 0.12291372120380402  0.29244497418403625  0.0782994733702752
 0.043513155976931256 0.46080979396556987 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08069218559698625
  0.44141081138090654  -0.039605408906936646  0.5664329288467285
  0.43165317277113596   0.43661836097980367 ]
 Variance: 0.4683210036633697
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 549
 ROC AUC score: 0.9945928464628129
 avg_acc_score: 0.8758333333333334
 avg_acc_node: 0.8933333333333349
 mAP score: 0.9120334289219542
 Average mask density: 0.09375133222975435
 pos diff: [0.                  0.08666696134677604 0.05388388998252301
 0.12286875654350628 0.2924659848213196  0.07806149653850063
 0.04323968340953191 0.4608285365433529 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08069218559698625
  0.44141081138090654  -0.039605408906936646  0.5664329288467285
  0.43165317277113596   0.43661836097980367 ]
 Variance: 0.46838550069912344
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 550
 ROC AUC score: 0.9945885531478573
 avg_acc_score: 0.8758333333333334
 avg_acc_node: 0.8933333333333349
 mAP score: 0.9120116035829124
 Average mask density: 0.09377282418356572
 pos diff: [0.                   0.08654755748007908  0.054031132420232476
 0.12281562496315349  0.2924850583076477   0.07788657252826998
 0.042980768034855524 0.4608404117411581  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08069218559698625
  0.44141081138090654  -0.039605408906936646  0.5609355616954065
  0.43165317277113596   0.43661836097980367 ]
 Variance: 0.4684503948824245
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -42.02944593084976, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 551
 ROC AUC score: 0.9945842868474681
 avg_acc_score: 0.875
 avg_acc_node: 0.8930000000000015
 mAP score: 0.9118299041095463
 Average mask density: 0.09379016566429618
 pos diff: [0.                  0.086421469518961   0.05417424341863837
 0.12275745624845678 0.29250243306159973 0.07776581904580517
 0.04273101513584455 0.46084656283773223], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08069218559698625
  0.44141081138090654  -0.039605408906936646  0.5609355616954065
  0.43165317277113596   0.43661836097980367 ]
 Variance: 0.46851561157221755
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 552
 ROC AUC score: 0.9945800915853829
 avg_acc_score: 0.8747222222222223
 avg_acc_node: 0.8930000000000015
 mAP score: 0.9117922964738995
 Average mask density: 0.09380901113572199
 pos diff: [0.                   0.08629520569951081  0.05431487368158072
 0.12269945415583523  0.29251834750175476  0.07766398955737391
 0.042474374175071716 0.46085190670243625 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08176262886071008
  0.44141081138090654  -0.039605408906936646  0.5606205828728215
  0.43165317277113596   0.43661836097980367 ]
 Variance: 0.4685812215629674
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 553
 ROC AUC score: 0.9945757592493871
 avg_acc_score: 0.8744444444444444
 avg_acc_node: 0.8930000000000015
 mAP score: 0.9117012470911834
 Average mask density: 0.0938229395879768
 pos diff: [0.                   0.08616601410976127  0.054452125691185314
 0.12264104268767617  0.29253214597702026  0.07761413267543239
 0.04222421000401179  0.4608483956805591  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627295366496094     0.08176262886071008
  0.44141081138090654  -0.039605408906936646  0.5555832410050977
  0.43163982530434925   0.43661836097980367 ]
 Variance: 0.46864760997801286
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 554
 ROC AUC score: 0.9945718451388988
 avg_acc_score: 0.8747222222222223
 avg_acc_node: 0.8926666666666683
 mAP score: 0.9116530862139072
 Average mask density: 0.09383609495163679
 pos diff: [0.                   0.08604005397843921  0.05458752823270057
 0.12258590161800384  0.2925442159175873   0.07758819696403318
 0.041966868191957475 0.4608401717810795  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6272951093587008    0.08176262886071008
  0.44141081138090654  -0.039605408906936646  0.5555832410050977
  0.43157408088445665   0.43661836097980367 ]
 Variance: 0.4687140632357025
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 555
 ROC AUC score: 0.994568101120124
 avg_acc_score: 0.8747222222222223
 avg_acc_node: 0.8930000000000015
 mAP score: 0.9116886602078144
 Average mask density: 0.09385281063875249
 pos diff: [0.                   0.08593378727101098  0.05472425562291106
 0.12254499305378307  0.292555570602417    0.07754490957144768
 0.041692846765120826 0.4608319149962787  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6272951093587008    0.08176262886071008
  0.44141081138090654  -0.039605408906936646  0.5555832410050977
  0.43157408088445665   0.43661836097980367 ]
 Variance: 0.4687806095834794
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 556
 ROC AUC score: 0.9945645432016943
 avg_acc_score: 0.8741666666666666
 avg_acc_node: 0.8933333333333349
 mAP score: 0.9115333200305444
 Average mask density: 0.09387583371558816
 pos diff: [0.                   0.0858525217564638   0.05486400363859066
 0.12252074534242803  0.2925672233104706   0.07746168706686266
 0.041399114827315016 0.4608300538926289  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6272951093587008    0.08412000487658604
  0.44141081138090654  -0.039605408906936646  0.5555832410050977
  0.43157408088445665   0.43661836097980367 ]
 Variance: 0.4688462789556247
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 557
 ROC AUC score: 0.994561287446191
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.8933333333333349
 mAP score: 0.9115071455877033
 Average mask density: 0.09390557095774855
 pos diff: [0.                  0.08579650348868252 0.05500695823637907
 0.12251200811429457 0.2925790846347809  0.07733692733510848
 0.04109040995438894 0.460834332067391  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6272951093587008    0.08412000487658604
  0.44141081138090654  -0.039605408906936646  0.556839975618547
  0.43157408088445665   0.43661836097980367 ]
 Variance: 0.4689108467423726
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 558
 ROC AUC score: 0.9945586720359616
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.8933333333333349
 mAP score: 0.9115194912667154
 Average mask density: 0.09395137805331694
 pos diff: [0.                   0.08577613865048432  0.055155374787070534
 0.12252503741871226  0.29259151220321655  0.07711230554888325
 0.040743404875199    0.46085385258855494 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6272951093587008    0.08412000487658604
  0.44141081138090654  -0.039605408906936646  0.5570943389208086
  0.43157408088445665   0.4344802750595685  ]
 Variance: 0.4689741273960736
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 559
 ROC AUC score: 0.9945558174967941
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.8933333333333349
 mAP score: 0.911408470932656
 Average mask density: 0.09400114163610022
 pos diff: [0.                  0.08577516625735386 0.05530604399925421
 0.12255222743207758 0.29260316491127014 0.07686232775449753
 0.04039018079638481 0.4608676844629748 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6272951093587008    0.08415492383901738
  0.44141081138090654  -0.039605408906936646  0.5570264987407192
  0.43157408088445665   0.4344802750595685  ]
 Variance: 0.469038069610158
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 560
 ROC AUC score: 0.9945536833460602
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9115034685276534
 Average mask density: 0.09405822900519481
 pos diff: [0.                  0.08578741082475205 0.05545919690250365
 0.12258876264095306 0.2926141023635864  0.07657342356058859
 0.04002797702948253 0.4608789312428442 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6272951093587008    0.08349735800884972
  0.44141081138090654  -0.039605408906936646  0.5570264987407192
  0.43157408088445665   0.4344802750595685  ]
 Variance: 0.4691027824916898
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -42.14896659972146, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 561
 ROC AUC score: 0.9945515261829179
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9114085036704338
 Average mask density: 0.09412408448752461
 pos diff: [0.                   0.08581195734749156  0.055613340671397435
 0.12263392616402019  0.2926243245601654   0.07623913235241367
 0.039657689879337946 0.4608902617775161  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6272951093587008    0.08349735800884972
  0.44141081138090654  -0.039605408906936646  0.5570264987407192
  0.43157408088445665   0.4323383276832515  ]
 Variance: 0.4691671999624387
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 562
 ROC AUC score: 0.9945503475473976
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.8933333333333349
 mAP score: 0.9113917331355474
 Average mask density: 0.09420919721563412
 pos diff: [0.                   0.08585057844800398  0.05576942085234587
 0.12268903634764931  0.29263442754745483  0.07580572607055787
 0.039256529261668525 0.46090826751856967 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6272951093587008    0.08349735800884972
  0.44141081138090654  -0.039605408906936646  0.5570264987407192
  0.43157408088445665   0.4330376432887439  ]
 Variance: 0.46922959067584674
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 563
 ROC AUC score: 0.9945507067410748
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.8943333333333349
 mAP score: 0.9114890880881654
 Average mask density: 0.09434230277488004
 pos diff: [0.                  0.08592714159941871 0.05593407474273492
 0.12276877489956943 0.29264745116233826 0.07511334842251192
 0.03876463274161021 0.4609563859372303 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6272951093587008    0.08511272663912497
  0.44141081138090654  -0.039605408906936646  0.5570264987407192
  0.43117080330848695   0.4354016236190138  ]
 Variance: 0.4692864874218138
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 564
 ROC AUC score: 0.9945527118222146
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.8943333333333349
 mAP score: 0.9113580339571111
 Average mask density: 0.09452309041215576
 pos diff: [0.                  0.08603411494207776 0.05610591665772367
 0.1228666286576878  0.2926638722419739  0.07418943028296193
 0.03819360708196958 0.4610375787677436 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6272951093587008    0.08492988323377183
  0.44141081138090654  -0.039605408906936646  0.5570264987407192
  0.43117080330848695   0.4354016236190138  ]
 Variance: 0.4693378026061366
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 565
 ROC AUC score: 0.9945559085458879
 avg_acc_score: 0.8738888888888886
 avg_acc_node: 0.894666666666668
 mAP score: 0.9112941126418009
 Average mask density: 0.09475039031998202
 pos diff: [0.                   0.08616414912476027  0.05628337372433056
 0.12297604517503218  0.29268431663513184  0.07306665470523219
 0.037573811660210295 0.4611419937733946  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6272951093587008    0.08492988323377183
  0.44141081138090654  -0.039605408906936646  0.5570264987407192
  0.43117080330848695   0.4376941939880108  ]
 Variance: 0.4693831810538277
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 566
 ROC AUC score: 0.9945611993987157
 avg_acc_score: 0.8738888888888886
 avg_acc_node: 0.8950000000000015
 mAP score: 0.9115103304520074
 Average mask density: 0.09502556217456319
 pos diff: [0.                  0.086299524326955   0.0564635496986799
 0.12308560799468647 0.29270803928375244 0.07175979210484412
 0.03692172765731812 0.4612697172781517 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275491093801073    0.08492988323377183
  0.441903479532762    -0.039605408906936646  0.5570264987407192
  0.43117080330848695   0.4376941939880108  ]
 Variance: 0.46942496768090536
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 567
 ROC AUC score: 0.9945653216214183
 avg_acc_score: 0.8738888888888887
 avg_acc_node: 0.8950000000000015
 mAP score: 0.9113449994062414
 Average mask density: 0.09529634328765182
 pos diff: [0.                  0.08638748945283496 0.05663368746268848
 0.12315684231844816 0.29273200035095215 0.07054570173063586
 0.03632715518275897 0.4613869745155861 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6258928844751406    0.08492988323377183
  0.441903479532762    -0.039605408906936646  0.5570264987407192
  0.43117080330848695   0.4389067877983225  ]
 Variance: 0.46946480168561266
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 568
 ROC AUC score: 0.9945690896531411
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.8950000000000015
 mAP score: 0.9114464997662088
 Average mask density: 0.09554121782171934
 pos diff: [0.                  0.0864031947841329  0.05678750808573951
 0.12317305478182707 0.2927541136741638  0.06954500151257362
 0.03581314086914063 0.4614525730239934 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6258928844751406    0.08598140571728226
  0.441903479532762    -0.039605408906936646  0.5570264987407192
  0.43117080330848695   0.4389067877983225  ]
 Variance: 0.4695091280798823
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 569
 ROC AUC score: 0.9945718261286487
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.8950000000000015
 mAP score: 0.9115183049273958
 Average mask density: 0.095743394342921
 pos diff: [0.                  0.08632697054177277 0.05692024812225468
 0.1231199099258943  0.2927728593349457  0.06884157825862208
 0.03541112244129181 0.46147519555585137], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6258928844751406    0.08598140571728226
  0.441903479532762    -0.039605408906936646  0.5570264987407192
  0.43117080330848695   0.4389067877983225  ]
 Variance: 0.4695560423742863
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 570
 ROC AUC score: 0.9945729267220886
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.895333333333335
 mAP score: 0.911470425100042
 Average mask density: 0.0958952267767018
 pos diff: [0.                   0.08615359516183208  0.05703041868761551
 0.12299577485431325  0.2927868962287903   0.06845887077431526
 0.035106126219034195 0.4614610132472268  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6258928844751406    0.08598140571728226
  0.441903479532762    -0.039605408906936646  0.5570264987407192
  0.43117080330848695   0.4378724329430482  ]
 Variance: 0.4696083769377138
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  31.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -42.58751305099577, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 571
 ROC AUC score: 0.9945724254518036
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.8950000000000015
 mAP score: 0.9115027417303977
 Average mask density: 0.0959877590705041
 pos diff: [0.                  0.08588306371830712 0.05711756634318139
 0.12280268560756337 0.29279547929763794 0.06842848802766492
 0.0348897544046243  0.46140556910942343], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6258928844751406    0.08597170050479164
  0.441903479532762    -0.039605408906936646  0.5616761388317231
  0.43117080330848695   0.4378724329430482  ]
 Variance: 0.46966517599312946
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 572
 ROC AUC score: 0.9945701762390282
 avg_acc_score: 0.8744444444444444
 avg_acc_node: 0.8936666666666683
 mAP score: 0.91138689076038
 Average mask density: 0.09602182750446457
 pos diff: [0.                   0.08552684616451421  0.05718377626631871
 0.12255006242882122  0.2927986979484558   0.06873974708780166
 0.034750676403443016 0.46131051151916896 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6258928844751406    0.08534831350499933
  0.441903479532762    -0.039605408906936646  0.5616761388317231
  0.43117080330848695   0.4378724329430482  ]
 Variance: 0.46972695061120967
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 573
 ROC AUC score: 0.9945667423874952
 avg_acc_score: 0.8744444444444444
 avg_acc_node: 0.8933333333333349
 mAP score: 0.911261188684678
 Average mask density: 0.09600504277070954
 pos diff: [0.                   0.08511384533456534  0.05723509709697124
 0.12225817848335613  0.2927975654602051   0.06934302252146506
 0.034673800443609556 0.4611837987242074  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6258928844751406    0.08489526401866566
  0.441903479532762    -0.039605408906936646  0.5616761388317231
  0.43117080330848695   0.4378724329430482  ]
 Variance: 0.46979376141958235
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 574
 ROC AUC score: 0.9945617787110811
 avg_acc_score: 0.8747222222222221
 avg_acc_node: 0.8933333333333349
 mAP score: 0.911240356511653
 Average mask density: 0.09594901873831532
 pos diff: [0.                  0.08467047766220472 0.05727680138319977
 0.12194442451000213 0.2927929759025574  0.07017727724967464
 0.03464239512880643 0.46103351537523596], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6258928844751406    0.08489526401866566
  0.441903479532762    -0.039605408906936646  0.5616761388317231
  0.43117080330848695   0.4378724329430482  ]
 Variance: 0.4698636773374224
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 575
 ROC AUC score: 0.9945557384541744
 avg_acc_score: 0.8749999999999998
 avg_acc_node: 0.8933333333333349
 mAP score: 0.9111320791207669
 Average mask density: 0.09585881041921844
 pos diff: [0.                  0.08423122394183451 0.05731573011264328
 0.121632519364357   0.2927854061126709  0.07119546157698478
 0.03465493445595105 0.4608628374749216 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6256388844537341    0.08490496923115627
  0.441903479532762    -0.039605408906936646  0.5616761388317231
  0.43117080330848695   0.4378724329430482  ]
 Variance: 0.4699367192854848
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 576
 ROC AUC score: 0.9945485845968145
 avg_acc_score: 0.8749999999999998
 avg_acc_node: 0.8930000000000015
 mAP score: 0.9110779996790064
 Average mask density: 0.09573652366581564
 pos diff: [0.                   0.08381057475224014  0.057355351438207074
 0.12133213986049998  0.29277560114860535  0.07240026828742796
 0.034701374173164365 0.46067228707773933 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6256388844537341    0.08490496923115627
  0.441903479532762    -0.039605408906936646  0.5616761388317231
  0.43117080330848695   0.4378724329430482  ]
 Variance: 0.47001450492937596
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 577
 ROC AUC score: 0.9945409554831965
 avg_acc_score: 0.8741666666666664
 avg_acc_node: 0.8930000000000015
 mAP score: 0.911099908178985
 Average mask density: 0.09560681426869312
 pos diff: [0.                   0.08344643716969766  0.057404666153852604
 0.12106868949803438  0.2927664816379547   0.07363485424749312
 0.034757698078950246 0.4604836558473521  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6256388844537341    0.08490496923115627
  0.441903479532762    -0.039605408906936646  0.5616761388317231
  0.43117080330848695   0.4378724329430482  ]
 Variance: 0.4700928646670114
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 578
 ROC AUC score: 0.9945337986242182
 avg_acc_score: 0.8736111111111107
 avg_acc_node: 0.8933333333333349
 mAP score: 0.9110526761807726
 Average mask density: 0.09547930191391024
 pos diff: [0.                   0.08315577832135287  0.057468064067777526
 0.12085468308492141  0.2927591800689697   0.07480178412891203
 0.03481415236989657  0.46030410147946454 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6256388844537341    0.08490496923115627
  0.441903479532762    -0.039605408906936646  0.5616761388317231
  0.43117080330848695   0.43883049950517455 ]
 Variance: 0.47017100780337556
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 579
 ROC AUC score: 0.9945262025284033
 avg_acc_score: 0.8736111111111107
 avg_acc_node: 0.8940000000000017
 mAP score: 0.9110820815944098
 Average mask density: 0.0953573659240888
 pos diff: [0.                   0.08294773372736844  0.05754791483406193
 0.1206990125504407   0.2927541434764862   0.07585830938431525
 0.034866641461849215 0.46013692637969705 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6246688627014475    0.08490496923115627
  0.441903479532762    -0.039605408906936646  0.5616761388317231
  0.43117080330848695   0.4393777821598382  ]
 Variance: 0.4702488211174403
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 580
 ROC AUC score: 0.9945187725221439
 avg_acc_score: 0.8736111111111107
 avg_acc_node: 0.8940000000000017
 mAP score: 0.9110848178741069
 Average mask density: 0.09525071519257232
 pos diff: [0.                  0.08283138250516466 0.05764682652536503
 0.12060669037428769 0.29275253415107727 0.07671706714937764
 0.0349063682059447  0.4599929200164203 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6246688627014475    0.08490496923115627
  0.441903479532762    -0.039605408906936646  0.5616761388317231
  0.43297887295484544   0.4393777821598382  ]
 Variance: 0.4703251190603764
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -42.59891519090161, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 581
 ROC AUC score: 0.9945121059275162
 avg_acc_score: 0.873055555555555
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9106876952461376
 Average mask density: 0.09516647955474375
 pos diff: [0.                   0.08280067010359331  0.057764108023367636
 0.12057084359905937  0.2927551567554474   0.07732623382922142
 0.03492741758624713  0.45987711435761947 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6246688627014475    0.08293977059608648
  0.441903479532762    -0.039605408906936646  0.5616761388317231
  0.43297887295484544   0.4393777821598382  ]
 Variance: 0.4703993155183801
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 582
 ROC AUC score: 0.9945057705114598
 avg_acc_score: 0.8727777777777773
 avg_acc_node: 0.8936666666666683
 mAP score: 0.9105430744348499
 Average mask density: 0.09510920301084544
 pos diff: [0.                  0.0828536904055225  0.05789954307650732
 0.12059165754101493 0.29276227951049805 0.07764041111353905
 0.03492777459323406 0.4597918627590969 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6246688627014475    0.08335328249891927
  0.441903479532762    -0.047432929277420044  0.5616761388317231
  0.43297887295484544   0.4393777821598382  ]
 Variance: 0.470471016322676
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 583
 ROC AUC score: 0.9944998943430297
 avg_acc_score: 0.873055555555555
 avg_acc_node: 0.8930000000000017
 mAP score: 0.9103904535218124
 Average mask density: 0.09508075219787912
 pos diff: [0.                   0.08298059854625671  0.05805076547890655
 0.12066298641941764  0.29277360439300537  0.07765991649320049
 0.034904471163948375 0.45973685281030063 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6246688627014475    0.08335328249891927
  0.441903479532762    -0.047432929277420044  0.5616761388317231
  0.43297887295484544   0.4393777821598382  ]
 Variance: 0.47053998039261047
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 584
 ROC AUC score: 0.9944948356153639
 avg_acc_score: 0.873055555555555
 avg_acc_node: 0.8930000000000017
 mAP score: 0.91029323129959
 Average mask density: 0.09508483776069251
 pos diff: [0.                  0.08317002678705641 0.05821609718740479
 0.1207758066329089  0.292789101600647   0.07737688912499335
 0.03485774124662081 0.4597114000854821 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6246688627014475    0.08179612740997441
  0.441903479532762    -0.047432929277420044  0.5616761388317231
  0.43297887295484544   0.4393777821598382  ]
 Variance: 0.4706060397531984
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  30.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 585
 ROC AUC score: 0.994490305172549
 avg_acc_score: 0.8736111111111107
 avg_acc_node: 0.892333333333335
 mAP score: 0.9103229932043518
 Average mask density: 0.0951179396693351
 pos diff: [0.                   0.08341179430977372  0.058393356721263286
 0.12092596590518952  0.29280778765678406  0.07683084784976897
 0.034793606400489806 0.45970662246490346 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.08179612740997441
  0.441903479532762    -0.047432929277420044  0.5662365310615108
  0.43297887295484544   0.4393777821598382  ]
 Variance: 0.47066939051915796
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 586
 ROC AUC score: 0.9944863690501918
 avg_acc_score: 0.873333333333333
 avg_acc_node: 0.892333333333335
 mAP score: 0.9102163253351842
 Average mask density: 0.09517883346685703
 pos diff: [0.                  0.08369015809918239 0.05857781955033294
 0.12110243764790622 0.2928289771080017  0.07606230964583735
 0.03471235620478789 0.4597217584478444 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.0820240752756103
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.43297887295484544   0.4393777821598382  ]
 Variance: 0.47073227944511475
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 587
 ROC AUC score: 0.9944835475288275
 avg_acc_score: 0.873055555555555
 avg_acc_node: 0.8920000000000016
 mAP score: 0.9101592873371739
 Average mask density: 0.09526492914401707
 pos diff: [0.                   0.0839897655258494   0.058766436724623373
 0.1212953345342116   0.2928520739078522   0.07511940213941759
 0.03462041517098745  0.459750494566457   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.0820353676464932
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.43296616276105243   0.4393777821598382  ]
 Variance: 0.47079310148740394
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 588
 ROC AUC score: 0.9944804368515503
 avg_acc_score: 0.8727777777777773
 avg_acc_node: 0.8920000000000016
 mAP score: 0.9102017700825553
 Average mask density: 0.09536906053383913
 pos diff: [0.                  0.08428045565431769 0.05895408175208352
 0.12148478356274692 0.2928755283355713  0.07408604434420986
 0.03452803442875544 0.45979007461975363], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.0820353676464932
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.43296616276105243   0.4393777821598382  ]
 Variance: 0.4708503423489852
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 589
 ROC AUC score: 0.9944783087040531
 avg_acc_score: 0.8724999999999996
 avg_acc_node: 0.8916666666666684
 mAP score: 0.9101304146043371
 Average mask density: 0.09550827925271432
 pos diff: [0.                  0.08456354914617932 0.05914076300691967
 0.12167028947310014 0.29290062189102173 0.0728949488651368
 0.03442603051662445 0.45984198821002037], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.0814399921204433
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.43296616276105243   0.4393777821598382  ]
 Variance: 0.47090253237133983
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 590
 ROC AUC score: 0.9944781906403933
 avg_acc_score: 0.8727777777777773
 avg_acc_node: 0.8916666666666682
 mAP score: 0.9101543328157553
 Average mask density: 0.0957054576297826
 pos diff: [0.                   0.08484248435201723  0.059326110792554114
 0.12184946509924802  0.2929289638996124   0.07144098392417354
 0.034308121105035144 0.45991591698136824 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.07859991946496254
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.4324593901634216    0.4393777821598382  ]
 Variance: 0.4709480703105948
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -42.71101308846846, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 591
 ROC AUC score: 0.9944786188712955
 avg_acc_score: 0.8724999999999996
 avg_acc_node: 0.8916666666666682
 mAP score: 0.9100760925174063
 Average mask density: 0.09593040492875739
 pos diff: [0.                  0.08507350604396222 0.05950038024216644
 0.12199225317348134 0.2929583787918091  0.06994385464537528
 0.03420278678337733 0.4600020117800811 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.07859991946496254
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.432243941227595     0.4393777821598382  ]
 Variance: 0.47098929435255354
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 592
 ROC AUC score: 0.9944803247911274
 avg_acc_score: 0.8724999999999996
 avg_acc_node: 0.8916666666666682
 mAP score: 0.909761395599992
 Average mask density: 0.09617394760896507
 pos diff: [0.                   0.08523609175169763  0.059659179577157516
 0.12208717492493716  0.29298579692840576  0.06850430008865172
 0.03411689139902592  0.4600873060267547  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.07827691746152136
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.432243941227595     0.4393777821598382  ]
 Variance: 0.4710267578560335
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 593
 ROC AUC score: 0.9944826600502991
 avg_acc_score: 0.8727777777777775
 avg_acc_node: 0.8916666666666682
 mAP score: 0.9096984173946223
 Average mask density: 0.09643835564012328
 pos diff: [0.                   0.08532805211287885  0.059802657316538915
 0.12213279632004824  0.2930109202861786   0.06709577071089898
 0.03404246581097444  0.4601640927380529  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.07827691746152136
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.432243941227595     0.4393777821598382  ]
 Variance: 0.47106062773007
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 594
 ROC AUC score: 0.9944860318683834
 avg_acc_score: 0.8727777777777775
 avg_acc_node: 0.891333333333335
 mAP score: 0.9096357726247409
 Average mask density: 0.0967290790867661
 pos diff: [0.                   0.08535600447457684  0.05993224914408912
 0.12213375161994587  0.2930365800857544   0.06568960701265643
 0.033992214625080425 0.4602232827194806  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.07827691746152136
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.432243941227595     0.4393777821598382  ]
 Variance: 0.47109259572940604
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 595
 ROC AUC score: 0.9944938750974527
 avg_acc_score: 0.8722222222222217
 avg_acc_node: 0.8920000000000016
 mAP score: 0.9094558106114458
 Average mask density: 0.09716130365288508
 pos diff: [0.                  0.08538514745136923 0.0600638773815691
 0.12213191146200353 0.29306894540786743 0.06379559059296885
 0.0339524932205677  0.4602873700446096 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.07827691746152136
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.432243941227595     0.4400933924420127  ]
 Variance: 0.47110917026914584
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 596
 ROC AUC score: 0.9945049660777091
 avg_acc_score: 0.8713888888888885
 avg_acc_node: 0.8916666666666684
 mAP score: 0.9091032825352334
 Average mask density: 0.09770694025246152
 pos diff: [0.                   0.08541288651710699  0.0601962073282762
 0.12212703390554948  0.2931036949157715   0.061577529916840214
 0.03392514660954475  0.4603443824011704  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.07807143808396394
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.432243941227595     0.4400933924420127  ]
 Variance: 0.47111022286770243
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 597
 ROC AUC score: 0.9945161891291785
 avg_acc_score: 0.8716666666666663
 avg_acc_node: 0.8920000000000016
 mAP score: 0.9089809577149922
 Average mask density: 0.09830877209511794
 pos diff: [0.                  0.08540980012948848 0.06032170860235356
 0.12209962850267236 0.29313763976097107 0.05928198055874917
 0.03393922857940197 0.46032370781076365], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.07883522973572912
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.432243941227595     0.4422687739133835  ]
 Variance: 0.4711101569288638
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 598
 ROC AUC score: 0.994528810934856
 avg_acc_score: 0.8713888888888885
 avg_acc_node: 0.892333333333335
 mAP score: 0.9089364295190643
 Average mask density: 0.09897874942597717
 pos diff: [0.                   0.08537914240655821  0.060440931192114335
 0.12204525795849887  0.2931719124317169   0.05692840163265505
 0.03402775774399439  0.4601009719330689  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.07901536457794757
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.432243941227595     0.44324432930042    ]
 Variance: 0.47109985819906797
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 599
 ROC AUC score: 0.9945424352811036
 avg_acc_score: 0.871944444444444
 avg_acc_node: 0.8920000000000016
 mAP score: 0.9089731056905261
 Average mask density: 0.09971475520526835
 pos diff: [0.                  0.08533731324613587 0.0605565772568884
 0.12197052619673988 0.29320594668388367 0.05453122827795244
 0.03421860883633296 0.4597452514130494 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.624922862722854     0.07911675109350977
  0.441903479532762    -0.047432929277420044  0.5665240162803281
  0.432243941227595     0.44324432930042    ]
 Variance: 0.4710780629396337
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  29.  71.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 600
 ROC AUC score: 0.9945573373162808
 avg_acc_score: 0.871944444444444
 avg_acc_node: 0.8920000000000016
 mAP score: 0.908957106895081
 Average mask density: 0.10049079075658567
 pos diff: [0.                   0.08526700341011867  0.060664808454592364
 0.12187422107566487  0.2932375371456146   0.05223877800087775
 0.034479283665617304 0.45930526174347974 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6257226944954928    0.07855924225050556
  0.440085045857863    -0.047432929277420044  0.5665240162803281
  0.43156418800354      0.44324432930042    ]
 Variance: 0.4710552784601264
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   2.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -43.2216308307834, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary_ep_600.pth.tar

 epoch: 601
 ROC AUC score: 0.9945727456244406
 avg_acc_score: 0.8716666666666663
 avg_acc_node: 0.8910000000000018
 mAP score: 0.9085235111184988
 Average mask density: 0.10131594358584109
 pos diff: [0.                   0.08518526844741885  0.06076996755008855
 0.12177149003202264  0.2932649552822113   0.050028130171760436
 0.03491129589577516  0.4586217619221786  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6257226944954928    0.07859918770711284
  0.440085045857863    -0.047432929277420044  0.5665240162803281
  0.4316078389684359    0.44324432930042    ]
 Variance: 0.47104777192237485
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   2.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 602
 ROC AUC score: 0.994587987843045
 avg_acc_score: 0.8713888888888885
 avg_acc_node: 0.891333333333335
 mAP score: 0.908463169748721
 Average mask density: 0.10219034716543779
 pos diff: [0.                   0.08510481966428521  0.06087510300076698
 0.12167306569489565  0.29328739643096924  0.047837929139214176
 0.03546179793775082  0.4575417658378338  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6257350819169982    0.07859918770711284
  0.440085045857863    -0.047432929277420044  0.5665240162803281
  0.4316078389684359    0.44324432930042    ]
 Variance: 0.47105017515484043
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   2.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 603
 ROC AUC score: 0.994602868866893
 avg_acc_score: 0.8713888888888885
 avg_acc_node: 0.8910000000000016
 mAP score: 0.9083785245373602
 Average mask density: 0.10313397934965833
 pos diff: [0.                   0.0850561162656989   0.060985752373687495
 0.12160124805840579  0.2933095097541809   0.04559308963437234
 0.0361210140089194   0.45613304397155496 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6251868339609509    0.07728456243995793
  0.440085045857863    -0.047432929277420044  0.5665240162803281
  0.4316078389684359    0.44324432930042    ]
 Variance: 0.47105486283680337
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   2.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 604
 ROC AUC score: 0.994617588803883
 avg_acc_score: 0.8708333333333329
 avg_acc_node: 0.8906666666666684
 mAP score: 0.9082157629892919
 Average mask density: 0.10414765850478219
 pos diff: [0.                   0.08503982473996059  0.06110334765812582
 0.12155559144236824  0.29333215951919556  0.043328520992109855
 0.03698388288418452  0.4542401294256079  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.628803929267836     0.07705871255929805
  0.440085045857863    -0.047432929277420044  0.5665240162803281
  0.4316078389684359    0.44324432930042    ]
 Variance: 0.4710557514557915
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  29.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 605
 ROC AUC score: 0.9946313942477785
 avg_acc_score: 0.8702777777777774
 avg_acc_node: 0.8900000000000016
 mAP score: 0.9078724111144745
 Average mask density: 0.10526596895800466
 pos diff: [0.                  0.08508980816060846 0.06123582095154061
 0.12154839201406999 0.29335886240005493 0.04087325209571469
 0.03817211451629798 0.4517247188707878 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.628803929267836     0.07709647530366566
  0.440085045857863    -0.047432929277420044  0.5665240162803281
  0.4316078389684359    0.43624114219484655 ]
 Variance: 0.47106898836393585
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  29.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 606
 ROC AUC score: 0.9946435468004349
 avg_acc_score: 0.8699999999999994
 avg_acc_node: 0.8896666666666683
 mAP score: 0.9077179110592178
 Average mask density: 0.10646668187218496
 pos diff: [0.                  0.08518229092448211 0.06137724676408059
 0.1215674644166773  0.2933877110481262  0.03834706376637182
 0.0394440741588672  0.4482129128842518 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6297739510201226    0.07756623379455126
  0.44007346521724355  -0.047432929277420044  0.5665240162803281
  0.4316078389684359    0.43624114219484655 ]
 Variance: 0.47111432648360363
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  29.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 607
 ROC AUC score: 0.9946534331311443
 avg_acc_score: 0.8711111111111106
 avg_acc_node: 0.8900000000000016
 mAP score: 0.907884815598672
 Average mask density: 0.10770976449983398
 pos diff: [0.                   0.08529028197950568  0.061521376952652106
 0.12159620333801616  0.2934166193008423   0.03582706542745713
 0.04087807834148407  0.4435519118761194  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6297739510201226    0.07756623379455126
  0.44007346521724355  -0.047432929277420044  0.566366639829451
  0.4316078389684359    0.44251703959086847 ]
 Variance: 0.47118685590517545
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  29.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 608
 ROC AUC score: 0.9946614624605589
 avg_acc_score: 0.8708333333333328
 avg_acc_node: 0.8893333333333349
 mAP score: 0.907513044453468
 Average mask density: 0.10894405082575384
 pos diff: [0.                   0.08537427280560013  0.06166001390819707
 0.12161209420724349  0.29344281554222107  0.033457599099605315
 0.04249208681285381  0.4379054826909098  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6297739510201226    0.07948955351656134
  0.44032427072525027  -0.047432929277420044  0.566366639829451
  0.4316078389684359    0.44251703959086847 ]
 Variance: 0.47126042204954416
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  29.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 609
 ROC AUC score: 0.9946670014471803
 avg_acc_score: 0.8702777777777774
 avg_acc_node: 0.8893333333333349
 mAP score: 0.9069634352979428
 Average mask density: 0.1101311404792201
 pos diff: [0.                   0.08540653024823212  0.061787325734934534
 0.12159693701700731  0.2934645712375641   0.03134867813318006
 0.04431065544486046  0.43151306746334867 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6297739510201226    0.07952253803733952
  0.44032427072525027  -0.047432929277420044  0.566366639829451
  0.4316078389684359    0.44251703959086847 ]
 Variance: 0.4713387744832017
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  29.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 610
 ROC AUC score: 0.9946712407330033
 avg_acc_score: 0.8699999999999994
 avg_acc_node: 0.8896666666666682
 mAP score: 0.9069736147806988
 Average mask density: 0.11121375385514111
 pos diff: [0.                   0.08532033602068247  0.06189047575982149
 0.12151809334754944  0.29347848892211914  0.029584926462942553
 0.04617187331120173  0.4247570723809045  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.629873416886842     0.07952253803733952
  0.44032427072525027  -0.047432929277420044  0.566366639829451
  0.43168289959430695   0.44251703959086847 ]
 Variance: 0.4714049100063528
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  29.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -43.93462942587212, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 611
 ROC AUC score: 0.9946747416206818
 avg_acc_score: 0.8699999999999994
 avg_acc_node: 0.8893333333333351
 mAP score: 0.9063896773983013
 Average mask density: 0.11219697313984618
 pos diff: [0.                   0.08511997008126629  0.06197212180815452
 0.12138383442705328  0.2934854030609131   0.028152520377789775
 0.04796441805859407  0.41765572772971515 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.629873416886842     0.07637412685993289
  0.44032427072525027  -0.047432929277420044  0.5713272508113615
  0.43168289959430695   0.4413044457805568  ]
 Variance: 0.4714562925885243
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  28.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 612
 ROC AUC score: 0.9946778823141438
 avg_acc_score: 0.8699999999999994
 avg_acc_node: 0.8883333333333349
 mAP score: 0.906012647633404
 Average mask density: 0.11307877967447491
 pos diff: [0.                  0.08481187958362674 0.06203356237450907
 0.12119815105741674 0.2934834063053131  0.02698277417690523
 0.04952520231405894 0.4103139114790949 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.629873416886842     0.07664009115912697
  0.44032427072525027  -0.047432929277420044  0.5713272508113615
  0.43168289959430695   0.4413044457805568  ]
 Variance: 0.471532290244841
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  28.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 613
 ROC AUC score: 0.9946820805778476
 avg_acc_score: 0.8697222222222217
 avg_acc_node: 0.887333333333335
 mAP score: 0.9053472416600002
 Average mask density: 0.11388761515206096
 pos diff: [0.                   0.08443745281085495  0.062082378824880304
 0.12100947445089166  0.29347658157348633  0.025985306549456813
 0.050797950103878976 0.40281901714102974 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.629873416886842     0.07664009115912697
  0.44032427072525027  -0.047432929277420044  0.5713272508113615
  0.43168289959430695   0.4413044457805568  ]
 Variance: 0.4716289749632283
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  28.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 614
 ROC AUC score: 0.9946868171317973
 avg_acc_score: 0.869722222222222
 avg_acc_node: 0.887333333333335
 mAP score: 0.904980167024253
 Average mask density: 0.11461544540082609
 pos diff: [0.                  0.0840012830151014  0.06211848618570438
 0.12078685299916701 0.2934657335281372  0.02516740127917259
 0.05202468323210875 0.3953706765996999 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.629873416886842     0.07628789125395215
  0.44032427072525027  -0.047432929277420044  0.5713272508113615
  0.43168289959430695   0.4413044457805568  ]
 Variance: 0.4717172472484448
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  28.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 615
 ROC AUC score: 0.9946923961399988
 avg_acc_score: 0.869444444444444
 avg_acc_node: 0.887333333333335
 mAP score: 0.9050184924806641
 Average mask density: 0.11524268952130327
 pos diff: [0.                   0.08349576099845003  0.06213931259044931
 0.1205202265219255   0.29345110058784485  0.024555019793971893
 0.05313537207742532  0.38834098906352604 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.629873416886842     0.0760768622406258
  0.44032427072525027  -0.047432929277420044  0.5713272508113615
  0.43168289959430695   0.4413044457805568  ]
 Variance: 0.47181780287740094
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  28.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 616
 ROC AUC score: 0.9946998501592058
 avg_acc_score: 0.869444444444444
 avg_acc_node: 0.8870000000000016
 mAP score: 0.9049809803174338
 Average mask density: 0.11577972010679388
 pos diff: [0.                   0.08293999916265819  0.06214721463928538
 0.1202198017727245   0.2934337258338928   0.024111193033956712
 0.054131301740805306 0.38170911371707916 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6297568873433043    0.0760768622406258
  0.4387493545358831   -0.047432929277420044  0.5713272508113615
  0.43168289959430695   0.4413044457805568  ]
 Variance: 0.47192766162403404
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  28.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 617
 ROC AUC score: 0.9947089370588621
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.8870000000000016
 mAP score: 0.9047538825123308
 Average mask density: 0.1162156163329625
 pos diff: [0.                   0.08234044786327141  0.062142757098536845
 0.11988782015713778  0.2934141755104065   0.023846772649595813
 0.05496454897026221  0.3757667053362419  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275129941376772    0.0760768622406258
  0.4387493545358831   -0.047432929277420044  0.5713272508113615
  0.43168289959430695   0.4435790129776659  ]
 Variance: 0.47203516670402573
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  28.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 618
 ROC AUC score: 0.9947202151400035
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.8866666666666682
 mAP score: 0.9047604577272395
 Average mask density: 0.11655263839838059
 pos diff: [0.                   0.08171535671249894  0.0621288359657792
 0.1195319338278337   0.29339301586151123  0.023758907471933672
 0.05557480392356714  0.37046025230966767 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275129941376772    0.0760768622406258
  0.4387493545358831   -0.047432929277420044  0.5713272508113615
  0.43168289959430695   0.44347391046326734 ]
 Variance: 0.4721339408947648
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  28.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 619
 ROC AUC score: 0.9947321665842223
 avg_acc_score: 0.8691666666666663
 avg_acc_node: 0.8870000000000015
 mAP score: 0.9046785072702888
 Average mask density: 0.11682955077095097
 pos diff: [0.                   0.08112067747707209  0.06211582860670799
 0.11918166984211315  0.29337283968925476  0.023773428413175767
 0.056052523230512935 0.3654224877727443  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275129941376772    0.0760768622406258
  0.43868273984302175  -0.047432929277420044  0.5713272508113615
  0.43168289959430695   0.44347391046326734 ]
 Variance: 0.47223085263998116
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  28.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 620
 ROC AUC score: 0.994744173058113
 avg_acc_score: 0.8691666666666665
 avg_acc_node: 0.8863333333333347
 mAP score: 0.9045554997953078
 Average mask density: 0.11707277234559378
 pos diff: [0.                   0.08059274263618406  0.06211069989795527
 0.11886202909729697  0.29335546493530273  0.023832657164142977
 0.056429884706934295 0.3604793183762452  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275129941376772    0.0760768622406258
  0.43470208671959965  -0.047432929277420044  0.5713272508113615
  0.43168289959430695   0.44347391046326734 ]
 Variance: 0.4723255331094144
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  28.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -43.48857064312324, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 621
 ROC AUC score: 0.994755795324839
 avg_acc_score: 0.869444444444444
 avg_acc_node: 0.8866666666666682
 mAP score: 0.90466237208968
 Average mask density: 0.11727974316455103
 pos diff: [0.                   0.08014150616551234  0.062115187241026194
 0.11857946135781028  0.29334166646003723  0.023936614153846618
 0.05674105733633041  0.3556850090109069  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275129941376772    0.0760768622406258
  0.43470208671959965  -0.047432929277420044  0.5768246179626834
  0.43168289959430695   0.44347391046326734 ]
 Variance: 0.4724182206426899
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 622
 ROC AUC score: 0.9947670513941117
 avg_acc_score: 0.869444444444444
 avg_acc_node: 0.8866666666666682
 mAP score: 0.904636428126236
 Average mask density: 0.11746266414772026
 pos diff: [0.                   0.07977953233009527  0.062132400422056845
 0.11834085962989113  0.29333195090293884  0.02406248858859462
 0.05702202282845974  0.35093237562426205 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275129941376772    0.0760768622406258
  0.43470208671959965  -0.047432929277420044  0.5768246179626834
  0.43168289959430695   0.44347391046326734 ]
 Variance: 0.4725121721834999
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 623
 ROC AUC score: 0.9947780263117874
 avg_acc_score: 0.869444444444444
 avg_acc_node: 0.8866666666666682
 mAP score: 0.9046459248023994
 Average mask density: 0.11761304832899784
 pos diff: [0.                   0.07949930577238729  0.062160775927472704
 0.11814353303475814  0.293326199054718    0.024232628845399427
 0.05724977143108845  0.3463231448469491  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275129941376772    0.0760768622406258
  0.43470208671959965  -0.047432929277420044  0.5768246179626834
  0.43168289959430695   0.44347391046326734 ]
 Variance: 0.472605948389118
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 624
 ROC AUC score: 0.9947879206468128
 avg_acc_score: 0.869444444444444
 avg_acc_node: 0.8870000000000016
 mAP score: 0.9048626906754151
 Average mask density: 0.11774808504606468
 pos diff: [0.                   0.07931953717854397  0.06220464543862776
 0.11800107901746576  0.29332542419433594  0.024411577130517653
 0.05745271655420462  0.34175999000154694 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275129941376772    0.0760768622406258
  0.4352990229021419   -0.047432929277420044  0.5768246179626834
  0.43168289959430695   0.448727132431392   ]
 Variance: 0.47269972899440754
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 625
 ROC AUC score: 0.9947972066538278
 avg_acc_score: 0.869444444444444
 avg_acc_node: 0.8870000000000016
 mAP score: 0.904861588382646
 Average mask density: 0.11786377817692975
 pos diff: [0.                   0.07923034104433926  0.06226251514489986
 0.117908160794865    0.2933289408683777   0.024602807817920562
 0.05763207326332728  0.33723884512638225 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275129941376772    0.0760768622406258
  0.4352990229021419   -0.047432929277420044  0.5768246179626834
  0.43168289959430695   0.448727132431392   ]
 Variance: 0.47279343065953167
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 626
 ROC AUC score: 0.9948056782216972
 avg_acc_score: 0.869444444444444
 avg_acc_node: 0.8870000000000016
 mAP score: 0.9048440357192601
 Average mask density: 0.11795771622748316
 pos diff: [0.                   0.07922040357077417  0.062332749859360624
 0.11785681247711181  0.2933364510536194   0.024822309853569154
 0.057779136051734285 0.33275492078271407 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275129941376772    0.0760768622406258
  0.4352990229021419   -0.047432929277420044  0.5768246179626834
  0.43168289959430695   0.45167995424106205 ]
 Variance: 0.47288680520847476
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 627
 ROC AUC score: 0.9948139016557729
 avg_acc_score: 0.8691666666666665
 avg_acc_node: 0.8876666666666683
 mAP score: 0.904893767613613
 Average mask density: 0.11803475540973639
 pos diff: [0.                   0.07927932744183816  0.062413627204816205
 0.11784302917393771  0.29334744811058044  0.02506420208561805
 0.05790325216948986  0.3282889076348009  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6265429723853907    0.0760768622406258
  0.4352990229021419   -0.047432929277420044  0.5768246179626834
  0.43164600332578024   0.45167995424106205 ]
 Variance: 0.47298080763873873
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 628
 ROC AUC score: 0.9948211655724768
 avg_acc_score: 0.8691666666666665
 avg_acc_node: 0.8873333333333349
 mAP score: 0.9047973723078521
 Average mask density: 0.11809482467423474
 pos diff: [0.                  0.07939500109223295 0.0625032479605399
 0.11785982142795216 0.29336127638816833 0.02532954273685332
 0.05800955841938655 0.3239058703184128 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6265429723853907    0.0760768622406258
  0.4352990229021419   -0.047432929277420044  0.5768246179626834
  0.43164600332578024   0.45167995424106205 ]
 Variance: 0.4730745309687974
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 629
 ROC AUC score: 0.9948281613445971
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.8873333333333349
 mAP score: 0.9045210007491276
 Average mask density: 0.11814121419560339
 pos diff: [0.                  0.07955678139836335 0.06259990452734893
 0.1179015576839447  0.2933770716190338  0.02562050473305487
 0.05809440563122432 0.31962398722254   ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275700096749077    0.0760768622406258
  0.4352990229021419   -0.047432929277420044  0.5768246179626834
  0.43164600332578024   0.45167995424106205 ]
 Variance: 0.4731690417229613
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 630
 ROC AUC score: 0.9948345297784564
 avg_acc_score: 0.8686111111111107
 avg_acc_node: 0.8873333333333349
 mAP score: 0.9044965899747168
 Average mask density: 0.11816834996717428
 pos diff: [0.                   0.07974450351778141  0.06269984772382689
 0.11795677921988747  0.29339396953582764  0.02595199908941023
 0.058155385529001555 0.31552051161897593 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.0760768622406258
  0.43604785556142983  -0.047432929277420044  0.5768246179626834
  0.43164600332578024   0.45167995424106205 ]
 Variance: 0.4732612911341232
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -42.39871664950624, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 631
 ROC AUC score: 0.9948405850434554
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.8873333333333349
 mAP score: 0.9044749099140494
 Average mask density: 0.11818372171664171
 pos diff: [0.                   0.079950904304331    0.06280168324462639
 0.11802245270122182  0.293411523103714    0.026311506186762163
 0.05820430579284827  0.31152881270852584 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07576239355339491
  0.43604785556142983  -0.047432929277420044  0.5768246179626834
  0.43164600332578024   0.45167995424106205 ]
 Variance: 0.47335148013314904
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 632
 ROC AUC score: 0.994846670324639
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.8870000000000015
 mAP score: 0.9043129491895888
 Average mask density: 0.11819827081379711
 pos diff: [0.                   0.08016841692372786  0.0629042221987543
 0.11809396472844211  0.2934289574623108   0.026672490421802766
 0.05825316334764163  0.30749530113976575 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07576239355339491
  0.43544131436131217  -0.047432929277420044  0.5768246179626834
  0.43164600332578024   0.45167995424106205 ]
 Variance: 0.47344030180141944
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 633
 ROC AUC score: 0.9948527526042041
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.8866666666666682
 mAP score: 0.9042435137639033
 Average mask density: 0.11820676663071095
 pos diff: [0.                   0.08037763045839041  0.06300422401467631
 0.11816010746088895  0.29344508051872253  0.027053344874612747
 0.058294639984766645 0.30353073570235023 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07768402907473981
  0.43544131436131217  -0.047432929277420044  0.5768246179626834
  0.43164600332578024   0.45167995424106205 ]
 Variance: 0.47352668326980196
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 634
 ROC AUC score: 0.9948583566258926
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.8866666666666682
 mAP score: 0.9041804931425496
 Average mask density: 0.11821689640244337
 pos diff: [0.                  0.08057714001206327 0.0631019039587541
 0.11822101961482655 0.2934599220752716  0.02742257401827843
 0.05833713424702485 0.2995295375585556 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07766932544629436
  0.43544131436131217  -0.047432929277420044  0.5768246179626834
  0.43164600332578024   0.45167995424106205 ]
 Variance: 0.4736107894402358
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 635
 ROC AUC score: 0.9948636804965237
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.8863333333333347
 mAP score: 0.9042485702179794
 Average mask density: 0.11822886403188558
 pos diff: [0.                   0.08075936372615089  0.06319625860403393
 0.11827245029536161  0.2934730052947998   0.027790517816620487
 0.05837919240196546  0.2955096302361324  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07766932544629436
  0.43544131436131217  -0.047432929277420044  0.5768246179626834
  0.43164600332578024   0.45167995424106205 ]
 Variance: 0.4736934110282762
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 636
 ROC AUC score: 0.9948690643995243
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.8856666666666684
 mAP score: 0.9040203031147125
 Average mask density: 0.11824957648016901
 pos diff: [0.                   0.0809259523044933   0.06328821428551161
 0.11831610690463673  0.2934846580028534   0.028125861719731363
 0.05842974521219731  0.2913622018592111  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07769192742907312
  0.43544131436131217  -0.047432929277420044  0.5768246179626834
  0.43164600332578024   0.45167995424106205 ]
 Variance: 0.47377497799928053
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 637
 ROC AUC score: 0.9948741771563226
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.885333333333335
 mAP score: 0.9037993149978907
 Average mask density: 0.11827345230591552
 pos diff: [0.                   0.08106251122537723  0.06337480948976248
 0.11834768544543874  0.2934941053390503   0.028463481414702632
 0.058477230245868365 0.2871961835129508  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07814194643793028
  0.43544131436131217  -0.047432929277420044  0.5768246179626834
  0.43164600332578024   0.45167995424106205 ]
 Variance: 0.4738548310255034
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 638
 ROC AUC score: 0.9948794990258747
 avg_acc_score: 0.868055555555555
 avg_acc_node: 0.8850000000000016
 mAP score: 0.9037472466958225
 Average mask density: 0.11829595190885575
 pos diff: [0.                   0.08116024978889906  0.06345450336282904
 0.11836246793920344  0.293501079082489    0.028819047395260103
 0.05851266346871853  0.28319178984082977 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07814194643793028
  0.43544131436131217  -0.047432929277420044  0.5807564412393877
  0.43165617833534875   0.4524279185410204  ]
 Variance: 0.473932612686365
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 639
 ROC AUC score: 0.9948855402833208
 avg_acc_score: 0.8683333333333327
 avg_acc_node: 0.8846666666666682
 mAP score: 0.903707637204007
 Average mask density: 0.11830675597986048
 pos diff: [0.                  0.08120680298687012 0.06352474743669684
 0.11835027228702198 0.29350486397743225 0.02921369767958118
 0.05852907784283161 0.2795417550308951 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07814194643793028
  0.43544131436131217  -0.047432929277420044  0.5807564412393877
  0.43158111770947777   0.4524279185410204  ]
 Variance: 0.474006305752138
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 640
 ROC AUC score: 0.9948916155591095
 avg_acc_score: 0.8683333333333327
 avg_acc_node: 0.8846666666666682
 mAP score: 0.9036739324828023
 Average mask density: 0.11830037576057391
 pos diff: [0.                   0.0811965288209521   0.06358486832666004
 0.11830886764959855  0.2935052216053009   0.029666785991960955
 0.058519337450464566 0.2762483856801329  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07821947434716973
  0.43544131436131217  -0.047432929277420044  0.5807564412393877
  0.43158111770947777   0.4524279185410204  ]
 Variance: 0.47407522523246237
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -41.329677171539515, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 641
 ROC AUC score: 0.9948985683080316
 avg_acc_score: 0.8688888888888884
 avg_acc_node: 0.8840000000000015
 mAP score: 0.9035755024542252
 Average mask density: 0.11827922457132828
 pos diff: [0.                   0.08113292450747214  0.06363544902525657
 0.11824047782204368  0.2935021221637726   0.030183604167353724
 0.05848677307367325  0.27326610067795065 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07743496047563789
  0.43544131436131217  -0.047432929277420044  0.5807564412393877
  0.43158111770947777   0.4524279185410204  ]
 Variance: 0.4741391556713568
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 642
 ROC AUC score: 0.994905566081231
 avg_acc_score: 0.8691666666666661
 avg_acc_node: 0.8840000000000015
 mAP score: 0.9037079579616807
 Average mask density: 0.11823737775718318
 pos diff: [0.                   0.08101648609500287  0.0636763818993056
 0.11814549294385043  0.2934957444667816   0.03077851019559368
 0.058431967596213025 0.27068868690523606 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07743496047563789
  0.43544131436131217  -0.047432929277420044  0.5807564412393877
  0.43158111770947777   0.45167995424106205 ]
 Variance: 0.4741980479252285
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 643
 ROC AUC score: 0.9949125588517329
 avg_acc_score: 0.8688888888888884
 avg_acc_node: 0.8840000000000015
 mAP score: 0.9036800305514003
 Average mask density: 0.11818825099930926
 pos diff: [0.                   0.08086687966811755  0.06371161612597379
 0.11803541616960005  0.2934870719909668   0.031407319730327975
 0.058366418133179346 0.2683007974049141  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07763242869337728
  0.43519050885330546  -0.047432929277420044  0.5807564116774067
  0.43158111770947777   0.45167995424106205 ]
 Variance: 0.47425410870799484
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 644
 ROC AUC score: 0.9949199938606897
 avg_acc_score: 0.8688888888888884
 avg_acc_node: 0.8840000000000015
 mAP score: 0.9037386224224921
 Average mask density: 0.11813677227150056
 pos diff: [0.                   0.08068904625482795  0.06374245684994154
 0.11791432391513477  0.2934764325618744   0.032062565847750635
 0.05829550387958685  0.2659736553142811  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07763242869337728
  0.43519050885330546  -0.047432929277420044  0.5807564116774067
  0.43158111770947777   0.45167995424106205 ]
 Variance: 0.474307559557971
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 645
 ROC AUC score: 0.9949270456630216
 avg_acc_score: 0.8688888888888884
 avg_acc_node: 0.8840000000000015
 mAP score: 0.9037980013152045
 Average mask density: 0.11808446123231081
 pos diff: [0.                  0.08049381197976672 0.06377097471686434
 0.11778717907992277 0.2934644818305969  0.03271970873878848
 0.05822301345566908 0.2637267328541854 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.0779668619810057
  0.43519050885330546  -0.047432929277420044  0.5807564116774067
  0.43158111770947777   0.45167995424106205 ]
 Variance: 0.47435900691520144
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  73.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 646
 ROC AUC score: 0.9949339043612315
 avg_acc_score: 0.8688888888888884
 avg_acc_node: 0.8840000000000015
 mAP score: 0.903771766747303
 Average mask density: 0.11802803465738615
 pos diff: [0.                   0.08028673953261257  0.06379822093593188
 0.11765784187750383  0.29345154762268066  0.03338617494990749
 0.058147730429967244 0.2616157274821709  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276865392184454    0.07623034272312133
  0.43519050885330546  -0.047432929277420044  0.5806405796639381
  0.4316180139780045    0.45167995424106205 ]
 Variance: 0.47440859203249897
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 647
 ROC AUC score: 0.9949406710098084
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.8846666666666682
 mAP score: 0.9037986791867155
 Average mask density: 0.11796442543310408
 pos diff: [0.                   0.08008004638774335  0.06382592231774133
 0.11753383820707147  0.29343855381011963  0.034066680938966816
 0.05806830873092016  0.2596374811797306  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276867963558386    0.07623034272312133
  0.43519050885330546  -0.047432929277420044  0.5806405796639381
  0.4316180139780045    0.45101146656891394 ]
 Variance: 0.4744562386140918
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 648
 ROC AUC score: 0.9949471675127228
 avg_acc_score: 0.8691666666666663
 avg_acc_node: 0.8840000000000013
 mAP score: 0.9037720445665465
 Average mask density: 0.11789546105010712
 pos diff: [0.                  0.07988236413514319 0.06385590370036354
 0.11742023663087324 0.29342594742774963 0.03476662381041434
 0.0579833984375     0.25773479712420494], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276867963558386    0.07619735820234315
  0.43519050885330546  -0.047432929277420044  0.5806405796639381
  0.4316180139780045    0.4503828749574464  ]
 Variance: 0.47450287351483705
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 649
 ROC AUC score: 0.9949534869201474
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.8840000000000013
 mAP score: 0.9038690713823233
 Average mask density: 0.11781823648699803
 pos diff: [0.                   0.07970227559735953  0.06388963919040586
 0.11732224334370006  0.29341423511505127  0.035481164291981726
 0.05787848941981792  0.2559743266681145  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276867963558386    0.07619735820234315
  0.43519050885330546  -0.047432929277420044  0.5806405796639381
  0.4316180139780045    0.4503828749574464  ]
 Variance: 0.47454849862341414
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 650
 ROC AUC score: 0.9949592600330098
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.8840000000000013
 mAP score: 0.9037200044810633
 Average mask density: 0.11773336722973676
 pos diff: [0.                   0.0795424526387995   0.06392759355631741
 0.11724144491282376  0.29340386390686035  0.036208190985264316
 0.05776466578245163  0.2543389591677436  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6276867963558386    0.07618583332408559
  0.43519050885330546  -0.047432929277420044  0.5806405796639381
  0.4316180139780045    0.44932094010813484 ]
 Variance: 0.47459299795866805
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -40.39130278164521, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 651
 ROC AUC score: 0.9949642957482675
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.8843333333333347
 mAP score: 0.9037650000718922
 Average mask density: 0.11764163010835436
 pos diff: [0.                   0.07940541515665606  0.06397004733400896
 0.11717905564741656  0.29339519143104553  0.036943964179485075
 0.05763982683420181  0.2528203494589904  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6277163696190542    0.07618583332408559
  0.43519050885330546  -0.047432929277420044  0.5806405796639381
  0.4316180139780045    0.44932094010813484 ]
 Variance: 0.4746374200877032
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  27.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 652
 ROC AUC score: 0.9949689652660715
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.8843333333333347
 mAP score: 0.9036070916223169
 Average mask density: 0.1175424509265472
 pos diff: [0.                  0.07928981071661327 0.06401661112288798
 0.11713424921035767 0.2933881878852844  0.03769059743612043
 0.057510806620121   0.251429685744746  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6277163696190542    0.07597669392577873
  0.4344416761940176   -0.047432929277420044  0.5857129012865405
  0.4316837583978971    0.44932094010813484 ]
 Variance: 0.47468093629855956
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  26.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 653
 ROC AUC score: 0.9949732946004485
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.885333333333335
 mAP score: 0.9038086793864049
 Average mask density: 0.11743630607178164
 pos diff: [0.                   0.07919407900699899  0.0640675689070678
 0.11710652167146857  0.2933826744556427   0.038464245536635
 0.057380709797143936 0.25016139293539114 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6277163696190542    0.07543233357185175
  0.4344416761940176   -0.047432929277420044  0.5857129012865405
  0.4316837583978971    0.44932094010813484 ]
 Variance: 0.4747244223899048
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  26.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 654
 ROC AUC score: 0.9949769435679718
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.885333333333335
 mAP score: 0.9036979956257212
 Average mask density: 0.11732873003783771
 pos diff: [0.                   0.07912298766049472  0.06412388470547259
 0.11709832386537032  0.29337891936302185  0.03922665888263333
 0.057256068910161655 0.24896117068570237 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6277163696190542    0.07543233357185175
  0.436689137599685    -0.047432929277420044  0.5857129012865405
  0.4316837583978971    0.44932094010813484 ]
 Variance: 0.4747681968746417
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  26.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 655
 ROC AUC score: 0.9949798961600095
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.885333333333335
 mAP score: 0.9038216312493569
 Average mask density: 0.11722010397326242
 pos diff: [0.                  0.07906562853450617 0.06418380362928407
 0.11710230166261847 0.2933764159679413  0.03998925152324861
 0.05713714808225632 0.24782582141202072], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6277163696190542    0.07543233357185175
  0.436689137599685    -0.047432929277420044  0.5857129012865405
  0.4316837583978971    0.44932094010813484 ]
 Variance: 0.4748114784589649
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  26.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 656
 ROC AUC score: 0.9949824565405666
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.885333333333335
 mAP score: 0.903863598541324
 Average mask density: 0.11711515540677687
 pos diff: [0.                  0.07902455182114909 0.06424789709493148
 0.11712017276070334 0.2933749556541443  0.04073963338328946
 0.0570316769182682  0.24668792558127436], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6277163696190542    0.07543233357185175
  0.4384274981238625   -0.047432929277420044  0.5857129012865405
  0.4316837583978971    0.44932094010813484 ]
 Variance: 0.4748559199875052
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  26.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 657
 ROC AUC score: 0.9949844606211669
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.8856666666666679
 mAP score: 0.9037732506176428
 Average mask density: 0.11701524794178271
 pos diff: [0.                   0.07899257171252543  0.0643147321279384
 0.11714553724635732  0.29337382316589355  0.04146072628997987
 0.056942507376273474 0.24554621197026352 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6277163696190542    0.07621684744338358
  0.4384274981238625   -0.047432929277420044  0.5857129012865405
  0.4316837583978971    0.44932094010813484 ]
 Variance: 0.47490143357707754
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  26.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 658
 ROC AUC score: 0.9949859784395746
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.8863333333333346
 mAP score: 0.9038425792492901
 Average mask density: 0.11692653345343025
 pos diff: [0.                   0.0789780254698982   0.06438644858431225
 0.11718268746679479  0.29337334632873535  0.04211287248519159
 0.056872560332218804 0.24429329202092928 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6277163696190542    0.0762766407541007
  0.4384274981238625   -0.047432929277420044  0.5857129012865405
  0.4316837583978971    0.4563241272137083  ]
 Variance: 0.4749489583220648
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 659
 ROC AUC score: 0.994986649801573
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.8863333333333347
 mAP score: 0.9038511262578369
 Average mask density: 0.11685047001517575
 pos diff: [0.                   0.07897882520659896  0.06446280804547397
 0.11723049147562548  0.2933734357357025   0.04269340345936437
 0.056826377660036086 0.24291638002313418 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6275183349108893    0.0735859895540663
  0.4384274981238625   -0.047432929277420044  0.5857129012865405
  0.4316837583978971    0.4563241272137083  ]
 Variance: 0.47499860024851304
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 660
 ROC AUC score: 0.9949869029380641
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.8856666666666679
 mAP score: 0.9037506688783941
 Average mask density: 0.11678653219108057
 pos diff: [0.                  0.07899203009841856 0.06454288442272785
 0.11728615029291674 0.2933737635612488  0.04321126615808856
 0.05680473173658053 0.24142889884011498], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6235243774150029    0.0735859895540663
  0.4384274981238625   -0.047432929277420044  0.5857129012865405
  0.4316837583978971    0.4563241272137083  ]
 Variance: 0.47504964710403014
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -39.62528758589178, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 661
 ROC AUC score: 0.9949869049391431
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.8856666666666679
 mAP score: 0.903675061615287
 Average mask density: 0.11673121283953103
 pos diff: [0.                   0.07902034205838668  0.06462664101734635
 0.117351987416094    0.2933743894100189   0.043675521689076575
 0.056803380822141966 0.23987078718070326 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6234019509524353    0.0735859895540663
  0.4384274981238625   -0.047432929277420044  0.5857129012865405
  0.4316837583978971    0.45670568994406996 ]
 Variance: 0.4751018012105565
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 662
 ROC AUC score: 0.9949862816030403
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.8860000000000013
 mAP score: 0.903634338449564
 Average mask density: 0.11668718028914805
 pos diff: [0.                   0.07906377241631185  0.06471430590330077
 0.11742726510221307  0.2933748960494995   0.044087224669994846
 0.0568254633496205   0.23820301787606601 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186897028083643    0.0735859895540663
  0.4384274981238625   -0.047432929277420044  0.5857129012865405
  0.4316837583978971    0.45670568994406996 ]
 Variance: 0.47515573908175707
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 663
 ROC AUC score: 0.994985219030101
 avg_acc_score: 0.868611111111111
 avg_acc_node: 0.8860000000000013
 mAP score: 0.9034549924516694
 Average mask density: 0.11665221937300761
 pos diff: [0.                   0.07911296743006746  0.06480405177951844
 0.11750645556233145  0.29337477684020996  0.044453642060679775
 0.05686586238443851  0.2364631541844072  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186897028083643    0.0735859895540663
  0.4384274981238625   -0.047432929277420044  0.5857129012865405
  0.4316837583978971    0.45670568994406996 ]
 Variance: 0.47521055716146227
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 664
 ROC AUC score: 0.9949839093239075
 avg_acc_score: 0.868611111111111
 avg_acc_node: 0.8860000000000013
 mAP score: 0.9033571088537858
 Average mask density: 0.11662472750300196
 pos diff: [0.                  0.07916114029805522 0.06489460133323985
 0.11758587712591345 0.2933737635612488  0.04478289907978427
 0.05692045353353024 0.23467934337155572], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186897028083643    0.0735859895540663
  0.4384274981238625   -0.047432929277420044  0.5855981402339474
  0.4316837583978971    0.45670568994406996 ]
 Variance: 0.47526566406903403
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 665
 ROC AUC score: 0.994982245426734
 avg_acc_score: 0.868611111111111
 avg_acc_node: 0.8860000000000013
 mAP score: 0.9034334892634996
 Average mask density: 0.11660269664732363
 pos diff: [0.                  0.07920500439060621 0.06498511172523183
 0.1176638744094155  0.29337164759635925 0.04508372828845055
 0.05698658227920532 0.23288623372028613], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186897028083643    0.0735859895540663
  0.4384274981238625   -0.047432929277420044  0.5855981402339474
  0.4316837583978971    0.45670568994406996 ]
 Variance: 0.4753207380195093
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 666
 ROC AUC score: 0.9949805885333373
 avg_acc_score: 0.868611111111111
 avg_acc_node: 0.8850000000000013
 mAP score: 0.9032468710977146
 Average mask density: 0.11658414531821436
 pos diff: [0.                  0.07923888864596028 0.06507448741227143
 0.11773712445389141 0.29336804151535034 0.04536829384103898
 0.05706093832850456 0.2311104736451445 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186897028083643    0.07382779081990896
  0.4384274981238625   -0.047432929277420044  0.5855981402339474
  0.43171211406588555   0.45670568994406996 ]
 Variance: 0.4753753644340921
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 667
 ROC AUC score: 0.9949787775568587
 avg_acc_score: 0.868611111111111
 avg_acc_node: 0.8850000000000013
 mAP score: 0.9032865037038141
 Average mask density: 0.11656408577258762
 pos diff: [0.                   0.0792617903760642   0.06516227323161669
 0.11780868579040873  0.29336318373680115  0.045655638460190065
 0.057137323046724    0.22939450011171145 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186897028083643    0.07376468994400719
  0.4384274981238625   -0.047432929277420044  0.5855981402339474
  0.43171211406588555   0.45670568994406996 ]
 Variance: 0.4754291343585407
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 668
 ROC AUC score: 0.9949770446224605
 avg_acc_score: 0.8688888888888887
 avg_acc_node: 0.8850000000000013
 mAP score: 0.9033578418307078
 Average mask density: 0.11655074231489351
 pos diff: [0.                  0.07927398592972558 0.06524857878684998
 0.11787366352298043 0.29335659742355347 0.04590606737521387
 0.05722645173470179 0.22766917224588065], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186897028083643    0.07484887183205155
  0.43917633078315044  -0.047432929277420044  0.5855981402339474
  0.43171211406588555   0.45670568994406996 ]
 Variance: 0.47548366709238704
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 669
 ROC AUC score: 0.9949752386486793
 avg_acc_score: 0.8688888888888887
 avg_acc_node: 0.8850000000000013
 mAP score: 0.903234965664728
 Average mask density: 0.11653850981292865
 pos diff: [0.                  0.0792740925777057  0.06533252946601427
 0.11793324866078117 0.2933495044708252  0.04614650073551362
 0.05731898980836073 0.22600414989323453], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186897028083643    0.07488185635282973
  0.43917633078315044  -0.047432929277420044  0.5852697883402148
  0.43171211406588555   0.45670568994406996 ]
 Variance: 0.47553789837154636
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 670
 ROC AUC score: 0.994973682809771
 avg_acc_score: 0.8688888888888887
 avg_acc_node: 0.8850000000000013
 mAP score: 0.9031568030865657
 Average mask density: 0.11652562850633279
 pos diff: [0.                   0.07925450506289143  0.065412223585381
 0.11798308193683624  0.2933412492275238   0.046389935478087396
 0.05741030089557171  0.2244299054145813  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186897028083643    0.07488185635282973
  0.4391840306195346   -0.047432929277420044  0.5852697883402148
  0.43171211406588555   0.4574536542440283  ]
 Variance: 0.47559098293057817
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -39.13919445313513, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 671
 ROC AUC score: 0.9949721179660074
 avg_acc_score: 0.8688888888888887
 avg_acc_node: 0.8850000000000013
 mAP score: 0.9029391850564478
 Average mask density: 0.11650981238172217
 pos diff: [0.                  0.07921310347959029 0.06548727740926191
 0.11802158003503627 0.29333171248435974 0.04664545001522187
 0.05749708091219266 0.22297824148474069], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186897028083643    0.07488185635282973
  0.4391840306195346   -0.047432929277420044  0.5852697883402148
  0.43171211406588555   0.4574536542440283  ]
 Variance: 0.4756428598222585
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 672
 ROC AUC score: 0.9949706161562315
 avg_acc_score: 0.8691666666666665
 avg_acc_node: 0.8846666666666682
 mAP score: 0.9029343349682643
 Average mask density: 0.11649372782467055
 pos diff: [0.                  0.07915315081265346 0.06555868007920006
 0.11805056496099993 0.29332077503204346 0.04690052544878375
 0.05758427406350772 0.22162829801954073], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186897028083643    0.07488185635282973
  0.4391840306195346   -0.047432929277420044  0.5852697883402148
  0.43171211406588555   0.46288884045748874 ]
 Variance: 0.47569400523356137
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   2.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 673
 ROC AUC score: 0.9949692994462613
 avg_acc_score: 0.8694444444444444
 avg_acc_node: 0.8846666666666682
 mAP score: 0.9029487136610912
 Average mask density: 0.11647499177677913
 pos diff: [0.                   0.07907308699670902  0.0656260175645844
 0.11806785464286804  0.29330840706825256  0.047167633810350974
 0.057667330279946326 0.2203967468491916  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186897028083643    0.07488185635282973
  0.44100246429443357  -0.047432929277420044  0.5852697883402148
  0.43171211406588555   0.46288884045748874 ]
 Variance: 0.4757438134433385
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 674
 ROC AUC score: 0.994968228869006
 avg_acc_score: 0.8694444444444444
 avg_acc_node: 0.8840000000000013
 mAP score: 0.9028320995653106
 Average mask density: 0.11645598250678375
 pos diff: [0.                   0.07897552306001837  0.06568975882096724
 0.11807556829669259  0.2932945787906647   0.04743799038471714
 0.057750886554519335 0.21924701538579217 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186894456709712    0.07488185635282973
  0.4410465955734253   -0.047432929277420044  0.5852697883402148
  0.43171211406588555   0.46288884045748874 ]
 Variance: 0.47579244394089054
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 675
 ROC AUC score: 0.9949673333861617
 avg_acc_score: 0.8697222222222221
 avg_acc_node: 0.8840000000000013
 mAP score: 0.9029223472805582
 Average mask density: 0.1164356921210837
 pos diff: [0.                  0.07886152991578599 0.06575006813057198
 0.11807430386543274 0.2932794690132141  0.04771487366768622
 0.05783231556415558 0.21819020191143298], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186894456709712    0.07488185635282973
  0.4410465955734253   -0.047432929277420044  0.5852697883402148
  0.43171211406588555   0.46288884045748874 ]
 Variance: 0.4758399415761025
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 676
 ROC AUC score: 0.9949663258428944
 avg_acc_score: 0.8697222222222221
 avg_acc_node: 0.8830000000000015
 mAP score: 0.9029161336873883
 Average mask density: 0.11641297302235837
 pos diff: [0.                  0.07873344963247125 0.06580755139185378
 0.11806526346640153 0.2932632863521576  0.04800535089546634
 0.05791043291489283 0.21723338139468226], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186894456709712    0.07492159146907901
  0.4410465955734253   -0.047432929277420044  0.5852697883402148
  0.43171211406588555   0.46760384275995454 ]
 Variance: 0.47588638224124585
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 677
 ROC AUC score: 0.9949655334156178
 avg_acc_score: 0.8697222222222221
 avg_acc_node: 0.8830000000000015
 mAP score: 0.9029346522059069
 Average mask density: 0.11638769381416644
 pos diff: [0.                  0.07859265065390217 0.06586219555090282
 0.11804848502982747 0.2932460308074951  0.04830845709769956
 0.0579853281378746  0.21637475541953383], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186894456709712    0.07492159146907901
  0.4410465955734253   -0.047432929277420044  0.5852697883402148
  0.43171211406588555   0.46760384275995454 ]
 Variance: 0.47593160707154036
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 678
 ROC AUC score: 0.9949648910692646
 avg_acc_score: 0.8697222222222221
 avg_acc_node: 0.8830000000000015
 mAP score: 0.9029335275995192
 Average mask density: 0.11635960430388524
 pos diff: [0.                  0.07844182356329989 0.0659143459205785
 0.11802550283345309 0.293227881193161   0.04862382623457139
 0.05805651620030403 0.21561095786505732], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186894456709712    0.07492159146907901
  0.4410465955734253   -0.047432929277420044  0.5852697883402148
  0.43171211406588555   0.46760384275995454 ]
 Variance: 0.47597565269671044
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 679
 ROC AUC score: 0.9949642497234508
 avg_acc_score: 0.8697222222222221
 avg_acc_node: 0.8830000000000015
 mAP score: 0.9030107058722618
 Average mask density: 0.11632886332346379
 pos diff: [0.                  0.0782837414544476  0.06596447318053443
 0.11799742091785778 0.29320910573005676 0.04895050270903495
 0.05812478835384051 0.21493495589700237], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186894456709712    0.07577516594208962
  0.4410465955734253   -0.047432929277420044  0.5852697883402148
  0.43332752933104834   0.46760384275995454 ]
 Variance: 0.47601863363566527
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 680
 ROC AUC score: 0.9949634843107403
 avg_acc_score: 0.8697222222222221
 avg_acc_node: 0.8830000000000015
 mAP score: 0.902983137373598
 Average mask density: 0.11629840809477038
 pos diff: [0.                   0.07811796911491835  0.06601267363414291
 0.1179623235355724   0.29318946599960327  0.04927725200691531
 0.058193649351596835 0.21431824770467034 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6184157879391977    0.07577516594208962
  0.4410465955734253   -0.047432929277420044  0.5852697883402148
  0.43332752933104834   0.46760384275995454 ]
 Variance: 0.47606099219053827
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -38.76296099182218, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 681
 ROC AUC score: 0.9949626318510941
 avg_acc_score: 0.8699999999999998
 avg_acc_node: 0.8830000000000015
 mAP score: 0.9029950421355027
 Average mask density: 0.1162676343742881
 pos diff: [0.                  0.07795534055095074 0.06606081251270515
 0.11792722804979845 0.29316985607147217 0.04960252368642438
 0.05826331650217374 0.21374917955234132], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6184157879391977    0.07558830932152173
  0.4402977629141374   -0.047432929277420044  0.5852697883402148
  0.43332752933104834   0.46760384275995454 ]
 Variance: 0.476103180344367
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 682
 ROC AUC score: 0.9949615252544172
 avg_acc_score: 0.8699999999999998
 avg_acc_node: 0.8830000000000015
 mAP score: 0.9029796100367372
 Average mask density: 0.11623602100318035
 pos diff: [0.                  0.07779827393776129 0.06610940803181041
 0.11789368065920743 0.2931504249572754  0.04992404195570176
 0.05833373839656512 0.21322823187400555], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6184157879391977    0.07558830932152173
  0.4402977629141374   -0.047432929277420044  0.5852697883402148
  0.43332752933104834   0.46760384275995454 ]
 Variance: 0.47614530998996296
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 683
 ROC AUC score: 0.9949603766350816
 avg_acc_score: 0.8699999999999998
 avg_acc_node: 0.8830000000000015
 mAP score: 0.9028931708516005
 Average mask density: 0.1162032344115556
 pos diff: [0.                   0.07764962808159757  0.06615904663219925
 0.11786336302757264  0.293131560087204    0.050241065842490044
 0.058404362698396044 0.21275666407470045 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6184157879391977    0.07558830932152173
  0.4402977629141374   -0.047432929277420044  0.5852697883402148
  0.43332752933104834   0.46760384275995454 ]
 Variance: 0.4761874909758165
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 684
 ROC AUC score: 0.9949592100060354
 avg_acc_score: 0.8694444444444444
 avg_acc_node: 0.8833333333333349
 mAP score: 0.9029088282152969
 Average mask density: 0.11616676868743137
 pos diff: [0.                  0.07751674322057361 0.06621132187606875
 0.11784181540662592 0.2931138575077057  0.05055891458065279
 0.05847409019867579 0.21234108713166466], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6184157879391977    0.07610933125511674
  0.4402977629141374   -0.047432929277420044  0.5852697883402148
  0.43332752933104834   0.46760384275995454 ]
 Variance: 0.47622965663389116
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 685
 ROC AUC score: 0.9949573510036612
 avg_acc_score: 0.8694444444444444
 avg_acc_node: 0.8833333333333349
 mAP score: 0.902738751703115
 Average mask density: 0.11612694148103261
 pos diff: [0.                  0.07740438477066923 0.06626714507410349
 0.117832935127345   0.29309776425361633 0.05087451276279265
 0.05854296733935674 0.21197000454212056], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6184157879391977    0.07610933125511674
  0.4402977629141374   -0.047432929277420044  0.5852697883402148
  0.43332752933104834   0.46760384275995454 ]
 Variance: 0.47627197610335315
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 686
 ROC AUC score: 0.9949554900002081
 avg_acc_score: 0.8694444444444444
 avg_acc_node: 0.8830000000000015
 mAP score: 0.9026527728671363
 Average mask density: 0.11608415659475431
 pos diff: [0.                  0.07731254066317535 0.066326409085723
 0.11783643662929535 0.2930833399295807  0.05118101739114331
 0.05861124744017919 0.21163911911947975], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6184157879391977    0.07610933125511674
  0.4402977629141374   -0.047432929277420044  0.5852697883402148
  0.43332752933104834   0.46760384275995454 ]
 Variance: 0.4763145354028535
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 687
 ROC AUC score: 0.994953634999992
 avg_acc_score: 0.8694444444444444
 avg_acc_node: 0.8830000000000015
 mAP score: 0.90267122381596
 Average mask density: 0.116039304994105
 pos diff: [0.                  0.07724054982839537 0.06638919198808592
 0.11785183115438981 0.2930704355239868  0.05147324478433978
 0.05868062525987625 0.21133446025437322], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6184157879391977    0.07610933125511674
  0.4402977629141374   -0.047432929277420044  0.5852697883402148
  0.43332752933104834   0.46760384275995454 ]
 Variance: 0.4763574143881769
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 688
 ROC AUC score: 0.9949513307575445
 avg_acc_score: 0.8694444444444444
 avg_acc_node: 0.8830000000000015
 mAP score: 0.9025424951908544
 Average mask density: 0.1159932969314917
 pos diff: [0.                  0.0771871361850707  0.06645519058566449
 0.11787812005389821 0.293058842420578   0.05175077458543162
 0.05875202119350433 0.21104587511769657], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6183856324223448    0.07610933125511674
  0.4402977629141374   -0.047432929277420044  0.5852697883402148
  0.43332752933104834   0.46760384275995454 ]
 Variance: 0.47640067661349905
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 689
 ROC AUC score: 0.9949487613721318
 avg_acc_score: 0.8694444444444444
 avg_acc_node: 0.8830000000000015
 mAP score: 0.902510505494391
 Average mask density: 0.11594688738070753
 pos diff: [0.                   0.07715409501524996  0.06652479748095362
 0.11791658157652074  0.293048620223999    0.052008416143155864
 0.05882363592584928  0.21075964333682223 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6183856324223448    0.07610933125511674
  0.4402977629141374   -0.047432929277420044  0.5852697883402148
  0.43332752933104834   0.46760384275995454 ]
 Variance: 0.47644454710985323
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 690
 ROC AUC score: 0.9949458057784758
 avg_acc_score: 0.8694444444444444
 avg_acc_node: 0.882666666666668
 mAP score: 0.9024205196752387
 Average mask density: 0.11590364969899594
 pos diff: [0.                   0.07713271911479225  0.06659655728616005
 0.11795959337191149  0.2930390238761902   0.052236308734263145
 0.05890199343363444  0.21045048072420316 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6183856324223448    0.07610933125511674
  0.4402977629141374   -0.047432929277420044  0.5852697883402148
  0.43332752933104834   0.46760384275995454 ]
 Variance: 0.4764890849734249
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -38.44190537324175, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 691
 ROC AUC score: 0.994942922223663
 avg_acc_score: 0.8694444444444444
 avg_acc_node: 0.882666666666668
 mAP score: 0.9025527346824538
 Average mask density: 0.11586371724103302
 pos diff: [0.                   0.07711724653716914  0.06666945327411998
 0.11800335537303577  0.29302945733070374  0.052436330145405184
 0.05898614600300789  0.21012200209601173 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6183856324223448    0.07610933125511674
  0.4402977629141374   -0.047432929277420044  0.5851459053735579
  0.43332752933104834   0.4652325248923795  ]
 Variance: 0.4765340395355479
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 692
 ROC AUC score: 0.9949396424552119
 avg_acc_score: 0.8691666666666665
 avg_acc_node: 0.8820000000000012
 mAP score: 0.9023468510599034
 Average mask density: 0.11582152350752277
 pos diff: [0.                  0.07710465197720803 0.06674258669545828
 0.11804850399494171 0.2930199205875397  0.05263706464921274
 0.05906800975402196 0.20983348581297645], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.618848903612657     0.07610933125511674
  0.4402977629141374   -0.047432929277420044  0.5851459053735579
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.4765785262212439
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 693
 ROC AUC score: 0.9949367448928463
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.8820000000000012
 mAP score: 0.9023381162786552
 Average mask density: 0.11577618689046541
 pos diff: [0.                  0.07708564819383228 0.06681386005779928
 0.11808909421617335 0.2930096983909607  0.05284793771082355
 0.05914444650212924 0.20961199649449053], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.618848903612657     0.07627753260707067
  0.4402977629141374   -0.047432929277420044  0.5851459053735579
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.47662200058943305
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 694
 ROC AUC score: 0.9949339013596131
 avg_acc_score: 0.8688888888888886
 avg_acc_node: 0.881666666666668
 mAP score: 0.9024557606849025
 Average mask density: 0.11572661795276455
 pos diff: [0.                   0.07705708155947283  0.06688270391511524
 0.11812311790206216  0.29299867153167725  0.053074526209985054
 0.059211617211500804 0.20947033732101836 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.618848903612657     0.07695747825725019
  0.4402977629141374   -0.047432929277420044  0.5851459053735579
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.4766646404405277
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 695
 ROC AUC score: 0.99493093976272
 avg_acc_score: 0.8691666666666665
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9024755919339005
 Average mask density: 0.11567406094066063
 pos diff: [0.                  0.07701841046002285 0.06694919289636218
 0.11814995055848902 0.2929866909980774  0.05330906375761955
 0.05926895787318547 0.2093924705324502 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.618848903612657     0.07695747825725019
  0.4410465955734253   -0.047432929277420044  0.5851459053735579
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.476706534487677
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 696
 ROC AUC score: 0.9949279121302206
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.8820000000000014
 mAP score: 0.902414796248105
 Average mask density: 0.11562314272169952
 pos diff: [0.                  0.0769660408831825  0.06701302602271403
 0.1181652917103334  0.2929731607437134  0.05353608415011437
 0.05932338212927182 0.20933314489907232], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.618848903612657     0.07695747825725019
  0.4410465955734253   -0.047432929277420044  0.5851459053735579
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.47674786752496007
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 697
 ROC AUC score: 0.994925271706504
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9024205904740078
 Average mask density: 0.11557573148767847
 pos diff: [0.                   0.07690236046294535  0.06707472791356489
 0.11817084577950564  0.29295814037323     0.053745834817809444
 0.05937900592883428  0.2092669452058858  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.618848903612657     0.07695747825725019
  0.4410465955734253   -0.047432929277420044  0.5851459053735579
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.4767891010923442
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 698
 ROC AUC score: 0.9949222350691495
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.881666666666668
 mAP score: 0.9023981738474244
 Average mask density: 0.11553115464407071
 pos diff: [0.                   0.0768307541027542   0.06713496653501652
 0.11817109340971166  0.29294225573539734  0.053937269795325496
 0.05943448270360629  0.20919418900177397 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.618848903612657     0.07708861143135827
  0.4410465955734253   -0.047432929277420044  0.5851459053735579
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.4768301733520386
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 699
 ROC AUC score: 0.9949188792596968
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.881666666666668
 mAP score: 0.9023212748759988
 Average mask density: 0.11548946009464103
 pos diff: [0.                   0.07675406459934456  0.0671944120698724
 0.11816775040193038  0.29292601346969604  0.054106334765111244
 0.059491162498792015 0.20910808032956615 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.618848903612657     0.07708861143135827
  0.4410465955734253   -0.047432929277420044  0.5851459053735579
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.4768712444398231
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  26.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 700
 ROC AUC score: 0.9949158236120919
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9023865179500138
 Average mask density: 0.11544769220613564
 pos diff: [0.                   0.0766744842706633   0.067253125107978
 0.11816138950261203  0.29290950298309326  0.054265189795724804
 0.059546743084987    0.20903505436305342 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6187323740691193    0.0789960058760052
  0.443419780514457    -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.47691198170647536
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -38.16171890264377, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary_ep_700.pth.tar

 epoch: 701
 ROC AUC score: 0.9949125498468774
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.8816666666666682
 mAP score: 0.9023329392104097
 Average mask density: 0.11540682889524798
 pos diff: [0.                   0.07659365125924103  0.06731142805627555
 0.11815357126972892  0.29289278388023376  0.054408765127581936
 0.05960299993554751  0.20896159934586492 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6187323740691193    0.0789960058760052
  0.443419780514457    -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.47695257957042725
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 702
 ROC AUC score: 0.9949092260546887
 avg_acc_score: 0.8686111111111109
 avg_acc_node: 0.8816666666666682
 mAP score: 0.9023216928315162
 Average mask density: 0.11536722902497815
 pos diff: [0.                  0.07651246086625028 0.06736950958070677
 0.11814469803463329 0.29287588596343994 0.05453863860138001
 0.05965909486015638 0.20888197422027588], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6187323740691193    0.0789960058760052
  0.443419780514457    -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.4769931370004067
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 703
 ROC AUC score: 0.994905776194524
 avg_acc_score: 0.8683333333333332
 avg_acc_node: 0.8816666666666682
 mAP score: 0.902434645619469
 Average mask density: 0.11533234128306165
 pos diff: [0.                  0.07643403765583827 0.06742841374775595
 0.1181364040483128  0.29285869002342224 0.05463169443030511
 0.05972278888026873 0.208755214152665  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6187323740691193    0.07991428291502077
  0.443419780514457    -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.4770343422931861
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 704
 ROC AUC score: 0.9949024093791372
 avg_acc_score: 0.8683333333333332
 avg_acc_node: 0.8813333333333347
 mAP score: 0.9022957567305799
 Average mask density: 0.11530254014152265
 pos diff: [0.                   0.07635986336991807  0.06748849621489028
 0.11812967739321968  0.292841374874115    0.054683569458223155
 0.059794269998868305 0.20857373804881654 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6187323740691193    0.07991428291502077
  0.443419780514457    -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.4652325248923795  ]
 Variance: 0.47707665463226734
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 705
 ROC AUC score: 0.994898416226029
 avg_acc_score: 0.8683333333333332
 avg_acc_node: 0.8813333333333347
 mAP score: 0.9021166595931497
 Average mask density: 0.11527779237157827
 pos diff: [0.                   0.07629061558029869  0.06754989885101634
 0.11812483478676189  0.29282402992248535  0.05469477537178224
 0.059874679893255234 0.2083369272536245  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6187323740691193    0.07991428291502077
  0.443419780514457    -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.46456403722023143 ]
 Variance: 0.47711975652203703
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 706
 ROC AUC score: 0.9948943190168139
 avg_acc_score: 0.8683333333333332
 avg_acc_node: 0.8810000000000013
 mAP score: 0.9021259920481343
 Average mask density: 0.11525735733799673
 pos diff: [0.                  0.07622522583677749 0.06761233397751801
 0.11812117099761962 0.29280662536621094 0.0546713755015404
 0.05996151367823283 0.20805399274003916], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6187323740691193    0.07997865839438005
  0.443419780514457    -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.46456403722023143 ]
 Variance: 0.4771634885343813
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 707
 ROC AUC score: 0.9948900567185827
 avg_acc_score: 0.8680555555555552
 avg_acc_node: 0.8810000000000013
 mAP score: 0.9019932992049149
 Average mask density: 0.11523671264433179
 pos diff: [0.                   0.07616159984888124  0.06767510037776853
 0.1181172481992028   0.2927892208099365   0.054637711855673024
 0.060045577585697174 0.2077768773868166  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6187323740691193    0.07941132118879271
  0.443419780514457    -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.46456403722023143 ]
 Variance: 0.4772070676330982
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 708
 ROC AUC score: 0.9948859955287891
 avg_acc_score: 0.8680555555555552
 avg_acc_node: 0.881666666666668
 mAP score: 0.9017775321988573
 Average mask density: 0.11521461937404273
 pos diff: [0.                   0.07610488258117487  0.06773916133179152
 0.11811698891899802  0.2927723526954651   0.054597876485316985
 0.060127244393030806 0.20751304924488068 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6187323740691193    0.07941132118879271
  0.443419780514457    -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.46456403722023143 ]
 Variance: 0.47725055822475376
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 709
 ROC AUC score: 0.9948818773082446
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.881666666666668
 mAP score: 0.9017242088881811
 Average mask density: 0.11519273036088241
 pos diff: [0.                   0.07604788945726126  0.06780330036297318
 0.11811427474021911  0.2927553951740265   0.054551961441193855
 0.06020643139878909  0.20726111017424484 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6187323740691193    0.07941132118879271
  0.443419780514457    -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.46456403722023143 ]
 Variance: 0.47729385450506356
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 710
 ROC AUC score: 0.9948775149560645
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.881666666666668
 mAP score: 0.901687171851144
 Average mask density: 0.11517066588641214
 pos diff: [0.                  0.07598950744660432 0.06786715590264186
 0.11810843077572909 0.2927382290363312  0.05450354852984028
 0.06028304025530815 0.20702662190486645], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6187323740691193    0.07941132118879271
  0.443419780514457    -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.46456403722023143 ]
 Variance: 0.4773368296862776
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -37.91383950645104, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 711
 ROC AUC score: 0.9948733046858866
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9018041829264886
 Average mask density: 0.11514480399217121
 pos diff: [0.                  0.07593387020520928 0.06793115922242157
 0.11810328147628091 0.2927214503288269  0.05446676982025946
 0.06035196582476298 0.2068398486951302 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6187323740691193    0.07941132118879271
  0.443419780514457    -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.46456403722023143 ]
 Variance: 0.4773791275217339
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 712
 ROC AUC score: 0.9948689133180612
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9018033754097496
 Average mask density: 0.11510955341771488
 pos diff: [0.                   0.07587503352441079  0.06799382020619289
 0.11809489103880795  0.2927051782608032   0.0544744465620287
 0.060402247061332064 0.2067843752688375  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186085131542742    0.07941132118879271
  0.44194713722575796  -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4774197875785896
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 713
 ROC AUC score: 0.9948647050489623
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9016442676783378
 Average mask density: 0.1150660736441146
 pos diff: [0.                  0.07581303237883513 0.06805514895226344
 0.11808305165984413 0.29268938302993774 0.05452167146628903
 0.06043687214454015 0.20684544125507617], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186085131542742    0.07985566347098548
  0.44194713722575796  -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4774590591764568
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 714
 ROC AUC score: 0.9948607709276842
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.8813333333333347
 mAP score: 0.9016604378340008
 Average mask density: 0.115015848241059
 pos diff: [0.                  0.07574855369969832 0.06811539767202267
 0.11806823123585095 0.2926739752292633  0.05460125472276441
 0.06045875747998555 0.2070037542745985 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186085131542742    0.07985566347098548
  0.44194713722575796  -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4774970677833448
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 715
 ROC AUC score: 0.9948566587103765
 avg_acc_score: 0.8677777777777773
 avg_acc_node: 0.8813333333333347
 mAP score: 0.9018266160165898
 Average mask density: 0.1149634631478042
 pos diff: [0.                   0.07567735866081617  0.06817407943000478
 0.11804639236493544  0.2926582396030426   0.05469630105841544
 0.060473727683226265 0.20721597969532013 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186085131542742    0.07985566347098548
  0.44194713722575796  -0.047432929277420044  0.5897604508265373
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.47753428418624394
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 716
 ROC AUC score: 0.994852436433725
 avg_acc_score: 0.8677777777777775
 avg_acc_node: 0.8813333333333347
 mAP score: 0.9018246318896058
 Average mask density: 0.1149143220004792
 pos diff: [0.                   0.07560486611255929  0.06823233237936477
 0.11802107908508995  0.2926419675350189   0.054776125857906956
 0.060492305705944695 0.20741132929407316 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186085131542742    0.07985566347098548
  0.44194713722575796  -0.047432929277420044  0.5897982170985591
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.47757234582201136
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 717
 ROC AUC score: 0.9948483362228913
 avg_acc_score: 0.8677777777777775
 avg_acc_node: 0.8813333333333347
 mAP score: 0.9017117098093513
 Average mask density: 0.11486949162425963
 pos diff: [0.                   0.07553294177882927  0.06829060700314105
 0.11799389042637565  0.29262521862983704  0.054834204335366524
 0.06051775192221006  0.20757312712998227 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6186085131542742    0.07985566347098548
  0.44194713722575796  -0.047432929277420044  0.5897982170985591
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4776107528386619
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  21. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 718
 ROC AUC score: 0.9948439318480524
 avg_acc_score: 0.8677777777777775
 avg_acc_node: 0.8816666666666682
 mAP score: 0.9017641335566282
 Average mask density: 0.11482711393384538
 pos diff: [0.                   0.07546928919051304  0.06835008825152374
 0.11797086000442505  0.29260873794555664  0.054872922358974334
 0.06054888392488162  0.20770606449965773 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6230748955868493    0.07985566347098548
  0.44194713722575796  -0.047432929277420044  0.5897982170985591
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.47764978868298813
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 719
 ROC AUC score: 0.9948396115185306
 avg_acc_score: 0.8677777777777775
 avg_acc_node: 0.8816666666666682
 mAP score: 0.901856726149221
 Average mask density: 0.11478874919685858
 pos diff: [0.                   0.07541834815474581  0.06841156206840326
 0.11795376051555981  0.2925928235054016   0.054882456218042684
 0.06058894221981367  0.2077840073355313  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6230748955868493    0.07985566347098548
  0.44194713722575796  -0.047432929277420044  0.5897982170985591
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4776897193648414
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 720
 ROC AUC score: 0.9948350190422676
 avg_acc_score: 0.8674999999999998
 avg_acc_node: 0.8816666666666682
 mAP score: 0.9017903496245109
 Average mask density: 0.11475422768983702
 pos diff: [0.                  0.07537799581023287 0.06847466639250763
 0.1179418068040501  0.29257732629776    0.05486571043729782
 0.06063717106978098 0.20780901662234602], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6230748955868493    0.07985566347098548
  0.44194713722575796  -0.047432929277420044  0.5897982170985591
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.47773036667116153
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 118.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -37.64396848529577, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 721
 ROC AUC score: 0.9948304825962159
 avg_acc_score: 0.866944444444444
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9016634111096415
 Average mask density: 0.11472094453576813
 pos diff: [0.                  0.07534334753170487 0.06853841996389973
 0.11793205710974607 0.2925620973110199  0.05483958629831191
 0.0606879601875941  0.20781490874701533], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6230748955868493    0.07828661232940422
  0.44194713722575796  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4777711395315841
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 722
 ROC AUC score: 0.9948260452035738
 avg_acc_score: 0.866944444444444
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9016657259244564
 Average mask density: 0.11468868895727281
 pos diff: [0.                   0.07531029306167414  0.06860195753002955
 0.11792162196202711  0.292547345161438    0.054808186667580756
 0.06074074332912763  0.20781059820076514 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6230748955868493    0.07828661232940422
  0.44194713722575796  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4778117761622403
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 723
 ROC AUC score: 0.9948216738465381
 avg_acc_score: 0.866944444444444
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9017008539908344
 Average mask density: 0.1146577947939862
 pos diff: [0.                   0.07527500908236859  0.0686644766448943
 0.11790791885419326  0.292532742023468    0.054773022570917686
 0.06079524134596189  0.20779679304566875 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6230748955868493    0.07828661232940422
  0.44194713722575796  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4778522861011817
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 724
 ROC AUC score: 0.994817122392394
 avg_acc_score: 0.866944444444444
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9018164797866071
 Average mask density: 0.11462810927872823
 pos diff: [0.                   0.07523729091833446  0.06872591573344775
 0.11789164624430916  0.2925180196762085   0.05473487896303977
 0.060851306468248365 0.20777330727412782 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6230748955868493    0.07828661232940422
  0.44194713722575796  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.477892607998222
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 725
 ROC AUC score: 0.9948127520358978
 avg_acc_score: 0.866944444444444
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9017933316384589
 Average mask density: 0.11459977073016463
 pos diff: [0.                  0.07519673611506943 0.06878607603144055
 0.1178725239905444  0.2925032377243042  0.05469362533861591
 0.06090897594889005 0.20773885116494936], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229242327784704    0.08154433891792928
  0.44194713722575796  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4779326553948701
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 726
 ROC AUC score: 0.9948084737290347
 avg_acc_score: 0.866944444444444
 avg_acc_node: 0.881666666666668
 mAP score: 0.9017488871940147
 Average mask density: 0.11457223826668785
 pos diff: [0.                   0.07515229912828808  0.06884475852832321
 0.11785001212900335  0.2924881875514984   0.054653167724609375
 0.06096727177500725  0.20770253857661938 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229242327784704    0.08148831055184041
  0.44194713722575796  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.47797231020457265
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 727
 ROC AUC score: 0.9948042144324221
 avg_acc_score: 0.866944444444444
 avg_acc_node: 0.881666666666668
 mAP score: 0.9017376707058243
 Average mask density: 0.11454487020024058
 pos diff: [0.                   0.07510276569807825  0.06890161323153284
 0.11782332252372395  0.2924729585647583   0.05461759865283966
 0.061025262375672656 0.2076740701650751  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229242327784704    0.08148831055184041
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.47801141742849884
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 728
 ROC AUC score: 0.9948000231724947
 avg_acc_score: 0.866944444444444
 avg_acc_node: 0.881666666666668
 mAP score: 0.9017398752913622
 Average mask density: 0.11451902364732694
 pos diff: [0.                   0.07504929959281417  0.06895702757126043
 0.11779395856640555  0.292457640171051    0.05457755322417905
 0.061084968099991484 0.20763320141825184 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08148831055184041
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4780503227303339
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 729
 ROC AUC score: 0.994796090051756
 avg_acc_score: 0.866944444444444
 avg_acc_node: 0.881666666666668
 mAP score: 0.9016799337708945
 Average mask density: 0.11449478534326135
 pos diff: [0.                  0.07499284414220447 0.06901120868596164
 0.1177624144337394  0.292442262172699   0.05453303696647767
 0.06114687422911326 0.20757793044221812], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08148831055184041
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4780889996780916
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 730
 ROC AUC score: 0.9947922419768741
 avg_acc_score: 0.866944444444444
 avg_acc_node: 0.881666666666668
 mAP score: 0.9016521559931168
 Average mask density: 0.11447180466301878
 pos diff: [0.                   0.07493387027220293  0.06906417898895327
 0.11772868850014427  0.29242682456970215  0.05448591613000439
 0.061210626860459645 0.20751155399042984 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08154010600294949
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4781276695626445
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -37.39062158484012, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 731
 ROC AUC score: 0.9947883048539772
 avg_acc_score: 0.8672222222222219
 avg_acc_node: 0.881666666666668
 mAP score: 0.9016627380036986
 Average mask density: 0.11445335835089963
 pos diff: [0.                  0.07487728625289665 0.06911720052238338
 0.11769631694663654 0.29241180419921875 0.05441800456854605
 0.06128260195255279 0.20738062262535095], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08215018515744485
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4781667756864166
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 732
 ROC AUC score: 0.9947843937451074
 avg_acc_score: 0.8669444444444442
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9016793594183464
 Average mask density: 0.1144389690510665
 pos diff: [0.                   0.07482109508238548  0.0691697319184453
 0.11766272756186398  0.29239678382873535  0.05433374451052758
 0.061361198872327806 0.20719398763673058 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08215018515744485
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.47820609018488275
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 733
 ROC AUC score: 0.9947805286610539
 avg_acc_score: 0.8669444444444442
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9016775242498447
 Average mask density: 0.11442762484464017
 pos diff: [0.                  0.07476630930073005 0.0692218953420308
 0.11762881604107943 0.29238200187683105 0.05423794951169721
 0.06144479488333066 0.2069629661995789 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08215018515744485
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.47824551396658316
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 734
 ROC AUC score: 0.9947768106563059
 avg_acc_score: 0.8663888888888885
 avg_acc_node: 0.8823333333333346
 mAP score: 0.9015193028416233
 Average mask density: 0.1144179222225889
 pos diff: [0.                  0.07471340549878838 0.0692740274854928
 0.11759433258663524 0.2923678159713745  0.05413833116331408
 0.06153091018398603 0.20670550856096992], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08215018515744485
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.47828492239972464
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 735
 ROC AUC score: 0.9947729695852003
 avg_acc_score: 0.8663888888888885
 avg_acc_node: 0.8823333333333346
 mAP score: 0.9014797729270931
 Average mask density: 0.1144089510440156
 pos diff: [0.                   0.07466204772310808  0.06932595815540345
 0.11755909702994606  0.29235410690307617  0.05404039953024157
 0.061618687212467195 0.2064336086141652  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08179240630677909
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4783241309962284
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 736
 ROC AUC score: 0.9947692535815312
 avg_acc_score: 0.8663888888888885
 avg_acc_node: 0.8823333333333346
 mAP score: 0.9014800565605291
 Average mask density: 0.11439836676246971
 pos diff: [0.                   0.07460618856524633  0.06937635240475994
 0.11751967912370509  0.2923405170440674   0.05395927929109143
 0.061702617754538856 0.2061850038068048  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08179240630677909
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.47836255813739237
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 737
 ROC AUC score: 0.994765716674431
 avg_acc_score: 0.8663888888888885
 avg_acc_node: 0.8823333333333346
 mAP score: 0.901523266437072
 Average mask density: 0.114385584539516
 pos diff: [0.                   0.0745454236002993   0.06942508338896697
 0.11747590709816326  0.29232704639434814  0.053896866258113615
 0.06178119455774625  0.20596746124070267 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08179240630677909
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.4784000877080473
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 738
 ROC AUC score: 0.9947626460187332
 avg_acc_score: 0.8663888888888885
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9015315336328391
 Average mask density: 0.11437081643842847
 pos diff: [0.                  0.07447526080549256 0.06947136196223172
 0.11742507029663432 0.29231321811676025 0.05385565661614941
 0.06185378134250641 0.2057851198418387 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08179240630677909
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46468558958892164 ]
 Variance: 0.47843656362134596
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 739
 ROC AUC score: 0.9947597044326302
 avg_acc_score: 0.8663888888888885
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9015403960667019
 Average mask density: 0.11435369213588475
 pos diff: [0.                   0.0743990614394511   0.06951592283800614
 0.11736927113749764  0.29229938983917236  0.053835585953727845
 0.0619206003844738   0.20563831308792377 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08179240630677909
  0.4422012464566664   -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.47847211750763363
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 740
 ROC AUC score: 0.9947566157672215
 avg_acc_score: 0.8658333333333331
 avg_acc_node: 0.8823333333333346
 mAP score: 0.9015873537386595
 Average mask density: 0.1143342575690332
 pos diff: [0.                   0.07431882373557604  0.06955914162407237
 0.11730964373458516  0.2922857105731964   0.05383486372809256
 0.061982201784849165 0.20552457046919856 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08218515067061116
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4785068709416673
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -37.13345280336216, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 741
 ROC AUC score: 0.9947537562253568
 avg_acc_score: 0.866111111111111
 avg_acc_node: 0.8820000000000014
 mAP score: 0.901585700299506
 Average mask density: 0.11431261132627163
 pos diff: [0.                   0.07423515433122303  0.06960107053606963
 0.1172459678216414   0.2922722101211548   0.053852627594624794
 0.06203896303971609  0.20544239775887851 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08218515067061116
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.47854092369293727
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 742
 ROC AUC score: 0.994750813638714
 avg_acc_score: 0.8658333333333331
 avg_acc_node: 0.881666666666668
 mAP score: 0.9014725201789731
 Average mask density: 0.11429323702083963
 pos diff: [0.                   0.07415402403547744  0.0696430898402348
 0.11718273596330123  0.2922590970993042   0.05386260824818765
 0.062100245306889214 0.20533048695531383 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6229085804017123    0.08257723741294924
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4785753497337858
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 743
 ROC AUC score: 0.9947478940644795
 avg_acc_score: 0.8658333333333331
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9015148163128262
 Average mask density: 0.11427581212242018
 pos diff: [0.                  0.0740759793884498  0.06968524707250359
 0.11712019335139881 0.29224640130996704 0.05386582737968814
 0.06216547315319379 0.20519287524552182], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269025378975986    0.08257723741294924
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.47861044900906213
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 744
 ROC AUC score: 0.9947448043985316
 avg_acc_score: 0.8655555555555552
 avg_acc_node: 0.8823333333333346
 mAP score: 0.9014999288251128
 Average mask density: 0.11426141053403481
 pos diff: [0.                   0.07400268193118828  0.06972813089031818
 0.1170591340823607   0.29223406314849854  0.053856063033303904
 0.06223705783486366  0.2050131857395172  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269025378975986    0.08257723741294924
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4786460322804758
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 745
 ROC AUC score: 0.9947418277935464
 avg_acc_score: 0.8655555555555552
 avg_acc_node: 0.8823333333333346
 mAP score: 0.9013949905535079
 Average mask density: 0.11424955730403018
 pos diff: [0.                   0.07393836334717176  0.06977247871643255
 0.11700270826166326  0.29222244024276733  0.053832445173494274
 0.06231458907326062  0.20478962875645737 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269025378975986    0.08359527243070367
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4786821210062443
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 746
 ROC AUC score: 0.9947389202257858
 avg_acc_score: 0.8655555555555552
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9013209164794337
 Average mask density: 0.11423959259004651
 pos diff: [0.                   0.0738820583859751   0.06981797922741283
 0.11695002452893691  0.2922113835811615   0.05379862891089532
 0.062397045890490214 0.20453209866737498 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269025378975986    0.08359527243070367
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4787185443211368
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 747
 ROC AUC score: 0.9947359336154055
 avg_acc_score: 0.8655555555555552
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9013047415311936
 Average mask density: 0.114230823355698
 pos diff: [0.                  0.07383282593459137 0.0698644073048899
 0.11690067079934206 0.2922009229660034  0.053758513062231
 0.06248343735933304 0.20425085928933373], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269025378975986    0.08359527243070367
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4787551669477777
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 748
 ROC AUC score: 0.9947327118782449
 avg_acc_score: 0.8652777777777775
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9012743783758305
 Average mask density: 0.114224016448019
 pos diff: [0.                   0.07379135637243917  0.06991200826384804
 0.1168552114204927   0.2921910881996155   0.053708091618553284
 0.06257506037751834  0.20393699407577515 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269025378975986    0.08359527243070367
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.47879215890025467
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 749
 ROC AUC score: 0.994729600200428
 avg_acc_score: 0.8652777777777775
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9013160450424971
 Average mask density: 0.11421867971699683
 pos diff: [0.                  0.07375210671385457 0.06995969395006983
 0.11681036461483349 0.2921813726425171  0.05365177243947983
 0.06266998797655106 0.20360338533746786], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269025378975986    0.08460547510257438
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4788292588153767
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 750
 ROC AUC score: 0.9947266025841134
 avg_acc_score: 0.8652777777777775
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9013212062462829
 Average mask density: 0.11421375478832914
 pos diff: [0.                  0.07371391589976539 0.07000724293968895
 0.11676511114293879 0.2921717166900635  0.0535979006559618
 0.06276601975162824 0.2032629693376607 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269025378975986    0.08460547510257438
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.47886618572215234
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -36.88495696242899, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 751
 ROC AUC score: 0.9947236489915362
 avg_acc_score: 0.8652777777777775
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9013121123309391
 Average mask density: 0.11420869120349382
 pos diff: [0.                  0.07367557952226686 0.07005423873909249
 0.11671889370137994 0.2921620309352875  0.05354978504680818
 0.06286173090338706 0.20292501100178423], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269025378975986    0.08460547510257438
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.47890280143914377
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 752
 ROC AUC score: 0.9947207864480528
 avg_acc_score: 0.8652777777777775
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9013336070399335
 Average mask density: 0.11420282058603691
 pos diff: [0.                   0.07363445527297406  0.0701000855481329
 0.11666994094848633  0.2921521067619324   0.053512141829536806
 0.062955275674661    0.20260164347188225 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269025378975986    0.08460547510257438
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4789388906255748
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 753
 ROC AUC score: 0.9947179749320834
 avg_acc_score: 0.8652777777777775
 avg_acc_node: 0.8820000000000014
 mAP score: 0.90131740333623
 Average mask density: 0.11419584727587326
 pos diff: [0.                  0.07359066063707526 0.07014478878541426
 0.11661836532029239 0.2921420633792877  0.05348590448979409
 0.06304589981834094 0.20229676776918873], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269025378975986    0.08460547510257438
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4789744358479063
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 754
 ROC AUC score: 0.9947153014905638
 avg_acc_score: 0.8652777777777775
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9013006716923053
 Average mask density: 0.11418730258369292
 pos diff: [0.                   0.07354383700150104  0.07018836347524784
 0.11656482057137922  0.2921319007873535   0.053473117370759285
 0.06313285157084465  0.20201575242239853 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6269025378975986    0.08460547510257438
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.47900938546816824
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 755
 ROC AUC score: 0.9947126420565969
 avg_acc_score: 0.8655555555555552
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9014446986367708
 Average mask density: 0.11417547680296615
 pos diff: [0.                  0.0735087040042089  0.07023357950951442
 0.11652008132501082 0.29212361574172974 0.05347287895218018
 0.06321649998426437 0.2017587449016242 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6274330113544937    0.08460547510257438
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4790442154261252
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 756
 ROC AUC score: 0.9947098345427854
 avg_acc_score: 0.8652777777777774
 avg_acc_node: 0.8820000000000014
 mAP score: 0.901411309390759
 Average mask density: 0.11416009527497117
 pos diff: [0.                  0.07348353557350222 0.07028015339670103
 0.11648281514644623 0.29211699962615967 0.05348687931414573
 0.06329637616872788 0.20153115535604543], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6274330113544937    0.08460547510257438
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4790788000621357
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 757
 ROC AUC score: 0.9947070190246582
 avg_acc_score: 0.864722222222222
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9013214161685128
 Average mask density: 0.11414148923934048
 pos diff: [0.                   0.07346638322861726  0.07032771199202735
 0.11645094752311706  0.29211193323135376  0.053514302497909914
 0.06337164690097173  0.20133182355042162 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08460547510257438
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4791130956571617
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 758
 ROC AUC score: 0.9947040964488052
 avg_acc_score: 0.864722222222222
 avg_acc_node: 0.8823333333333349
 mAP score: 0.901402254311851
 Average mask density: 0.1141203578258699
 pos diff: [0.                   0.07345403669294247  0.0703756466877362
 0.11642233024943958  0.29210802912712097  0.053554140752361666
 0.06344325492779414  0.20116192410732137 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08460547510257438
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.47914705218166687
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 759
 ROC AUC score: 0.9947014100002721
 avg_acc_score: 0.864722222222222
 avg_acc_node: 0.8823333333333349
 mAP score: 0.9013916723012689
 Average mask density: 0.1140971216177247
 pos diff: [0.                  0.07344464502058738 0.07042364271219112
 0.11639639355919577 0.2921050190925598  0.05360504215763461
 0.06350977718830109 0.2010184382570201 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08401168082371231
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46589818339923333 ]
 Variance: 0.4791806464821382
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 760
 ROC AUC score: 0.9946988226051487
 avg_acc_score: 0.864722222222222
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9013484256816332
 Average mask density: 0.11407020243224857
 pos diff: [0.                  0.07343823407307144 0.0704718697662196
 0.11637315506284887 0.29210296273231506 0.05367403044815986
 0.06356932818889618 0.20091783229647012], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08401168082371231
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.45894885833921106 ]
 Variance: 0.4792136858477114
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -36.625745348166674, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 761
 ROC AUC score: 0.9946960150913373
 avg_acc_score: 0.864722222222222
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9011971911137323
 Average mask density: 0.1140401406178872
 pos diff: [0.                  0.07343654445380218 0.0705208411394072
 0.11635387648235668 0.29210177063941956 0.05375708255075639
 0.0636239876349767  0.20084956493870965], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08401168082371231
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.45894885833921106 ]
 Variance: 0.4792463827574867
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   4.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 762
 ROC AUC score: 0.994693287620685
 avg_acc_score: 0.864722222222222
 avg_acc_node: 0.881666666666668
 mAP score: 0.9011167067832478
 Average mask density: 0.11400732945058531
 pos diff: [0.                  0.07343893405819728 0.07057048047869659
 0.11633836328983307 0.2921014428138733  0.05385207673234324
 0.063674762348334   0.20080940990612425], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08401168082371231
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46675794957012967 ]
 Variance: 0.47927877896321547
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 763
 ROC AUC score: 0.9946905841629806
 avg_acc_score: 0.864722222222222
 avg_acc_node: 0.881666666666668
 mAP score: 0.9010945506985917
 Average mask density: 0.11397283419920477
 pos diff: [0.                   0.0734434048991558   0.07062039025558912
 0.11632547514005141  0.29210156202316284  0.053954175162699916
 0.06372185225288073  0.2007873222745698  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08388212889679207
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46675794957012967 ]
 Variance: 0.4793109292759938
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 764
 ROC AUC score: 0.9946876345725615
 avg_acc_score: 0.864722222222222
 avg_acc_node: 0.881666666666668
 mAP score: 0.9011006557046968
 Average mask density: 0.11393677389901534
 pos diff: [0.                   0.0734492343319349   0.07067058352399463
 0.11631509553302419  0.29210206866264343  0.054062885142141776
 0.06376525784532229  0.20078216750046302 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08388212889679207
  0.44134808724576774  -0.047432929277420044  0.5898562806748575
  0.43329917366305987   0.46675794957012967 ]
 Variance: 0.4793428948389593
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 765
 ROC AUC score: 0.9946845909314301
 avg_acc_score: 0.864444444444444
 avg_acc_node: 0.8823333333333349
 mAP score: 0.901053522962711
 Average mask density: 0.11390002895692833
 pos diff: [0.                  0.0734544637774633  0.07072068763173316
 0.11630595055493441 0.2921026945114136  0.05417467197102885
 0.06380710353453954 0.200785166230695  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08596746586571055
  0.44134808724576774  -0.047432929277420044  0.5898041948676109
  0.43329917366305987   0.46675794957012967 ]
 Variance: 0.4793745958342679
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 766
 ROC AUC score: 0.9946815913140366
 avg_acc_score: 0.8649999999999997
 avg_acc_node: 0.8823333333333349
 mAP score: 0.9011019687299069
 Average mask density: 0.11386314910645719
 pos diff: [0.                  0.07345951613315865 0.0707709116876618
 0.11629879014058546 0.2921033501625061  0.0542859110620714
 0.06384831766287485 0.200788502549303  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08596746586571055
  0.44134808724576774  -0.047432929277420044  0.5898041948676109
  0.43329917366305987   0.46675794957012967 ]
 Variance: 0.47940624662194087
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 767
 ROC AUC score: 0.9946788558390685
 avg_acc_score: 0.8649999999999997
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9010747320776702
 Average mask density: 0.11382676759697796
 pos diff: [0.                  0.07346253725122814 0.0708210342679142
 0.1162925048307939  0.2921037971973419  0.05439264687799638
 0.0638895275692145  0.20078607622919412], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08596746586571055
  0.44134808724576774  -0.047432929277420044  0.5898041948676109
  0.43329917366305987   0.46675794957012967 ]
 Variance: 0.479438150320706
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 768
 ROC AUC score: 0.9946759612783213
 avg_acc_score: 0.864722222222222
 avg_acc_node: 0.8820000000000014
 mAP score: 0.9009887532416914
 Average mask density: 0.11379140316971854
 pos diff: [0.                   0.073461756972242    0.07087070907443023
 0.11628603881055659  0.29210376739501953  0.054494296831469384
 0.06393177981177965  0.20077336964936093 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08596746586571055
  0.44134808724576774  -0.047432929277420044  0.5898041948676109
  0.43329917366305987   0.46675794957012967 ]
 Variance: 0.4794699521845601
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 769
 ROC AUC score: 0.9946731477612728
 avg_acc_score: 0.864722222222222
 avg_acc_node: 0.8816666666666682
 mAP score: 0.9008892162046545
 Average mask density: 0.11375691730486523
 pos diff: [0.                  0.0734558285267885  0.07091951271719184
 0.11627801385792819 0.2921031415462494  0.05459247745813862
 0.06397463331619899 0.20075573643733716], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08596746586571055
  0.44134808724576774  -0.007614612579345703  0.5898041948676109
  0.43329917366305987   0.46675794957012967 ]
 Variance: 0.47950154374184206
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 770
 ROC AUC score: 0.9946704372997921
 avg_acc_score: 0.864722222222222
 avg_acc_node: 0.8816666666666682
 mAP score: 0.9008695537683254
 Average mask density: 0.11372362633510269
 pos diff: [0.                  0.07344374824161372 0.07096726145626099
 0.11626783338460055 0.29210180044174194 0.05468587961889083
 0.06401860689123472 0.20073099948208908], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08596746586571055
  0.44134808724576774  -0.007614612579345703  0.5898041948676109
  0.43329917366305987   0.46675794957012967 ]
 Variance: 0.4795329262308612
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -36.360363309737295, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 771
 ROC AUC score: 0.9946674056651346
 avg_acc_score: 0.864444444444444
 avg_acc_node: 0.8816666666666682
 mAP score: 0.9008193493431209
 Average mask density: 0.1136932629719183
 pos diff: [0.                  0.0734260592086256  0.07101425725566454
 0.11625570302659816 0.2920994460582733  0.05476515043166376
 0.0640673021475474  0.20067471676859364], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08596746586571055
  0.44134808724576774  -0.007614612579345703  0.5898041948676109
  0.43329917366305987   0.46675794957012967 ]
 Variance: 0.4795643868654228
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 772
 ROC AUC score: 0.9946643540196874
 avg_acc_score: 0.864444444444444
 avg_acc_node: 0.8816666666666682
 mAP score: 0.9008122946693995
 Average mask density: 0.11366553023775836
 pos diff: [0.                   0.07340606332810456  0.07106087202868186
 0.11624321964654055  0.2920965552330017   0.054830229330447414
 0.06412055020531018  0.20058714675492254 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08596746586571055
  0.44134808724576774  -0.007614612579345703  0.5898041948676109
  0.43329917366305987   0.47018541755347415 ]
 Variance: 0.47959600403357605
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 773
 ROC AUC score: 0.9946611783073435
 avg_acc_score: 0.864444444444444
 avg_acc_node: 0.8816666666666682
 mAP score: 0.9008122946693995
 Average mask density: 0.11364136938777797
 pos diff: [0.                  0.07338935555505359 0.07110808925195174
 0.11623488908464258 0.2920939028263092  0.05487298508805613
 0.064181566486756   0.2004509424341136 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.627543475509675     0.08596746586571055
  0.44134808724576774  -0.007614612579345703  0.5898041948676109
  0.4333965135117372    0.47018541755347415 ]
 Variance: 0.4796283069275457
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  19. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 774
 ROC AUC score: 0.994658081637619
 avg_acc_score: 0.864444444444444
 avg_acc_node: 0.8813333333333347
 mAP score: 0.9007321753897188
 Average mask density: 0.11361913742757675
 pos diff: [0.                  0.07337291255470149 0.0711552722394959
 0.11622841547835958 0.29209133982658386 0.05490359279417222
 0.06424668257435164 0.200292880678999  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6235495180137887    0.08633910328888696
  0.44134808724576774  -0.007614612579345703  0.5898041948676109
  0.4333965135117372    0.47018541755347415 ]
 Variance: 0.47966078148634383
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 775
 ROC AUC score: 0.994654854897761
 avg_acc_score: 0.8641666666666663
 avg_acc_node: 0.8806666666666684
 mAP score: 0.9006900937422451
 Average mask density: 0.1135996935321414
 pos diff: [0.                  0.07335683900462694 0.07120244833063488
 0.11622379720211029 0.2920888066291809  0.05491654022086051
 0.06431742856899897 0.20010255071623573], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6235495180137887    0.08633910328888696
  0.44134808724576774  -0.007614612579345703  0.5898041948676109
  0.4333965135117372    0.47018541755347415 ]
 Variance: 0.4796936728409088
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   3.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 776
 ROC AUC score: 0.9946514790775185
 avg_acc_score: 0.8638888888888886
 avg_acc_node: 0.880333333333335
 mAP score: 0.9006292471813985
 Average mask density: 0.11358291872415921
 pos diff: [0.                  0.07334080584778273 0.0712496007769561
 0.1162207766012712  0.29208630323410034 0.05491294687794101
 0.06439351911346118 0.199882710802144  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6235495180137887    0.08633910328888696
  0.44134808724576774  -0.007614612579345703  0.5898041948676109
  0.4333965135117372    0.4746898602822731  ]
 Variance: 0.4797268506641037
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  72.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 777
 ROC AUC score: 0.9946484044196631
 avg_acc_score: 0.8638888888888886
 avg_acc_node: 0.8800000000000016
 mAP score: 0.9004641830788344
 Average mask density: 0.11356910602999302
 pos diff: [0.                   0.07331581844771204  0.07129489439578096
 0.11621128672903235  0.29208239912986755  0.054898218882660714
 0.06447324280937512  0.1996432563354229  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6235495180137887    0.08633910328888696
  0.44134808724576774  -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4797599283384574
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 778
 ROC AUC score: 0.9946454378200725
 avg_acc_score: 0.8636111111111107
 avg_acc_node: 0.8800000000000016
 mAP score: 0.9004447827261005
 Average mask density: 0.11355787731187936
 pos diff: [0.                  0.07328050220308226 0.07133806613851185
 0.11619436009363694 0.2920769453048706  0.05487495744901319
 0.06455553074677785 0.19939039339279307], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6235495180137887    0.08633910328888696
  0.4410563696514476   -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4797929066107264
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 779
 ROC AUC score: 0.9946425192463777
 avg_acc_score: 0.8636111111111107
 avg_acc_node: 0.8796666666666682
 mAP score: 0.9004630575799019
 Average mask density: 0.11354881433636173
 pos diff: [0.                  0.07323900998131302 0.071379720672103
 0.11617196825417606 0.29207032918930054 0.0548437615075419
 0.06464008763432502 0.19912284304355754], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6235495180137887    0.08659815147888562
  0.4410563696514476   -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4798257049652909
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 780
 ROC AUC score: 0.9946396416948018
 avg_acc_score: 0.8636111111111107
 avg_acc_node: 0.8793333333333347
 mAP score: 0.900348110854734
 Average mask density: 0.11354141576780556
 pos diff: [0.                  0.07318972802359211 0.07141958287924774
 0.11614323989911512 0.2920624315738678  0.05480828845212536
 0.06472580333550772 0.19884818175743366], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6235495180137887    0.08659815147888562
  0.4410563696514476   -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4798581912017478
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -36.1441486463882, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 781
 ROC AUC score: 0.9946369092214523
 avg_acc_score: 0.863333333333333
 avg_acc_node: 0.8793333333333347
 mAP score: 0.9003233317123077
 Average mask density: 0.11353480319731046
 pos diff: [0.                  0.07313127187657947 0.07145735276632073
 0.11610628745772622 0.2920531630516052  0.0547746641020621
 0.06481046825647355 0.19857937714149212], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08659815147888562
  0.4410563696514476   -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.47989014569802824
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 782
 ROC AUC score: 0.9946343018155389
 avg_acc_score: 0.8630555555555552
 avg_acc_node: 0.8790000000000014
 mAP score: 0.9000786227175986
 Average mask density: 0.1135279419865309
 pos diff: [0.                   0.07306789021846677  0.07149368696961521
 0.1160649673505263   0.29204294085502625  0.054745934543109706
 0.06489234964052835  0.19832271594425727 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08659815147888562
  0.4410563696514476   -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4799216196227529
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 783
 ROC AUC score: 0.9946317534414557
 avg_acc_score: 0.8630555555555552
 avg_acc_node: 0.8790000000000014
 mAP score: 0.9000408140756233
 Average mask density: 0.11352006775847694
 pos diff: [0.                  0.07300069583348992 0.07152863721217005
 0.11602017689834941 0.29203200340270996 0.05472606336397509
 0.0649709165096283  0.19808580854843402], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08659815147888562
  0.4410563696514476   -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.479952548111663
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 784
 ROC AUC score: 0.9946292610975838
 avg_acc_score: 0.8630555555555552
 avg_acc_node: 0.8790000000000014
 mAP score: 0.9000336406934498
 Average mask density: 0.11350803337880656
 pos diff: [0.                  0.07293668808030689 0.07156357489341547
 0.11597867797721516 0.2920217514038086  0.0547266281660526
 0.0650418758392334  0.1978956969647572 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08659815147888562
  0.4410563696514476   -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.47998303124990194
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 785
 ROC AUC score: 0.9946267147245794
 avg_acc_score: 0.8627777777777773
 avg_acc_node: 0.8790000000000014
 mAP score: 0.899939125406
 Average mask density: 0.11349187191911826
 pos diff: [0.                  0.07287619379926319 0.07159855395309196
 0.11594032401388342 0.29201221466064453 0.05474748979172399
 0.06510545387864113 0.19775132372461515], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08699693315285296
  0.4410563696514476   -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4800131529136873
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 786
 ROC AUC score: 0.9946243854686446
 avg_acc_score: 0.8624999999999996
 avg_acc_node: 0.8790000000000014
 mAP score: 0.8999210878879624
 Average mask density: 0.11347183087327006
 pos diff: [0.                   0.07281940338040187  0.07163361306032859
 0.11590507789091631  0.29200342297554016  0.054785974203578884
 0.0651613545914491   0.19764954879366117 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08699693315285296
  0.4410563696514476   -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4800431770971545
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 787
 ROC AUC score: 0.9946219861749455
 avg_acc_score: 0.8624999999999996
 avg_acc_node: 0.8790000000000014
 mAP score: 0.8998962863006608
 Average mask density: 0.11344806885138087
 pos diff: [0.                  0.07276574491469329 0.07166870615699074
 0.11587268926880577 0.29199522733688354 0.05484236175975492
 0.06521021525065104 0.19758822280785132], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08699693315285296
  0.4410563696514476   -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4800727007595793
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 788
 ROC AUC score: 0.9946194748208235
 avg_acc_score: 0.8624999999999996
 avg_acc_node: 0.8790000000000014
 mAP score: 0.8998276134611547
 Average mask density: 0.11342086840162831
 pos diff: [0.                   0.07271866340282535  0.07170441500411547
 0.11584488586945967  0.2919881343841553   0.054913913410517476
 0.06525342042247455  0.19756023328879785 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.0871317999914658
  0.4410563696514476   -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.48010184876867157
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 789
 ROC AUC score: 0.9946168994321738
 avg_acc_score: 0.8624999999999996
 avg_acc_node: 0.8786666666666683
 mAP score: 0.8997813171648583
 Average mask density: 0.11339537407785717
 pos diff: [0.                  0.07267944551696462 0.07174099230569256
 0.115820789066228   0.29198119044303894 0.05496968869720736
 0.06530140936374665 0.19750682958241167], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.0871317999914658
  0.4410563696514476   -0.007614612579345703  0.5898041948676109
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4801313013659406
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 790
 ROC AUC score: 0.9946144721233688
 avg_acc_score: 0.8627777777777775
 avg_acc_node: 0.8786666666666683
 mAP score: 0.8997661908491807
 Average mask density: 0.11337686564440026
 pos diff: [0.                  0.07263911484686797 0.0717770247912604
 0.11579201411117207 0.2919727563858032  0.05499126425673885
 0.06536093602577846 0.19738312784967751], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.0871317999914658
  0.4410563696514476   -0.007614612579345703  0.5896166829812911
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4801612777689956
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -35.92202612524852, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 791
 ROC AUC score: 0.9946115675572269
 avg_acc_score: 0.8627777777777775
 avg_acc_node: 0.8786666666666683
 mAP score: 0.899734551922805
 Average mask density: 0.11336098406706548
 pos diff: [0.                  0.07260155332975152 0.07181308215314691
 0.11576209501786665 0.2919635772705078  0.0549960344308807
 0.06542583132783572 0.19722779557622713], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.0871317999914658
  0.4410563696514476   -0.007614612579345703  0.5896166829812911
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.48019145067619246
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 792
 ROC AUC score: 0.9946087240239937
 avg_acc_score: 0.8624999999999998
 avg_acc_node: 0.8786666666666683
 mAP score: 0.8996626370457431
 Average mask density: 0.1133468838220273
 pos diff: [0.                  0.07256678756603524 0.07184915872644787
 0.115731203826991   0.2919539213180542  0.05498875341107769
 0.06549197236696878 0.1970504368173665 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.0873041327827233
  0.4410563696514476   -0.007614612579345703  0.5896166829812911
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4802217115088569
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 793
 ROC AUC score: 0.9946060605878689
 avg_acc_score: 0.8624999999999998
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8996072816433484
 Average mask density: 0.11333485561815371
 pos diff: [0.                  0.0725239126150273  0.071883907002851
 0.11569263555786827 0.29194194078445435 0.05497427308751691
 0.06555784394343694 0.19686062633991241], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08693114021592889
  0.4410563696514476   -0.007614612579345703  0.5896166829812911
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4802517325943471
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 794
 ROC AUC score: 0.9946035892553264
 avg_acc_score: 0.8624999999999998
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8995747216107882
 Average mask density: 0.11331963420274628
 pos diff: [0.                  0.07247104329511153 0.07191686516950939
 0.11564683453603224 0.29192855954170227 0.05498493655074027
 0.06561293005943299 0.19671926467583098], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08693114021592889
  0.4410563696514476   -0.007614612579345703  0.5896166829812911
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4802807651219077
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 795
 ROC AUC score: 0.9946010849049808
 avg_acc_score: 0.8624999999999998
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8995760368464786
 Average mask density: 0.11330179342218022
 pos diff: [0.                   0.07240761976596738  0.07194791820423663
 0.11559412967075001  0.2919137179851532   0.055017579947748495
 0.06565897266070048  0.19661989140099492 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08693114021592889
  0.4410563696514476   -0.007614612579345703  0.5896166829812911
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.48030887469198413
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 796
 ROC AUC score: 0.994598906730509
 avg_acc_score: 0.8624999999999998
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8994520289099706
 Average mask density: 0.11328022693915474
 pos diff: [0.                  0.07234314502763355 0.07197890941761742
 0.11554256217046217 0.29189908504486084 0.05507111933923537
 0.06569633310039838 0.19656189505396218], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08693114021592889
  0.4410563696514476   -0.007614612579345703  0.5896166829812911
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4803363641180105
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 797
 ROC AUC score: 0.9945965944837456
 avg_acc_score: 0.8622222222222219
 avg_acc_node: 0.8783333333333349
 mAP score: 0.899426643755909
 Average mask density: 0.11325533740145237
 pos diff: [0.                  0.07227895230301155 0.07201006392802088
 0.11549287302927537 0.29188480973243713 0.05514261030381726
 0.06572624891996384 0.19653896422221742], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08693114021592889
  0.4410563696514476   -0.007614612579345703  0.5896166829812911
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.480363324548206
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 798
 ROC AUC score: 0.9945942492191789
 avg_acc_score: 0.8622222222222219
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8994683104225756
 Average mask density: 0.1132280298567241
 pos diff: [0.                   0.07221592088376196  0.07204152335805342
 0.11544572602618824  0.29187098145484924  0.055226553832331014
 0.06575090239445368  0.1965390330758588  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08749847742151623
  0.4410563696514476   -0.007614612579345703  0.5896166829812911
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4803899112818169
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 799
 ROC AUC score: 0.9945920610393123
 avg_acc_score: 0.8622222222222219
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8995045758546745
 Average mask density: 0.11320370618640319
 pos diff: [0.                   0.07215823393222714  0.07207413990635517
 0.11540194235064767  0.2918570041656494   0.055288670043791496
 0.06578171998262405  0.1964970570186089  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08749847742151623
  0.4410563696514476   -0.007614612579345703  0.5896166829812911
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4804170114633567
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 800
 ROC AUC score: 0.9945895706965197
 avg_acc_score: 0.8622222222222219
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8995429112312153
 Average mask density: 0.11318212006287108
 pos diff: [0.                   0.07210583307526329  0.07210776406871386
 0.11536164337938482  0.2918429374694824   0.055330227219289346
 0.06581822782754898  0.1964160137135407  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08749847742151623
  0.4410563696514476   -0.007614612579345703  0.589052413980807
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.48044460491802077
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -35.711957189720124, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary_ep_800.pth.tar

 epoch: 801
 ROC AUC score: 0.994586944280356
 avg_acc_score: 0.8622222222222219
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8995131493264534
 Average mask density: 0.11316393925800611
 pos diff: [0.                  0.07205278198581097 0.07214121877654525
 0.11531904583627528 0.29182764887809753 0.05535252248087237
 0.06586012269059817 0.19629658707256975], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08749847742151623
  0.4410563696514476   -0.007614612579345703  0.589052413980807
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.48047244967890623
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 802
 ROC AUC score: 0.9945843788971014
 avg_acc_score: 0.8622222222222219
 avg_acc_node: 0.8783333333333349
 mAP score: 0.899510096823401
 Average mask density: 0.11314499340677882
 pos diff: [0.                  0.07199884323049183 0.07217445082900938
 0.11527554501186718 0.29181212186813354 0.05538076066201733
 0.06589958568414052 0.19618395125043803], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08749847742151623
  0.4410563696514476   -0.007614612579345703  0.5889146907194969
  0.43081733311216036   0.4746898602822731  ]
 Variance: 0.4804999926074492
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 803
 ROC AUC score: 0.9945816884464103
 avg_acc_score: 0.8622222222222219
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8993488688220994
 Average mask density: 0.11312468698551256
 pos diff: [0.                  0.07194321855040621 0.07220701639317284
 0.11523046114227989 0.29179656505584717 0.05541922128008258
 0.06593540410200754 0.19608853449081554], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08749847742151623
  0.4410563696514476   -0.007614612579345703  0.5889146907194969
  0.43081733311216036   0.4784749494544391  ]
 Variance: 0.4805270807668565
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 804
 ROC AUC score: 0.9945791900993016
 avg_acc_score: 0.8622222222222219
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8992288980521285
 Average mask density: 0.11310312639580955
 pos diff: [0.                  0.07188708279743668 0.07223912999649679
 0.11518450054255398 0.2917812168598175  0.05546648343724589
 0.06596817920605341 0.19600766845818224], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08749847742151623
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43146310274799665   0.4784749494544391  ]
 Variance: 0.4805538358642668
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 805
 ROC AUC score: 0.9945766127095731
 avg_acc_score: 0.8622222222222219
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8993199643931948
 Average mask density: 0.11308066272641067
 pos diff: [0.                  0.07183167141331129 0.07227093720239056
 0.11513873636722564 0.2917661964893341  0.05551991515582608
 0.06599867542584738 0.19593623331908522], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08749847742151623
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.4805803384798609
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 806
 ROC AUC score: 0.9945740143085151
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8780000000000017
 mAP score: 0.899239276562507
 Average mask density: 0.11306200926303699
 pos diff: [0.                  0.07178077889868051 0.07230318824121774
 0.11509425775571303 0.2917511463165283  0.05554869266286973
 0.066035412500302   0.19581685240926414], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08749847742151623
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.4806073873778889
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 807
 ROC AUC score: 0.9945714439225629
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8992154925885109
 Average mask density: 0.11304218357424654
 pos diff: [0.                  0.07173344960882644 0.07233577301679564
 0.11505224162882025 0.29173707962036133 0.05558308430256382
 0.06606983989477158 0.195705764252564  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08749847742151623
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.4806344461761145
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 808
 ROC AUC score: 0.9945685343537236
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8992571592551775
 Average mask density: 0.1130262836930444
 pos diff: [0.                  0.07168929660615843 0.0723687282278518
 0.1150117435238578  0.29172322154045105 0.05559274650389148
 0.06611263280113538 0.1955425359051803 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08702200971359064
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.48066199377594776
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 809
 ROC AUC score: 0.9945658138868477
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8780000000000017
 mAP score: 0.899224853597872
 Average mask density: 0.11300960670442824
 pos diff: [0.                  0.07165204394947398 0.07240221249170539
 0.1149768360636451  0.29171109199523926 0.05560337079148139
 0.06615396812558175 0.1953753304892573 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08702200971359064
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.48068956168635113
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 810
 ROC AUC score: 0.9945629613487592
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8993743244973428
 Average mask density: 0.11299209602132969
 pos diff: [0.                  0.07162119509760013 0.07243663737596559
 0.11494720957495949 0.2917005717754364  0.05561588007596231
 0.06619489242633184 0.19520618740854592], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08702200971359064
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.48071747064412546
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -35.530633214861155, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 811
 ROC AUC score: 0.9945600537809987
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8993743244973428
 Average mask density: 0.11297366134028863
 pos diff: [0.                  0.07159570278215015 0.07247176618615458
 0.11492201631719416 0.29169154167175293 0.05563099778467609
 0.06623520950476329 0.1950377611250713 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08789947087114508
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.48074556982826105
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 812
 ROC AUC score: 0.9945570801776318
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8780000000000017
 mAP score: 0.899304218677237
 Average mask density: 0.11295778549551613
 pos diff: [0.                  0.07157565887309303 0.07250750976160539
 0.11489984826608138 0.29168325662612915 0.05562784186294002
 0.06628062352538108 0.19483168320409183], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.621608749647771     0.08789947087114508
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.4807740605152662
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 813
 ROC AUC score: 0.994554283669755
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8992528161717903
 Average mask density: 0.11294331676080899
 pos diff: [0.                  0.0715570903021442  0.07254310063094146
 0.11487829089164733 0.2916755676269531  0.05561525134309646
 0.0663279930750529  0.1946086287498474 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.08790474563590751
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.4808026259941854
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 814
 ROC AUC score: 0.9945512680437292
 avg_acc_score: 0.8616666666666662
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8992137518745739
 Average mask density: 0.11292513013434945
 pos diff: [0.                  0.07153688605166664 0.07257809175932703
 0.11485658098350872 0.2916690409183502  0.05562661636260248
 0.06636770963668823 0.19443868871392875], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.08790474563590751
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.48083045041113903
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 815
 ROC AUC score: 0.9945485225633661
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8991390372373593
 Average mask density: 0.1129034371979424
 pos diff: [0.                  0.07151400180887585 0.07261226369329721
 0.11483406668359583 0.2916634976863861  0.05566111543486195
 0.06640071322520574 0.19431612820460878], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.08790474563590751
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.48085755275418546
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 816
 ROC AUC score: 0.9945457060446993
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8990621882610538
 Average mask density: 0.11288174874424589
 pos diff: [0.                  0.07148813437824407 0.0726455225924815
 0.11480927088043906 0.29165807366371155 0.05569787251372491
 0.06643335223197937 0.19420252380699948], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.08790474563590751
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.4808845386051818
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 817
 ROC AUC score: 0.9945430896339306
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.877333333333335
 mAP score: 0.8989456057694712
 Average mask density: 0.11286297441490713
 pos diff: [0.                  0.07145758699779668 0.0726776748649345
 0.11478060673583637 0.2916523814201355  0.05572512673754846
 0.06646997307737669 0.19407163611773787], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.4809115884424466
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 818
 ROC AUC score: 0.9945405082420442
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.877333333333335
 mAP score: 0.8989753676742331
 Average mask density: 0.11284312748110438
 pos diff: [0.                  0.07142373673186815 0.07270885917766035
 0.11474975564263083 0.2916468381881714  0.05576055136419112
 0.06650410071015359 0.19396296554598316], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.4809381827956033
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 819
 ROC AUC score: 0.9945381229558977
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8770000000000018
 mAP score: 0.8989729511093166
 Average mask density: 0.11282305890631784
 pos diff: [0.                  0.07138769414799273 0.07273933611625483
 0.11471723751588302 0.291641503572464   0.05579963927307437
 0.06653765564163526 0.19386548523245187], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.4809644782891389
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 820
 ROC AUC score: 0.9945358607361089
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8770000000000018
 mAP score: 0.8989729511093166
 Average mask density: 0.11280277072236998
 pos diff: [0.                  0.07134935185928976 0.07276903893336777
 0.11468236879868941 0.29163631796836853 0.05584259595601789
 0.06657080774505933 0.19377928612561063], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.48099047829752406
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -35.36065023392439, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 821
 ROC AUC score: 0.9945335134704633
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8770000000000018
 mAP score: 0.8989878320616975
 Average mask density: 0.11278249220886821
 pos diff: [0.                  0.07130796603920046 0.07279780457827671
 0.11464538709683851 0.29163122177124023 0.05588830743105181
 0.06660383393367132 0.19370195012668084], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.4810161910434896
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 822
 ROC AUC score: 0.9945313252905967
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8770000000000018
 mAP score: 0.898993148504514
 Average mask density: 0.11276508257854014
 pos diff: [0.                  0.07126257463920214 0.07282562073597237
 0.11460517942905427 0.29162585735321045 0.05592364625584695
 0.06664117127656936 0.19360593218227912], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.4810420011872935
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 823
 ROC AUC score: 0.9945289420055294
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8770000000000018
 mAP score: 0.8989331385258637
 Average mask density: 0.1127451360201991
 pos diff: [0.                  0.07121499707876158 0.07285270661361946
 0.11456467373804613 0.29162120819091797 0.0559751374586936
 0.06667399952809015 0.1935442552484315 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.4810673032990464
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 824
 ROC AUC score: 0.9945268228628877
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8770000000000018
 mAP score: 0.8989053607480859
 Average mask density: 0.11272545244021621
 pos diff: [0.                  0.07116728060501666 0.07287943461709771
 0.11452392095869238 0.29161691665649414 0.0560267579651648
 0.06670758972565333 0.19348073313976155], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.431839976956447     0.4784749494544391  ]
 Variance: 0.48109246029718683
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 825
 ROC AUC score: 0.9945245516382434
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8770000000000018
 mAP score: 0.8988600797408485
 Average mask density: 0.1127084412042767
 pos diff: [0.                  0.07112644452694034 0.07290730693123558
 0.11448846052993428 0.29161372780799866 0.05605750434821652
 0.06674785365660986 0.1933782522020669 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.4318443382779757    0.4784749494544391  ]
 Variance: 0.48111819179530546
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 826
 ROC AUC score: 0.9945221873634263
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8770000000000018
 mAP score: 0.8988526242333928
 Average mask density: 0.11269144771240991
 pos diff: [0.                  0.0710892165002744  0.07293585829498354
 0.11445782861926339 0.29161232709884644 0.05608595162630081
 0.06678923318783442 0.19326543088616996], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6216855224006432    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.4318443382779757    0.4784749494544391  ]
 Variance: 0.4811440140797773
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 827
 ROC AUC score: 0.9945197490486869
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.877333333333335
 mAP score: 0.89905158807819
 Average mask density: 0.11267736466455816
 pos diff: [0.                  0.07105628025433249 0.072965167770701
 0.11443132324652239 0.2916118800640106  0.05609330486866736
 0.0668371208012104  0.19310974509551607], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6201726134158363    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.4318443382779757    0.4784749494544391  ]
 Variance: 0.4811704337444569
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 828
 ROC AUC score: 0.9945172947253158
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.877333333333335
 mAP score: 0.8990835144851165
 Average mask density: 0.11266640066695204
 pos diff: [0.                  0.07102012905207547 0.07299383317143464
 0.11440190320665186 0.29161086678504944 0.05608439373393213
 0.06689010386665663 0.19292027940010203], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6201726134158363    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.4811970242015275
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 829
 ROC AUC score: 0.9945150225001321
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.877333333333335
 mAP score: 0.8989590134176328
 Average mask density: 0.112652460726045
 pos diff: [0.                   0.07097770827860872  0.07302110057231809
 0.11436868743462995  0.2916102111339569   0.056097977344066866
 0.06693670625487963  0.19277905698480277 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6201726134158363    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.4812228495286872
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 830
 ROC AUC score: 0.9945130174189923
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.877333333333335
 mAP score: 0.8988996021952314
 Average mask density: 0.11263845378174431
 pos diff: [0.                  0.07093044376570332 0.07304717809700768
 0.11433149738745256 0.29160934686660767 0.05611485483184937
 0.06698216274380683 0.1926519033210031 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6201726134158363    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.48124831108772725
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -35.1963214003481, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 831
 ROC AUC score: 0.9945108122299543
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.877333333333335
 mAP score: 0.8988590779047072
 Average mask density: 0.11262390003273777
 pos diff: [0.                   0.07088180046436215  0.07307257337018477
 0.11429227698932995  0.291608601808548    0.056135914498759855
 0.06702370966474215  0.19254054642956833 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6201726134158363    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.48127345161697993
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 832
 ROC AUC score: 0.9945084599616113
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8988127816084108
 Average mask density: 0.1126075113658617
 pos diff: [0.                  0.07083925013699807 0.07309879399528188
 0.11425868787548758 0.2916094958782196  0.05616228138246844
 0.06706356058518091 0.19244633101183792], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6200306642154032    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.4812984822260598
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 833
 ROC AUC score: 0.9945062587747313
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8988402788025748
 Average mask density: 0.11259020521309242
 pos diff: [0.                   0.07079695103582272  0.07312481930433226
 0.11422694813121449  0.2916114032268524   0.056195725356378866
 0.06710143809517224  0.19237536859923396 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6200306642154032    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.481323254794061
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 834
 ROC AUC score: 0.9945038254626896
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8989071979944939
 Average mask density: 0.11257177641129697
 pos diff: [0.                  0.07075740360031443 0.0731510707169525
 0.11419677734375    0.2916143536567688  0.05623609572649002
 0.06713753044605256 0.19232787140484514], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6200306642154032    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.4813478664586782
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 835
 ROC AUC score: 0.9945015792515324
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8988987994633916
 Average mask density: 0.11254952520176192
 pos diff: [0.                   0.07072089206088673  0.07317745291497096
 0.11416886963627555  0.29161837697029114  0.056295379515617125
 0.06716663241386414  0.1923280944084299  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6200306642154032    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.48137206267181865
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 836
 ROC AUC score: 0.9944995141380233
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8989059219705141
 Average mask density: 0.11252457164231061
 pos diff: [0.                  0.0706780927240356  0.07320210830239225
 0.11413479176434603 0.29162171483039856 0.05637376394964034
 0.06718705296516418 0.1923767384783975 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6200306642154032    0.0879858990838705
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.4813954471725499
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 837
 ROC AUC score: 0.9944976501329517
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8988919871036382
 Average mask density: 0.11249651875099898
 pos diff: [0.                  0.07063000285921019 0.07322517628512107
 0.1140952004627748  0.29162442684173584 0.05647348924990623
 0.06719990695516269 0.19247665847169942], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6200306642154032    0.08772004266415746
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.48141825639303554
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 838
 ROC AUC score: 0.9944958581667235
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8988881247220584
 Average mask density: 0.11246640766085958
 pos diff: [0.                  0.0705776153024563  0.0732469925703096
 0.11405109871517528 0.291626513004303   0.05658801164357893
 0.06720790217320124 0.1926130061519557 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6200306642154032    0.089092620887047
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.481440866461369
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 839
 ROC AUC score: 0.994494002165968
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8989018385409192
 Average mask density: 0.1124369814578731
 pos diff: [0.                   0.07052954612684643  0.07326944652667716
 0.11401009126143022  0.2916293144226074   0.056697419574183804
 0.06721822569767634  0.19274527502471003 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6200306642154032    0.089092620887047
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.4814635767591136
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 840
 ROC AUC score: 0.9944921971927264
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8989346133792497
 Average mask density: 0.11240606927964417
 pos diff: [0.                  0.07048643743696291 0.07329260022187035
 0.11397294239564375 0.29163286089897156 0.05681054822860226
 0.06722692896922429 0.19289058549650784], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.089092620887047
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.48148617484818174
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -35.02681782795116, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 841
 ROC AUC score: 0.9944904942745129
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8989397195884
 Average mask density: 0.11237319468697833
 pos diff: [0.                  0.07044621686304896 0.07331596351852102
 0.11393782767382535 0.2916368842124939  0.05693160430077584
 0.0672325499355793  0.193060374465482  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.089092620887047
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.4815086029527481
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 842
 ROC AUC score: 0.9944886272678229
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8988471269958075
 Average mask density: 0.11234184913582847
 pos diff: [0.                  0.07040839796223916 0.07333963148850055
 0.11390387307513844 0.29164114594459534 0.05704298351080187
 0.06724097008506456 0.19321907645669475], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.08963499704668344
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.4784749494544391  ]
 Variance: 0.481531180308408
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 843
 ROC AUC score: 0.9944867182384741
 avg_acc_score: 0.8616666666666665
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8988441207428012
 Average mask density: 0.1123098920995814
 pos diff: [0.                  0.07037396839827545 0.07336367974596575
 0.1138721988959746  0.29164570569992065 0.05715342827381626
 0.06724911034107209 0.19338270096943297], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.08963499704668344
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.48155369909774814
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 844
 ROC AUC score: 0.9944845130494362
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8776666666666684
 mAP score: 0.898725453915801
 Average mask density: 0.11227809027695114
 pos diff: [0.                  0.0703428826056236  0.07338813292093513
 0.11384272141890092 0.29165029525756836 0.05725833797647107
 0.06725801726182302 0.19354153398809762], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.09063233743029192
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.4815762153666757
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 845
 ROC AUC score: 0.9944823698938466
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8987030406294989
 Average mask density: 0.11224873753077762
 pos diff: [0.                   0.07030757842970288  0.07341160902307053
 0.11380801173773679  0.2916533350944519   0.057350137541371006
 0.06727031643191973  0.19367704514799447 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.09063233743029192
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.48159865070159225
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 846
 ROC AUC score: 0.9944803317949037
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8987084872525928
 Average mask density: 0.1122249362264324
 pos diff: [0.                  0.07026816670559655 0.07343436494346492
 0.1137680554931814  0.2916547358036041  0.05741321776182421
 0.06729212701320648 0.19375657367295232], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.09063233743029192
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.48162139473595983
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 847
 ROC AUC score: 0.9944779985368112
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8986714502155557
 Average mask density: 0.11220343399768723
 pos diff: [0.                  0.07022644074495174 0.0734566063427728
 0.11372471776875583 0.2916547358036041  0.05746163668171052
 0.06731769690910976 0.19381165812755452], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.09063233743029192
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.4816442385597641
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 848
 ROC AUC score: 0.9944757413197196
 avg_acc_score: 0.8613888888888885
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8986588239529294
 Average mask density: 0.1121832835715928
 pos diff: [0.                  0.07019094199188484 0.0734800117567551
 0.11368620558218523 0.2916550636291504  0.0574937496454485
 0.0673472598195076  0.1938399364208353 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.09063233743029192
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.4816673916138869
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 849
 ROC AUC score: 0.9944736051679065
 avg_acc_score: 0.8611111111111108
 avg_acc_node: 0.8776666666666684
 mAP score: 0.898623109667215
 Average mask density: 0.11216440525301183
 pos diff: [0.                  0.07016105937563684 0.0735044843894391
 0.1136520187963139  0.291655570268631   0.05751063145937458
 0.06738045265277227 0.19384274040830546], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.09063233743029192
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.48169082253286416
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 850
 ROC AUC score: 0.9944711608499304
 avg_acc_score: 0.8611111111111108
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8984783906080939
 Average mask density: 0.11214701710718598
 pos diff: [0.                  0.07013627936032192 0.073529906016736
 0.11362168599258769 0.2916562259197235  0.0575121299874398
 0.06741754462321599 0.1938185147170363 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.09063233743029192
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.48171452080216115
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -34.86145714763552, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 851
 ROC AUC score: 0.9944687825675604
 avg_acc_score: 0.8611111111111108
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8984658753455786
 Average mask density: 0.11213186937844388
 pos diff: [0.                  0.07010746273127469 0.07355448135659715
 0.11358694352886893 0.2916553318500519  0.05750161962163064
 0.06745741764704387 0.19377197530762902], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.09063233743029192
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.48173816011266657
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 852
 ROC AUC score: 0.9944664312997569
 avg_acc_score: 0.8611111111111108
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8983187192609224
 Average mask density: 0.11211697017520648
 pos diff: [0.                  0.07008093718654854 0.07357940127041714
 0.11355440047654239 0.29165446758270264 0.05748641587072803
 0.06749813208977382 0.19371590737638802], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.08982240907416857
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.48176181693719156
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 853
 ROC AUC score: 0.9944641200535329
 avg_acc_score: 0.8611111111111108
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8983600136147168
 Average mask density: 0.11210252636050358
 pos diff: [0.                  0.07005058561474824 0.07360361996761039
 0.11352067589759826 0.29165300726890564 0.05746902549459088
 0.06753888900081316 0.19365481929532413], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.08982240907416857
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.48178533623841313
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 854
 ROC AUC score: 0.9944619388774427
 avg_acc_score: 0.8608333333333331
 avg_acc_node: 0.8776666666666684
 mAP score: 0.8981302787526291
 Average mask density: 0.11208971286105776
 pos diff: [0.                  0.07000871138139204 0.07362558009210697
 0.11347812739285555 0.29164934158325195 0.05744939225335275
 0.06758010114232699 0.19358600419143152], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6198038803644417    0.08982240907416857
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.48180847058694837
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 855
 ROC AUC score: 0.9944598327418145
 avg_acc_score: 0.8608333333333331
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8981457956431459
 Average mask density: 0.1120771953329322
 pos diff: [0.                  0.06996452734490072 0.07364705352743794
 0.11343526108698411 0.29164522886276245 0.05742827706759976
 0.06762149333953857 0.1935121838388772 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.08982240907416857
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.481831478251207
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 856
 ROC AUC score: 0.9944576985910805
 avg_acc_score: 0.8608333333333331
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8981180178653682
 Average mask density: 0.11206465455060093
 pos diff: [0.                   0.06991830000207444  0.07366803756430129
 0.11339216178113765  0.2916407287120819   0.057407927368917776
 0.0676627941429615   0.1934372453854002  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.08982240907416857
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.4818543342742788
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 857
 ROC AUC score: 0.9944555154139112
 avg_acc_score: 0.8608333333333331
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8981491626465129
 Average mask density: 0.11205433582394252
 pos diff: [0.                   0.06987037244907096  0.07368869476081912
 0.1133485498753461   0.2916359305381775   0.057378184410833546
 0.06770758777856827  0.19333982775951253 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.48187732264322636
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 858
 ROC AUC score: 0.9944533762604796
 avg_acc_score: 0.8608333333333331
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8980909107132611
 Average mask density: 0.11204475769771856
 pos diff: [0.                  0.06981986810353176 0.07370870886755383
 0.11330366703596982 0.29163092374801636 0.05735000054682455
 0.06775302315751712 0.19323851116772356], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48251178038531334 ]
 Variance: 0.4819002715289504
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 859
 ROC AUC score: 0.9944513501680106
 avg_acc_score: 0.8605555555555552
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8980297334645839
 Average mask density: 0.11203281681280505
 pos diff: [0.                  0.06976864185215027 0.07372830549547495
 0.11325893808494915 0.2916259169578552  0.05733735114336014
 0.06779383172591527 0.1931626832690732 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4819228401422375
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 860
 ROC AUC score: 0.9944492320259084
 avg_acc_score: 0.8605555555555552
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8979602890201394
 Average mask density: 0.11201849514878148
 pos diff: [0.                   0.06971700255535851  0.07374749449658985
 0.11321444619785656  0.29162096977233887  0.057340326088090095
 0.06782971595724424  0.19311261228446303 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48194502111267495
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -34.72049030708149, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 861
 ROC AUC score: 0.9944474330559039
 avg_acc_score: 0.8602777777777775
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8979176238059055
 Average mask density: 0.11200195117555609
 pos diff: [0.                  0.06966384457162589 0.07376609804216495
 0.11316979093985124 0.2916159927845001  0.05735847762515468
 0.06786074514190356 0.19308774532942935], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48196679988508984
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 862
 ROC AUC score: 0.9944454699974226
 avg_acc_score: 0.8602777777777775
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8979325047582866
 Average mask density: 0.11198357147693765
 pos diff: [0.                  0.06961126071362456 0.0737845395222183
 0.11312612674453042 0.2916111648082733  0.05738829364699702
 0.06788801848888397 0.19307997206161762], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4819882839983683
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 863
 ROC AUC score: 0.9944436800322735
 avg_acc_score: 0.8602777777777775
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8979325047582866
 Average mask density: 0.11196590231007643
 pos diff: [0.                   0.06955262058037372  0.07380158127832019
 0.11307624578475953  0.2916048467159271   0.057420055231740395
 0.06791476060946783  0.19306598346808862 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48200944134535223
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 864
 ROC AUC score: 0.9944419851183758
 avg_acc_score: 0.8602777777777775
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8979170387428206
 Average mask density: 0.11194914779344778
 pos diff: [0.                   0.06949053520013478  0.07381766024699882
 0.11302179639989679  0.29159730672836304  0.057450991965109305
 0.067941981057326    0.1930409998729311  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4820303784932593
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 865
 ROC AUC score: 0.9944398389611679
 avg_acc_score: 0.8602777777777775
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8980219770144255
 Average mask density: 0.11193455265824959
 pos diff: [0.                   0.0694379358252218   0.073835627599196
 0.11297367919575084  0.2915910482406616   0.057465931580912684
 0.06797470351060232  0.19297764527386632 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4820518404885138
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 866
 ROC AUC score: 0.9944377308244605
 avg_acc_score: 0.8602777777777775
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8981040477214962
 Average mask density: 0.11192189220296304
 pos diff: [0.                  0.0693944515275561  0.07385539836134793
 0.11293162215839733 0.2915860414505005  0.05746640721636434
 0.06801285793383917 0.1928786029075754 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4820738420927542
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 867
 ROC AUC score: 0.9944352254735753
 avg_acc_score: 0.8602777777777775
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8980924736474221
 Average mask density: 0.11190823261357873
 pos diff: [0.                  0.06935994339383338 0.07387670061805031
 0.11289576508782127 0.29158228635787964 0.05746700158042292
 0.06805065621932348 0.19277387292220674], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48209604404146705
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 868
 ROC AUC score: 0.99443289721818
 avg_acc_score: 0.8602777777777775
 avg_acc_node: 0.8783333333333349
 mAP score: 0.898074198793621
 Average mask density: 0.11189334547937121
 pos diff: [0.                   0.06933409615981677  0.07389950801518337
 0.11286514618180014  0.2915797531604767   0.057469289389348796
 0.06808745836218198  0.1926674097776413  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4821183431490784
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 869
 ROC AUC score: 0.9944305219374288
 avg_acc_score: 0.8599999999999998
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8980021937289687
 Average mask density: 0.11187779683461621
 pos diff: [0.                  0.06930857182534272 0.07392211295356435
 0.11283276622945612 0.2915768623352051  0.05747643281375208
 0.06812245373924573 0.1925653799854476 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.482140559911763
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 870
 ROC AUC score: 0.9944282897338245
 avg_acc_score: 0.8599999999999998
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8980036634526607
 Average mask density: 0.11186148658181315
 pos diff: [0.                  0.06928262902685434 0.07394448636977141
 0.11279870380054821 0.29157352447509766 0.05748919710036247
 0.0681552343070507  0.1924704148851592 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09076040589119777
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4821625928038163
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -34.582654564175755, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 871
 ROC AUC score: 0.9944256913327667
 avg_acc_score: 0.8599999999999998
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8979277232633627
 Average mask density: 0.11184351040410334
 pos diff: [0.                  0.06926405996330513 0.07396808611459968
 0.11277044523846019 0.29157134890556335 0.05750603084602664
 0.06818604593475659 0.19238175348988895], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09132834751743915
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4821846351625052
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 872
 ROC AUC score: 0.9944234841426497
 avg_acc_score: 0.8599999999999998
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8979347995204389
 Average mask density: 0.1118247728962792
 pos diff: [0.                   0.06924325424777575  0.07399114547682202
 0.1127394443208521   0.29156845808029175  0.057530020513842185
 0.06821456104516983  0.1923030923152792  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09045303040299534
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48220634952116853
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 873
 ROC AUC score: 0.9944209637836722
 avg_acc_score: 0.8599999999999998
 avg_acc_node: 0.8780000000000017
 mAP score: 0.8979347995204389
 Average mask density: 0.11180439787232382
 pos diff: [0.                  0.06922748192282747 0.07401507994360175
 0.1127131001515822  0.2915664613246918  0.05756003938374981
 0.0682410255074501  0.19223343144203053], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09045303040299534
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4822280420286799
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 874
 ROC AUC score: 0.994418448427392
 avg_acc_score: 0.8599999999999998
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8979027482383877
 Average mask density: 0.11178364192496612
 pos diff: [0.                   0.06920681561320281  0.07403793807857292
 0.11268235065720299  0.291563481092453    0.057596335728322304
 0.06826523318886757  0.1921729923322283  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09045303040299534
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48224938366663667
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 875
 ROC AUC score: 0.9944159570840597
 avg_acc_score: 0.8599999999999998
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8979216991948386
 Average mask density: 0.11176423192375563
 pos diff: [0.                  0.06918991720380861 0.074061626737768
 0.11265522729266773 0.2915612459182739  0.05762347458831726
 0.06829300175110499 0.19209284566599746], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09045303040299534
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4822709689037458
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 876
 ROC AUC score: 0.9944136678497045
 avg_acc_score: 0.8599999999999998
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8979611438713446
 Average mask density: 0.11174620286692158
 pos diff: [0.                   0.0691756505118914   0.07408588311888954
 0.11263090805573897  0.29155951738357544  0.057641720579516505
 0.06832395096619924  0.19199401602662844 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09045303040299534
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48229282722610645
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 877
 ROC AUC score: 0.9944109393785129
 avg_acc_score: 0.8599999999999998
 avg_acc_node: 0.8776666666666683
 mAP score: 0.8980642442567978
 Average mask density: 0.11172769547170337
 pos diff: [0.                   0.0691644992710145   0.07411080574201158
 0.11261005889285694  0.29155826568603516  0.057658242121819525
 0.06835457757115364  0.19189166406105304 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09071915923071301
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48231474711336003
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 878
 ROC AUC score: 0.9944084430324831
 avg_acc_score: 0.8599999999999998
 avg_acc_node: 0.8776666666666683
 mAP score: 0.8980642442567978
 Average mask density: 0.11170990130076687
 pos diff: [0.                  0.06914678683950881 0.07413454440014422
 0.11258380142125217 0.2915555238723755  0.057673369684527
 0.06838480035463969 0.19178618747612525], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09071915923071301
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.482336371321027
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 879
 ROC AUC score: 0.9944060027166648
 avg_acc_score: 0.8599999999999998
 avg_acc_node: 0.8776666666666683
 mAP score: 0.898015362582916
 Average mask density: 0.11169250534524792
 pos diff: [0.                  0.06912140954624522 0.07415683629099003
 0.11255145994099704 0.2915513217449188  0.05769022025408283
 0.06841361944874128 0.19168299796252414], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09071915923071301
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4823576958943068
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 880
 ROC AUC score: 0.994403414321002
 avg_acc_score: 0.8599999999999998
 avg_acc_node: 0.8776666666666683
 mAP score: 0.8980318039959093
 Average mask density: 0.11167446531537195
 pos diff: [0.                  0.06909781029401732 0.07417945379068043
 0.11252181963487105 0.2915474474430084  0.05770765941950583
 0.06844188099106154 0.19158100054181856], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.0918937096418428
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4823790548921058
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -34.447633023839444, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 881
 ROC AUC score: 0.9944009259792881
 avg_acc_score: 0.8597222222222219
 avg_acc_node: 0.8776666666666683
 mAP score: 0.8979710482121143
 Average mask density: 0.11165461411890111
 pos diff: [0.                  0.0690746864011465  0.07420223187809148
 0.11249407313086769 0.2915438115596771  0.05773303585667764
 0.0684676080942154  0.191494132424223  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09189458647050149
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4824002796445956
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 882
 ROC AUC score: 0.9943983035652824
 avg_acc_score: 0.8597222222222219
 avg_acc_node: 0.8776666666666683
 mAP score: 0.8979710482121143
 Average mask density: 0.11163552893932469
 pos diff: [0.                   0.06904566608184626  0.07422439495394052
 0.11246520443396135  0.2915399372577667   0.057757281728329196
 0.06849363073706627  0.19140511134575153 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09189458647050149
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4824214226346962
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 883
 ROC AUC score: 0.9943957221733959
 avg_acc_score: 0.8597222222222219
 avg_acc_node: 0.8776666666666683
 mAP score: 0.8979710482121143
 Average mask density: 0.11161774158041636
 pos diff: [0.                   0.06900640952685648  0.07424519057116233
 0.1124308932911266   0.2915347218513489   0.057780069929938165
 0.06851976936062178  0.19131346457991108 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09189458647050149
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4824423434729686
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 884
 ROC AUC score: 0.9943931667955362
 avg_acc_score: 0.8594444444444442
 avg_acc_node: 0.8776666666666683
 mAP score: 0.8979145005930665
 Average mask density: 0.11160121489442493
 pos diff: [0.                  0.06895688742645516 0.07426450296866992
 0.11239066828380931 0.2915281653404236  0.05780133869378797
 0.06854638308286667 0.1912197506633298 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09189458647050149
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4824631435401838
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 885
 ROC AUC score: 0.9943907564959027
 avg_acc_score: 0.8594444444444442
 avg_acc_node: 0.8776666666666683
 mAP score: 0.8978724831968825
 Average mask density: 0.11158341077077864
 pos diff: [0.                   0.0688983544337848   0.07428245209465342
 0.11234573071653192  0.2915203273296356   0.057833085137028846
 0.06856849839289983  0.19114788184905873 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09189458647050149
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48248352905495734
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 886
 ROC AUC score: 0.9943884792680212
 avg_acc_score: 0.8594444444444442
 avg_acc_node: 0.8780000000000014
 mAP score: 0.8978407638335099
 Average mask density: 0.11156447212847179
 pos diff: [0.                   0.06883265213532881  0.07429926479158323
 0.11229701475663618  0.2915114164352417   0.057873615334110874
 0.06858659759163857  0.19109462098828678 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.0916834791337163
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4825034782362344
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 887
 ROC AUC score: 0.9943862710773649
 avg_acc_score: 0.8594444444444442
 avg_acc_node: 0.8780000000000014
 mAP score: 0.897725023092769
 Average mask density: 0.111544706279232
 pos diff: [0.                  0.06876201447376534 0.07431530041142928
 0.11224572929469022 0.2915017008781433  0.05791989353395278
 0.06860179354747137 0.1910543868253971 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09188756494482686
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4825230926902419
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 888
 ROC AUC score: 0.9943839728381544
 avg_acc_score: 0.8594444444444442
 avg_acc_node: 0.8780000000000014
 mAP score: 0.8977098715776176
 Average mask density: 0.11152434719667198
 pos diff: [0.                  0.06868817490979659 0.07433085352921288
 0.11219281174919822 0.2914913594722748  0.05796971508572178
 0.06861499150594076 0.19102291403145627], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09188756494482686
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4825424470215072
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 889
 ROC AUC score: 0.9943818246798672
 avg_acc_score: 0.8594444444444442
 avg_acc_node: 0.8780000000000014
 mAP score: 0.8977282883460345
 Average mask density: 0.11150435915884266
 pos diff: [0.                  0.06860288115572338 0.07434402492420733
 0.11213181831619956 0.2914790213108063  0.05802333955803225
 0.06862645149230957 0.19099948889222637], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09188756494482686
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.482561303561805
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 890
 ROC AUC score: 0.9943796935307518
 avg_acc_score: 0.8594444444444442
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8975487649373444
 Average mask density: 0.11148733500337636
 pos diff: [0.                   0.06850972131264112  0.07435556408787562
 0.11206460974433205  0.29146528244018555  0.058065060165620616
 0.06864154835542043  0.1909541261607203  ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09188756494482686
  0.4410563696514476   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48258014244403313
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -34.31544769695029, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar

 epoch: 891
 ROC AUC score: 0.9943778425326936
 avg_acc_score: 0.8594444444444442
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8975676692583321
 Average mask density: 0.11147295230831325
 pos diff: [0.                  0.06840152656736452 0.07436411341359793
 0.11198722720146179 0.2914491295814514  0.05810133319708609
 0.06865758175651232 0.19090031703998303], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09188756494482686
  0.4409772135994651   -0.007614612579345703  0.588879186780222
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48259857333756107
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  25.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 892
 ROC AUC score: 0.9943761386139405
 avg_acc_score: 0.8597222222222219
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8975266639673267
 Average mask density: 0.11145992584161983
 pos diff: [0.                  0.06828152271341686 0.0743702231359876
 0.11190217950127342 0.29143133759498596 0.05813717048975729
 0.06867348030209541 0.19084767123748517], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09188756494482686
  0.4409772135994651   -0.007614612579345703  0.5831230575999906
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4826165718395312
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  26.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 893
 ROC AUC score: 0.994374563764782
 avg_acc_score: 0.8597222222222219
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8975266639673267
 Average mask density: 0.11144563043305962
 pos diff: [0.                  0.06815522638234225 0.07437473560167739
 0.1118143623525446  0.2914130687713623  0.05818245175384706
 0.06868544742465019 0.1908155196699603 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09188756494482686
  0.4409772135994651   -0.007614612579345703  0.5831230575999906
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4826340748601896
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  26.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 894
 ROC AUC score: 0.9943731470008629
 avg_acc_score: 0.8597222222222219
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8975295521108884
 Average mask density: 0.11143078514233548
 pos diff: [0.                  0.06801947237046296 0.07437732446292215
 0.11172248666936702 0.29139408469200134 0.05823387061395953
 0.06869444971283277 0.19079820092382102], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09188756494482686
  0.4409772135994651   -0.007614612579345703  0.5831230575999906
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4826512158458946
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  26.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 895
 ROC AUC score: 0.9943719143362102
 avg_acc_score: 0.8599999999999997
 avg_acc_node: 0.8783333333333349
 mAP score: 0.897586099729936
 Average mask density: 0.11141522565717307
 pos diff: [0.                  0.06788501808466005 0.07437952121427237
 0.11163216449997641 0.2913755476474762  0.05828651209031382
 0.06870181187987327 0.19078668438155075], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09191148512619586
  0.4409772135994651   -0.007614612579345703  0.5831230575999906
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4826682238795408
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  26.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 896
 ROC AUC score: 0.9943704985728306
 avg_acc_score: 0.8599999999999997
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8974457253983851
 Average mask density: 0.11139942897682545
 pos diff: [0.                  0.0677554186218041  0.07438198667912443
 0.11154511191628196 0.2913576662540436  0.05833539294619714
 0.068708552668492   0.19077125037538595], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09191148512619586
  0.4409772135994651   -0.007614612579345703  0.5831230575999906
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4826852526613132
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  26.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 897
 ROC AUC score: 0.9943690327824765
 avg_acc_score: 0.8599999999999997
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8974484702380865
 Average mask density: 0.11138566331204354
 pos diff: [0.                  0.0676369807444328  0.07438617476747056
 0.11146497347138144 0.29134154319763184 0.0583650813468041
 0.068721521149079   0.19072270855821413], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09191148512619586
  0.4409772135994651   -0.007614612579345703  0.5831230575999906
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48270290800679894
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  26.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 898
 ROC AUC score: 0.9943671757811813
 avg_acc_score: 0.8599999999999997
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8974428569429995
 Average mask density: 0.11137362491916968
 pos diff: [0.                  0.06753213666687327 0.074392554434863
 0.11139323711395263 0.2913275361061096  0.05837579960784604
 0.06874066417415937 0.1906415794430108 ], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09191148512619586
  0.4409772135994651   -0.007614612579345703  0.5831230575999906
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.48272120252353723
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  26.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 899
 ROC AUC score: 0.9943652947669381
 avg_acc_score: 0.8599999999999997
 avg_acc_node: 0.8783333333333349
 mAP score: 0.8974205257883155
 Average mask density: 0.11136301026843637
 pos diff: [0.                  0.06744254226526938 0.07440143798993638
 0.11133068366484208 0.29131579399108887 0.05836843482909664
 0.06876622140407562 0.19052927144642534], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09191148512619586
  0.4409772135994651   -0.007614612579345703  0.5852752770147016
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4827400643093235
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  26.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]

 epoch: 900
 ROC AUC score: 0.9943631576145858
 avg_acc_score: 0.8602777777777774
 avg_acc_node: 0.8790000000000017
 mAP score: 0.897488647481437
 Average mask density: 0.1113516971499525
 pos diff: [0.                  0.06736110113869029 0.07441131635145708
 0.1112729245966131  0.2913045585155487  0.05835880026701958
 0.0687919815381368  0.19041577906444154], inv diff: [0. 0. 0. 0. 0. 0. 0. 0.], topk inv diff: [ 0.                    0.6196934162092603    0.09119956626379785
  0.4409772135994651   -0.007614612579345703  0.5852752770147016
  0.43213396246234576   0.48244797618224705 ]
 Variance: 0.4827589830786693
 flips: [  0. 121. 121.  55.   1. 124. 120.  58.], Inv flips: [0. 0. 0. 0. 0. 0. 0. 0.], topk: 4.0, topk Inv flips: [  0.  20. 119.   1.   1.  26.  73.   2.], Incorrect preds: 17.0, Total: [  1. 121. 121.  55.   1. 124. 120.  58.]
 explainer params sum: -34.191229806281626, model params sum: 0.8371666371822357
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary.pth.tar
 ckpt saved at ./ckpt/syn2/0406_syn4_rep_logdir/0406_syn4_repexplainer_syn2_pgenoboundary_ep_900.pth.tar