loading model
ckpt/Mutagenicity/Mutagenicity_base_h20_o20.pth.tar
=> loading checkpoint 'ckpt/Mutagenicity/Mutagenicity_base_h20_o20.pth.tar'
0  : 
loading initial explainer ckpt from :  ./ckpt/Mutagenicity/RCExplainer/rcexplainer_noldb.pth.tar
rule label:  0
rule: pos samples 1742
rule: neg samples 1258
Rules extracted:  {'boundary': [{'basis': array([ -0.7778877 ,   2.7435977 ,  17.096867  ,  -2.230471  ,
         7.4752607 ,   3.057279  ,  23.858824  ,  17.076761  ,
        20.68311   ,  -2.4843447 , -25.7729    ,  -0.6883296 ,
        10.373083  , -10.964664  ,  -2.3192563 ,  -1.9224882 ,
       -19.005634  , -21.42466   ,   3.007985  ,  -1.1455414 ,
        -0.13652885], dtype=float32), 'label': 1}], 'label': 0}
rule label:  1
rule: pos samples 1258
rule: neg samples 1742
Rules extracted:  {'boundary': [{'basis': array([  0.7778877 ,  -2.7435977 , -17.096867  ,   2.230471  ,
        -7.4752607 ,  -3.057279  , -23.858824  , -17.076761  ,
       -20.68311   ,   2.4843447 ,  25.7729    ,   0.6883296 ,
       -10.373083  ,  10.964664  ,   2.3192563 ,   1.9224882 ,
        19.005634  ,  21.42466   ,  -3.007985  ,   1.1455414 ,
         0.13652894], dtype=float32), 'label': 0}], 'label': 1}
EVALUATING
sum of params of loaded explainer: -69.96377245336771
sum of params of loaded model: -45.76451079547405
ROC AUC score: 0.3485368027634127
noise percent: 10.0, inverse noise: False
avg removed edges: 0.0
pred removed edges: 0.0
avg added edges: 0.0
avg adj diff: 0.0
avg noise diff: 0.0
avg pred diff: 0.0
skipped iters: 0.0
Average mask density: 0.55692007734101
pos diff: [0.07738561856694617 0.                 ], inv diff: [0.3393993732537071 0.                ], k: 8.0, topk inv diff: [0.5293933751367933 0.                ]
Variance:  0.4189016268050713
Flips:  [687.   0.]
inv Flips:  [687.   0.]
topk inv Flips:  [287.   0.]
Incorrect preds:  0.0
Total:  [687.   1.]
Reporting statistics
Samples: 687
Edge fidelity prediction change: [0.                  0.5443959243085881  0.5269286754002911
 0.4366812227074236  0.3682678311499272  0.2940320232896652
 0.12081513828238719 0.                  0.                 ]
 Edge fidelity confidence change: [-3.2673708996918523e-02  5.1283229199906455e-01  4.7175331459295283e-01
  3.9573051119995950e-01  3.3331501657438767e-01  2.7350270787180769e-01
  1.2774507074550423e-01  1.2918226583555795e-04  0.0000000000000000e+00] for sparsity [0.                 0.5180312749947349 0.7722939278881623
 0.8300358852618299 0.8734942899347219 0.9296192558051197
 0.9758350500373341 0.9999862678533384 1.                ]
Mask density: [0.]
Sparsity, 0.0,0.5180312749947349,0.7722939278881623,0.8300358852618299,0.8734942899347219,0.9296192558051197,0.9758350500373341,0.9999862678533384,1.0,
Fidelity, -0.03267370899691852,0.5128322919990645,0.47175331459295283,0.3957305111999595,0.33331501657438767,0.2735027078718077,0.12774507074550423,0.00012918226583555795,0.0,

SUMMARY
Sparsity, 0.0000,0.5180,0.7723,0.8300,0.8735,0.9296,0.9758,1.0000,1.0000,
Fidelity, -0.0327,0.5128,0.4718,0.3957,0.3333,0.2735,0.1277,0.0001,0.0000,

