SGraFormer/vs

====> input_2D:  [[[[-0.17325002 -0.17840627]
   [-0.16224998 -0.18938544]
   [-0.1595      0.00549481]
   ...
   [-0.12924999 -0.38701043]
   [-0.12924999 -0.28819796]
   [-0.23925    -0.26623955]]

  [[ 0.11524999 -0.21262503]
   [ 0.06274998 -0.21262503]
   [ 0.05225003 -0.02362502]
   ...
   [ 0.04174995 -0.40162498]
   [ 0.00762498 -0.28875   ]
   [ 0.07587504 -0.28875   ]]

  [[ 0.126382   -0.27275002]
   [ 0.17350698 -0.28324997]
   [ 0.18659711 -0.10212499]
   ...
   [ 0.1892153  -0.47224998]
   [ 0.22063196 -0.36725003]
   [ 0.16303468 -0.41974998]]

  [[ 0.11715972 -0.28818753]
   [ 0.10402083 -0.27506253]
   [ 0.07774305 -0.03881248]
   ...
   [ 0.08759713 -0.5277187 ]
   [ 0.08759713 -0.37678126]
   [ 0.22884035 -0.3669375 ]]]


 [[[-0.17236805 -0.17731252]
   [-0.16139579 -0.18827084]
   [-0.15865278  0.00623951]
   ...
   [-0.12847918 -0.38552085]
   [-0.12573606 -0.28415623]
   [-0.23351866 -0.263042  ]]

  [[ 0.11031246 -0.21437502]
   [ 0.06462502 -0.2116875 ]
   [ 0.05387497 -0.02356249]
   ...
   [ 0.04312503 -0.4051875 ]
   [ 0.01087499 -0.28693748]
   [ 0.07537496 -0.2815625 ]]

  [[ 0.12379158 -0.2751823 ]
   [ 0.17327082 -0.27778125]
   [ 0.18889582 -0.10105205]
   ...
   [ 0.18889582 -0.47530204]
   [ 0.21754158 -0.36354685]
   [ 0.15504158 -0.41552603]]

  [[ 0.12193751 -0.28907296]
   [ 0.10231245 -0.27596876]
   [ 0.0826875  -0.04009375]
   ...
   [ 0.08595836 -0.5216719 ]
   [ 0.09904158 -0.37752607]
   [ 0.23314583 -0.35459378]]]


 [[[-0.1726042  -0.17912498]
   [-0.1616875  -0.17912498]
   [-0.1562292   0.00645826]
   ...
   [-0.12893748 -0.3865417 ]
   [-0.12893748 -0.28829166]
   [-0.23810416 -0.2555417 ]]

  [[ 0.11325002 -0.20937502]
   [ 0.063375   -0.20674998]
   [ 0.05025005 -0.02037501]
   ...
   [ 0.03974998 -0.403625  ]
   [ 0.00825    -0.28812498]
   [ 0.07912505 -0.28025   ]]

  [[ 0.126382   -0.27367705]
   [ 0.17350698 -0.28415626]
   [ 0.18659711 -0.10339063]
   ...
   [ 0.1892153  -0.47278124]
   [ 0.22063196 -0.36798954]
   [ 0.16303468 -0.40990627]]

  [[ 0.12304163 -0.28884378]
   [ 0.1034584  -0.27578124]
   [ 0.07408333 -0.03739062]
   ...
   [ 0.08713889 -0.52070314]
   [ 0.08713889 -0.37048438]
   [ 0.23074996 -0.34435937]]]


 ...


 [[[-0.15943056 -0.18728128]
   [-0.15660417 -0.19010422]
   [-0.15660417  0.00185416]
   ...
   [-0.148125   -0.39617708]
   [-0.1452986  -0.29172918]
   [-0.23856944 -0.25503126]]

  [[ 0.09365964 -0.20290625]
   [ 0.05642354 -0.20290625]
   [ 0.05110407 -0.02192706]
   ...
   [ 0.03248608 -0.40251565]
   [-0.01006943 -0.28008854]
   [ 0.08568048 -0.2375052 ]]

  [[ 0.14960408 -0.274875  ]
   [ 0.18345833 -0.27747917]
   [ 0.19387496 -0.10560417]
   ...
   [ 0.20168746 -0.47279167]
   [ 0.23554158 -0.3660208 ]
   [ 0.14960408 -0.3582083 ]]

  [[ 0.10611105 -0.2872292 ]
   [ 0.09300005 -0.28068748]
   [ 0.07988894 -0.03210416]
   ...
   [ 0.10611105 -0.5292708 ]
   [ 0.07988894 -0.36572918]
   [ 0.20116663 -0.31012502]]]


 [[[-0.15781945 -0.17923954]
   [-0.15502083 -0.18764582]
   [-0.15502083  0.00289581]
   ...
   [-0.14382643 -0.40060422]
   [-0.13822919 -0.2997292 ]
   [-0.23338199 -0.25489584]]

  [[ 0.09533334 -0.20466667]
   [ 0.05533338 -0.20200002]
   [ 0.04999995 -0.02066666]
   ...
   [ 0.03133333 -0.402     ]
   [-0.01133329 -0.2793333 ]
   [ 0.08466661 -0.23666668]]

  [[ 0.1532222  -0.27335936]
   [ 0.18455553 -0.2785781 ]
   [ 0.1976111  -0.09853125]
   ...
   [ 0.1976111  -0.47428125]
   [ 0.22894442 -0.36990625]
   [ 0.15061104 -0.35946876]]

  [[ 0.09612501 -0.29290107]
   [ 0.09612501 -0.27979687]
   [ 0.07977092 -0.03409376]
   ...
   [ 0.10593748 -0.5320521 ]
   [ 0.07977092 -0.36169794]
   [ 0.2007916  -0.3125573 ]]]


 [[[-0.15511107 -0.18240628]
   [-0.15511107 -0.18796876]
   [-0.15233332  0.00393746]
   ...
   [-0.144      -0.39934376]
   [-0.144      -0.30478123]
   [-0.23288894 -0.25471875]]

  [[ 0.08933342 -0.20692188]
   [ 0.05466664 -0.20426041]
   [ 0.04666662 -0.02061981]
   ...
   [ 0.03333342 -0.40653127]
   [-0.00666666 -0.28676564]
   [ 0.08666658 -0.23619795]]

  [[ 0.15420842 -0.2762708 ]
   [ 0.18285418 -0.278875  ]
   [ 0.19847918 -0.10179168]
   ...
   [ 0.19587505 -0.4741875 ]
   [ 0.22712505 -0.3648125 ]
   [ 0.1456331  -0.36036688]]

  [[ 0.09231246 -0.28507295]
   [ 0.09885418 -0.28507295]
   [ 0.07595837 -0.02626565]
   ...
   [ 0.10212505 -0.530776  ]
   [ 0.08577085 -0.36369792]
   [ 0.20679164 -0.30800518]]]]

=======> hops:  tensor([[0.0000, 0.0014, 0.0000,  ..., 0.0000, 0.0445, 0.0000],
        [0.0009, 0.0000, 0.0185,  ..., 0.0504, 0.0000, 0.0000],
        [0.0000, 0.0094, 0.0000,  ..., 0.0000, 0.0000, 0.0000],
        ...,
        [0.0000, 0.0000, 0.0000,  ..., 0.0000, 0.0000, 0.0000],
        [0.0000, 0.0000, 0.0000,  ..., 0.0000, 0.0000, 0.0000],
        [0.0000, 0.0000, 0.0000,  ..., 0.0000, 0.0000, 0.0000]],
       device='cuda:0')