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result2.txt
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result2.txt
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-----------Anisotopric--------
standart Yontem 15-epoch L=20 num steps
Epoch: 15, Loss: 1.3739, Time: 115.28
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
46.8 62.1 56.6 67.6 84.4 85.8 84.2 72.3 42.8 57.5 82.7 63.4 77.1 59.2 60.5 97.0 67.3 95.6 94.6 85.9 72.2
average inference time: 194.35007815224782
standart Yontem 15-epoch L=10 num steps
Epoch: 15, Loss: 1.3855, Time: 80.16
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
45.2 64.1 57.2 67.2 85.9 87.1 85.7 72.8 39.7 64.5 91.9 64.9 76.1 61.1 56.6 97.9 68.9 96.4 92.8 86.5 73.1
average inference time: 138.58035563968477
HybridGraphModel Yontem 15-epoch L=20 num steps
Epoch: 15, Loss: 1.4518, Time: 74.75
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
47.9 69.6 58.5 68.5 88.2 88.4 85.3 75.4 33.4 65.2 89.1 65.9 73.7 62.3 57.6 96.3 61.9 95.8 93.3 83.6 73.0
average inference time: 138.69195188703992
Epoch: 15, Loss: 1.4303, Time: 55.50
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
49.4 65.2 55.3 66.9 85.2 90.1 84.8 75.3 40.1 61.5 90.5 64.6 75.0 61.3 58.2 95.4 64.7 94.2 92.2 87.7 72.9
average inference time: 105.28098317555018
GraphSAGE Yontem 15-epoch L=20 num steps
Epoch: 15, Loss: 2.6980, Time: 13.03
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
41.8 58.7 45.8 57.6 69.9 84.8 70.5 70.3 27.2 56.3 82.4 58.9 69.5 46.8 46.3 76.1 58.9 86.8 83.6 84.2 63.8
average inference time: 34.73619191533043
GraphSAGE Yontem 15-epoch L=10 num steps
Epoch: 15, Loss: 2.6810, Time: 10.30
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
43.6 55.1 48.2 59.3 64.1 83.7 72.0 70.4 25.5 53.1 85.3 56.9 71.8 42.4 48.8 75.0 60.1 88.7 86.6 81.4 63.6
average inference time: 18.593715703373864
HybridGNN Yontem 15-epoch L=20 num steps
Epoch: 15, Loss: 2.6614, Time: 74.78
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
29.9 51.2 42.5 57.9 79.9 81.8 70.9 59.9 36.1 45.9 86.3 40.8 59.9 40.6 49.9 91.7 52.3 91.3 89.7 81.0 62.0
average inference time: 140.55148965018137
HybridGNN Yontem 15-epoch L=10 num steps
Epoch: 15, Loss: 2.6365, Time: 55.88
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
31.1 45.5 42.7 57.4 79.9 82.3 73.8 54.9 31.9 45.6 85.2 44.7 60.9 44.4 49.0 91.2 50.5 92.2 83.2 71.2 60.9
average inference time: 104.90475158418928
EdgeGNN Yontem 15-epoch L=20 num steps
Epoch: 15, Loss: 2.0247, Time: 14.81
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
46.0 60.8 45.9 58.9 68.1 85.1 71.9 65.2 24.2 57.2 81.9 58.7 70.1 47.3 47.4 74.1 61.6 87.4 83.5 82.2 63.9
average inference time: 43.22171016897474
EdgeGNN Yontem 15-epoch L=10 num steps
Epoch: 15, Loss: 2.0108, Time: 11.34
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
42.6 55.4 44.2 54.5 70.1 82.9 72.3 65.6 26.3 53.7 84.8 57.3 57.6 50.7 46.4 77.2 62.1 88.5 86.1 78.4 62.8
average inference time: 23.52832869847615
-----------Isotopric--------
#standart Yontem 15-epoch L=20 num steps
Epoch: 15, Loss: 1.9989, Time: 63.31
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
48.7 60.1 53.0 60.4 78.7 83.5 76.6 73.4 31.1 55.6 85.4 60.0 67.4 59.2 53.9 79.7 65.1 86.1 88.8 83.8 67.5
average inference time: 99.43522737593878
#standart Yontem 15-epoch L=10 num steps
Epoch: 15, Loss: 2.1389, Time: 43.54
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
44.5 60.6 51.5 60.2 81.6 84.5 78.1 68.5 31.1 55.8 80.8 62.1 73.4 55.6 54.5 81.0 64.7 88.8 87.4 83.2 67.4
average inference time: 65.44302543435778
#HybridGraphModel Yontem 15-epoch L=20 num steps
Epoch: 15, Loss: 2.0342, Time: 44.02
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
46.4 63.7 55.3 58.5 79.2 89.4 79.4 71.6 33.2 59.2 86.5 58.9 71.2 57.7 51.2 82.0 62.1 93.2 87.0 83.8 68.5
average inference time: 80.43912339255925
#HybridGraphModel Yontem 15-epoch L=10 num steps
Epoch: 15, Loss: 1.9577, Time: 31.31
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
50.1 64.1 55.8 59.5 78.5 83.0 78.5 72.5 32.0 57.2 82.4 63.0 77.1 62.3 53.8 80.7 62.6 95.2 88.3 81.1 68.9
average inference time: 50.64439499673389
GraphSAGE Yontem 15-epoch L=20 num steps
Epoch: 10, Loss: 3.0047, Time: 13.04
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
34.0 57.4 47.5 61.1 70.3 84.4 74.7 65.2 25.7 54.2 87.3 52.2 69.8 42.2 50.3 78.0 60.6 89.2 87.1 82.5 63.7
average inference time: 34.97678172043392
GraphSAGE Yontem 15-epoch L=10 num steps
Epoch: 15, Loss: 2.7251, Time: 10.27
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
38.8 53.5 46.3 54.7 69.2 82.8 75.8 69.8 27.4 55.5 86.7 55.6 62.7 49.8 47.4 77.0 62.8 88.9 85.5 78.8 63.4
average inference time: 18.530146808851335
HybridGNN Yontem 15-epoch L=20 num steps
Epoch: 15, Loss: 3.3389, Time: 42.79
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
26.2 38.7 38.0 41.8 43.7 55.1 58.2 53.4 27.7 41.4 78.3 34.3 62.0 35.3 35.8 60.2 51.0 83.1 62.1 45.9 48.6
average inference time: 76.05307604471844
HybridGNN Yontem 15-epoch L=10 num steps
Epoch: 15, Loss: 3.4111, Time: 32.32
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
29.3 37.1 35.7 38.8 40.4 59.3 58.6 47.4 27.5 42.6 77.1 31.5 60.4 36.4 38.4 55.6 49.0 78.4 54.0 41.7 47.0
average inference time: 53.13218428975059
EdgeGNN Yontem 15-epoch L=20 num steps
Epoch: 12, Loss: 2.2418, Time: 15.80
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
37.5 65.1 48.8 58.5 71.5 84.8 78.6 67.6 24.6 55.1 86.4 57.3 67.0 48.9 48.8 79.4 64.3 85.1 84.9 80.3 Is
average inference time: 42.781101444335214
EdgeGNN Yontem 15-epoch L=10 num steps
Epoch: 15, Loss: 2.1955, Time: 11.60
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
42.5 61.1 46.5 58.8 72.0 80.9 72.8 69.0 23.4 55.2 90.1 57.0 64.1 51.6 47.1 77.3 64.0 84.1 85.6 77.6 64.0
average inference time: 23.985159170286995
hybridgraph model with elu
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
47.2 65.5 56.7 64.9 79.7 87.1 82.0 71.2 30.2 63.2 79.7 61.5 70.2 59.5 53.4 80.5 63.2 90.3 89.6 82.3 68.9
standart yöntem elu
aerop bicyc bird boat bottl bus car cat chair cow dinin dog horse motor perso potte sheep sofa train tvmon mean
49.7 64.6 55.0 63.4 78.2 86.5 75.3 69.2 32.2 57.5 82.5 61.6 75.2 57.9 53.4 78.1 66.4 86.8 85.6 82.7 68.1