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‎how_to_install.txt

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# Install pytorch 1.8.2
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# Taken from https://pytorch.org/get-started/locally/
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conda install pytorch torchvision torchaudio cudatoolkit=11.1 -c pytorch-lts -c conda-forge
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# Install pytorch-lightning (per README)
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pip install pytorch_lightning==1.3.8
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# Build torch geometric from source
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pip install torch-scatter==2.0.8 torch-sparse==0.6.12 torch-geometric
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# Fix problems with torchmetrics
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pip install torchmetrics==0.6.0
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# Reinstall pykeops to be compiled with GPU
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pip install pykeops
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# Example conda env
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conda activate DGM

‎stats/__pycache__/stats.cpython-37.pyc

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‎stats/citeseer_test_acc_k_10_euclidean_d_4.txt

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69.00000762939453
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69.4000015258789
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67.60000610351562
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70.40000915527344
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67.60000610351562
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71.20000457763672
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66.80000305175781
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69.00000762939453
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68.0
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69.60000610351562
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mean: 68.86000061035156
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std: 1.369672298431396571.0

‎stats/citeseer_test_acc_k_10_hyperbolic_d_4.txt

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68.80000305175781
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70.20000457763672
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70.40000915527344
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68.20000457763672
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67.20000457763672
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72.5999984741211
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67.20000457763672
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69.00000762939453
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mean: 69.54000091552734
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std: 1.8087431192398071

‎stats/citeseer_test_acc_k_1_euclidean_d_4.txt

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56.80000305175781
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55.0
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49.20000076293945
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53.20000076293945
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55.80000305175781
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47.000003814697266
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56.600006103515625
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57.20000457763672
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55.600006103515625
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55.0
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mean: 54.1400032043457
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std: 3.417667150497436555.0

‎stats/citeseer_test_acc_k_1_hyperbolic_d_4.txt

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55.600006103515625
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54.400001525878906
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13.000000953674316
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56.80000305175781
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58.60000228881836
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58.20000076293945
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55.20000457763672
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58.79999923706055
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54.80000305175781
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mean: 51.56000518798828
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std: 13.78559684753418

‎stats/citeseer_test_acc_k_20_euclidean_d_4.txt

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70.20000457763672
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66.5999984741211
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63.400001525878906
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68.0
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68.4000015258789
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67.20000457763672
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72.20000457763672
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mean: 67.84001159667969
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std: 2.46720790863037167.0

‎stats/citeseer_test_acc_k_20_hyperbolic_d_4.txt

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59.40000534057617
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66.4000015258789
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62.600006103515625
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67.0
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57.400001525878906
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53.40000534057617
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68.20000457763672
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mean: 63.82000732421875
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std: 5.371074199676514

‎stats/citeseer_test_acc_k_3_euclidean_d_4.txt

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72.4000015258789
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70.00000762939453
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72.0
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69.80000305175781
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71.0
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71.5999984741211
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mean: 71.30000305175781
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std: 1.408701300621032772.20000457763672

‎stats/citeseer_test_acc_k_3_hyperbolic_d_4.txt

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71.4000015258789
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71.80000305175781
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71.20000457763672
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74.60000610351562
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mean: 71.60000610351562
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std: 1.3952301740646362

‎stats/citeseer_test_acc_k_5_euclidean_d_0_dgm_0_f_gcn_g_edgeconv.txt

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57.000003814697266
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54.000003814697266
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49.20000076293945
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41.000003814697266
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54.000003814697266
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45.400001525878906
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mean: 48.540000915527344
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std: 6.004479885101318

‎stats/citeseer_test_acc_k_5_euclidean_d_0_dgm_0_f_gcn_g_gat.txt

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70.80000305175781
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71.5999984741211
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68.4000015258789
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70.00000762939453
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71.80000305175781
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mean: 70.62000274658203
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std: 1.6314948797225952

‎stats/citeseer_test_acc_k_5_euclidean_d_0_dgm_0_f_gcn_g_gcn.txt

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70.60000610351562
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mean: 71.74000549316406
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‎stats/citeseer_test_acc_k_5_euclidean_d_2.txt

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59.40000534057617
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mean: 63.08000564575195
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‎stats/citeseer_test_acc_k_5_euclidean_d_4.txt

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68.60000610351562
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73.0
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71.5999984741211
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mean: 71.42000579833984
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std: 2.100685596466064570.60000610351562

‎stats/citeseer_test_acc_k_5_euclidean_d_4_dgm_1_f_gat_g_gcn.txt

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72.0
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73.80000305175781
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71.20000457763672
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71.20000457763672
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72.5999984741211
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mean: 71.90000915527344
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std: 1.3735592365264893

‎stats/citeseer_test_acc_k_5_euclidean_d_4_dgm_1_f_gcn_g_edgeconv.txt

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51.000003814697266
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59.60000228881836
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53.60000228881836
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42.80000305175781
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56.80000305175781
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55.600006103515625
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mean: 51.340003967285156
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std: 6.07658576965332

‎stats/citeseer_test_acc_k_5_euclidean_d_4_dgm_1_f_gcn_g_gat.txt

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73.80000305175781
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69.20000457763672
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mean: 72.33999633789062
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std: 1.6439785957336426

‎stats/citeseer_test_acc_k_5_euclidean_d_4_dgm_1_f_gcn_g_gcn.txt

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mean: 70.47999572753906
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std: 1.116343259811401451.000003814697266

‎stats/citeseer_test_acc_k_5_euclidean_d_4_dgm_1_f_mlp_g_gcn.txt

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mean: 50.84000015258789
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std: 20.00017738342285

‎stats/citeseer_test_acc_k_5_euclidean_d_6.txt

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mean: 72.60000610351562
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std: 1.254327416419983

‎stats/citeseer_test_acc_k_5_euclidean_d_8.txt

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70.60000610351562
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13.000000953674316
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mean: 66.58000183105469
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std: 18.88408088684082

‎stats/citeseer_test_acc_k_5_hyperbolic_d_4.txt

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64.80000305175781
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69.80000305175781
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71.4000015258789
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70.40000915527344
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69.60000610351562
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mean: 70.10000610351562
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std: 2.0027754306793213

‎stats/cora_test_acc_k_10_euclidean_d_4.txt

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72.20000457763672
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mean: 77.15999603271484
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std: 2.724049091339111377.80000305175781

‎stats/cora_test_acc_k_10_hyperbolic_d_4.txt

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78.20000457763672
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mean: 76.36000061035156
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std: 2.586805582046509

‎stats/cora_test_acc_k_1_euclidean_d_4.txt

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52.20000076293945
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51.79999923706055
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56.20000457763672
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53.000003814697266
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53.60000228881836
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mean: 52.040000915527344
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std: 2.774166584014892650.400001525878906
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‎stats/cora_test_acc_k_1_hyperbolic_d_4.txt

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mean: 50.02000045776367
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std: 6.000333786010742

‎stats/cora_test_acc_k_20_euclidean_d_4.txt

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75.4000015258789
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68.0
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68.20000457763672
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mean: 67.68000030517578
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std: 12.79103851318359475.4000015258789

‎stats/cora_test_acc_k_20_hyperbolic_d_4.txt

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66.4000015258789
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32.79999923706055
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mean: 64.68000793457031
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std: 11.881340026855469

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