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GNN-Benchmark
GNN-Benchmark-main/code/Functional/sampler/neighbor-sampler-dgl-products.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # device = torch.device('cuda' if torch.cuda.is_a...
1,732
32.326923
122
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/sampler/saint-sampler-dgl-ppi.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_ppi from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # device = torch.device('cuda' if torch.cuda.is_available() else 'c...
1,647
32.632653
122
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/sampler/neighbor-sampler-pyg-products.py
import os import torch from ogb.nodeproppred import PygNodePropPredDataset from torch_geometric.utils import to_undirected, add_self_loops from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor import torch_geometric # device = torch.device('cu...
1,651
29.592593
122
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/sampler/load_graph.py
import dgl import torch as th def load_reddit(): from dgl.data import RedditDataset # load reddit data data = RedditDataset() g = data[0] # g.ndata['features'] = g.ndata['feat'] # g.ndata['labels'] = g.ndata['label'] return g, data.num_classes def load_ppi(): from create_dgl import P...
3,105
29.15534
101
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/sampler/neighbor-sampler-dgl-ppi.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_ppi from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # device = torch.device('cuda' if torch.cuda.is_available() else 'c...
1,595
31.571429
122
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SGConv-pyg-products.py
import os import torch from ogb.nodeproppred import PygNodePropPredDataset from torch_geometric.utils import to_undirected, add_self_loops from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor import torch_geometric # log_name = 'pyg-ogbn-prod...
1,703
28.894737
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCN2Conv-pyg-reddit.py
import os import torch from torch_geometric.datasets import Reddit from codecarbon import EmissionsTracker from energy_logger import energy_logger from torch_sparse import SparseTensor import time from torch_geometric.utils import add_self_loops import torch_geometric # log_name = 'pyg-reddit' # tracker = EmissionsTra...
1,690
28.666667
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCNConv-pyg-yelp.py
import os import torch from torch_geometric.datasets import Yelp from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor from torch_geometric.utils import add_self_loops import torch_geometric # log_name = 'pyg-yelp' # tracker = EmissionsTracker...
1,649
28.464286
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/ChebConv-pyg-yelp.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from torch_geometric.datasets import Yelp from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger imp...
1,928
30.112903
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SGConv-dgl-ppi.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_ppi from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'cluster-ppi' # tracker = EmissionsTracker(measure_power_...
1,520
26.654545
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SAGEConv-pyg-reddit.py
import os import torch import torch.nn.functional as F from torch.nn import ModuleList # from tqdm import tqdm from torch_geometric.datasets import Reddit from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv from sklearn.metrics import f1_score from code...
2,171
31.41791
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATv2Conv-pyg-reddit.py
import os import torch import torch.nn.functional as F from torch.nn import ModuleList # from tqdm import tqdm from torch_geometric.datasets import Reddit from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv from sklearn.metrics import f1_score ...
2,026
31.174603
140
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/TAGConv-pyg-ppi.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from create_pyg import PPI from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger...
1,668
26.360656
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/ChebConv-pyg-arxiv.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from ogb.nodeproppred import PygNodePropPredDataset, Evaluator from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv, GATConv from sklearn.metrics import f1_score from...
2,160
31.253731
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SAGEConv-dgl-ppi.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_ppi from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-ppi' # tracker = EmissionsTracker(measure_power_se...
1,800
30.051724
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/TAGConv-dgl-flickr.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_flickr from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-flickr' # tracker = EmissionsTracker(measure_powe...
1,432
26.037736
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATConv-dgl-arxiv.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger # from experiment_impact_tracker.compute_tracker import ImpactT...
1,785
29.793103
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/ChebConv-dgl-yelp.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_yelp from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-yelp' # tracker = EmissionsTracker(measure_power_se...
1,459
25.545455
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SAGEConv-dgl-flickr.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_flickr from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-flickr' # tracker = EmissionsTracker(measure_powe...
1,806
30.155172
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCN2Conv-dgl-flickr.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_flickr from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'cluster-flickr' # tracker = EmissionsTracker(measure...
1,617
27.892857
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATv2Conv-dgl-flickr.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_flickr from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-flickr' # tracker = EmissionsTracker(measure_pow...
1,606
27.696429
125
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATv2Conv-dgl-arxiv.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger # from experiment_impact_tracker.compute_tracker import ImpactT...
1,808
30.189655
125
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/create_dgl.py
import dgl from dgl.data import DGLDataset import torch import json import numpy as np import scipy.sparse import os class PPIDataset(DGLDataset): def __init__(self): super().__init__(name='ppi') def process(self): path = os.path.abspath(os.path.join(os.getcwd(), "..")) adj_full = scip...
4,636
29.506579
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py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SAGEConv-dgl-arxiv.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger # from experiment_impact_tracker.compute_tracker import ImpactT...
2,009
32.5
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATv2Conv-pyg-arxiv.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from ogb.nodeproppred import PygNodePropPredDataset, Evaluator from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv, GATConv from sklearn.metrics import f1_score from...
2,130
32.296875
140
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATv2Conv-dgl-products.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-ogbn-products' # tracker = Emis...
1,702
28.362069
125
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCNConv-pyg-reddit.py
import os import torch from torch_geometric.datasets import Reddit from codecarbon import EmissionsTracker from energy_logger import energy_logger from torch_sparse import SparseTensor import time from torch_geometric.utils import add_self_loops import torch_geometric # log_name = 'pyg-reddit' # tracker = EmissionsTra...
1,658
28.105263
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SGConv-dgl-reddit.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_reddit from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-reddit' # tracker = EmissionsTracker(measure_pow...
1,523
26.214286
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATConv-dgl-ppi.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_ppi from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-ppi' # tracker = EmissionsTracker(measure_power_secs...
1,573
28.148148
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/TAGConv-pyg-products.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from ogb.nodeproppred import PygNodePropPredDataset, Evaluator from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv from sklearn.metrics import f1_score from torch_geometric.u...
1,804
28.112903
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/TAGConv-pyg-reddit.py
import os import torch import torch.nn.functional as F from torch.nn import ModuleList # from tqdm import tqdm from torch_geometric.datasets import Reddit from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv from sklearn.metrics import f1_score from code...
1,770
27.564516
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATv2Conv-pyg-ppi.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from create_pyg import PPI from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from ener...
1,931
30.16129
140
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SGConv-dgl-flickr.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_flickr from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'cluster-flickr' # tracker = EmissionsTracker(measure...
1,529
26.321429
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/TAGConv-pyg-flickr.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from torch_geometric.datasets import Flickr from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv from sklearn.metrics import f1_score from codecarbon import EmissionsTracker f...
1,692
27.694915
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATConv-dgl-products.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-ogbn-products' # tracker = Emis...
1,679
27.965517
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCNConv-dgl-reddit.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_reddit from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-reddit' # tracker = EmissionsTracker(measure_pow...
1,542
26.553571
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SGConv-pyg-arxiv.py
import os import torch from ogb.nodeproppred import PygNodePropPredDataset from torch_geometric.utils import to_undirected, add_self_loops from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor import torch_geometric # log_name = 'pyg-arxiv' # ...
1,757
29.310345
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATConv-pyg-flickr.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from torch_geometric.datasets import Flickr from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv from sklearn.metrics import f1_score from codecarbon import Emissions...
1,930
30.145161
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SAGEConv-pyg-arxiv.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from ogb.nodeproppred import PygNodePropPredDataset, Evaluator from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv from sklearn.metrics import f1_score from torch_geometric.u...
2,260
31.768116
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCN2Conv-pyg-yelp.py
import os import torch from torch_geometric.datasets import Yelp from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor from torch_geometric.utils import add_self_loops import torch_geometric # log_name = 'pyg-yelp' # tracker = EmissionsTracker...
1,681
29.035714
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATv2Conv-pyg-flickr.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from torch_geometric.datasets import Flickr from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv from sklearn.metrics import f1_score from codecarbon import Emissions...
1,953
30.516129
140
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SGConv-dgl-arxiv.py
import os import torch import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger # from experiment_impact_tracker.compute_tracker import ImpactTracker import time # log_name = 'dgl-arxiv' # tracke...
1,674
28.385965
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/ChebConv-dgl-arxiv.py
import os import torch import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger # from experiment_impact_tracker.compute_tracker import ImpactTracker import time # log_name = 'dgl-arxiv' # tracke...
1,616
27.875
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATConv-dgl-reddit.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_reddit from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-reddit' # tracker = EmissionsTracker(measure_pow...
1,581
27.25
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SAGEConv-pyg-products.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from ogb.nodeproppred import PygNodePropPredDataset, Evaluator from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv from sklearn.metrics import f1_score from torch_geometric.u...
2,205
31.925373
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCNConv-pyg-products.py
import os import torch from ogb.nodeproppred import PygNodePropPredDataset from torch_geometric.utils import to_undirected, add_self_loops from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor import torch_geometric # log_name = 'pyg-ogbn-prod...
1,724
29.263158
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCNConv-dgl-arxiv.py
import os import torch import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger # from experiment_impact_tracker.compute_tracker import ImpactTracker import time # log_name = 'dgl-arxiv' # tracke...
1,693
28.719298
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SGConv-pyg-ppi.py
import os import torch from create_pyg import PPI from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor from torch_geometric.utils import add_self_loops import torch_geometric # log_name = 'pyg-ppi' # tracker = EmissionsTracker(measure_power_s...
1,613
26.355932
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/TAGConv-dgl-yelp.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_yelp from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-yelp' # tracker = EmissionsTracker(measure_power_s...
1,425
25.407407
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/TAGConv-dgl-reddit.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_reddit from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-reddit' # tracker = EmissionsTracker(measure_pow...
1,432
25.054545
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATConv-pyg-ppi.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from create_pyg import PPI from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from ener...
1,908
29.790323
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATConv-pyg-arxiv.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from ogb.nodeproppred import PygNodePropPredDataset, Evaluator from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv, GATConv from sklearn.metrics import f1_score from...
2,107
31.9375
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCNConv-pyg-ppi.py
import os import torch from create_pyg import PPI from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor from torch_geometric.utils import add_self_loops import torch_geometric # log_name = 'pyg-ppi' # tracker = EmissionsTracker(measure_power_s...
1,634
26.711864
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/TAGConv-pyg-yelp.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from torch_geometric.datasets import Yelp from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv from sklearn.metrics import f1_score from codecarbon import EmissionsTracker fro...
1,684
27.559322
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SAGEConv-pyg-ppi.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from create_pyg import PPI from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger...
2,069
30.363636
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/TAGConv-dgl-ppi.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_ppi from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-ppi' # tracker = EmissionsTracker(measure_power_se...
1,426
25.924528
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SAGEConv-dgl-reddit.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_reddit from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-reddit' # tracker = EmissionsTracker(measure_pow...
1,806
29.116667
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCN2Conv-pyg-arxiv.py
import os import torch from ogb.nodeproppred import PygNodePropPredDataset from torch_geometric.utils import to_undirected, add_self_loops from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor import torch_geometric # log_name = 'pyg-arxiv' # ...
1,810
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124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SAGEConv-pyg-yelp.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from torch_geometric.datasets import Yelp from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv from sklearn.metrics import f1_score from codecarbon import EmissionsTracker fro...
2,085
31.59375
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/ChebConv-pyg-reddit.py
import os import torch import torch.nn.functional as F from torch.nn import ModuleList # from tqdm import tqdm from torch_geometric.datasets import Reddit from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv from sklearn.metrics import f1_score ...
2,055
30.630769
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/ChebConv-pyg-ppi.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from create_pyg import PPI from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from ener...
1,960
29.640625
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCNConv-dgl-ppi.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_ppi from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'cluster-ppi' # tracker = EmissionsTracker(measure_power_...
1,539
27
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATv2Conv-dgl-yelp.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_yelp from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-yelp' # tracker = EmissionsTracker(measure_power_se...
1,598
27.553571
125
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/ChebConv-pyg-products.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from ogb.nodeproppred import PygNodePropPredDataset, Evaluator from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv from sklearn.metrics import f1_score from torch_ge...
2,095
31.75
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SAGEConv-dgl-products.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-ogbn-products' # tracker = Emis...
1,903
30.213115
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATConv-pyg-yelp.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from torch_geometric.datasets import Yelp from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger imp...
1,877
29.786885
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/ChebConv-dgl-ppi.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_ppi from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'cluster-ppi' # tracker = EmissionsTracker(measure_power_...
1,462
26.092593
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/ChebConv-pyg-flickr.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from torch_geometric.datasets import Flickr from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv from sklearn.metrics import f1_score from codecarbon import Emissions...
1,983
29.523077
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/TAGConv-pyg-arxiv.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from ogb.nodeproppred import PygNodePropPredDataset, Evaluator from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv from sklearn.metrics import f1_score from torch_geometric.u...
1,859
28.0625
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCN2Conv-dgl-reddit.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_reddit from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-reddit' # tracker = EmissionsTracker(measure_pow...
1,611
27.785714
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATConv-dgl-yelp.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_yelp from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-yelp' # tracker = EmissionsTracker(measure_power_se...
1,574
27.636364
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/TAGConv-dgl-arxiv.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger # from experiment_impact_tracker.compute_tracker import ImpactT...
1,635
28.745455
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCNConv-dgl-flickr.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_flickr from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'cluster-flickr' # tracker = EmissionsTracker(measure...
1,548
26.660714
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCNConv-dgl-products.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dg-ogbn-products' # tracker = Emiss...
1,639
27.275862
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATConv-pyg-reddit.py
import os import torch import torch.nn.functional as F from torch.nn import ModuleList # from tqdm import tqdm from torch_geometric.datasets import Reddit from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv from sklearn.metrics import f1_score ...
2,003
30.809524
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCN2Conv-dgl-yelp.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_yelp from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-yelp' # tracker = EmissionsTracker(measure_power_se...
1,605
27.678571
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCN2Conv-dgl-ppi.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_ppi from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'cluster-ppi' # tracker = EmissionsTracker(measure_power_...
1,608
28.254545
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SGConv-dgl-yelp.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_yelp from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-yelp' # tracker = EmissionsTracker(measure_power_se...
1,517
26.107143
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCNConv-pyg-flickr.py
import os import torch from torch_geometric.datasets import Flickr from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor from torch_geometric.utils import add_self_loops import torch_geometric # log_name = 'pyg-flickr' # tracker = EmissionsTra...
1,658
28.105263
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SAGEConv-pyg-flickr.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from torch_geometric.datasets import Flickr from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv from sklearn.metrics import f1_score from codecarbon import EmissionsTracker f...
2,093
31.71875
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATConv-pyg-products.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from ogb.nodeproppred import PygNodePropPredDataset, Evaluator from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv from sklearn.metrics import f1_score from torch_ge...
2,043
31.967742
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SGConv-pyg-reddit.py
import os import torch from torch_geometric.datasets import Reddit from codecarbon import EmissionsTracker from energy_logger import energy_logger from torch_sparse import SparseTensor import time from torch_geometric.utils import add_self_loops import torch_geometric # log_name = 'pyg-reddit' # tracker = EmissionsTra...
1,637
27.736842
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATv2Conv-pyg-products.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from ogb.nodeproppred import PygNodePropPredDataset, Evaluator from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from torch_geometric.nn import SAGEConv, GCNConv from sklearn.metrics import f1_score from torch_ge...
2,066
32.33871
140
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCNConv-pyg-arxiv.py
import os import torch from ogb.nodeproppred import PygNodePropPredDataset from torch_geometric.utils import to_undirected, add_self_loops from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor import torch_geometric # log_name = 'pyg-arxiv' # ...
1,778
29.672414
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATv2Conv-dgl-reddit.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_reddit from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-reddit' # tracker = EmissionsTracker(measure_pow...
1,604
27.660714
125
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/TAGConv-dgl-products.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-ogbn-products' # tracker = Emis...
1,529
26.321429
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCN2Conv-pyg-products.py
import os import torch from ogb.nodeproppred import PygNodePropPredDataset from torch_geometric.utils import to_undirected, add_self_loops from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor import torch_geometric # log_name = 'pyg-ogbn-prod...
1,756
29.824561
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCNConv-dgl-yelp.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_yelp from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-yelp' # tracker = EmissionsTracker(measure_power_se...
1,536
26.446429
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/create_pyg.py
import json import os import os.path as osp from typing import Callable, List, Optional import numpy as np import scipy.sparse as sp import torch from torch_geometric.data import Data, InMemoryDataset, download_url class PPI(InMemoryDataset): def __init__(self, root: str, transform: Optional[Callable] = None, ...
2,745
35.131579
79
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/ChebConv-dgl-products.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dg-ogbn-products' # tracker = Emiss...
1,562
26.421053
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/ChebConv-dgl-flickr.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_flickr from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'cluster-flickr' # tracker = EmissionsTracker(measure...
1,471
25.763636
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SGConv-dgl-products.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from ogb.nodeproppred import DglNodePropPredDataset from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dg-ogbn-products' # tracker = Emiss...
1,620
26.948276
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCN2Conv-pyg-ppi.py
import os import torch from create_pyg import PPI from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor from torch_geometric.utils import add_self_loops import torch_geometric # log_name = 'pyg-ppi' # tracker = EmissionsTracker(measure_power_s...
1,666
27.254237
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SGConv-pyg-flickr.py
import os import torch from torch_geometric.datasets import Flickr from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor from torch_geometric.utils import add_self_loops import torch_geometric # log_name = 'pyg-flickr' # tracker = EmissionsTra...
1,637
27.736842
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/ChebConv-dgl-reddit.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_reddit from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-reddit' # tracker = EmissionsTracker(measure_pow...
1,472
25.781818
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATConv-dgl-flickr.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_flickr from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-flickr' # tracker = EmissionsTracker(measure_pow...
1,583
27.285714
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GCN2Conv-pyg-flickr.py
import os import torch from torch_geometric.datasets import Flickr from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor from torch_geometric.utils import add_self_loops import torch_geometric # log_name = 'pyg-flickr' # tracker = EmissionsTra...
1,690
28.666667
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SAGEConv-dgl-yelp.py
import os import torch import torch.nn as nn import torch.nn.functional as F import dgl from sklearn.metrics import f1_score from load_graph import load_yelp from codecarbon import EmissionsTracker from energy_logger import energy_logger import time # log_name = 'dgl-yelp' # tracker = EmissionsTracker(measure_power_s...
1,799
29.508475
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/SGConv-pyg-yelp.py
import os import torch from torch_geometric.datasets import Yelp from codecarbon import EmissionsTracker from energy_logger import energy_logger import time from torch_sparse import SparseTensor from torch_geometric.utils import add_self_loops import torch_geometric # log_name = 'pyg-yelp' # tracker = EmissionsTracker...
1,628
28.089286
124
py
GNN-Benchmark
GNN-Benchmark-main/code/Functional/convolutional/GATv2Conv-pyg-yelp.py
import os import torch import torch.nn.functional as F # from tqdm import tqdm from torch_geometric.datasets import Yelp from torch_geometric.loader import ClusterData, ClusterLoader, NeighborSampler from sklearn.metrics import f1_score from codecarbon import EmissionsTracker from energy_logger import energy_logger imp...
1,900
30.163934
140
py