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Devesh Sarda committed Feb 25, 2024
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46 changes: 46 additions & 0 deletions simulator/arvix_sampling_in_mem_benchmark.csv
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sampling_depth,percent_in_mem,mean_pages,std_dev_pages_loaded
1,0.5,6.49,8.48
1,1.0,4.08,1.73
1,1.5,4.08,1.74
1,2.0,3.45,1.27
1,2.5,3.45,1.28
1,3.0,3.05,1.03
1,3.5,3.05,1.03
1,4.0,2.76,0.87
1,4.5,2.76,0.89
1,5.0,2.52,0.77
1,10.0,1.76,0.49
1,25.0,0.79,0.23
1,50.0,0.2,0.1
1,75.0,0.0,0.0
1,100.0,0.0,0.0
2,0.5,41.66,43.54
2,1.0,19.72,10.5
2,1.5,19.72,10.49
2,2.0,14.27,6.5
2,2.5,14.27,6.46
2,3.0,11.41,4.6
2,3.5,11.4,4.65
2,4.0,9.47,3.65
2,4.5,9.47,3.66
2,5.0,8.08,3.0
2,10.0,4.41,1.43
2,25.0,1.32,0.44
2,50.0,0.27,0.16
2,75.0,0.0,0.0
2,100.0,0.0,0.0
3,0.5,130.11,100.33
3,1.0,62.23,36.17
3,1.5,62.23,36.18
3,2.0,40.26,20.57
3,2.5,40.24,20.71
3,3.0,29.54,14.24
3,3.5,29.52,14.25
3,4.0,22.83,10.26
3,4.5,22.83,10.28
3,5.0,18.24,7.78
3,10.0,7.88,2.97
3,25.0,1.69,0.61
3,50.0,0.24,0.2
3,75.0,0.0,0.0
3,100.0,0.0,0.0
Binary file added simulator/arvix_sampling_in_mem_benchmark.png
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1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_0.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 0.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_1.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 1.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_1.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 1.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_100_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 100}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_10_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 10}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_2.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 2.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_2.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 2.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_25_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 25}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_3.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 3.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_3.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 3.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_4.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 4.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_4.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 4.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_5.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 5.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_50_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 50}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_75_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 75}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_0.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 0.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_1.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 1.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_1.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 1.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_100_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 100}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_10_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 10}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_2.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 2.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_2.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 2.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_25_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 25}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_3.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 3.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_3.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 3.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_4.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 4.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_4.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 4.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_5.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 5.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_50_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 50}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_75_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 75}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_0.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 0.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_1.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 1.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_1.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 1.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_100_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 100}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_10_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 10}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_2.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 2.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_2.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 2.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_25_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 25}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_3.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 3.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_3.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 3.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_4.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 4.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_4.5_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 4.5}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_5.0_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 5.0}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_50_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 50}
1 change: 1 addition & 0 deletions simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_75_in_mem.json
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{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 75}
3 changes: 2 additions & 1 deletion simulator/configs/arvix_linear.json
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"feature_dimension" : 128,
"feature_size" : "float32"
},
"sampling_depth" : 2
"batch_size" : 10,
"sampling_depth" : 1
}
6 changes: 4 additions & 2 deletions simulator/configs/arvix_metis.json → simulator/configs/arvix_linear_2_hop.json
100755 → 100644
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{
"dataset_name" : "ogbn_arxiv",
"features_stats" : {
"featurizer_type" : "metis_partition",
"featurizer_type" : "default",
"page_size" : "16.384 KB",
"feature_dimension" : 128,
"feature_size" : "float32"
}
},
"batch_size" : 10,
"sampling_depth" : 2
}
12 changes: 12 additions & 0 deletions simulator/configs/arvix_linear_2_hop_in_mem.json
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{
"dataset_name" : "ogbn_arxiv",
"features_stats" : {
"featurizer_type" : "default",
"page_size" : "16.384 KB",
"feature_dimension" : 128,
"feature_size" : "float32"
},
"batch_size" : 10,
"sampling_depth" : 2,
"top_percent_in_mem" : 1
}
6 changes: 4 additions & 2 deletions simulator/configs/arvix_neighbors.json → simulator/configs/arvix_linear_3_hop.json
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{
"dataset_name" : "ogbn_arxiv",
"features_stats" : {
"featurizer_type" : "neighbors_nearby",
"featurizer_type" : "default",
"page_size" : "16.384 KB",
"feature_dimension" : 128,
"feature_size" : "float32"
}
},
"sampling_depth" : 3,
"batch_size" : 10
}
12 changes: 12 additions & 0 deletions simulator/configs/arvix_linear_3_hop_5_in_mem.json
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{
"dataset_name" : "ogbn_arxiv",
"features_stats" : {
"featurizer_type" : "default",
"page_size" : "16.384 KB",
"feature_dimension" : 128,
"feature_size" : "float32"
},
"sampling_depth" : 3,
"batch_size" : 10,
"top_percent_in_mem" : 5
}
12 changes: 12 additions & 0 deletions simulator/configs/arvix_linear_3_hop_in_mem.json
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{
"dataset_name" : "ogbn_arxiv",
"features_stats" : {
"featurizer_type" : "default",
"page_size" : "16.384 KB",
"feature_dimension" : 128,
"feature_size" : "float32"
},
"sampling_depth" : 3,
"batch_size" : 10,
"top_percent_in_mem" : 1
}
4 changes: 3 additions & 1 deletion simulator/configs/arvix_linear_in_mem.json
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"feature_dimension" : 128,
"feature_size" : "float32"
},
"top_percent_in_mem" : 1
"top_percent_in_mem" : 1,
"sampling_depth" : 1,
"batch_size" : 10
}
9 changes: 0 additions & 9 deletions simulator/configs/arvix_random.json
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2 changes: 1 addition & 1 deletion simulator/configs/products_linear.json
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"feature_size" : "float32"
},
"sampling_depth" : 1,
"batch_size" : 11
"batch_size" : 10
}
12 changes: 12 additions & 0 deletions simulator/configs/products_linear_3_hop.json
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{
"dataset_name" : "ogbn_products",
"features_stats" : {
"featurizer_type" : "default",
"page_size" : "16.384 KB",
"feature_dimension" : 100,
"feature_size" : "float32"
},
"sampling_depth" : 3,
"sample_percentage" : 0.25,
"batch_size" : 50
}
1 change: 1 addition & 0 deletions simulator/images/arvix_linear_3_hop_5_in_mem.json
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{"Mean Pages Loaded": 18.47, "Std dev of Pages Loaded": 12.77, "Batch Size": 10, "Sample Percentage": 100, "Average Node Out Degree": "7.68", "Average Node In Degree": "10.87", "Nodes per Page": 32, "Total File Size": "86.7 MB", "Percentage Nodes In Memory": 5, "In Memory Space Used": "13.03 MB"}
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