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# Simulator | ||
|
||
Before running the simulator, install the required dependencies using the command: | ||
``` | ||
$ | ||
``` | ||
|
||
The following directory contains code to simulate GNN inference. The main file in this directory is `main.py` which takes in the arguments of: | ||
``` | ||
usage: main.py [-h] [--config_file CONFIG_FILE] --save_path SAVE_PATH --graph_title GRAPH_TITLE [--log_rate LOG_RATE] | ||
optional arguments: | ||
-h, --help show this help message and exit | ||
--config_file CONFIG_FILE | ||
The config file containing the details for the simulation (default: None) | ||
--save_path SAVE_PATH | ||
The path to save the resulting image to (default: None) | ||
--graph_title GRAPH_TITLE | ||
The title of the saved graph (default: None) | ||
--log_rate LOG_RATE Log rate of the nodes processed (default: 20) | ||
``` | ||
|
||
Thus, to run the simulator on the archive dataset with 1-hop sampling, you can run the command: | ||
``` | ||
$ python3 main.py --config_file configs/arvix_linear.json --save_path results/arvix_linear.png --graph_title "CDF for sequentially arranged features" | ||
``` |
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simulator/configs/ogbn_products_benchmark/products_1_hop_0.0001_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 0.0001} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_0.0005_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 0.0005} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_0.001_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 0.001} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_0.005_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 0.005} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_0.01_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 0.01} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_0.05_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 0.05} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_0.1_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 0.1} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_0.5_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 0.5} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_1.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 1.0} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_10.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 10.0} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_100.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 100.0} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_25.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 20, "sampling_depth": 1, "top_percent_in_mem": 25.0} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_5.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 5.0} |
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simulator/configs/ogbn_products_benchmark/products_1_hop_50.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 1, "top_percent_in_mem": 50.0} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_0.0001_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 0.0001} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_0.0005_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 0.0005} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_0.001_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 0.001} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_0.005_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 0.005} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_0.01_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 0.01} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_0.05_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 0.05} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_0.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 0.0} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_0.1_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 0.1} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_0.5_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 0.5} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_1.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 1.0} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_10.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 10.0} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_100.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 100.0} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_25.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 20, "sampling_depth": 2, "top_percent_in_mem": 25.0} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_5.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 5.0} |
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simulator/configs/ogbn_products_benchmark/products_2_hop_50.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 2, "top_percent_in_mem": 50.0} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_0.0001_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 0.0001} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_0.0005_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 0.0005} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_0.001_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 0.001} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_0.005_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 0.005} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_0.01_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 0.01} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_0.05_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 0.05} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_0.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 0.0} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_0.1_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 0.1} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_0.5_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 0.5} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_1.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 1.0} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_10.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 10.0} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_100.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 100.0} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_25.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 20, "sampling_depth": 3, "top_percent_in_mem": 25.0} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_5.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 5.0} |
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simulator/configs/ogbn_products_benchmark/products_3_hop_50.0_in_mem.json
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{"dataset_name": "ogbn_products", "features_stats": {"featurizer_type": "linear", "page_size": "16.384 KB", "feature_dimension": 100, "feature_size": "float32"}, "batch_size": 5, "sample_percentage": 25, "sampling_depth": 3, "top_percent_in_mem": 50.0} |
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