Hugging Face's logo

Datasets:
kaistdata
/
RDB2G-Bench

Tasks:
Tabular Classification
Tabular Regression
Graph Machine Learning
Modalities:
Tabular
Text
Formats:
csv
Languages:
English
Size:
100K - 1M
ArXiv:
DOI:
Libraries:
Datasets
Dask
License:
Dataset card Data Studio Files
xet
Community
3
RDB2G-Bench / metadata /metadata.json
chlehdwon's picture
chlehdwon
Extra GNN (#2)
6ac06a4 verified
raw
history blame contribute delete
9.98 kB
 {
"@context": "https://raw.githubusercontent.com/mlcommons/croissant/main/context.json",
"@type": "sc:Dataset",
"name": "RDB2G-Bench",
"description": "Benchmark dataset with graph-related metrics and performance timings.",
"recordSet": [
{
"name": "rel-stack-post-post-related",
"field": [
{ "name": "idx", "dataType": "integer" },
{ "name": "graph", "dataType": "string" },
{ "name": "train_metric", "dataType": "number" },
{ "name": "valid_metric", "dataType": "number" },
{ "name": "test_metric", "dataType": "number" },
{ "name": "params", "dataType": "integer" },
{ "name": "train_time", "dataType": "number" },
{ "name": "valid_time", "dataType": "number" },
{ "name": "test_time", "dataType": "number" },
{ "name": "dataset", "dataType": "string" },
{ "name": "task", "dataType": "string" },
{ "name": "seed", "dataType": "integer" },
{ "name": "gnn", "dataType": "string" }
]
},
{
"name": "rel-event-user-attendance",
"field": [
{ "name": "idx", "dataType": "integer" },
{ "name": "graph", "dataType": "string" },
{ "name": "train_metric", "dataType": "number" },
{ "name": "valid_metric", "dataType": "number" },
{ "name": "test_metric", "dataType": "number" },
{ "name": "params", "dataType": "integer" },
{ "name": "train_time", "dataType": "number" },
{ "name": "valid_time", "dataType": "number" },
{ "name": "test_time", "dataType": "number" },
{ "name": "dataset", "dataType": "string" },
{ "name": "task", "dataType": "string" },
{ "name": "seed", "dataType": "integer" },
{ "name": "gnn", "dataType": "string" }
]
},
{
"name": "rel-event-user-repeat",
"field": [
{ "name": "idx", "dataType": "integer" },
{ "name": "graph", "dataType": "string" },
{ "name": "train_metric", "dataType": "number" },
{ "name": "valid_metric", "dataType": "number" },
{ "name": "test_metric", "dataType": "number" },
{ "name": "params", "dataType": "integer" },
{ "name": "train_time", "dataType": "number" },
{ "name": "valid_time", "dataType": "number" },
{ "name": "test_time", "dataType": "number" },
{ "name": "dataset", "dataType": "string" },
{ "name": "task", "dataType": "string" },
{ "name": "seed", "dataType": "integer" },
{ "name": "gnn", "dataType": "string" }
]
},
{
"name": "rel-event-user-ignore",
"field": [
{ "name": "idx", "dataType": "integer" },
{ "name": "graph", "dataType": "string" },
{ "name": "train_metric", "dataType": "number" },
{ "name": "valid_metric", "dataType": "number" },
{ "name": "test_metric", "dataType": "number" },
{ "name": "params", "dataType": "integer" },
{ "name": "train_time", "dataType": "number" },
{ "name": "valid_time", "dataType": "number" },
{ "name": "test_time", "dataType": "number" },
{ "name": "dataset", "dataType": "string" },
{ "name": "task", "dataType": "string" },
{ "name": "seed", "dataType": "integer" },
{ "name": "gnn", "dataType": "string" }
]
},
{
"name": "rel-f1-driver-top3",
"field": [
{ "name": "idx", "dataType": "integer" },
{ "name": "graph", "dataType": "string" },
{ "name": "train_metric", "dataType": "number" },
{ "name": "valid_metric", "dataType": "number" },
{ "name": "test_metric", "dataType": "number" },
{ "name": "params", "dataType": "integer" },
{ "name": "train_time", "dataType": "number" },
{ "name": "valid_time", "dataType": "number" },
{ "name": "test_time", "dataType": "number" },
{ "name": "dataset", "dataType": "string" },
{ "name": "task", "dataType": "string" },
{ "name": "seed", "dataType": "integer" },
{ "name": "gnn", "dataType": "string" }
]
},
{
"name": "rel-f1-driver-position",
"field": [
{ "name": "idx", "dataType": "integer" },
{ "name": "graph", "dataType": "string" },
{ "name": "train_metric", "dataType": "number" },
{ "name": "valid_metric", "dataType": "number" },
{ "name": "test_metric", "dataType": "number" },
{ "name": "params", "dataType": "integer" },
{ "name": "train_time", "dataType": "number" },
{ "name": "valid_time", "dataType": "number" },
{ "name": "test_time", "dataType": "number" },
{ "name": "dataset", "dataType": "string" },
{ "name": "task", "dataType": "string" },
{ "name": "seed", "dataType": "integer" },
{ "name": "gnn", "dataType": "string" }
]
},
{
"name": "rel-f1-driver-dnf",
"field": [
{ "name": "idx", "dataType": "integer" },
{ "name": "graph", "dataType": "string" },
{ "name": "train_metric", "dataType": "number" },
{ "name": "valid_metric", "dataType": "number" },
{ "name": "test_metric", "dataType": "number" },
{ "name": "params", "dataType": "integer" },
{ "name": "train_time", "dataType": "number" },
{ "name": "valid_time", "dataType": "number" },
{ "name": "test_time", "dataType": "number" },
{ "name": "dataset", "dataType": "string" },
{ "name": "task", "dataType": "string" },
{ "name": "seed", "dataType": "integer" },
{ "name": "gnn", "dataType": "string" }
]
},
{
"name": "rel-trial-study-outcome",
"field": [
{ "name": "idx", "dataType": "integer" },
{ "name": "graph", "dataType": "string" },
{ "name": "train_metric", "dataType": "number" },
{ "name": "valid_metric", "dataType": "number" },
{ "name": "test_metric", "dataType": "number" },
{ "name": "params", "dataType": "integer" },
{ "name": "train_time", "dataType": "number" },
{ "name": "valid_time", "dataType": "number" },
{ "name": "test_time", "dataType": "number" },
{ "name": "dataset", "dataType": "string" },
{ "name": "task", "dataType": "string" },
{ "name": "seed", "dataType": "integer" },
{ "name": "gnn", "dataType": "string" }
]
},
{
"name": "rel-avito-user-visits",
"field": [
{ "name": "idx", "dataType": "integer" },
{ "name": "graph", "dataType": "string" },
{ "name": "train_metric", "dataType": "number" },
{ "name": "valid_metric", "dataType": "number" },
{ "name": "test_metric", "dataType": "number" },
{ "name": "params", "dataType": "integer" },
{ "name": "train_time", "dataType": "number" },
{ "name": "valid_time", "dataType": "number" },
{ "name": "test_time", "dataType": "number" },
{ "name": "dataset", "dataType": "string" },
{ "name": "task", "dataType": "string" },
{ "name": "seed", "dataType": "integer" },
{ "name": "gnn", "dataType": "string" }
]
},
{
"name": "rel-avito-ad-ctr",
"field": [
{ "name": "idx", "dataType": "integer" },
{ "name": "graph", "dataType": "string" },
{ "name": "train_metric", "dataType": "number" },
{ "name": "valid_metric", "dataType": "number" },
{ "name": "test_metric", "dataType": "number" },
{ "name": "params", "dataType": "integer" },
{ "name": "train_time", "dataType": "number" },
{ "name": "valid_time", "dataType": "number" },
{ "name": "test_time", "dataType": "number" },
{ "name": "dataset", "dataType": "string" },
{ "name": "task", "dataType": "string" },
{ "name": "seed", "dataType": "integer" },
{ "name": "gnn", "dataType": "string" }
]
},
{
"name": "rel-avito-user-clicks",
"field": [
{ "name": "idx", "dataType": "integer" },
{ "name": "graph", "dataType": "string" },
{ "name": "train_metric", "dataType": "number" },
{ "name": "valid_metric", "dataType": "number" },
{ "name": "test_metric", "dataType": "number" },
{ "name": "params", "dataType": "integer" },
{ "name": "train_time", "dataType": "number" },
{ "name": "valid_time", "dataType": "number" },
{ "name": "test_time", "dataType": "number" },
{ "name": "dataset", "dataType": "string" },
{ "name": "task", "dataType": "string" },
{ "name": "seed", "dataType": "integer" },
{ "name": "gnn", "dataType": "string" }
]
},
{
"name": "rel-avito-user-ad-visit",
"field": [
{ "name": "idx", "dataType": "integer" },
{ "name": "graph", "dataType": "string" },
{ "name": "train_metric", "dataType": "number" },
{ "name": "valid_metric", "dataType": "number" },
{ "name": "test_metric", "dataType": "number" },
{ "name": "params", "dataType": "integer" },
{ "name": "train_time", "dataType": "number" },
{ "name": "valid_time", "dataType": "number" },
{ "name": "test_time", "dataType": "number" },
{ "name": "dataset", "dataType": "string" },
{ "name": "task", "dataType": "string" },
{ "name": "seed", "dataType": "integer" },
{ "name": "gnn", "dataType": "string" }
]
}
]
}