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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
chlehdwon commited on
Commit
2d59c13
·
1 Parent(s): c75c6cd

Update metadat

Browse files
Files changed (2) hide show
  1. dataset.yaml +0 -120
  2. metadata/metadata.json +177 -0
dataset.yaml CHANGED
@@ -4,167 +4,47 @@ configs:
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  data_files:
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  train:
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  - rel-stack/post-post-related/*.csv
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- features:
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- idx: Value("int32")
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- graph: Value("string")
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- train_metric: Value("float32")
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- valid_metric: Value("float32")
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- test_metric: Value("float32")
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- params: Value("int64")
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- train_time: Value("float32")
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- valid_time: Value("float32")
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- test_time: Value("float32")
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  - config_name: rel-event-user-attendance
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  data_files:
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  train:
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  - rel-event/user-attendance/*.csv
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- features:
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- idx: Value("int32")
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- graph: Value("string")
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- train_metric: Value("float32")
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- valid_metric: Value("float32")
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- test_metric: Value("float32")
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- params: Value("int64")
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- train_time: Value("float32")
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- valid_time: Value("float32")
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- test_time: Value("float32")
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  - config_name: rel-event-user-repeat
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  data_files:
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  train:
34
  - rel-event/user-repeat/*.csv
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- features:
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- idx: Value("int32")
37
- graph: Value("string")
38
- train_metric: Value("float32")
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- valid_metric: Value("float32")
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- test_metric: Value("float32")
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- params: Value("int64")
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- train_time: Value("float32")
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- valid_time: Value("float32")
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- test_time: Value("float32")
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  - config_name: rel-event-user-ignore
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  data_files:
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  train:
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  - rel-event/user-ignore/*.csv
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- features:
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- idx: Value("int32")
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- graph: Value("string")
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- train_metric: Value("float32")
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- valid_metric: Value("float32")
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- test_metric: Value("float32")
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- params: Value("int64")
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- train_time: Value("float32")
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- valid_time: Value("float32")
58
- test_time: Value("float32")
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  - config_name: rel-f1-driver-top3
60
  data_files:
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  train:
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  - rel-f1/driver-top3/*.csv
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- features:
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- idx: Value("int32")
65
- graph: Value("string")
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- train_metric: Value("float32")
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- valid_metric: Value("float32")
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- test_metric: Value("float32")
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- params: Value("int64")
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- train_time: Value("float32")
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- valid_time: Value("float32")
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- test_time: Value("float32")
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  - config_name: rel-f1-driver-position
74
  data_files:
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  train:
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  - rel-f1/driver-position/*.csv
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- features:
78
- idx: Value("int32")
79
- graph: Value("string")
80
- train_metric: Value("float32")
81
- valid_metric: Value("float32")
82
- test_metric: Value("float32")
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- params: Value("int64")
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- train_time: Value("float32")
85
- valid_time: Value("float32")
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- test_time: Value("float32")
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  - config_name: rel-f1-driver-dnf
88
  data_files:
89
  train:
90
  - rel-f1/driver-dnf/*.csv
91
- features:
92
- idx: Value("int32")
93
- graph: Value("string")
94
- train_metric: Value("float32")
95
- valid_metric: Value("float32")
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- test_metric: Value("float32")
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- params: Value("int64")
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- train_time: Value("float32")
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- valid_time: Value("float32")
100
- test_time: Value("float32")
101
  - config_name: rel-trial-study-outcome
102
  data_files:
103
  train:
104
  - rel-trial/study-outcome/*.csv
105
- features:
106
- idx: Value("int32")
107
- graph: Value("string")
108
- train_metric: Value("float32")
109
- valid_metric: Value("float32")
110
- test_metric: Value("float32")
111
- params: Value("int64")
112
- train_time: Value("float32")
113
- valid_time: Value("float32")
114
- test_time: Value("float32")
115
  - config_name: rel-avito-user-visits
116
  data_files:
117
  train:
118
  - rel-avito/user-visits/*.csv
119
- features:
120
- idx: Value("int32")
121
- graph: Value("string")
122
- train_metric: Value("float32")
123
- valid_metric: Value("float32")
124
- test_metric: Value("float32")
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- params: Value("int64")
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- train_time: Value("float32")
127
- valid_time: Value("float32")
128
- test_time: Value("float32")
129
  - config_name: rel-avito-ad-ctr
130
  data_files:
131
  train:
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  - rel-avito/ad-ctr/*.csv
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- features:
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- idx: Value("int32")
135
- graph: Value("string")
136
- train_metric: Value("float32")
137
- valid_metric: Value("float32")
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- test_metric: Value("float32")
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- params: Value("int64")
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- train_time: Value("float32")
141
- valid_time: Value("float32")
142
- test_time: Value("float32")
143
  - config_name: rel-avito-user-clicks
144
  data_files:
145
  train:
146
  - rel-avito/user-clicks/*.csv
147
- features:
148
- idx: Value("int32")
149
- graph: Value("string")
150
- train_metric: Value("float32")
151
- valid_metric: Value("float32")
152
- test_metric: Value("float32")
153
- params: Value("int64")
154
- train_time: Value("float32")
155
- valid_time: Value("float32")
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- test_time: Value("float32")
157
  - config_name: rel-avito-user-ad-visit
158
  data_files:
159
  train:
160
  - rel-avito/user-ad-visit/*.csv
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- features:
162
- idx: Value("int32")
163
- graph: Value("string")
164
- train_metric: Value("float32")
165
- valid_metric: Value("float32")
166
- test_metric: Value("float32")
167
- params: Value("int64")
168
- train_time: Value("float32")
169
- valid_time: Value("float32")
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- test_time: Value("float32")
 
4
  data_files:
5
  train:
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  - rel-stack/post-post-related/*.csv
 
 
 
 
 
 
 
 
 
 
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  - config_name: rel-event-user-attendance
8
  data_files:
9
  train:
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  - rel-event/user-attendance/*.csv
 
 
 
 
 
 
 
 
 
 
11
  - config_name: rel-event-user-repeat
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  data_files:
13
  train:
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  - rel-event/user-repeat/*.csv
 
 
 
 
 
 
 
 
 
 
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  - config_name: rel-event-user-ignore
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  data_files:
17
  train:
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  - rel-event/user-ignore/*.csv
 
 
 
 
 
 
 
 
 
 
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  - config_name: rel-f1-driver-top3
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  data_files:
21
  train:
22
  - rel-f1/driver-top3/*.csv
 
 
 
 
 
 
 
 
 
 
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  - config_name: rel-f1-driver-position
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  data_files:
25
  train:
26
  - rel-f1/driver-position/*.csv
 
 
 
 
 
 
 
 
 
 
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  - config_name: rel-f1-driver-dnf
28
  data_files:
29
  train:
30
  - rel-f1/driver-dnf/*.csv
 
 
 
 
 
 
 
 
 
 
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  - config_name: rel-trial-study-outcome
32
  data_files:
33
  train:
34
  - rel-trial/study-outcome/*.csv
 
 
 
 
 
 
 
 
 
 
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  - config_name: rel-avito-user-visits
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  data_files:
37
  train:
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  - rel-avito/user-visits/*.csv
 
 
 
 
 
 
 
 
 
 
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  - config_name: rel-avito-ad-ctr
40
  data_files:
41
  train:
42
  - rel-avito/ad-ctr/*.csv
 
 
 
 
 
 
 
 
 
 
43
  - config_name: rel-avito-user-clicks
44
  data_files:
45
  train:
46
  - rel-avito/user-clicks/*.csv
 
 
 
 
 
 
 
 
 
 
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  - config_name: rel-avito-user-ad-visit
48
  data_files:
49
  train:
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  - rel-avito/user-ad-visit/*.csv
 
 
 
 
 
 
 
 
 
 
metadata/metadata.json ADDED
@@ -0,0 +1,177 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "@context": "https://raw.githubusercontent.com/mlcommons/croissant/main/context.json",
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+ "@type": "sc:Dataset",
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+ "name": "RDB2G-Bench",
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+ "description": "Benchmark dataset with graph-related metrics and performance timings.",
6
+ "recordSet": [
7
+ {
8
+ "name": "rel-stack-post-post-related",
9
+ "field": [
10
+ { "name": "idx", "dataType": "integer" },
11
+ { "name": "graph", "dataType": "string" },
12
+ { "name": "train_metric", "dataType": "number" },
13
+ { "name": "valid_metric", "dataType": "number" },
14
+ { "name": "test_metric", "dataType": "number" },
15
+ { "name": "params", "dataType": "integer" },
16
+ { "name": "train_time", "dataType": "number" },
17
+ { "name": "valid_time", "dataType": "number" },
18
+ { "name": "test_time", "dataType": "number" }
19
+ ]
20
+ },
21
+ {
22
+ "name": "rel-event-user-attendance",
23
+ "field": [
24
+ { "name": "idx", "dataType": "integer" },
25
+ { "name": "graph", "dataType": "string" },
26
+ { "name": "train_metric", "dataType": "number" },
27
+ { "name": "valid_metric", "dataType": "number" },
28
+ { "name": "test_metric", "dataType": "number" },
29
+ { "name": "params", "dataType": "integer" },
30
+ { "name": "train_time", "dataType": "number" },
31
+ { "name": "valid_time", "dataType": "number" },
32
+ { "name": "test_time", "dataType": "number" }
33
+ ]
34
+ },
35
+ {
36
+ "name": "rel-event-user-repeat",
37
+ "field": [
38
+ { "name": "idx", "dataType": "integer" },
39
+ { "name": "graph", "dataType": "string" },
40
+ { "name": "train_metric", "dataType": "number" },
41
+ { "name": "valid_metric", "dataType": "number" },
42
+ { "name": "test_metric", "dataType": "number" },
43
+ { "name": "params", "dataType": "integer" },
44
+ { "name": "train_time", "dataType": "number" },
45
+ { "name": "valid_time", "dataType": "number" },
46
+ { "name": "test_time", "dataType": "number" }
47
+ ]
48
+ },
49
+ {
50
+ "name": "rel-event-user-ignore",
51
+ "field": [
52
+ { "name": "idx", "dataType": "integer" },
53
+ { "name": "graph", "dataType": "string" },
54
+ { "name": "train_metric", "dataType": "number" },
55
+ { "name": "valid_metric", "dataType": "number" },
56
+ { "name": "test_metric", "dataType": "number" },
57
+ { "name": "params", "dataType": "integer" },
58
+ { "name": "train_time", "dataType": "number" },
59
+ { "name": "valid_time", "dataType": "number" },
60
+ { "name": "test_time", "dataType": "number" }
61
+ ]
62
+ },
63
+ {
64
+ "name": "rel-f1-driver-top3",
65
+ "field": [
66
+ { "name": "idx", "dataType": "integer" },
67
+ { "name": "graph", "dataType": "string" },
68
+ { "name": "train_metric", "dataType": "number" },
69
+ { "name": "valid_metric", "dataType": "number" },
70
+ { "name": "test_metric", "dataType": "number" },
71
+ { "name": "params", "dataType": "integer" },
72
+ { "name": "train_time", "dataType": "number" },
73
+ { "name": "valid_time", "dataType": "number" },
74
+ { "name": "test_time", "dataType": "number" }
75
+ ]
76
+ },
77
+ {
78
+ "name": "rel-f1-driver-position",
79
+ "field": [
80
+ { "name": "idx", "dataType": "integer" },
81
+ { "name": "graph", "dataType": "string" },
82
+ { "name": "train_metric", "dataType": "number" },
83
+ { "name": "valid_metric", "dataType": "number" },
84
+ { "name": "test_metric", "dataType": "number" },
85
+ { "name": "params", "dataType": "integer" },
86
+ { "name": "train_time", "dataType": "number" },
87
+ { "name": "valid_time", "dataType": "number" },
88
+ { "name": "test_time", "dataType": "number" }
89
+ ]
90
+ },
91
+ {
92
+ "name": "rel-f1-driver-dnf",
93
+ "field": [
94
+ { "name": "idx", "dataType": "integer" },
95
+ { "name": "graph", "dataType": "string" },
96
+ { "name": "train_metric", "dataType": "number" },
97
+ { "name": "valid_metric", "dataType": "number" },
98
+ { "name": "test_metric", "dataType": "number" },
99
+ { "name": "params", "dataType": "integer" },
100
+ { "name": "train_time", "dataType": "number" },
101
+ { "name": "valid_time", "dataType": "number" },
102
+ { "name": "test_time", "dataType": "number" }
103
+ ]
104
+ },
105
+ {
106
+ "name": "rel-trial-study-outcome",
107
+ "field": [
108
+ { "name": "idx", "dataType": "integer" },
109
+ { "name": "graph", "dataType": "string" },
110
+ { "name": "train_metric", "dataType": "number" },
111
+ { "name": "valid_metric", "dataType": "number" },
112
+ { "name": "test_metric", "dataType": "number" },
113
+ { "name": "params", "dataType": "integer" },
114
+ { "name": "train_time", "dataType": "number" },
115
+ { "name": "valid_time", "dataType": "number" },
116
+ { "name": "test_time", "dataType": "number" }
117
+ ]
118
+ },
119
+ {
120
+ "name": "rel-avito-user-visits",
121
+ "field": [
122
+ { "name": "idx", "dataType": "integer" },
123
+ { "name": "graph", "dataType": "string" },
124
+ { "name": "train_metric", "dataType": "number" },
125
+ { "name": "valid_metric", "dataType": "number" },
126
+ { "name": "test_metric", "dataType": "number" },
127
+ { "name": "params", "dataType": "integer" },
128
+ { "name": "train_time", "dataType": "number" },
129
+ { "name": "valid_time", "dataType": "number" },
130
+ { "name": "test_time", "dataType": "number" }
131
+ ]
132
+ },
133
+ {
134
+ "name": "rel-avito-ad-ctr",
135
+ "field": [
136
+ { "name": "idx", "dataType": "integer" },
137
+ { "name": "graph", "dataType": "string" },
138
+ { "name": "train_metric", "dataType": "number" },
139
+ { "name": "valid_metric", "dataType": "number" },
140
+ { "name": "test_metric", "dataType": "number" },
141
+ { "name": "params", "dataType": "integer" },
142
+ { "name": "train_time", "dataType": "number" },
143
+ { "name": "valid_time", "dataType": "number" },
144
+ { "name": "test_time", "dataType": "number" }
145
+ ]
146
+ },
147
+ {
148
+ "name": "rel-avito-user-clicks",
149
+ "field": [
150
+ { "name": "idx", "dataType": "integer" },
151
+ { "name": "graph", "dataType": "string" },
152
+ { "name": "train_metric", "dataType": "number" },
153
+ { "name": "valid_metric", "dataType": "number" },
154
+ { "name": "test_metric", "dataType": "number" },
155
+ { "name": "params", "dataType": "integer" },
156
+ { "name": "train_time", "dataType": "number" },
157
+ { "name": "valid_time", "dataType": "number" },
158
+ { "name": "test_time", "dataType": "number" }
159
+ ]
160
+ },
161
+ {
162
+ "name": "rel-avito-user-ad-visit",
163
+ "field": [
164
+ { "name": "idx", "dataType": "integer" },
165
+ { "name": "graph", "dataType": "string" },
166
+ { "name": "train_metric", "dataType": "number" },
167
+ { "name": "valid_metric", "dataType": "number" },
168
+ { "name": "test_metric", "dataType": "number" },
169
+ { "name": "params", "dataType": "integer" },
170
+ { "name": "train_time", "dataType": "number" },
171
+ { "name": "valid_time", "dataType": "number" },
172
+ { "name": "test_time", "dataType": "number" }
173
+ ]
174
+ }
175
+ ]
176
+ }
177
+