Skip to content

GitLab

"docs/zh_cn/advanced_guides/datasets/lyft_det.md" did not exist on "6fa8850e09f4aa1b27574b4122951f961ad8a09d"
Switch branch/tag
Find file Normal viewHistoryPermalink
gcn2.yaml 3.76 KB
Newer Older
rusty1s's avatar
small benchmark script  
rusty1s committed
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215 
# @package _group_
name: GCN2
norm: true
loop: false
params:

  Cora:
    architecture:
      num_layers: 64
      hidden_channels: 64
      dropout: 0.6
      alpha: 0.1
      theta: 0.5
    num_parts: 2
    batch_size: 1
    num_workers: 0
    lr: 0.01
    reg_weight_decay: 0.01
    nonreg_weight_decay: 5e-4
    grad_norm: null
    epochs: 1000
    runs: 10

  CiteSeer:
    architecture:
      num_layers: 32
      hidden_channels: 256
      dropout: 0.7
      alpha: 0.1
      theta: 0.6
    num_parts: 40
    batch_size: 20
    num_workers: 0
    lr: 0.01
    reg_weight_decay: 0.01
    nonreg_weight_decay: 5e-4
    grad_norm: 1.0
    epochs: 1000
    runs: 10

  PubMed:
    architecture:
      num_layers: 16
      hidden_channels: 256
      dropout: 0.5
      alpha: 0.1
      theta: 0.4
    num_parts: 4
    batch_size: 2
    num_workers: 0
    lr: 0.01
    reg_weight_decay: 5e-4
    nonreg_weight_decay: 5e-4
    grad_norm: null
    epochs: 1000
    runs: 10

  CoauthorCS:
    architecture:
      num_layers: 16
      hidden_channels: 64
      dropout: 0.5
      alpha: 0.1
      theta: 0.5
    num_parts: 16
    batch_size: 8
    num_workers: 0
    lr: 0.01
    reg_weight_decay: 0.01
    nonreg_weight_decay: 5e-4
    grad_norm: null
    epochs: 1000
    runs: 10

  CoauthorPhysics:
    architecture:
      num_layers: 16
      hidden_channels: 64
      dropout: 0.5
      alpha: 0.1
      theta: 0.5
    num_parts: 2
    batch_size: 1
    num_workers: 0
    lr: 0.01
    reg_weight_decay: 0.01
    nonreg_weight_decay: 5e-4
    grad_norm: 1.0
    epochs: 1000
    runs: 10

  AmazonComputers:
    architecture:
      num_layers: 16
      hidden_channels: 64
      dropout: 0.2
      alpha: 0.1
      theta: 0.5
    num_parts: 32
    batch_size: 16
    num_workers: 0
    lr: 0.01
    reg_weight_decay: 0.01
    nonreg_weight_decay: 5e-4
    grad_norm: 1.0
    epochs: 300
    runs: 10

  AmazonPhoto:
    architecture:
      num_layers: 16
      hidden_channels: 64
      dropout: 0.5
      alpha: 0.1
      theta: 0.5
    num_parts: 4
    batch_size: 2
    num_workers: 0
    lr: 0.01
    reg_weight_decay: 0.01
    nonreg_weight_decay: 5e-4
    grad_norm: 1.0
    epochs: 1000
    runs: 10

  WikiCS:
    architecture:
      num_layers: 4
      hidden_channels: 128
      dropout: 0.5
      alpha: 0.1
      theta: 0.5
    num_parts: 4
    batch_size: 2
    num_workers: 0
    lr: 0.01
    reg_weight_decay: 5e-4
    nonreg_weight_decay: 5e-4
    grad_norm: null
    epochs: 1000
    runs: 10

  Reddit:
    architecture:
      num_layers: 4
      hidden_channels: 128
      dropout: 0.0
      alpha: 0.1
      theta: 0.5
    num_parts: 24
    batch_size: 12
    num_workers: 0
    lr: 0.01
    reg_weight_decay: 0
    nonreg_weight_decay: 0
    grad_norm: null
    epochs: 1000
    runs: 1

  Flickr:
    architecture:
      num_layers: 4
      hidden_channels: 256
      dropout: 0.0
      alpha: 0.1
      theta: 0.5
      residual: false
      shared_weights: true
    num_parts: 24
    batch_size: 12
    num_workers: 0
    lr: 0.01
    reg_weight_decay: 0
    nonreg_weight_decay: 0
    grad_norm: null
    epochs: 1000
    runs: 1

  Yelp:
    architecture:
      num_layers: 2
      hidden_channels: 256
      dropout: 0.0
      alpha: 0.1
      theta: 0.5
      residual: false
      shared_weights: true
    num_parts: 40
    batch_size: 10
    num_workers: 0
    lr: 0.01
    reg_weight_decay: 0
    nonreg_weight_decay: 0
    grad_norm: null
    epochs: 1000
    runs: 1

  PPI:
    architecture:
      num_layers: 9
      hidden_channels: 2048
      dropout: 0.2
      alpha: 0.5
      theta: 1.0
      residual: true
      shared_weights: false
    num_parts: 12
    batch_size: 1
    num_workers: 0
    lr: 0.001
    reg_weight_decay: 0
    nonreg_weight_decay: 0
    grad_norm: 1.0
    epochs: 3000
    runs: 1