Skip to content

GitLab

Switch branch/tag
Find file Normal viewHistoryPermalink
gat.yaml 1.86 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 
# @package _group_
name: GAT
norm: false
loop: true
params:

  Cora:
    architecture:
      num_layers: 2
      hidden_channels: 8
      hidden_heads: 8
      out_heads: 1
      dropout: 0.6
    num_parts: 40
    batch_size: 10
    num_workers: 0
    lr: 0.005
    reg_weight_decay: 5e-4
    nonreg_weight_decay: 0
    grad_norm: 1.0
    epochs: 400
    runs: 20

  CiteSeer:
    architecture:
      num_layers: 2
      hidden_channels: 8
      hidden_heads: 8
      out_heads: 1
      dropout: 0.6
    num_parts: 24
    batch_size: 8
    num_workers: 0
    lr: 0.005
    reg_weight_decay: 5e-4
    nonreg_weight_decay: 0
    grad_norm: null
    epochs: 400
    runs: 20

  PubMed:
    architecture:
      num_layers: 2
      hidden_channels: 8
      hidden_heads: 8
      out_heads: 8
      dropout: 0.6
    num_parts: 4
    batch_size: 1
    num_workers: 0
    lr: 0.01
    reg_weight_decay: 0.001
    nonreg_weight_decay: 0
    grad_norm: null
    epochs: 400
    runs: 20

  CoauthorCS:
    architecture:
      num_layers: 2
      hidden_channels: 8
      hidden_heads: 8
      out_heads: 1
      dropout: 0.6
    num_parts: 8
    batch_size: 2
    num_workers: 0
    lr: 0.005
    reg_weight_decay: 0.01
    nonreg_weight_decay: 0
    grad_norm: null
    epochs: 400
    runs: 20

  CoauthorPhysics:
    architecture:
      num_layers: 2
      hidden_channels: 8
      hidden_heads: 8
      out_heads: 1
      dropout: 0.6
    num_parts: 4
    batch_size: 1
    num_workers: 0
    lr: 0.005
    reg_weight_decay: 0.01
    nonreg_weight_decay: 0
    grad_norm: null
    epochs: 400
    runs: 20

  WikiCS:
    architecture:
      num_layers: 2
      hidden_channels: 14
      hidden_heads: 5
      out_heads: 1
      dropout: 0.5
    num_parts: 2
    batch_size: 1
    num_workers: 0
    lr: 0.007
    reg_weight_decay: 5e-4
    nonreg_weight_decay: 0
    grad_norm: null
    epochs: 400
    runs: 20