-
Notifications
You must be signed in to change notification settings - Fork 1
/
sports_results.yml
149 lines (149 loc) · 3.51 KB
/
sports_results.yml
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
experiment:
backend: pytorch
data_config:
strategy: fixed
train_path: ../data/{0}/train.txt
validation_path: ../data/{0}/val.txt
test_path: ../data/{0}/test.txt
side_information:
- dataloader: VisualAttribute
visual_features: ../data/{0}/image_feat
- dataloader: TextualAttribute
textual_features: ../data/{0}/text_feat
dataset: sports
top_k: 20
evaluation:
cutoffs: [ 10, 20 ]
simple_metrics: [ Recall, nDCG, EFD, Gini, APLT, ItemCoverage ]
gpu: 0
external_models_path: ../external/models/__init__.py
models:
external.VBPR:
meta:
hyper_opt_alg: grid
verbose: True
save_weights: False
save_recs: False
validation_rate: 190
validation_metric: Recall@20
restore: False
lr: 0.001
modalities: ('visual', 'textual')
epochs: 190
factors: 64
batch_size: 1024
l_w: 1e-2
comb_mod: concat
seed: 123
external.MMGCN:
meta:
hyper_opt_alg: grid
verbose: True
save_weights: False
save_recs: False
validation_rate: 50
validation_metric: Recall@20
restore: False
lr: 1e-5
epochs: 50
num_layers: 3
factors: 64
factors_multimod: (256, None)
batch_size: 1024
aggregation: mean
concatenation: False
has_id: True
modalities: ('visual', 'textual')
l_w: 1e-5
seed: 123
external.GRCN:
meta:
hyper_opt_alg: grid
verbose: True
save_weights: False
save_recs: False
validation_rate: 170
validation_metric: Recall@20
restore: False
lr: 1
epochs: 170
num_layers: 2
num_routings: 3
factors: 64
factors_multimod: 128
batch_size: 1024
aggregation: add
weight_mode: confid
pruning: True
has_act: False
fusion_mode: concat
modalities: ('visual', 'textual')
l_w: 1e-5
seed: 123
external.LATTICE:
meta:
hyper_opt_alg: grid
verbose: True
save_weights: False
save_recs: False
validation_rate: 140
validation_metric: Recall@20
restore: False
epochs: 140
batch_size: 1024
factors: 64
lr: 0.001
l_w: 1e-5
n_layers: 1
n_ui_layers: 2
top_k: 20
l_m: 0.7
factors_multimod: 64
modalities: ('visual', 'textual')
seed: 123
external.BM3:
meta:
hyper_opt_alg: grid
verbose: True
save_weights: False
save_recs: False
validation_rate: 80
validation_metric: Recall@20
restore: False
lr: 0.01
multimod_factors: 64
reg_weight: 0.1
cl_weight: 2.0
dropout: 0.3
n_layers: 2
modalities: ('visual', 'textual')
loaders: ('VisualAttribute','TextualAttribute')
epochs: 80
factors: 64
lr_sched: (1.0,50)
batch_size: 1024
seed: 123
external.FREEDOM:
meta:
hyper_opt_alg: grid
verbose: True
save_weights: False
save_recs: False
validation_rate: 200
validation_metric: Recall@20
restore: False
lr: 0.001
factors: 64
epochs: 200
l_w: 1e-2
n_layers: 1
n_ui_layers: 2
top_k: 10
factors_multimod: 64
modalities: ('visual', 'textual')
loaders: ('VisualAttribute','TextualAttribute')
mw: (0.1,0.9)
drop: 0.8
lr_sched: (1.0,50)
batch_size: 1024
seed: 123