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short_config.yaml
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ICEWS14s:
h_dim: 200
num_hidden_layers: 2
decoder: 'convtranse'
encoder: 'uvrgcn'
sequence: 'regcn'
short_model: "regcn"
pe_init: "rw"
pe_dim_lis: [1, 2, 3, 4, 5,6,7,8,9,10]
sequence_len_lis: [1] # [1, 2, 3, 4, 5, 6, 7, 8, 9, 10] # grid search
use_static: False
weight: 0.5
discount: 1
angle: 10
dropout: 0.2
num_bases: 100
num_basis: 100
self_loop: True
skip_connect: False
input_dropout: 0.2
hidden_dropout: 0.2
feat_dropout: 0.2
aggregation: 'none'
entity_prediction: True
relation_prediction: True
opn: 'sub'
ICEWS18:
h_dim: 200
num_hidden_layers: 2
decoder: 'convtranse'
encoder: 'uvrgcn'
sequence: 'regcn'
short_model: "regcn"
pe_init: "rw"
pe_dim_lis: [8]
sequence_len_lis: [1]
use_static: False
weight: 0.5
discount: 1
angle: 10
dropout: 0.2
num_bases: 100
num_basis: 100
self_loop: True
skip_connect: False
input_dropout: 0.2
hidden_dropout: 0.2
feat_dropout: 0.2
aggregation: 'none'
entity_prediction: True
relation_prediction: True
opn: 'sub'
ICEWS05-15:
h_dim: 200
num_hidden_layers: 2
decoder: 'convtranse'
encoder: 'uvrgcn'
sequence: 'rnn'
sequence_len: 5
use_static: False
weight: 0.5
discount: 1
angle: 10
dropout: 0.2
num_bases: 100
num_basis: 100
self_loop: True
skip_connect: False
input_dropout: 0.2
hidden_dropout: 0.2
feat_dropout: 0.2
aggregation: 'none'
entity_prediction: True
relation_prediction: True
opn: 'sub'
YAGO:
h_dim: 200
num_hidden_layers: 1
decoder: 'convtranse'
encoder: 'uvrgcn'
sequence: 'regcn'
sequence_len: 1
use_static: False
weight: 0.5
discount: 1
angle: 10
dropout: 0.2
num_bases: 100
num_basis: 100
self_loop: True
skip_connect: False
input_dropout: 0.2
hidden_dropout: 0.2
feat_dropout: 0.2
aggregation: 'none'
entity_prediction: True
relation_prediction: True
opn: 'sub'
WIKI:
h_dim: 200
num_hidden_layers: 2
decoder: 'convtranse'
encoder: 'uvrgcn'
sequence: 'rnn'
sequence_len: 2
use_static: False
weight: 0.5
discount: 1
angle: 10
dropout: 0.2
num_bases: 100
num_basis: 100
self_loop: True
skip_connect: False
input_dropout: 0.2
hidden_dropout: 0.2
feat_dropout: 0.2
aggregation: 'none'
entity_prediction: True
relation_prediction: True
opn: 'sub'
GDELT:
h_dim: 200
num_hidden_layers: 2
decoder: 'convtranse'
encoder: 'uvrgcn'
sequence: 'rnn'
sequence_len: 1
use_static: False
weight: 0.5
discount: 1
angle: 10
dropout: 0.2
num_bases: 100
num_basis: 100
self_loop: True
skip_connect: False
input_dropout: 0.2
hidden_dropout: 0.2
feat_dropout: 0.2
aggregation: 'none'
entity_prediction: True
relation_prediction: True
opn: 'sub'