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complex-yago3-10-parallel-relation-2@1.yaml
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complex-yago3-10-parallel-relation-2@1.yaml
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complex:
entity_embedder:
dropout: -0.3128825817257166
regularize_weight: 1.0274165130442088e-15
relation_embedder:
dropout: 0.1540917595848441
regularize_weight: 2.934669571854759e-10
dataset:
name: yago3-10
entity_ranking:
chunk_size: 25000
eval:
batch_size: 256
import:
- complex
- distributed_model
job:
device_pool:
- cuda:0
- cuda:1
distributed:
num_partitions: 4
num_workers: 4
parameter_server: shared
partition_type: relation
relation_sync_level: partition
lookup_embedder:
dim: 128
initialize: uniform_
initialize_args:
normal_:
mean: 0.0
std: 0.036423597922559676
uniform_:
a: -0.4357536096219625
xavier_normal_:
gain: 1.0
xavier_uniform_:
gain: 1.0
regularize_args:
p: 3
weighted: true
sparse: true
model: distributed_model
modules:
- kge.model
- kge.model.embedder
- kge.job
negative_sampling:
implementation: batch
num_samples:
o: 8942
s: 8919
shared: true
shared_type: naive
with_replacement: false
train:
auto_correct: true
batch_size: 1024
loss_arg: 1.0
lr_scheduler: ReduceLROnPlateau
lr_scheduler_args:
factor: 0.95
mode: max
patience: 5
threshold: 0.0001
max_epochs: 400
num_workers: 4
optimizer:
default:
args:
lr: 0.22584037828361303
type: dist_adagrad
type: distributed_negative_sampling
valid:
early_stopping:
patience: 10
threshold:
epochs: 10
metric_value: 0.1