transe-wikidata-combined.yaml

dataset:
  name: wikidata5m
entity_ranking:
  chunk_size: 5000
eval:
  batch_size: 256
import:
- transe
job:
  type: train
lookup_embedder:
  class_name: LookupEmbedder
  dim: 128
  dropout: 0.0
  initialize: xavier_uniform_
  initialize_args:
    normal_:
      mean: 0.0
      std: 0.003057297074531533
    uniform_:
      a: -0.060551510516212104
    xavier_normal_:
      gain: 1.0
    xavier_uniform_:
      gain: 1.0
  normalize:
    p: -1.0
  regularize: lp
  regularize_args:
    p: 3
    weighted: true
  sparse: true
model: transe
negative_sampling:
  class_name: TrainingJobNegativeSampling
  implementation: batch
  num_samples:
    o: 694
    p: 0
    s: 763
  sampling_type: uniform
  shared: true
  shared_type: default
  with_replacement: false
train:
  auto_correct: true
  batch_size: 1024
  loss: kl
  loss_arg: 1.0
  max_epochs: 64
  num_workers: 0
  optimizer:
    default:
      args:
        lr: 0.06324662277554663
      type: Adagrad
  type: negative_sampling
transe:
  class_name: TransE
  entity_embedder:
    dropout: 0.2942341975082615
    regularize_weight: 6.7634755707686416e-18
    type: lookup_embedder
  l_norm: 1.0
  relation_embedder:
    dropout: 0.05431359378055667
    regularize_weight: 2.5570269515999237e-20
    type: lookup_embedder
valid:
  early_stopping:
    patience: 0
    threshold:
      epochs: 0
      metric_value: 0.0
  every: 4