complex-wikidata-combined.yaml

complex:
  class_name: ComplEx
  entity_embedder:
    dropout: -0.3544049709300934
    regularize_weight: 1.6264961100212127e-10
    type: lookup_embedder
  relation_embedder:
    dropout: 0.49578630555558545
    regularize_weight: 8.552051698702295e-20
    type: lookup_embedder
dataset:
  name: wikidata5m
entity_ranking:
  chunk_size: 25000
eval:
  batch_size: 256
import:
- complex
job:
  type: train
lookup_embedder:
  class_name: LookupEmbedder
  dim: 128
  dropout: 0.0
  initialize: xavier_uniform_
  initialize_args:
    normal_:
      mean: 0.0
      std: 0.015600974164869342
    uniform_:
      a: -0.42509770087271137
    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: complex
negative_sampling:
  class_name: TrainingJobNegativeSampling
  implementation: batch
  num_samples:
    o: 7467
    p: 0
    s: 5735
  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: 0.11345708649220962
      type: Adagrad
  type: negative_sampling
valid:
  early_stopping:
    patience: 0
    threshold:
      epochs: 0
      metric_value: 0.0
  every: 4