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GraphAttributeLearning
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project:
  name: adjective_aware_embedding
  task: multi_label_attribute_prediction
  primary_object_class: chair

dataset:
  name: visual_genome
  root_dir: data/raw/visual_genome
  processed_dir: data/processed/visual_genome
  cache_dir: data/cache
  image_size: 224
  num_workers: 8
  pin_memory: true
  expected_primary_object_class: chair

download:
  enabled: true
  force_download: false
  timeout_seconds: 120
  retries: 3
  chunk_size_bytes: 1048576
  artifacts:
    - name: images_metadata
      url: https://homes.cs.washington.edu/~ranjay/visualgenome/data/dataset/image_data.json.zip
      filename: image_data.json.zip
      sha256: null
    - name: objects
      url: https://homes.cs.washington.edu/~ranjay/visualgenome/data/dataset/objects.json.zip
      filename: objects.json.zip
      sha256: null
    - name: attributes
      url: https://homes.cs.washington.edu/~ranjay/visualgenome/data/dataset/attributes.json.zip
      filename: attributes.json.zip
      sha256: null

extraction:
  enabled: true
  force_extract: false
  safe_extract: true
  marker_file: .extract_complete
  archives:
    - image_data.json.zip
    - objects.json.zip
    - attributes.json.zip

processing:
  output_format: parquet
  csv_fallback: true
  processing_report_file: processing_report.json
  label_vocab_file: label_vocab.json
  label_frequency_file: label_frequencies.json
  samples_file_parquet: samples.parquet
  samples_file_csv: samples.csv
  split_dir: splits
  unknown_label_token: __unknown__
  keep_unmapped_attributes: false
  strict_chair_only: true

splits:
  train: 0.8
  val: 0.1
  test: 0.1
  stratify_by_attribute_groups: true
  multilabel_stratify: true
  stratify_fallback: iterative_bucket
  split_seed: 42

attributes:
  groups:
    color:
      - blue
      - red
      - white
      - black
    material:
      - wooden
      - plastic
      - metal
    condition:
      - broken
      - clean
      - dirty
      - old
  min_support: 200
  lowercase: true
  lemmatize: true
  synonym_map:
    wood: wooden
    damaged: broken

filtering:
  drop_empty_labels: true
  deduplicate_images: true
  keep_only_primary_object: chair
  max_samples_per_attribute: null

augmentation:
  enabled: true
  horizontal_flip_prob: 0.5
  color_jitter_prob: 0.2
  random_resized_crop_scale:
    - 0.8
    - 1.0