estimator:
  accelerator: gpu
  precision: 32
  deterministic: true
  tf32_mode: high
callbacks:
  timer:
    _target_: energizer.active_learning.callbacks.Timer
  save_outputs:
    _target_: src.callbacks.SaveOutputs
    dirpath: ./logs/
    instance_level: false
    batch_level: false
    epoch_level: false
  early_stopping:
    _target_: energizer.callbacks.early_stopping.EarlyStopping
    monitor: train/avg_f1_minclass
    stage: train
    interval: epoch
    mode: max
    min_delta: 1.0e-05
    patience: 10
    stopping_threshold: null
    divergence_threshold: null
    verbose: true
  model_checkpoint:
    _target_: energizer.callbacks.model_checkpoint.ModelCheckpoint
    dirpath: .checkpoints
    monitor: train/avg_f1_minclass
    stage: train
    mode: max
    save_last: false
    save_top_k: 1
    verbose: true
loggers:
  tensorboard:
    _target_: energizer.loggers.TensorBoardLogger
    root_dir: ./
    name: tb_logs
    version: null
data:
  batch_size: 32
  eval_batch_size: 256
  num_workers: 32
  pin_memory: true
  drop_last: false
  persistent_workers: true
  shuffle: true
  seed: 654321
  replacement: false
  max_length: 512
active_data:
  budget: 100
  positive_budget: 5
  seed: 123456
fit:
  min_steps: 100
  max_epochs: 10
  learning_rate: 4.0e-05
  optimizer: adamw
  log_interval: ${log_interval}
  enable_progress_bar: ${enable_progress_bar}
  limit_train_batches: ${limit_batches}
  limit_validation_batches: ${limit_batches}
active_fit:
  max_budget: 5000
  query_size: 25
  reinit_model: true
  limit_pool_batches: ${limit_batches}
  limit_test_batches: ${limit_batches}
test:
  log_interval: ${log_interval}
  enable_progress_bar: ${enable_progress_bar}
  limit_batches: ${limit_batches}
strategy:
  name: anchoral_entropy
  args:
    seed: 42
    subpool_size: 10000
    num_neighbours: 50
    max_search_size: null
    num_anchors: 10
    anchor_strategy_minority: kmeans_pp_sampling
    anchor_strategy_majority: kmeans_pp_sampling
    minority_classes_ids: null
model:
  name: deberta_v3-base
  seed: 654321
dataset:
  name: agnews-business-.01
  text_column: text
  label_column: labels
  uid_column: uid
  prepared_path: ${data_path}/prepared/agnews-business-.01
  processed_path: ${data_path}/processed/agnews
  minority_classes:
  - 1
index_metric: all-mpnet-base-v2_cosine
log_interval: 1
enable_progress_bar: false
limit_batches: null
seed: 42
experiment_group: deberta_v3-base/new
run_name: ${dataset.name}/${model.name}_${strategy.name}_${now:%Y-%m-%d}T${now:%H-%M-%S}
data_path: /rds/user/pl487/hpc-work/anchoral/data