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ControllableNeuralSymbolicRegression
File size: 2,120 Bytes 
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train_path: /scratch/tbe/nesymres/raw_datasets/200000000
val_path: data/validation
raw_test_path: ???
max_description_seq_len: 500
checkpointing: true
number_of_test: 20
val_check_interval: 5
name: results
benchmark_path: test_set/nc.csv
model_path: run/False/2022-11-07/13-46-03/Exp_weights/1000000_log_-epoch=104-val_loss=0.00.ckpt
test_path: data/validation/nc
resume_from_checkpoint: ''
wandb: false
num_of_workers: 5
batch_size: 400
num_sanity_val_steps: 0
epochs: 10000
precision: 16
gpu: 3
path_to_candidate: data/conditioning/equations_ops_3_5000.json
dataset:
  len: 1000000
  total_variables: null
  total_coefficients: null
  max_number_of_points: 1000
  type_of_sampling_points: uniform
  noise: false
  fun_support:
    max: 10
    min: -10
    min_len: 1
  constants:
    enabled: true
    num_constants: 6
    additive:
      max: 10
      min: -10
    multiplicative:
      max: 10
      min: 0.05
  number_of_complexity_classes: 30
  conditioning:
    mode: false
    name: train
    prob_symmetry: 0.2
    prob_complexity: 0.3
    prob_noise: 0
    positive:
      prob: 0.3
      min_percent: 0
      max_percent: 1
      prob_pointers: 0.15
    negative:
      prob: 0.3
      min_percent: 0
      max_percent: 1
architecture:
  sinuisodal_embeddings: false
  dec_pf_dim: 512
  dec_layers: 5
  dim_hidden: 512
  lr: 0.0001
  dropout: 0
  cond_num_layers: 3
  num_features: 32
  ln: true
  N_p: 0
  num_inds: 100
  activation: relu
  bit16: true
  norm: true
  linear: false
  input_normalization: false
  src_pad_idx: 0
  trg_pad_idx: 0
  length_eq: 60
  n_l_enc: 5
  mean: 0.5
  std: 0.5
  dim_input: 6
  num_heads: 8
  number_possible_tokens: 80
  num_tokens_condition: 150
  embedding_dim_condition: 512
  conditioning: false
  concat: true
  predict_constants: c
  wupsteps: 4000
inference:
  beam_size: 10
  word2id: ??
  id2word: ??
  total_variables: ??
  n_jobs: 1
  bfgs:
    activated: false
    not_activated_no_fit: true
    n_restarts: 10
    add_coefficients_if_not_existing: false
    normalization_o: false
    idx_remove: true
    normalization_type: MSE
    stop_time: 1000000000.0