models/checkpoints/structure_v2_scibert_evidencefix/train_args.json

{
  "train_jsonl": [
    ".\\scientific_keyphrase_extractor\\data\\structure\\pubmed_rct\\train.jsonl",
    ".\\scientific_keyphrase_extractor\\data\\structure\\qasper\\train.jsonl",
    ".\\scientific_keyphrase_extractor\\data\\structure\\aclsum\\train.jsonl"
  ],
  "dev_jsonl": [
    ".\\scientific_keyphrase_extractor\\data\\structure\\pubmed_rct\\validation.jsonl",
    ".\\scientific_keyphrase_extractor\\data\\structure\\qasper\\validation.jsonl",
    ".\\scientific_keyphrase_extractor\\data\\structure\\aclsum\\validation.jsonl"
  ],
  "output_dir": ".\\scientific_keyphrase_extractor\\runs\\structure_v2_scibert_evidencefix",
  "model_name": ".\\scientific_keyphrase_extractor\\resources\\models\\allenai_scibert_scivocab_uncased",
  "init_encoder_checkpoint": ".\\scientific_keyphrase_extractor\\runs\\scibert_semeval2010_finetune_nobow",
  "max_seq_length": 512,
  "max_sentences": 48,
  "max_candidate_sentences": 180,
  "epochs": 3,
  "batch_size": 4,
  "max_train_records": null,
  "max_dev_records": null,
  "lr": 2e-05,
  "warmup_ratio": 0.06,
  "role_loss_weight": 1.0,
  "evidence_loss_weight": 0.7,
  "evidence_pos_weight": 0.0,
  "max_auto_evidence_pos_weight": 24.0,
  "importance_loss_weight": 0.35,
  "device": "cuda",
  "amp": true,
  "seed": 13,
  "init_report": {
    "loaded_encoder_tensors": 199,
    "missing": [
      "section_embeddings.weight",
      "sentence_context.layers.0.self_attn.in_proj_weight",
      "sentence_context.layers.0.self_attn.in_proj_bias",
      "sentence_context.layers.0.self_attn.out_proj.weight",
      "sentence_context.layers.0.self_attn.out_proj.bias",
      "sentence_context.layers.0.linear1.weight",
      "sentence_context.layers.0.linear1.bias",
      "sentence_context.layers.0.linear2.weight",
      "sentence_context.layers.0.linear2.bias",
      "sentence_context.layers.0.norm1.weight",
      "sentence_context.layers.0.norm1.bias",
      "sentence_context.layers.0.norm2.weight",
      "sentence_context.layers.0.norm2.bias",
      "role_classifier.weight",
      "role_classifier.bias",
      "evidence_classifier.weight",
      "evidence_classifier.bias",
      "importance_regressor.weight",
      "importance_regressor.bias"
    ],
    "unexpected": []
  },
  "evidence_stats": {
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    "negative": 153269
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  "effective_evidence_pos_weight": 23.353496876428462
}