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Browse files- training_checkpoints/checkpoint-643/config.json +63 -0
- training_checkpoints/checkpoint-643/model.safetensors +3 -0
- training_checkpoints/checkpoint-643/optimizer.pt +3 -0
- training_checkpoints/checkpoint-643/rng_state.pth +3 -0
- training_checkpoints/checkpoint-643/scheduler.pt +3 -0
- training_checkpoints/checkpoint-643/trainer_state.json +50 -0
- training_checkpoints/checkpoint-643/training_args.bin +3 -0
training_checkpoints/checkpoint-643/config.json
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{
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"_name_or_path": "law-ai/InLegalBERT",
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_ids": 0,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "Issue",
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"1": "Court Discourse",
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"2": "Conclusion",
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"3": "Precedent Analysis",
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"4": "Section Analysis",
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"5": "Argument by Petitioner",
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"6": "Fact",
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"7": "Argument by Respondent",
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"8": "Ratio",
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"9": "Appellant",
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"10": "Respondent",
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"11": "Argument by Appellant",
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"12": "Petitioner",
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"13": "Judge",
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"14": "Argument by Defendant"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"Appellant": 9,
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"Argument by Appellant": 11,
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"Argument by Defendant": 14,
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"Argument by Petitioner": 5,
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"Argument by Respondent": 7,
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"Conclusion": 2,
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"Court Discourse": 1,
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"Fact": 6,
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"Issue": 0,
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"Judge": 13,
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"Petitioner": 12,
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"Precedent Analysis": 3,
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"Ratio": 8,
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"Respondent": 10,
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"Section Analysis": 4
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"output_past": true,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.38.2",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 30522
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}
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training_checkpoints/checkpoint-643/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:dd794358a547bac330fecf62fc50a078cd53576fbdfb552d456fe25116b267a7
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size 437998636
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training_checkpoints/checkpoint-643/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:701629e58fd28b0fe2da97433150d4e0bed6538f24cd4c1e97439463a59546e0
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size 876118266
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training_checkpoints/checkpoint-643/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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size 14244
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training_checkpoints/checkpoint-643/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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size 1064
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training_checkpoints/checkpoint-643/trainer_state.json
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{
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"best_metric": 0.6028764374506596,
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"best_model_checkpoint": "InLegalBERT/checkpoint-643",
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"epoch": 1.0,
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"eval_steps": 500,
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"global_step": 643,
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"is_hyper_param_search": false,
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"is_local_process_zero": true,
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"is_world_process_zero": true,
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"log_history": [
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{
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"epoch": 0.78,
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"grad_norm": 6.225058078765869,
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"learning_rate": 4.742871954380509e-05,
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"loss": 1.065,
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"step": 500
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},
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{
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"epoch": 1.0,
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"eval_accuracy": 0.7993803253292022,
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"eval_f1_macro": 0.6028764374506596,
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"eval_f1_micro": 0.7993803253292022,
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"eval_f1_weighted": 0.780434475079005,
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"eval_loss": 0.6395189166069031,
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"eval_macro_fpr": 0.01853296480715729,
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"eval_macro_sensitivity": 0.6307714529979154,
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"eval_macro_specificity": 0.9847175193097543,
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"eval_precision": 0.7817573111259606,
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"eval_precision_macro": 0.6194286814679265,
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"eval_recall": 0.7993803253292022,
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"eval_recall_macro": 0.6307714529979154,
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"eval_runtime": 29.4696,
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"eval_samples_per_second": 43.808,
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"eval_steps_per_second": 5.497,
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"eval_weighted_fpr": 0.017610661589719183,
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"eval_weighted_sensitivity": 0.7993803253292022,
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"eval_weighted_specificity": 0.9713824643171124,
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"step": 643
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}
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],
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"logging_steps": 500,
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"max_steps": 9645,
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"num_input_tokens_seen": 0,
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"num_train_epochs": 15,
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"save_steps": 500,
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"total_flos": 1352022394447872.0,
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"train_batch_size": 8,
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"trial_name": null,
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"trial_params": null
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}
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training_checkpoints/checkpoint-643/training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:1d67f433b74e0c5015495d7470ff35e34ab20bb7abc2e1887dfc6d557fdf2970
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size 4920
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