Pubmedbert finetuned on caption data
Browse files- config.json +34 -0
- model.safetensors +3 -0
- optimizer.pt +3 -0
- rng_state.pth +3 -0
- scheduler.pt +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- trainer_state.json +54 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
config.json
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{
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"_name_or_path": "microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract-fulltext",
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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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"classifier_dropout": null,
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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": "compound",
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"1": "non-compound"
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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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"false": 0,
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"true": 1
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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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"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": "4.42.4",
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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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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2ce7881de796f11f4a291dd3d35959a741d462527c784e70f40a36ef5b3192a2
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size 437958648
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optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:a77d8b3860e933e390b7148a9b268c1bbc9db60f263bd2807e926aa52d0a0785
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size 876038394
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rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:6990f89147f160bf589a25516df4312f0a26e9e49081bed231227545d4461192
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size 14244
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scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:d4c55729d9c46888a0e4e0da02f38d6b19536eeac805b5442ff4673feed23d5c
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size 1064
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special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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tokenizer.json
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "[UNK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "[CLS]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"3": {
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"content": "[SEP]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"4": {
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"content": "[MASK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"clean_up_tokenization_spaces": true,
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"cls_token": "[CLS]",
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"do_basic_tokenize": true,
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"do_lower_case": true,
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"mask_token": "[MASK]",
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"model_max_length": 1000000000000000019884624838656,
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"never_split": null,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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"unk_token": "[UNK]"
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}
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trainer_state.json
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{
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"best_metric": 0.2957749664783478,
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"best_model_checkpoint": "pubmedbert_caption_compound_RTX6000/checkpoint-525",
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"epoch": 1.0,
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"eval_steps": 500,
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"global_step": 525,
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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": 0.9523809523809523,
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"grad_norm": 3.1260972023010254,
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"learning_rate": 2.4285714285714288e-05,
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"loss": 0.2901,
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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": 0.8874109263657958,
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"eval_f1": 0.8850925368018971,
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"eval_f1_medical": 0.8687707641196013,
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"eval_f1_non_medical": 0.901414309484193,
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"eval_loss": 0.2957749664783478,
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"eval_precision": 0.8820521098447567,
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"eval_recall": 0.891335859705761,
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"eval_runtime": 28.7719,
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"eval_samples_per_second": 146.323,
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"eval_steps_per_second": 4.588,
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"step": 525
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}
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],
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"logging_steps": 500,
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"max_steps": 2625,
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"num_input_tokens_seen": 0,
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"num_train_epochs": 5,
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"save_steps": 500,
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"stateful_callbacks": {
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"TrainerControl": {
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"args": {
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"should_epoch_stop": false,
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"should_evaluate": false,
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"should_log": false,
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"should_save": true,
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"should_training_stop": false
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},
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"attributes": {}
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}
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},
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"total_flos": 3739844096446080.0,
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"train_batch_size": 32,
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"trial_name": null,
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"trial_params": null
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:1c6c9292562b1b10962fe9e4b06e1302180cb69fef60e467d91ba59634d6d36d
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size 5176
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vocab.txt
ADDED
The diff for this file is too large to render.
See raw diff
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