Upload folder using huggingface_hub
Browse files- checkpoint-340/config.json +43 -0
- checkpoint-340/model.safetensors +3 -0
- checkpoint-340/optimizer.pt +3 -0
- checkpoint-340/rng_state.pth +3 -0
- checkpoint-340/scaler.pt +3 -0
- checkpoint-340/scheduler.pt +3 -0
- checkpoint-340/tokenizer.json +0 -0
- checkpoint-340/tokenizer_config.json +14 -0
- checkpoint-340/trainer_state.json +139 -0
- checkpoint-340/training_args.bin +3 -0
- checkpoint-425/config.json +43 -0
- checkpoint-425/model.safetensors +3 -0
- checkpoint-425/optimizer.pt +3 -0
- checkpoint-425/rng_state.pth +3 -0
- checkpoint-425/scaler.pt +3 -0
- checkpoint-425/scheduler.pt +3 -0
- checkpoint-425/tokenizer.json +0 -0
- checkpoint-425/tokenizer_config.json +14 -0
- checkpoint-425/trainer_state.json +163 -0
- checkpoint-425/training_args.bin +3 -0
- comprehensive_results_binary.json +79 -0
- config.json +43 -0
- model.safetensors +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +14 -0
- training_args.bin +3 -0
checkpoint-340/config.json
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{
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"add_cross_attention": false,
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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": null,
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"classifier_dropout": null,
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"directionality": "bidi",
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"dtype": "float32",
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"eos_token_id": 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": "Non-Gaslighting",
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"1": "Gaslighting"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"is_decoder": false,
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"label2id": {
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"Gaslighting": 1,
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"Non-Gaslighting": 0
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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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"pooler_fc_size": 768,
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"pooler_num_attention_heads": 12,
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"pooler_num_fc_layers": 3,
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"pooler_size_per_head": 128,
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"pooler_type": "first_token_transform",
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"problem_type": "single_label_classification",
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"tie_word_embeddings": true,
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"transformers_version": "5.0.0",
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"type_vocab_size": 2,
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"use_cache": false,
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"vocab_size": 105879
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}
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checkpoint-340/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:1f0085f3383719f007ef8fe7c40858ff5a2b5370a15802d468b4f45043e902fc
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size 669455336
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checkpoint-340/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:009acdd20bfce1e989ef058825aa64c4a7be626b6890484206fcc5cb2c838e95
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size 1339032203
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checkpoint-340/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:47fb45a7b2139ee3f5b084679b9edeba65d0dc98ebdb3f8c4b6e7947626ff113
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size 14645
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checkpoint-340/scaler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:41d03862e2cc4e9749501d6c736e76da5165fe491f53b662caa2d77a3068a2b1
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size 1383
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checkpoint-340/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:81f9ccb04b432af0119e04f8e965bb80397941335599a88c3c3d75493d2a79ba
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size 1465
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checkpoint-340/tokenizer.json
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checkpoint-340/tokenizer_config.json
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{
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"backend": "tokenizers",
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"cls_token": "[CLS]",
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"do_lower_case": true,
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"is_local": false,
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"mask_token": "[MASK]",
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"model_max_length": 512,
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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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checkpoint-340/trainer_state.json
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{
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"best_global_step": 340,
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| 3 |
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"best_metric": 0.9236111111111112,
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| 4 |
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"best_model_checkpoint": "D:/Thesis/Taglish_Gaslighting_V3\\model_outputs\\mbert_binary\\checkpoint-340",
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| 5 |
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"epoch": 4.0,
|
| 6 |
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"eval_steps": 500,
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| 7 |
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"global_step": 340,
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| 8 |
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"is_hyper_param_search": false,
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| 9 |
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"is_local_process_zero": true,
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| 10 |
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"is_world_process_zero": true,
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| 11 |
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"log_history": [
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| 12 |
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{
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"epoch": 1.0,
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"grad_norm": 13.322940826416016,
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"learning_rate": 1.8010471204188483e-05,
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"loss": 0.5703998341279871,
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"step": 85
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},
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{
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"epoch": 1.0,
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"eval_accuracy": 0.8062283737024222,
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"eval_f1": 0.8082191780821918,
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"eval_loss": 0.4196648597717285,
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"eval_macro_f1": 0.806207491138998,
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"eval_non_gas_f1": 0.8041958041958042,
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"eval_non_gas_precision": 0.8273381294964028,
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"eval_non_gas_recall": 0.782312925170068,
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"eval_precision": 0.7866666666666666,
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"eval_recall": 0.8309859154929577,
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"eval_roc_auc": 0.8890485771773498,
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"eval_runtime": 13.237,
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"eval_samples_per_second": 21.833,
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"eval_steps_per_second": 1.435,
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| 34 |
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"step": 85
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| 35 |
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},
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| 36 |
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{
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"epoch": 2.0,
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| 38 |
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"grad_norm": 0.4100542664527893,
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"learning_rate": 1.356020942408377e-05,
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"loss": 0.31691517549402576,
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"step": 170
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},
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{
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"epoch": 2.0,
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"eval_accuracy": 0.903114186851211,
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"eval_f1": 0.9014084507042254,
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"eval_loss": 0.2633134126663208,
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"eval_macro_f1": 0.9030851777330651,
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| 49 |
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"eval_non_gas_f1": 0.9047619047619048,
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| 50 |
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"eval_non_gas_precision": 0.9047619047619048,
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| 51 |
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"eval_non_gas_recall": 0.9047619047619048,
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"eval_precision": 0.9014084507042254,
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"eval_recall": 0.9014084507042254,
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"eval_roc_auc": 0.9666570853693591,
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"eval_runtime": 14.0294,
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"eval_samples_per_second": 20.6,
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"eval_steps_per_second": 1.354,
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| 58 |
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"step": 170
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| 59 |
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},
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| 60 |
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{
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"epoch": 3.0,
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"grad_norm": 0.385506808757782,
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"learning_rate": 9.109947643979057e-06,
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"loss": 0.15622444152832032,
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"step": 255
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"eval_non_gas_precision": 0.8774193548387097,
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"eval_non_gas_recall": 0.9251700680272109,
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"eval_precision": 0.917910447761194,
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"eval_recall": 0.8661971830985915,
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"step": 255
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"epoch": 4.0,
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"step": 340
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"epoch": 4.0,
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"eval_macro_f1": 0.923874521072797,
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"eval_non_gas_f1": 0.9241379310344827,
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| 98 |
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"eval_non_gas_precision": 0.9370629370629371,
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"eval_non_gas_recall": 0.9115646258503401,
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"eval_samples_per_second": 22.07,
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| 105 |
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| 106 |
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"step": 340
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| 107 |
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}
|
| 108 |
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],
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| 109 |
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"logging_steps": 500,
|
| 110 |
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"max_steps": 425,
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| 111 |
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"num_input_tokens_seen": 0,
|
| 112 |
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"num_train_epochs": 5,
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| 113 |
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"save_steps": 500,
|
| 114 |
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"stateful_callbacks": {
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| 115 |
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"EarlyStoppingCallback": {
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| 116 |
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"args": {
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"early_stopping_patience": 2,
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"early_stopping_threshold": 0.0
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},
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"attributes": {
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}
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},
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| 124 |
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"TrainerControl": {
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| 125 |
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"args": {
|
| 126 |
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| 127 |
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| 128 |
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"should_log": false,
|
| 129 |
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"should_save": true,
|
| 130 |
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"should_training_stop": false
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| 131 |
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},
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| 132 |
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"attributes": {}
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| 133 |
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}
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| 134 |
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},
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| 135 |
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"total_flos": 354673702625280.0,
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"train_batch_size": 16,
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| 137 |
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"trial_name": null,
|
| 138 |
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"trial_params": null
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}
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checkpoint-340/training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:309858438c0025fd1aebdb6d019a6805f49bd4a7a22c10642321af45f7e715bb
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size 5265
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checkpoint-425/config.json
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|
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|
|
|
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|
|
|
|
|
| 1 |
+
{
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| 2 |
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"val": {
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| 3 |
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| 4 |
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| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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| 13 |
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"runtime": 12.9943,
|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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[
|
| 18 |
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|
| 19 |
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|
| 20 |
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],
|
| 21 |
+
[
|
| 22 |
+
9,
|
| 23 |
+
133
|
| 24 |
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]
|
| 25 |
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]
|
| 26 |
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},
|
| 27 |
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"test_id": {
|
| 28 |
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"loss": 0.336225688457489,
|
| 29 |
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"accuracy": 0.9065743944636678,
|
| 30 |
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"precision": 0.9020979020979021,
|
| 31 |
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"recall": 0.9084507042253521,
|
| 32 |
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"f1": 0.9052631578947369,
|
| 33 |
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"macro_f1": 0.9065564936231363,
|
| 34 |
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"roc_auc": 0.9741304972693302,
|
| 35 |
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"non_gas_precision": 0.910958904109589,
|
| 36 |
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|
| 37 |
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"non_gas_f1": 0.9078498293515358,
|
| 38 |
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"runtime": 13.0057,
|
| 39 |
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"samples_per_second": 22.221,
|
| 40 |
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|
| 41 |
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"confusion_matrix": [
|
| 42 |
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[
|
| 43 |
+
133,
|
| 44 |
+
14
|
| 45 |
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],
|
| 46 |
+
[
|
| 47 |
+
13,
|
| 48 |
+
129
|
| 49 |
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]
|
| 50 |
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]
|
| 51 |
+
},
|
| 52 |
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"test_ood": {
|
| 53 |
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"loss": 0.5277629494667053,
|
| 54 |
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"accuracy": 0.8695652173913043,
|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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"macro_f1": 0.8345296184655353,
|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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[
|
| 68 |
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113,
|
| 69 |
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|
| 70 |
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],
|
| 71 |
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[
|
| 72 |
+
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|
| 73 |
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|
| 74 |
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|
| 75 |
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|
| 76 |
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},
|
| 77 |
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"delta_f1": -0.005406817291367383,
|
| 78 |
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"delta_f1_interpretation": "\u2705 Robust generalization (minimal domain sensitivity)"
|
| 79 |
+
}
|
config.json
ADDED
|
@@ -0,0 +1,43 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
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|
|
|
|
|
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|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_cross_attention": false,
|
| 3 |
+
"architectures": [
|
| 4 |
+
"BertForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"bos_token_id": null,
|
| 8 |
+
"classifier_dropout": null,
|
| 9 |
+
"directionality": "bidi",
|
| 10 |
+
"dtype": "float32",
|
| 11 |
+
"eos_token_id": null,
|
| 12 |
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"hidden_act": "gelu",
|
| 13 |
+
"hidden_dropout_prob": 0.1,
|
| 14 |
+
"hidden_size": 768,
|
| 15 |
+
"id2label": {
|
| 16 |
+
"0": "Non-Gaslighting",
|
| 17 |
+
"1": "Gaslighting"
|
| 18 |
+
},
|
| 19 |
+
"initializer_range": 0.02,
|
| 20 |
+
"intermediate_size": 3072,
|
| 21 |
+
"is_decoder": false,
|
| 22 |
+
"label2id": {
|
| 23 |
+
"Gaslighting": 1,
|
| 24 |
+
"Non-Gaslighting": 0
|
| 25 |
+
},
|
| 26 |
+
"layer_norm_eps": 1e-12,
|
| 27 |
+
"max_position_embeddings": 512,
|
| 28 |
+
"model_type": "bert",
|
| 29 |
+
"num_attention_heads": 12,
|
| 30 |
+
"num_hidden_layers": 12,
|
| 31 |
+
"pad_token_id": 0,
|
| 32 |
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"pooler_fc_size": 768,
|
| 33 |
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"pooler_num_attention_heads": 12,
|
| 34 |
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"pooler_num_fc_layers": 3,
|
| 35 |
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"pooler_size_per_head": 128,
|
| 36 |
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"pooler_type": "first_token_transform",
|
| 37 |
+
"problem_type": "single_label_classification",
|
| 38 |
+
"tie_word_embeddings": true,
|
| 39 |
+
"transformers_version": "5.0.0",
|
| 40 |
+
"type_vocab_size": 2,
|
| 41 |
+
"use_cache": false,
|
| 42 |
+
"vocab_size": 105879
|
| 43 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:e81ea3fdf2bdea9f09e3939e1ceeda7d1fd9fe807059ae3e491d660db73cb428
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| 3 |
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size 669455336
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tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"backend": "tokenizers",
|
| 3 |
+
"cls_token": "[CLS]",
|
| 4 |
+
"do_lower_case": true,
|
| 5 |
+
"is_local": false,
|
| 6 |
+
"mask_token": "[MASK]",
|
| 7 |
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"model_max_length": 512,
|
| 8 |
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"pad_token": "[PAD]",
|
| 9 |
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"sep_token": "[SEP]",
|
| 10 |
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"strip_accents": null,
|
| 11 |
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"tokenize_chinese_chars": true,
|
| 12 |
+
"tokenizer_class": "BertTokenizer",
|
| 13 |
+
"unk_token": "[UNK]"
|
| 14 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:309858438c0025fd1aebdb6d019a6805f49bd4a7a22c10642321af45f7e715bb
|
| 3 |
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size 5265
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