Upload folder using huggingface_hub
Browse files- README.md +26 -0
- checkpoint-3/config.json +38 -0
- checkpoint-3/model.safetensors +3 -0
- checkpoint-3/optimizer.pt +3 -0
- checkpoint-3/rng_state.pth +3 -0
- checkpoint-3/scheduler.pt +3 -0
- checkpoint-3/trainer_state.json +102 -0
- checkpoint-3/training_args.bin +3 -0
- config.json +38 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/Jan07_10-56-04_r-philprz-robertafinetuning-zi88cip8-5abb0-u796e/events.out.tfevents.1736247365.r-philprz-robertafinetuning-zi88cip8-5abb0-u796e.105.0 +2 -2
- runs/Jan07_10-56-04_r-philprz-robertafinetuning-zi88cip8-5abb0-u796e/events.out.tfevents.1736247389.r-philprz-robertafinetuning-zi88cip8-5abb0-u796e.105.1 +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +58 -0
- training_args.bin +3 -0
- training_params.json +30 -0
- vocab.json +0 -0
README.md
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---
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tags:
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- autotrain
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- text-classification
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base_model: cardiffnlp/twitter-roberta-base-sentiment
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widget:
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- text: "I love AutoTrain"
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---
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# Model Trained Using AutoTrain
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- Problem type: Text Classification
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## Validation Metrics
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loss: 0.21242013573646545
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f1: 1.0
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precision: 1.0
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recall: 1.0
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auc: 1.0
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accuracy: 1.0
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checkpoint-3/config.json
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{
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"_name_or_path": "cardiffnlp/twitter-roberta-base-sentiment",
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"_num_labels": 2,
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"architectures": [
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"RobertaForSequenceClassification"
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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_id": 2,
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"gradient_checkpointing": false,
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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": "negative",
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"1": "positive"
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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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"negative": 0,
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"positive": 1
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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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": "4.47.1",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 50265
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}
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checkpoint-3/model.safetensors
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checkpoint-3/optimizer.pt
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size 997339898
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checkpoint-3/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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size 13990
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checkpoint-3/scheduler.pt
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checkpoint-3/trainer_state.json
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{
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"best_metric": 0.21242013573646545,
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"best_model_checkpoint": "Roberta/checkpoint-3",
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"epoch": 3.0,
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"eval_steps": 500,
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"global_step": 3,
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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": 1.0,
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"grad_norm": 7.709331035614014,
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"learning_rate": 5e-05,
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"loss": 0.5731,
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"step": 1
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},
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{
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"epoch": 1.0,
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"eval_accuracy": 1.0,
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"eval_auc": 1.0,
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"eval_f1": 1.0,
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"eval_loss": 0.6056622862815857,
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"eval_precision": 1.0,
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"eval_recall": 1.0,
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"eval_runtime": 0.4235,
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"eval_samples_per_second": 4.722,
|
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"eval_steps_per_second": 2.361,
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| 29 |
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"step": 1
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},
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{
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"epoch": 2.0,
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| 33 |
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"grad_norm": 7.63822078704834,
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"learning_rate": 2.5e-05,
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"loss": 0.5393,
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"step": 2
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},
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{
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"epoch": 2.0,
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"eval_accuracy": 1.0,
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"eval_auc": 1.0,
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"eval_f1": 1.0,
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"eval_loss": 0.30428773164749146,
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"eval_precision": 1.0,
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"eval_recall": 1.0,
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"eval_runtime": 0.4369,
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"eval_samples_per_second": 4.577,
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"eval_steps_per_second": 2.289,
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"step": 2
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},
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{
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"epoch": 3.0,
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"grad_norm": 4.563619136810303,
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"loss": 0.2507,
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"step": 3
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{
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"epoch": 3.0,
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"eval_accuracy": 1.0,
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"eval_auc": 1.0,
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"eval_f1": 1.0,
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"eval_loss": 0.21242013573646545,
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"eval_precision": 1.0,
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"eval_recall": 1.0,
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"eval_runtime": 0.4293,
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"eval_samples_per_second": 4.659,
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"eval_steps_per_second": 2.33,
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"step": 3
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}
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],
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"logging_steps": 1,
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"max_steps": 3,
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"num_input_tokens_seen": 0,
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"num_train_epochs": 3,
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| 76 |
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"save_steps": 500,
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| 77 |
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"stateful_callbacks": {
|
| 78 |
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"EarlyStoppingCallback": {
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| 79 |
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"args": {
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"early_stopping_patience": 5,
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"early_stopping_threshold": 0.01
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},
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"attributes": {
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"early_stopping_patience_counter": 0
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}
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},
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| 87 |
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"TrainerControl": {
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| 88 |
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"args": {
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| 89 |
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"should_epoch_stop": false,
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| 90 |
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"should_evaluate": false,
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| 91 |
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"should_log": false,
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"should_save": true,
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"should_training_stop": true
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},
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"attributes": {}
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}
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},
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"total_flos": 986666457600.0,
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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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checkpoint-3/training_args.bin
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oid sha256:89b005353208822978fac66b37c87cfd5551f84e01c1bfe9d8b6efb180f782db
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size 5368
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config.json
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{
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"_name_or_path": "cardiffnlp/twitter-roberta-base-sentiment",
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"_num_labels": 2,
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| 4 |
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"architectures": [
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| 5 |
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"RobertaForSequenceClassification"
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],
|
| 7 |
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"attention_probs_dropout_prob": 0.1,
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| 8 |
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"bos_token_id": 0,
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| 9 |
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| 11 |
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"gradient_checkpointing": false,
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| 12 |
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"hidden_act": "gelu",
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| 13 |
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"hidden_dropout_prob": 0.1,
|
| 14 |
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"hidden_size": 768,
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| 15 |
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"id2label": {
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| 16 |
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"0": "negative",
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| 17 |
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"1": "positive"
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| 18 |
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},
|
| 19 |
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"initializer_range": 0.02,
|
| 20 |
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"intermediate_size": 3072,
|
| 21 |
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"label2id": {
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| 22 |
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"negative": 0,
|
| 23 |
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"positive": 1
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| 24 |
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},
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| 25 |
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"layer_norm_eps": 1e-05,
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| 26 |
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"max_position_embeddings": 514,
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| 27 |
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"model_type": "roberta",
|
| 28 |
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"num_attention_heads": 12,
|
| 29 |
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"num_hidden_layers": 12,
|
| 30 |
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"pad_token_id": 1,
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| 31 |
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"position_embedding_type": "absolute",
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| 32 |
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"problem_type": "single_label_classification",
|
| 33 |
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"torch_dtype": "float32",
|
| 34 |
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"transformers_version": "4.47.1",
|
| 35 |
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"type_vocab_size": 1,
|
| 36 |
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"use_cache": true,
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| 37 |
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"vocab_size": 50265
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}
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merges.txt
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model.safetensors
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size 498612824
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runs/Jan07_10-56-04_r-philprz-robertafinetuning-zi88cip8-5abb0-u796e/events.out.tfevents.1736247365.r-philprz-robertafinetuning-zi88cip8-5abb0-u796e.105.0
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runs/Jan07_10-56-04_r-philprz-robertafinetuning-zi88cip8-5abb0-u796e/events.out.tfevents.1736247389.r-philprz-robertafinetuning-zi88cip8-5abb0-u796e.105.1
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special_tokens_map.json
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|
| 1 |
+
{
|
| 2 |
+
"bos_token": {
|
| 3 |
+
"content": "<s>",
|
| 4 |
+
"lstrip": false,
|
| 5 |
+
"normalized": true,
|
| 6 |
+
"rstrip": false,
|
| 7 |
+
"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"cls_token": {
|
| 10 |
+
"content": "<s>",
|
| 11 |
+
"lstrip": false,
|
| 12 |
+
"normalized": true,
|
| 13 |
+
"rstrip": false,
|
| 14 |
+
"single_word": false
|
| 15 |
+
},
|
| 16 |
+
"eos_token": {
|
| 17 |
+
"content": "</s>",
|
| 18 |
+
"lstrip": false,
|
| 19 |
+
"normalized": true,
|
| 20 |
+
"rstrip": false,
|
| 21 |
+
"single_word": false
|
| 22 |
+
},
|
| 23 |
+
"mask_token": {
|
| 24 |
+
"content": "<mask>",
|
| 25 |
+
"lstrip": true,
|
| 26 |
+
"normalized": false,
|
| 27 |
+
"rstrip": false,
|
| 28 |
+
"single_word": false
|
| 29 |
+
},
|
| 30 |
+
"pad_token": {
|
| 31 |
+
"content": "<pad>",
|
| 32 |
+
"lstrip": false,
|
| 33 |
+
"normalized": true,
|
| 34 |
+
"rstrip": false,
|
| 35 |
+
"single_word": false
|
| 36 |
+
},
|
| 37 |
+
"sep_token": {
|
| 38 |
+
"content": "</s>",
|
| 39 |
+
"lstrip": false,
|
| 40 |
+
"normalized": true,
|
| 41 |
+
"rstrip": false,
|
| 42 |
+
"single_word": false
|
| 43 |
+
},
|
| 44 |
+
"unk_token": {
|
| 45 |
+
"content": "<unk>",
|
| 46 |
+
"lstrip": false,
|
| 47 |
+
"normalized": true,
|
| 48 |
+
"rstrip": false,
|
| 49 |
+
"single_word": false
|
| 50 |
+
}
|
| 51 |
+
}
|
tokenizer.json
ADDED
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tokenizer_config.json
ADDED
|
@@ -0,0 +1,58 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": false,
|
| 3 |
+
"added_tokens_decoder": {
|
| 4 |
+
"0": {
|
| 5 |
+
"content": "<s>",
|
| 6 |
+
"lstrip": false,
|
| 7 |
+
"normalized": true,
|
| 8 |
+
"rstrip": false,
|
| 9 |
+
"single_word": false,
|
| 10 |
+
"special": true
|
| 11 |
+
},
|
| 12 |
+
"1": {
|
| 13 |
+
"content": "<pad>",
|
| 14 |
+
"lstrip": false,
|
| 15 |
+
"normalized": true,
|
| 16 |
+
"rstrip": false,
|
| 17 |
+
"single_word": false,
|
| 18 |
+
"special": true
|
| 19 |
+
},
|
| 20 |
+
"2": {
|
| 21 |
+
"content": "</s>",
|
| 22 |
+
"lstrip": false,
|
| 23 |
+
"normalized": true,
|
| 24 |
+
"rstrip": false,
|
| 25 |
+
"single_word": false,
|
| 26 |
+
"special": true
|
| 27 |
+
},
|
| 28 |
+
"3": {
|
| 29 |
+
"content": "<unk>",
|
| 30 |
+
"lstrip": false,
|
| 31 |
+
"normalized": true,
|
| 32 |
+
"rstrip": false,
|
| 33 |
+
"single_word": false,
|
| 34 |
+
"special": true
|
| 35 |
+
},
|
| 36 |
+
"50264": {
|
| 37 |
+
"content": "<mask>",
|
| 38 |
+
"lstrip": true,
|
| 39 |
+
"normalized": false,
|
| 40 |
+
"rstrip": false,
|
| 41 |
+
"single_word": false,
|
| 42 |
+
"special": true
|
| 43 |
+
}
|
| 44 |
+
},
|
| 45 |
+
"bos_token": "<s>",
|
| 46 |
+
"clean_up_tokenization_spaces": false,
|
| 47 |
+
"cls_token": "<s>",
|
| 48 |
+
"eos_token": "</s>",
|
| 49 |
+
"errors": "replace",
|
| 50 |
+
"extra_special_tokens": {},
|
| 51 |
+
"mask_token": "<mask>",
|
| 52 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 53 |
+
"pad_token": "<pad>",
|
| 54 |
+
"sep_token": "</s>",
|
| 55 |
+
"tokenizer_class": "RobertaTokenizer",
|
| 56 |
+
"trim_offsets": true,
|
| 57 |
+
"unk_token": "<unk>"
|
| 58 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:89b005353208822978fac66b37c87cfd5551f84e01c1bfe9d8b6efb180f782db
|
| 3 |
+
size 5368
|
training_params.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"data_path": "Roberta/autotrain-data",
|
| 3 |
+
"model": "cardiffnlp/twitter-roberta-base-sentiment",
|
| 4 |
+
"lr": 5e-05,
|
| 5 |
+
"epochs": 3,
|
| 6 |
+
"max_seq_length": 128,
|
| 7 |
+
"batch_size": 8,
|
| 8 |
+
"warmup_ratio": 0.1,
|
| 9 |
+
"gradient_accumulation": 1,
|
| 10 |
+
"optimizer": "adamw_torch",
|
| 11 |
+
"scheduler": "linear",
|
| 12 |
+
"weight_decay": 0.0,
|
| 13 |
+
"max_grad_norm": 1.0,
|
| 14 |
+
"seed": 42,
|
| 15 |
+
"train_split": "train",
|
| 16 |
+
"valid_split": "validation",
|
| 17 |
+
"text_column": "autotrain_text",
|
| 18 |
+
"target_column": "autotrain_label",
|
| 19 |
+
"logging_steps": -1,
|
| 20 |
+
"project_name": "Roberta",
|
| 21 |
+
"auto_find_batch_size": false,
|
| 22 |
+
"mixed_precision": "fp16",
|
| 23 |
+
"save_total_limit": 1,
|
| 24 |
+
"push_to_hub": true,
|
| 25 |
+
"eval_strategy": "epoch",
|
| 26 |
+
"username": "PhilPrz",
|
| 27 |
+
"log": "tensorboard",
|
| 28 |
+
"early_stopping_patience": 5,
|
| 29 |
+
"early_stopping_threshold": 0.01
|
| 30 |
+
}
|
vocab.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|