Instructions to use roscazo/roberta_unbalanced with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use roscazo/roberta_unbalanced with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, RobertaClass tokenizer = AutoTokenizer.from_pretrained("roscazo/roberta_unbalanced") model = RobertaClass.from_pretrained("roscazo/roberta_unbalanced", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download kfold_1/trainer_evaluate.json from roscazo/roberta_unbalanced: direct link, hf CLI and curl.
- Browser
- Download file 11 kB
-
https://huggingface.co/roscazo/roberta_unbalanced/resolve/main/kfold_1/trainer_evaluate.json
- Command line
-
hf download hf://roscazo/roberta_unbalanced/kfold_1/trainer_evaluate.json
-
curl -L -o trainer_evaluate.json https://huggingface.co/roscazo/roberta_unbalanced/resolve/main/kfold_1/trainer_evaluate.json
11 kB
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| "eval_loss": 0.06865088641643524, | |
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| "eval_positives_preds": 94, | |
| "eval_negative_preds": 375, | |
| "eval_positives_refs": 93, | |
| "eval_negative_refs": 376, | |
| "eval_tp": 90, | |
| "eval_fn": 3, | |
| "eval_fp": 4, | |
| "eval_tn": 372, | |
| "eval_roc_auc": 0.9785518188057654, | |
| "eval_AP": 0.9329580160770812, | |
| "eval_accuracy": 0.9850746268656716, | |
| "eval_precision": 0.9574468085106383, | |
| "eval_recall": 0.967741935483871, | |
| "eval_f1": 0.9625668449197862, | |
| "eval_runtime": 3.8146, | |
| "eval_samples_per_second": 122.948, | |
| "eval_steps_per_second": 7.864, | |
| "epoch": 5.0 | |
| } |