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| kaggle | |
| os | |
| from shutil import copyfile | |
| zipfile | |
| pandas as pd | |
| from tqdm.notebook import tqdm | |
| transformers | |
| datasets | |
| from transformers import BertModel | |
| from transformers import BertTokenizer | |
| torch | |
| from tqdm import tqdm | |
| import numpy as np | |
| from transformers import BertForMaskedM | |
| from tqdm.auto import tqdm | |
| pickle | |
| from transformers import Trainer | |
| from transformers import TrainingArguments | |
| from torch.utils.data import Dataset | |
| scikit-learn | |
| from sklearn.model_selection import train_test_split | |
| !pip install tensorboard | |
| transformers[torch] | |
| accelerate>=0.21.0 | |
| --upgrade transformers | |
| torch==2.2.2 | |
| from sklearn.metrics import precision_recall_fscore_support | |
| from sklearn.metrics import , accuracy_score | |
| from transformers import Trainer | |
| from transformers import TrainingArguments | |
| import gradio as gr | |
| from transformers import pipeline |