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| from dataclasses import dataclass | |
| from typing import Any | |
| import pandas as pd | |
| from datasets import Dataset # type: ignore | |
| from sentence_transformers import SentenceTransformer | |
| from transformers import AutoModelForSequenceClassification # type: ignore | |
| from transformers import AutoTokenizer # type: ignore | |
| class Context: | |
| """This object facilitates passing around the application's state between different pages.""" | |
| model: AutoModelForSequenceClassification | |
| tokenizer: AutoTokenizer | |
| sentence_encoder: SentenceTransformer | |
| tags: Any | |
| df: pd.DataFrame | |
| df_tokens: pd.DataFrame | |
| df_tokens_cleaned: pd.DataFrame | |
| df_tokens_merged: pd.DataFrame | |
| split_sample_size: int | |
| ds_name: str | |
| ds_config_name: str | |
| ds_split_name: str | |
| split: Dataset | |
| labels: list[str] | |
| class Page: | |
| """This class encapsulates the logic for a single page of the application.""" | |
| name: str | |
| """The page's name that will be used in the sidebar menu.""" | |
| icon: str | |
| """The page's icon that will be used in the sidebar menu.""" | |
| def _get_widget_defaults(self): | |
| """This function holds the default settings for all widgets contained on this page. | |
| Returns: | |
| dict: A dictionary of widget defaults, where the keys are the widget names and the values are the default. | |
| """ | |
| return {} | |
| def render(self, context): | |
| """This function renders the page.""" | |
| ... | |