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Update app.py
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app.py
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import gradio as gr
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model_list = ModelList()
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with gr.Blocks() as demo:
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with gr.Row():
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from __future__ import annotations
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import gradio as gr
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import numpy as np
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import pandas as pd
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import requests
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from huggingface_hub.hf_api import SpaceInfo
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SHEET_ID = '1L7AHpWMVU_kZVLcsk8H2FTizgzeVxWPDoBxw7K8KHXw'
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SHEET_NAME = 'model'
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csv_url = f'https://docs.google.com/spreadsheets/d/{SHEET_ID}/gviz/tq?tqx=out:csv&sheet={SHEET_NAME}'
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class ModelList:
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def __init__(self):
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self.table = pd.read_csv(csv_url)
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self.table = self.table.astype({'Year':'string'})
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self._preprocess_table()
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self.table_header = '''
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<tr>
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<td width="15%">Name</td>
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<td width="10%">Year Published</td>
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<td width="10%">Source</td>
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<td width="30%">About</td>
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<td width="10%">Task</td>
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<td width="15%">Training Data Type</td>
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<td width="10%">Publication</td>
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</tr>'''
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def _preprocess_table(self) -> None:
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self.table['name_lowercase'] = self.table['Name'].str.lower()
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rows = []
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for row in self.table.itertuples():
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source = f'<a href="{row.Source}" target="_blank">Link</a>' if isinstance(
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row.Source, str) else ''
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paper = f'<a href="{row.Paper}" target="_blank">Link</a>' if isinstance(
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row.Source, str) else ''
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row = f'''
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<tr>
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<td>{row.Name}</td>
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<td>{row.Year}</td>
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<td>{source}</td>
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<td>{row.About}</td>
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<td>{row.task}</td>
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<td>{row.data}</td>
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<td>{paper}</td>
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</tr>'''
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rows.append(row)
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self.table['html_table_content'] = rows
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def render(self, search_query: str,
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case_sensitive: bool,
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filter_names: list[str],
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data_types: list[str]) -> tuple[int, str]:
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df = self.table
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if search_query:
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if case_sensitive:
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df = df[df.name.str.contains(search_query)]
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else:
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df = df[df.name_lowercase.str.contains(search_query.lower())]
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df = self.filter_table(df, filter_names, data_types)
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result = self.to_html(df, self.table_header)
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return result
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@staticmethod
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def filter_table(df: pd.DataFrame, filter_names: list[str], data_types: list[str]) -> pd.DataFrame:
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df = df.loc[df.task.isin(set(filter_names))]
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df = df.loc[df.data.isin(set(data_types))]
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return df
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@staticmethod
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def to_html(df: pd.DataFrame, table_header: str) -> str:
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table_data = ''.join(df.html_table_content)
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html = f'''
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<table>
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{table_header}
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{table_data}
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</table>'''
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return html
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model_list = ModelList()
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with gr.Blocks() as demo:
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with gr.Row():
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