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import pandas as pd
import streamlit as st
import io
import requests
import re
REPO_URL = "https://github.com/LudwigStumpp/llm-leaderboard"
def grab_readme_file_from_repo(repo_url: str) -> str:
"""Grabs the README.md file from a GitHub repository.
Args:
repo_url (str): URL of the GitHub repository.
Returns:
str: Content of the README.md file.
"""
readme_url = repo_url.replace("github.com", "raw.githubusercontent.com") + "/main/README.md"
readme = requests.get(readme_url).text
return readme
def modify_from_markdown_links_to_html_links(text: str) -> str:
"""Modifies a markdown text to replace all markdown links with HTML links.
Example: [DISPLAY](LINK) to <a href=LINK, target="_blank">DISPLAY</a>
First find all markdown links with regex.
Then replace them with: <a href=$2, target="_blank">$1</a>
Args:
text (str): Markdown text containing markdown links
Returns:
str: Markdown text with HTML links.
"""
# find all markdown links
markdown_links = re.findall(r"\[([^\]]+)\]\(([^)]+)\)", text)
# replace them with HTML links
for display, link in markdown_links:
text = text.replace(f"[{display}]({link})", f'<a href="{link}" target="_blank">{display}</a>')
return text
def remove_markdown_links(text: str) -> str:
"""Modifies a markdown text to remove all markdown links.
Example: [DISPLAY](LINK) to DISPLAY
First find all markdown links with regex.
Then replace them with: $1
Args:
text (str): Markdown text containing markdown links
Returns:
str: Markdown text without markdown links.
"""
# find all markdown links
markdown_links = re.findall(r"\[([^\]]+)\]\(([^)]+)\)", text)
# remove link keep display text
for display, link in markdown_links:
text = text.replace(f"[{display}]({link})", display)
return text
def extract_table_and_format_from_markdown_text(markdown_table: str) -> pd.DataFrame:
"""Extracts a table from a markdown text and formats it as a pandas DataFrame.
Args:
text (str): Markdown text containing a table.
Returns:
pd.DataFrame: Table as pandas DataFrame.
"""
df = (
pd.read_table(io.StringIO(markdown_table), sep="|", header=0, index_col=1)
.dropna(axis=1, how="all") # drop empty columns
.iloc[1:] # drop first row which is the "----" separator of the original markdown table
)
# change all column datatypes to numeric
for col in df.columns:
df[col] = pd.to_numeric(df[col], errors="ignore")
# remove whitespace from column names and index
df.columns = df.columns.str.strip()
df.index = df.index.str.strip()
return df
def extract_markdown_table_from_multiline(multiline: str, table_headline: str) -> str:
"""Extracts the markdown table from a multiline string.
Args:
multiline (str): content of README.md file.
table_headline (str): Headline of the table in the README.md file.
Returns:
str: Markdown table.
Raises:
ValueError: If the table could not be found.
"""
# extract everything between the table headline and the next headline
table = []
start = False
for line in multiline.split("\n"):
if line.startswith(table_headline):
start = True
elif line.startswith("###"):
start = False
elif start:
table.append(line + "\n")
if len(table) == 0:
raise ValueError(f"Could not find table with headline '{table_headline}'")
return "".join(table)
def setup_basic():
title = "LLM-Leaderboard"
st.set_page_config(
page_title=title,
page_icon="🏆",
)
st.title(title)
st.markdown(
"""
A joint community effort to create one central leaderboard for LLMs.
Visit [llm-leaderboard](https://github.com/LudwigStumpp/llm-leaderboard) to contribute.
"""
)
def setup_table():
readme = grab_readme_file_from_repo(REPO_URL)
markdown_table = extract_markdown_table_from_multiline(readme, table_headline="### Leaderboard")
markdown_table = remove_markdown_links(markdown_table)
df = extract_table_and_format_from_markdown_text(markdown_table)
st.dataframe(df)
def setup_footer():
st.markdown(
"""
---
Made with ❤️ by the awesome open-source community from all over 🌍.
"""
)
def main():
setup_basic()
setup_table()
setup_footer()
if __name__ == "__main__":
main()
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