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| # app.py | |
| import streamlit as st | |
| import glob | |
| import os | |
| from datetime import datetime | |
| #st.set_page_config(layout="wide") | |
| st.title('Meta Open LLM leaderboard') | |
| directories = os.listdir("./data") | |
| #data_dir = directories[0] | |
| def format_dir_date(data_dir): | |
| # Extracting date and time information from the path | |
| parsed_date = datetime.strptime(data_dir, "%Y%m%d_%H%M") | |
| # Formatting the parsed date | |
| return parsed_date.strftime("%b %d, %Y %H:%M") | |
| data_dir = st.selectbox( | |
| 'Select different Date', | |
| directories, | |
| format_func=format_dir_date, | |
| index=len(directories)-1 | |
| ) | |
| captions_map = { | |
| "hg_average_to_agentbench_compare.png": "HF to AgentBench compare", | |
| "hg_average_to_opencompass_compare.png": "HF to OpenCompass</a> compare", | |
| "hg_average_to_mt_bench_compare.png": "HF to MT-Bench compare", | |
| "hg_average_to_mosaic_compare.png": "HF to MosaicML compare", | |
| "hg_average_to_alpacaeval_compare.png": "HF to AlpacaEval compare" | |
| } | |
| st.write("Generated on: <b>" + format_dir_date(data_dir) + "</b>", unsafe_allow_html=True) | |
| st.divider() | |
| data_path = './data/' + data_dir | |
| imgs = glob.glob(os.path.join(data_path, '*.png')) | |
| # Extracting images that start with "hf_llm_diagram" | |
| hf_llm_diagrams = [img for img in imgs if 'hf_llm_diagram' in os.path.basename(img)] | |
| # Getting the remaining images | |
| remaining_imgs = [img for img in imgs if 'hf_llm_diagram' not in os.path.basename(img)] | |
| st.write("HuggingFace Open LLM leaderboard by Model Size") | |
| st.image(hf_llm_diagrams[0],use_column_width="auto") | |
| st.divider() | |
| st.write("HuggingFace and Other Leaderboards: A Comparative Model Evaluation") | |
| st.caption("Only models evaluated on both leaderboards are included.") | |
| cols = st.columns(2) | |
| for i, img in enumerate(remaining_imgs): | |
| # Extract the filename from the full image path | |
| filename = os.path.basename(img) | |
| # Get the caption from the captions_map dictionary | |
| caption = captions_map.get(filename, "") # If no caption is found, it will default to an empty string | |
| # Display the image with the caption | |
| cols[i % 2].image(img, caption=caption, width=None) | |
| st.write( | |
| """ | |
| <p>Leaderboards tracked:</p> | |
| <ul> | |
| <li><a href="https://huggingface.co/spaces/lmsys/chatbot-arena-leaderboard">MT-Bench</a> GPT4 judged evaluation of models</li> | |
| <li><a href="https://tatsu-lab.github.io/alpaca_eval/">AlpacaEval</a> GPT4 judged evaluation of models</li> | |
| <li><a href="https://www.mosaicml.com/llm-evaluation">MosaicML</a> Balanced set of static benchmarks</li> | |
| <li><a href="https://opencompass.org.cn/leaderboard-llm">OpenCompass</a> Balanced set of static benchmarks</li> | |
| <li><a href="https://llmbench.ai/data">AgentBench</a> Benchmark evaluating Agent abilities</li> | |
| </ul> | |
| """, unsafe_allow_html=True | |
| ) | |
| st.divider() | |
| st.write("TruthfulQA at 10% for HuggingFace Open LLM leaderboard by Model Size") | |
| st.image(hf_llm_diagrams[1],use_column_width="auto") | |
| st.divider() | |
| st.subheader('About') | |
| st.write('This meta leaderboard is built and maintained by Felix Zaslavskiy. For feedback, correction, suggestions please reach out on X at <a href="https://twitter.com/FZaslavskiy" >@FZaslavskiy</a> or here via community discussions.', unsafe_allow_html=True) |