from pathlib import Path import pandas as pd import streamlit as st # from mlip_arena.models.utils import MLIPEnum, REGISTRY from mlip_arena.models import REGISTRY DATA_DIR = Path("mlip_arena/tasks/diatomics") methods = ["MACE-MP", "Equiformer", "CHGNet", "MACE-OFF", "eSCN", "ALIGNN"] dfs = [pd.read_json(DATA_DIR / method.lower() / "homonuclear-diatomics.json") for method in methods] df = pd.concat(dfs, ignore_index=True) table = pd.DataFrame(columns=[ "Model", "Supported elements", # "No. of reversed forces", # "Energy-consistent forces", "Prediction", "NVT", "NPT", "Code", "Paper", "Last updated", ]) for model in REGISTRY: rows = df[df["method"] == model] metadata = REGISTRY.get(model, {}) new_row = { "Model": model, "Supported elements": len(rows["name"].unique()), # "No. of reversed forces": None, # Replace with actual logic if available # "Energy-consistent forces": None, # Replace with actual logic if available "Prediction": metadata.get("prediction", None), "NVT": "✅" if metadata.get("nvt", False) else "❌", "NPT": "✅" if metadata.get("npt", False) else "❌", "Code": metadata.get("github", None) if metadata else None, "Paper": metadata.get("doi", None) if metadata else None, } table = pd.concat([table, pd.DataFrame([new_row])], ignore_index=True) table.set_index("Model", inplace=True) s = table.style.background_gradient( cmap="PuRd", subset=["Supported elements"], vmin=0, vmax=120 ) st.warning("MLIP Arena is currently in **pre-alpha**. The results are not stable. Please interpret them with care.", icon="⚠️") st.info("Contributions are welcome. For more information, visit https://github.com/atomind-ai/mlip-arena.", icon="🤗") st.markdown( """

⚔️ MLIP Arena Leaderboard ⚔️

MLIP Arena is a platform for benchmarking foundation machine learning interatomic potentials (MLIPs). """, unsafe_allow_html=True) st.dataframe( s, use_container_width=True, column_config={ "Code": st.column_config.LinkColumn( # "GitHub", # help="The top trending Streamlit apps", # validate="^https://[a-z]+\.streamlit\.app$", max_chars=100, display_text="GitHub", ), "Paper": st.column_config.LinkColumn( # validate="^https://[a-z]+\.streamlit\.app$", max_chars=100, display_text="arXiv", ), }, )