Create app.py

app.py

@@ -0,0 +1,69 @@
+import requests
+import json
+import pandas as pd
+from tqdm.auto import tqdm
+import streamlit as st
+from huggingface_hub import HfApi, hf_hub_download
+from huggingface_hub.repocard import metadata_load
+
+def make_clickable(model_name):
+    link = "https://huggingface.co/" + model_name
+    return f'<a target="_blank" href="{link}">{model_name}</a>'
+    
+def get_model_ids():
+    api = HfApi()
+    models = api.list_models(filter="llamaleaderboard")
+    model_ids = [x.modelId for x in models]
+    return model_ids
+    
+def get_metadata(model_id):
+    try:
+        readme_path = hf_hub_download(model_id, filename="README.md")
+        return metadata_load(readme_path)
+    except requests.exceptions.HTTPError:
+        # 404 README.md not found
+        return None
+        
+def parse_metrics_accuracy(meta):
+    if "model-index" not in meta:
+        return None
+    result = meta["model-index"][0]["results"]
+    metrics = result[0]["metrics"]
+    accuracy = metrics[0]["value"]
+    yield accuracy
+    
+@st.cache(ttl=600)
+def get_data():
+    data = []
+    model_ids = get_model_ids()
+    for model_id in tqdm(model_ids):
+        meta = get_metadata(model_id)
+        if meta is None:
+            continue
+        row = {}
+        row["Model"] = model_id
+        row["accuracy"] = parse_metrics_accuracy(meta)
+        data.append(row)
+    return pd.DataFrame.from_records(data)
+    
+dataframe = get_data()
+dataframe = dataframe.fillna("")
+
+st.markdown("# The 🦙 Leaderboard")
+
+st.markdown(
+    f"This is a leaderboard of **{len(dataframe)}** llama classification models.\n\n"
+)
+
+st.markdown(
+    "Please click on the model's name to be redirected to its model card which includes documentation and examples on how to use it."
+)
+
+dataset_df = dataframe.reset_index(drop=True)
+dataset_df.index += 1
+
+# turn the model ids into clickable links
+dataset_df["Model"] = dataset_df["Model"].apply(make_clickable)
+table_html = dataset_df.to_html(escape=False)
+table_html = table_html.replace("<th>", '<th align="left">')  # left-align the headers
+st.write(table_html, unsafe_allow_html=True)