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Browse files- app.py +90 -0
- requirements.txt +1 -0
app.py
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import json
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import streamlit as st
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import os
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from huggingface_hub import HfApi, login
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from streamlit_cookies_manager import EncryptedCookieManager
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st.set_page_config(
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page_title="Holistic AI - ML Verticals papers",
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page_icon="👋",
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layout='wide'
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)
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def program():
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st.title("Papers")
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dataset_name = "holistic-ai/mitigation_ml_bias_strategies"
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token = os.getenv("HF_TOKEN")
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api = HfApi()
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login(token)
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repo_path = api.snapshot_download(repo_id=dataset_name, repo_type="dataset")
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dirnames = [dirname for dirname in os.listdir(repo_path) if not dirname.startswith(".")]
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dirnames = sorted(dirnames, key=lambda x:len(x))
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st.sidebar.title("Namespaces")
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selected_namespace = st.sidebar.selectbox("Select Namespace", dirnames)
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selected_paper_type = st.sidebar.selectbox("Select Paper Type", ['Metrics',"Mitigators"])
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if selected_namespace:
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if selected_paper_type=='Metrics':
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with open(f'{repo_path}/{selected_namespace}/grouped_metrics.json') as file:
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data = json.load(file)
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elif selected_paper_type=='Mitigators':
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with open(f'{repo_path}/{selected_namespace}/grouped_mitigators.json') as file:
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data = json.load(file)
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task_names = list(data.keys())
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st.sidebar.title("Tasks")
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selected_task = st.sidebar.selectbox("Select a Task", task_names)
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if selected_task:
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st.header(selected_task)
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results = data[selected_task]
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rec = {str(r['id']): r for r in results['recommendations']}
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for group in results['groups']:
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ids = [i.strip() for i in group['ids'].split(",")]
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rec2html = '\n'.join([f"""<p>[{i+1}] <a href="{rec[idx]['metadata']['id']}" target="_blank">{rec[idx]['title']}</a></p>""" for i,idx in enumerate(ids)])
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title = group['title'].split(':',1)[1].strip()
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st.markdown(f"""
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<div style="border:1px solid #ccc; padding:10px; margin:10px 0; border-radius:5px;">
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<p><b>{title}</b></p>
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<p>{group['recommendation']}</p>
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<p>Sources:</p>
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{rec2html}
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</div>
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""", unsafe_allow_html=True)
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SECRET_KEY = os.getenv('SECRET_KEY')
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cookies = EncryptedCookieManager(
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prefix="login",
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password=os.getenv('COOKIES_PASSWORD')
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)
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if not cookies.ready():
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st.stop()
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def main():
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# Título de la aplicación
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st.title("Holistic AI - ML Papers")
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if not cookies.get("authenticated"):
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# Entrada de la clave secreta
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user_key = st.text_input("Password:", type="password")
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if st.button("Login"):
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# Verificar si la clave ingresada coincide con la clave secreta
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if user_key == SECRET_KEY:
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cookies.__setitem__("authenticated", "True")
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st.experimental_rerun()
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else:
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st.error("Access not granted. Incorrect Password.")
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else:
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program()
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if __name__ == "__main__":
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main()
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requirements.txt
ADDED
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@@ -0,0 +1 @@
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streamlit-cookies-manager
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