Create app.py
Browse files
app.py
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import os
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import firebase_admin
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from firebase_admin import credentials, db
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from transformers import pipeline
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import gradio as gr
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# ----------------------------------
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# Initialize Firebase
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# ----------------------------------
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# Replace with your Firebase credentials
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firebase_cred_path = "path/to/your-serviceAccountKey.json" # Upload to your Hugging Face space
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firebase_db_url = "https://your-database-name.firebaseio.com/" # Replace with your Realtime Database URL
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cred = credentials.Certificate(firebase_cred_path)
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firebase_admin.initialize_app(cred, {"databaseURL": firebase_db_url})
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# ----------------------------------
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# Initialize Hugging Face RAG Model
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# ----------------------------------
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rag_model = pipeline("question-answering", model="facebook/rag-token-base")
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# ----------------------------------
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# Functions for Firebase Operations
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# ----------------------------------
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def fetch_tasks():
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"""Fetch tasks from Firebase Realtime Database."""
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ref = db.reference("projects")
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data = ref.get()
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if not data:
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return "No tasks found!"
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output = ""
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for project_id, project_data in data.items():
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output += f"Project: {project_id}\n"
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for task_id, task_data in project_data.get("tasks", {}).items():
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output += f"- Task: {task_data['title']} (Status: {task_data['status']})\n"
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return output
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def add_task(project_id, task_name, description, assignee, deadline):
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"""Add a new task to Firebase."""
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ref = db.reference(f"projects/{project_id}/tasks")
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new_task_ref = ref.push() # Create a new task
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new_task_ref.set(
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{
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"title": task_name,
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"description": description,
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"status": "in-progress",
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"assignee": assignee,
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"deadline": deadline,
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}
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)
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return f"Task '{task_name}' added to project '{project_id}' successfully!"
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def query_rag(question):
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"""Query RAG model with project data as context."""
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ref = db.reference("projects")
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data = ref.get()
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if not data:
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return "No data available for RAG."
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# Prepare context from Firebase data
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context = ""
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for project_id, project_data in data.items():
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for task_id, task_data in project_data.get("tasks", {}).items():
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context += f"{task_data['title']}: {task_data['status']} (Assigned to: {task_data['assignee']}).\n"
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# Query RAG model
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response = rag_model(question=question, context=context)
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return response["answer"]
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# ----------------------------------
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# Gradio Dashboard
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# ----------------------------------
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def dashboard():
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"""Gradio interface for Project Management Dashboard."""
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with gr.Blocks() as app:
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gr.Markdown("## Project Management Dashboard with Live Updates")
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# Add Task Section
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with gr.Tab("Add Task"):
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project_id = gr.Textbox(label="Project ID")
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task_name = gr.Textbox(label="Task Name")
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description = gr.Textbox(label="Description")
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assignee = gr.Textbox(label="Assignee")
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deadline = gr.Textbox(label="Deadline (YYYY-MM-DD)")
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add_task_button = gr.Button("Add Task")
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add_task_output = gr.Textbox(label="Output", interactive=False)
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add_task_button.click(
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add_task,
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[project_id, task_name, description, assignee, deadline],
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add_task_output,
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)
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# Fetch Tasks Section
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with gr.Tab("View Tasks"):
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fetch_button = gr.Button("Fetch Tasks")
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tasks_output = gr.Textbox(label="Tasks", interactive=False)
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fetch_button.click(fetch_tasks, [], tasks_output)
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# Query RAG Section
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with gr.Tab("Ask Questions"):
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question = gr.Textbox(label="Ask a question about your projects")
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query_button = gr.Button("Get Answer")
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rag_output = gr.Textbox(label="Answer", interactive=False)
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query_button.click(query_rag, [question], rag_output)
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app.launch()
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# Launch the app
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if __name__ == "__main__":
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dashboard()
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