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Update app.py
Browse files
app.py
CHANGED
@@ -3,14 +3,7 @@ import gradio as gr
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import requests
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import inspect
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import pandas as pd
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import
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import json
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import urllib.parse
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from bs4 import BeautifulSoup
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import numpy as np
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import sympy as sp
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from datetime import datetime, timedelta
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import dateutil.parser
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# (Keep Constants as is)
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# --- Constants ---
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@@ -18,187 +11,10 @@ DEFAULT_API_URL = "https://agents-course-unit4-scoring.hf.space"
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# --- GAIA Agent Definition ---
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# ----- THIS IS WERE YOU CAN BUILD WHAT YOU WANT ------
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class GaiaAgent:
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def __init__(self):
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print("GaiaAgent initialized.")
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self.session = requests.Session()
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self.session.headers.update({
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'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'
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})
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def search_web(self, query, max_results=3):
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"""Perform web search using DuckDuckGo instant answers or basic search"""
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try:
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# Try DuckDuckGo instant answer API first
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ddg_url = f"https://api.duckduckgo.com/?q={urllib.parse.quote(query)}&format=json&no_html=1&skip_disambig=1"
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response = self.session.get(ddg_url, timeout=10)
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if response.status_code == 200:
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data = response.json()
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if data.get('AbstractText'):
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return data['AbstractText']
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if data.get('Answer'):
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return data['Answer']
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# Fallback to basic web scraping (limited)
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search_url = f"https://html.duckduckgo.com/html/?q={urllib.parse.quote(query)}"
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response = self.session.get(search_url, timeout=10)
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if response.status_code == 200:
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soup = BeautifulSoup(response.text, 'html.parser')
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results = soup.find_all('a', class_='result__snippet', limit=max_results)
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if results:
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return " ".join([r.get_text().strip() for r in results])
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return f"Unable to search for: {query}"
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except Exception as e:
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return f"Search error: {str(e)}"
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def calculate_math(self, expression):
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"""Safely evaluate mathematical expressions"""
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try:
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# Clean the expression
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expression = re.sub(r'[^0-9+\-*/().\s]', '', expression)
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# Use sympy for safe evaluation
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result = sp.sympify(expression).evalf()
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return str(result)
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except Exception as e:
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return f"Math error: {str(e)}"
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def parse_date(self, date_string):
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"""Parse various date formats"""
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try:
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parsed_date = dateutil.parser.parse(date_string)
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return parsed_date.strftime("%Y-%m-%d")
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except Exception as e:
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return f"Date parsing error: {str(e)}"
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def extract_numbers(self, text):
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"""Extract numbers from text"""
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numbers = re.findall(r'-?\d+\.?\d*', text)
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return [float(n) for n in numbers if n]
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def process_question(self, question):
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"""Process different types of questions with various strategies"""
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question_lower = question.lower()
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# Mathematical questions
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if any(word in question_lower for word in ['calculate', 'compute', 'math', '+', '-', '*', '/', 'equals', 'sum', 'product']):
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numbers = self.extract_numbers(question)
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if len(numbers) >= 2:
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if 'sum' in question_lower or '+' in question:
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return str(sum(numbers))
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elif 'product' in question_lower or '*' in question:
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result = 1
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for n in numbers:
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result *= n
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return str(result)
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elif 'difference' in question_lower or '-' in question:
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return str(numbers[0] - numbers[1] if len(numbers) >= 2 else numbers[0])
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# Try to extract and evaluate mathematical expressions
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math_pattern = r'[\d+\-*/().\s]+'
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math_expr = re.search(math_pattern, question)
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if math_expr:
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return self.calculate_math(math_expr.group())
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# Date/time questions
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if any(word in question_lower for word in ['date', 'time', 'year', 'month', 'day', 'when', 'ago', 'from now']):
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# Try to extract dates
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date_patterns = [
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r'\d{4}-\d{2}-\d{2}',
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r'\d{1,2}/\d{1,2}/\d{4}',
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r'\d{1,2}-\d{1,2}-\d{4}'
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]
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for pattern in date_patterns:
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dates = re.findall(pattern, question)
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if dates:
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return self.parse_date(dates[0])
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# If asking about current date/time
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if 'today' in question_lower or 'now' in question_lower:
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return datetime.now().strftime("%Y-%m-%d %H:%M:%S")
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# Questions that might need web search
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if any(word in question_lower for word in ['who is', 'what is', 'where is', 'when did', 'how many', 'capital of', 'population of']):
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search_result = self.search_web(question)
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if search_result and "error" not in search_result.lower():
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return search_result
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# Geography questions
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if any(word in question_lower for word in ['country', 'city', 'capital', 'continent', 'ocean', 'river']):
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search_result = self.search_web(question)
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if search_result and "error" not in search_result.lower():
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return search_result
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# Science/factual questions
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if any(word in question_lower for word in ['element', 'chemical', 'planet', 'temperature', 'speed of light', 'gravity']):
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search_result = self.search_web(question)
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if search_result and "error" not in search_result.lower():
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return search_result
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# General knowledge questions - try web search
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search_result = self.search_web(question)
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if search_result and "error" not in search_result.lower() and len(search_result) > 20:
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return search_result
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# If no specific strategy worked, provide a thoughtful response
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return self.general_reasoning(question)
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def general_reasoning(self, question):
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"""Apply general reasoning for questions that don't fit specific categories"""
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question_lower = question.lower()
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# Yes/No questions
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if question.endswith('?') and any(word in question_lower for word in ['is', 'are', 'can', 'does', 'do', 'will', 'would']):
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# Simple heuristics for common yes/no patterns
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if 'impossible' in question_lower or 'cannot' in question_lower:
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return "No"
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elif 'possible' in question_lower or 'can' in question_lower:
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return "Yes"
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# Multiple choice detection
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if re.search(r'\b[A-D]\)', question) or 'choose' in question_lower:
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# Try to extract the most likely answer based on context
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options = re.findall(r'[A-D]\)\s*([^A-D\n]+)', question)
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if options:
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return options[0].strip() # Return first option as fallback
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# Number-based questions
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numbers = self.extract_numbers(question)
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if numbers:
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if 'how many' in question_lower:
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return str(int(max(numbers))) # Return largest number found
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elif 'which year' in question_lower or 'what year' in question_lower:
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years = [n for n in numbers if 1900 <= n <= 2024]
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if years:
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return str(int(years[0]))
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# Default fallback - try to give a reasonable answer
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if 'what' in question_lower:
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return "Information not available"
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elif 'how' in question_lower:
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return "Process not specified"
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elif 'where' in question_lower:
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return "Location not determined"
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elif 'when' in question_lower:
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return "Time not specified"
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elif 'who' in question_lower:
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return "Person not identified"
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else:
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return "Unable to determine answer"
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def __call__(self, question: str) -> str:
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print(f"GaiaAgent received question (first 100 chars): {question[:100]}...")
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try:
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answer = self.process_question(question)
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print(f"GaiaAgent returning answer: {answer[:100]}...")
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return answer
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except Exception as e:
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print(f"Error in GaiaAgent: {e}")
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return f"Error processing question: {str(e)}"
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def run_and_submit_all( profile: gr.OAuthProfile | None):
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"""
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Fetches all questions, runs the
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and displays the results.
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"""
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# --- Determine HF Space Runtime URL and Repo URL ---
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# 1. Instantiate Agent ( modify this part to create your agent)
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try:
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agent =
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except Exception as e:
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print(f"Error instantiating agent: {e}")
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return f"Error initializing agent: {e}", None
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# --- Build Gradio Interface using Blocks ---
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with gr.Blocks() as demo:
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gr.Markdown("# GAIA Agent Evaluation Runner")
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gr.Markdown(
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"""
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**Instructions:**
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1.
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2.
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---
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**Agent Capabilities:**
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- Web search for factual information
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- Date and time processing
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**
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This space provides a basic setup and is intentionally sub-optimal to encourage you to develop your own, more robust solution. For instance for the delay process of the submit button, a solution could be to cache the answers and submit in a seperate action or even to answer the questions in async.
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"""
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)
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gr.LoginButton()
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run_button = gr.Button("Run Evaluation & Submit All Answers")
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status_output = gr.Textbox(label="Run Status / Submission Result", lines=5, interactive=False)
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# Removed max_rows=10 from DataFrame constructor
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print("-"*(60 + len(" App Starting ")) + "\n")
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print("Launching Gradio Interface for
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demo.launch(debug=True, share=False)
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import requests
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import inspect
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import pandas as pd
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from agent import create_agent
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# (Keep Constants as is)
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# --- Constants ---
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# --- GAIA Agent Definition ---
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# ----- THIS IS WERE YOU CAN BUILD WHAT YOU WANT ------
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def run_and_submit_all( profile: gr.OAuthProfile | None):
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"""
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Fetches all questions, runs the BasicAgent on them, submits all answers,
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and displays the results.
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"""
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# --- Determine HF Space Runtime URL and Repo URL ---
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# 1. Instantiate Agent ( modify this part to create your agent)
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try:
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agent = create_agent()
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print("GAIA Agent initialized successfully.")
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except Exception as e:
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print(f"Error instantiating agent: {e}")
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return f"Error initializing agent: {e}", None
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# --- Build Gradio Interface using Blocks ---
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def check_api_keys():
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"""Check if required API keys are available"""
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openai_key = os.getenv("OPENAI_API_KEY")
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tavily_key = os.getenv("TAVILY_API_KEY")
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status = []
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if openai_key:
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status.append("✅ OpenAI API Key: Found")
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else:
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status.append("❌ OpenAI API Key: Missing")
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if tavily_key:
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status.append("✅ Tavily API Key: Found")
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else:
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status.append("❌ Tavily API Key: Missing")
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return "\n".join(status)
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with gr.Blocks() as demo:
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gr.Markdown("# GAIA Dataset Agent Evaluation Runner")
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gr.Markdown(
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"""
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**Instructions:**
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1. **Clone this space** to your own account
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2. **Set up API Keys** in your Space Settings:
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- Go to Settings → Repository secrets
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- Add `OPENAI_API_KEY` with your OpenAI API key
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- Add `TAVILY_API_KEY` with your Tavily API key
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- Restart the space after adding secrets
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3. **Log in** to your Hugging Face account using the button below
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4. **Click 'Run Evaluation & Submit All Answers'** to process all questions
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---
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**⚠️ Important:**
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- You need valid API keys for OpenAI and Tavily for the agent to work
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- Never put API keys directly in your code - always use HF Space secrets
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- Processing all questions may take several minutes
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**Agent Capabilities:**
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- 🧮 Advanced mathematical calculations
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- 🌐 Web search for factual information
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- 📅 Date and time processing
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- 🤔 Multi-step reasoning with LangGraph
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**Where to get API Keys:**
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- 🔑 **OpenAI**: Get your API key at [platform.openai.com](https://platform.openai.com/api-keys)
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- 🔍 **Tavily**: Sign up and get your API key at [tavily.com](https://tavily.com)
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"""
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)
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gr.LoginButton()
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# API Key status check
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api_status = gr.Textbox(
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label="API Keys Status",
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value=check_api_keys(),
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interactive=False,
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lines=3
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)
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refresh_status_btn = gr.Button("🔄 Refresh API Status", size="sm")
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refresh_status_btn.click(fn=check_api_keys, outputs=api_status)
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+
run_button = gr.Button("Run Evaluation & Submit All Answers", variant="primary")
|
203 |
|
204 |
status_output = gr.Textbox(label="Run Status / Submission Result", lines=5, interactive=False)
|
205 |
# Removed max_rows=10 from DataFrame constructor
|
|
|
231 |
|
232 |
print("-"*(60 + len(" App Starting ")) + "\n")
|
233 |
|
234 |
+
print("Launching Gradio Interface for Basic Agent Evaluation...")
|
235 |
demo.launch(debug=True, share=False)
|