Unit_3_Agentic_RAG / tools.py
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Refactor app and tool integration: replace smolagent with llama_index
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from llama_index.core.tools import FunctionTool
from llama_index.tools.duckduckgo import DuckDuckGoSearchToolSpec
import random
from huggingface_hub import list_models
def get_weather_info(location: str) -> str:
"""Fetches dummy weather information for a given location."""
# Dummy weather data
weather_conditions = [
{"condition": "Rainy", "temp_c": 15},
{"condition": "Clear", "temp_c": 25},
{"condition": "Windy", "temp_c": 20}
]
# Randomly select a weather condition
data = random.choice(weather_conditions)
return f"Weather in {location}: {data['condition']}, {data['temp_c']}°C"
def get_hub_stats(author: str) -> str:
try:
model = list(list_models(author=author, sort="downloads", direction=-1, limit=1))
if model:
model = model[0]
return f"Model: {model.modelId}, Downloads: {model.downloads}"
else:
return "No models found for the specified author."
except Exception as e:
return f"Error fetching model for {author}: {str(e)}"
get_weather_info_tool = FunctionTool.from_defaults(get_weather_info)
get_hub_stats_tool = FunctionTool.from_defaults(get_hub_stats)
search_tool = FunctionTool.from_defaults(DuckDuckGoSearchToolSpec().duckduckgo_full_search)