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add langfuse for observability
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from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel, load_tool, tool
import datetime
import pytz
import yaml
from tools.final_answer import FinalAnswerTool
from tools.visit_webpage import VisitWebpageTool
from tools.web_search import DuckDuckGoSearchTool
from Gradio_UI import GradioUI
import os
from openinference.instrumentation.smolagents import SmolagentsInstrumentor
from langfuse import get_client
from dotenv import load_dotenv
load_dotenv()
SERPAPI_KEY = os.getenv("SERPAPI_KEY")
langfuse = get_client()
# Verify connection
if langfuse.auth_check():
print("Langfuse client is authenticated and ready!")
else:
print("Authentication failed. Please check your credentials and host.")
# Try to instrument with SmolagentsInstrumentor, but handle compatibility issues gracefully
try:
SmolagentsInstrumentor().instrument()
print("✅ SmolagentsInstrumentor successfully initialized!")
except Exception as e:
print(f"⚠️ SmolagentsInstrumentor failed: {e}")
print("📊 Continuing with Langfuse-only tracking...")
@tool
def youtube_search(query: str, max_results: int = 5) -> str:
"""A tool that searches YouTube and returns video titles and URLs.
Args:
query: The search query string for YouTube
max_results: Maximum number of video results to return (default: 5)
Returns:
A formatted string containing video titles and URLs, or an error message if the search fails
"""
import requests
try:
# Replace with your actual SerpAPI key or set it as an environment variable
api_key = SERPAPI_KEY # Add your SerpAPI key here
url = "https://serpapi.com/search.json"
params = {
"engine": "youtube",
"search_query": query,
"api_key": api_key
}
response = requests.get(url, params=params)
response.raise_for_status() # Raise an exception for bad status codes
data = response.json()
# Extract video results
videos = data.get("video_results", [])[:max_results]
if not videos:
return "No results found for the query."
# Format the output
result = "YouTube Search Results:\n"
for i, video in enumerate(videos, 1):
title = video.get("title", "No title")
link = video.get("link", "No URL")
result += f"{i}. {title}\n URL: {link}\n"
return result
except requests.RequestException as e:
return f"Error during YouTube search: {str(e)}"
except Exception as e:
return f"Unexpected error: {str(e)}"
@tool
def get_current_time_in_timezone(timezone: str) -> str:
"""A tool that fetches the current local time in a specified timezone.
Args:
timezone: A string representing a valid timezone (e.g., 'America/New_York').
"""
try:
# Create timezone object
tz = pytz.timezone(timezone)
# Get current time in that timezone
local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
return f"The current local time in {timezone} is: {local_time}"
except Exception as e:
return f"Error fetching time for timezone '{timezone}': {str(e)}"
final_answer = FinalAnswerTool()
# If the agent does not answer, the model is overloaded, please use another model or the following Hugging Face Endpoint that also contains qwen2.5 coder:
# model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud'
model = HfApiModel(
max_tokens=2096,
temperature=0.5,
model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded
custom_role_conversions=None,
)
# Import tool from Hub
image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True)
with open("prompts.yaml", 'r') as stream:
prompt_templates = yaml.safe_load(stream)
agent = CodeAgent(
model=model,
tools=[get_current_time_in_timezone, youtube_search, DuckDuckGoSearchTool(), VisitWebpageTool(), final_answer], ## add your tools here (don't remove final answer)
max_steps=6,
verbosity_level=1,
grammar=None,
planning_interval=None,
name=None,
description=None,
prompt_templates=prompt_templates
)
GradioUI(agent).launch()