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from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool | |
import datetime | |
import requests | |
import pytz | |
import yaml | |
from tools.final_answer import FinalAnswerTool | |
from Gradio_UI import GradioUI | |
# Below is an example of a tool that does nothing. Amaze us with your creativity ! | |
def search_error_tickets(machine_name: str, error_code: int) -> str: | |
""" | |
Simulates a search for error tickets in a system for a given machine and error code. | |
Args: | |
machine_name: The name or identifier of the machine (e.g., "MachineXY"). | |
error_code: The error code to search for. | |
Returns: | |
A string summarizing the simulated search results. | |
""" | |
# Simulated database of error tickets | |
simulated_tickets = [ | |
{"ticket_id": 2032, "machine": "MachineXY", "error_code": 404, "description": "Not Found"}, | |
{"ticket_id": 2033, "machine": "MachineXY", "error_code": 500, "description": "Internal Server Error"}, | |
{"ticket_id": 2034, "machine": "MachineAB", "error_code": 404, "description": "Not Found"}, | |
{"ticket_id": 2035, "machine": "MachineXY", "error_code": 404, "description": "Resource missing"}, | |
] | |
# Filter the simulated tickets based on the provided machine name and error code. | |
matching_tickets = [ | |
ticket for ticket in simulated_tickets | |
if ticket["machine"].lower() == machine_name.lower() and ticket["error_code"] == error_code | |
] | |
if matching_tickets: | |
results = "\n".join( | |
[f"Ticket {ticket['ticket_id']}: {ticket['description']}" for ticket in matching_tickets] | |
) | |
return f"Found the following tickets for machine '{machine_name}' with error code {error_code}:\n{results}" | |
else: | |
return f"No tickets found for machine '{machine_name}' with error code {error_code}." | |
return f"if have found existing tickets for {arg1} with error code {arg2}, please check the ticketsystem" | |
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=[final_answer, search_error_tickets], ## 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() |