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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
import requests
class FinalAnswerTool:
def __call__(self, result: str):
return f"\n Final Answer:\n{result}"
class ToolCallingAgent:
def __init__(self, tools, final_tool, model, max_steps=10):
self.tools = tools
self.final_tool = final_tool
self.model = model
self.max_steps = max_steps
def run(self, input_text):
print(f"\n Agent received: {input_text}")
for tool in self.tools:
try:
result = tool(input_text)
if result:
final_output = self.final_tool(str(result))
print(final_output)
return final_output # Stop after first useful tool response
except Exception as e:
print(f"\n[{tool.__class__.__name__} Error]: {str(e)}")
# Initialize all tools
weather_tool = WeatherTool(api_key="YOUR_API_KEY_HERE")
visit_webpage = VisitWebpageTool()
duckduckgo_tool = CustomDuckDuckGoSearchTool()
final_answer = FinalAnswerTool()
model = DummyModel()
# Initialize the agent with the final answer tool
web_agent = ToolCallingAgent(
tools=[duckduckgo_tool, visit_webpage, weather_tool],
final_tool=final_answer,
model=model,
max_steps=10
)
# Run with a query
web_agent.run("Tokyo") # Works for weather, search, or URL
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], ## 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() |