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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
from bs4 import BeautifulSoup
# Below is an example of a tool that does nothing. Amaze us with your creativity !
@tool
def my_custom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return type
#Keep this format for the description / args / args description but feel free to modify the tool
"""A tool that does nothing yet
Args:
arg1: the first argument
arg2: the second argument
"""
return "What magic will you build ?"
# Creating an example function to get data from a website of my choice
@tool
def webpage_contents_get(url:str, headers_in: dict = None)-> str: #it's import to specify the return type
#Keep this format for the description / args / args description but feel free to modify the tool
"""A simple function to grab contents of a webpage. As this is very long and not easily interpretable,
summaries based on other tools applied to this content should be returned to users with questions.
Printing the value returned from this function is not acceptable.
Args:
url: The URL the contents of which the tool will get
headers_in: A dictionary which defines the headers for the request. Defaults to None
"""
response = requests.get(url, headers = headers_in)
#html_content = response.text
return response.content
@tool
def webpage_header_get(url:str)-> str: #it's import to specify the return type
#Keep this format for the description / args / args description but feel free to modify the tool
"""A simple function to grab header of a webpage. Can be passed into webpage_contents_get if desired.
Args:
url: The URL the contents of which the tool will get
"""
response = requests.get(url)
return response.headers
@tool
def webpage_contents_soup_paragraphs(response_content:bytes)->list:
'''
This function will find all paragraphs in the response.content from the webpage_contents_get tool
Since this can be long, it is best to search this text for more concise summaries to return.
Args:
response_content: response.content value returned by webpage_contents_get tool.
'''
soup = BeautifulSoup(response.content, "html.parser")
list_ret
for paragraph in soup.find_all("p"):
ret_t = paragraph.text
#print(link.get("href"))
list_ret.append(ret_t)
return list_ret
@tool
def webpage_contents_soup_links(response_content:bytes)->list:
'''
This function will find all links in the response.content from the webpage_contents_get tool
Args:
response_content: response.content value returned by webpage_contents_get tool.
'''
soup = BeautifulSoup(response.content, "html.parser")
list_ret
for link in soup.find_all("a"):
ret_t = link.get("href")
list_ret.append(ret_t)
return list_ret
@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,
#max_tokens=256,
temperature=0.5,
model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded
#model_id='Qwen/Qwen2.5-Coder-1.5B-Instruct',# it is possible that this model may be overloaded
#model_id='meta-llama/Llama-3.2-1B-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, image_generation_tool,webpage_contents_get,
webpage_header_get, webpage_contents_soup_links], ## 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() |