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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 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 creating a tender document template | |
Args: | |
arg1: the tender subject | |
arg2: the number of sections | |
""" | |
output = """ | |
# Tender Document Template: Building a Rag Article Generating System | |
## 1. Introduction | |
This tender document outlines the requirements for the development of a Rag Article Generating System. The system is intended to automate the process of generating rag articles for various applications. | |
## 2. Scope of Work | |
The scope of work includes the development, testing, and deployment of a Rag Article Generating System. The system should be capable of: | |
- Generating high-quality rag articles based on given criteria. | |
- Providing a user-friendly interface for operators. | |
- Ensuring data security and privacy. | |
## 3. Deliverables | |
The deliverables for this tender include: | |
- A fully functional Rag Article Generating System. | |
- Source code with proper documentation. | |
- User manuals and training materials. | |
- A one-year warranty and maintenance service. | |
## 4. Timeline | |
The timeline for the project is as follows: | |
- Proposal Submission: [Insert Date] | |
- Evaluation Period: [Insert Date] | |
- Contract Award: [Insert Date] | |
- Development Period: [Insert Date] | |
- Deployment: [Insert Date] | |
## 5. Evaluation Criteria | |
The proposals will be evaluated based on the following criteria: | |
- Technical Feasibility: 40% | |
- Cost Effectiveness: 30% | |
- Experience and Expertise: 20% | |
- Customer References: 10% | |
""" | |
return output | |
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='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud',# 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, get_current_time_in_timezone, my_custom_tool], ## 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() |