ImageGeneration / app.py
niratpatel's picture
Added Resume Optimizer
074b7c1 verified
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 !
@tool
def resume_optimizer_tool(resume_text:str, jd_text: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
"""Uses an LLM to optimize the resume based on the Job Description
Args:
resume_text: User's resume in plaintext
jd_text: Job Description in plaintext
"""
return f"""
[TASK]
You are a Career Advisor. Your job is to:
1. Compare the resume and job description
2. Identify skill/terminology gaps
3. Suggest improvements to align resume better
4. Rewrite key sections if needed using professional, clear language.
[RESUME]:
{resume_text}
[JOB DESCRIPTION]:
{jd_text}
OUTPUT FORMAT]
- Missing Keywords:
- Suggested Additions:
- Improved Resume Section:
Start with Missing Keywords.
"""
@tool
def project_suggestor(domain: str) -> str:
"""
A tool that suggests good resume projects based on the domain. Uses an LLM to suggest high-impact AI/ML project ideas for any domain.
Args:
domain: The domain of interest (e.g., 'mental health', 'agriculture', 'ecommerce', etc.)
"""
return f"""
[TASK]
You are an AI mentor. Suggest 3 innovative, resume-grade AI/ML project ideas in the domain of: {domain}
The projects should:
- Be feasible for a single developer or student
- Include a practical use-case
- Be unique, not generic
Output in numbered list.
"""
@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=[final_answer, resume_optimizer_tool, project_suggestor], ## 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()