|
|
|
|
|
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 |
|
|
|
@tool |
|
def shailendra_recipe(recipe: str) -> str: |
|
""" |
|
Randomly listing some Bihari recipe and extract the process to prepare it |
|
|
|
Args: |
|
recipe: A string with recipe name |
|
""" |
|
|
|
return """ |
|
Litte chocha is a unique bihari recipe |
|
Ingredents are Sattu, wheat flour and pickles |
|
""" |
|
|
|
|
|
@tool |
|
def diagnose_disease(symptoms: str) -> str: |
|
"""Fetches health articles based on symptoms and extracts possible diseases. |
|
|
|
Args: |
|
symptoms: A comma-separated list of symptoms (e.g., 'fever, headache, sore throat'). |
|
""" |
|
try: |
|
search_tool = DuckDuckGoSearchTool() |
|
query = f"Possible diseases for symptoms: {symptoms}" |
|
search_results = search_tool.forward(query) |
|
|
|
if not search_results: |
|
return "No relevant medical information found. Please consult a doctor." |
|
|
|
articles = search_results.split("\n\n")[:10] |
|
possible_diseases = set() |
|
|
|
for article in articles: |
|
doc = nlp(article) |
|
for ent in doc.ents: |
|
if ent.label_ == "DISEASE": |
|
possible_diseases.add(ent.text) |
|
|
|
if not possible_diseases: |
|
return "No specific diseases could be identified. Consider seeking medical advice." |
|
|
|
return f"Based on your symptoms, possible conditions could be: {', '.join(possible_diseases)}." |
|
|
|
except Exception as e: |
|
return f"An error occurred: {e}" |
|
|
|
|
|
@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: |
|
|
|
tz = pytz.timezone(timezone) |
|
|
|
local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S") |
|
return f"This is Shailendra-repo, 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() |
|
|
|
|
|
|
|
|
|
model = HfApiModel( |
|
max_tokens=2096, |
|
temperature=0.5, |
|
model_id='Qwen/Qwen2.5-Coder-32B-Instruct', |
|
custom_role_conversions=None, |
|
) |
|
|
|
|
|
|
|
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, diagnose_disease, shailendra_recipe], |
|
max_steps=6, |
|
verbosity_level=1, |
|
grammar=None, |
|
planning_interval=None, |
|
name=None, |
|
description=None, |
|
prompt_templates=prompt_templates |
|
) |
|
|
|
|
|
GradioUI(agent).launch() |