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from smolagents import CodeAgent, DuckDuckGoSearchTool, VisitWebpageTool, HfApiModel, load_tool, tool | |
import datetime | |
import requests | |
import pytz | |
import yaml | |
import PyPDF2 | |
import os | |
from tools.final_answer import FinalAnswerTool | |
from dateutil.parser import parse | |
from Gradio_UI import GradioUI | |
def extract_text_from_pdf(file_path: str) -> str: | |
"""Reads a PDF file and extracts its text. | |
Args: | |
file_path: The path to the PDF file. | |
""" | |
try: | |
with open(file_path, "rb") as file: | |
reader = PyPDF2.PdfReader(file) | |
text = "\n".join([page.extract_text() for page in reader.pages if page.extract_text()]) | |
# Check if text was extracted | |
if text: | |
return f"Extracted text from the PDF: {text[:500]}" # Show first 500 caracters | |
else: | |
return "No text found in the PDF." | |
except Exception as e: | |
return f"Error reading PDF: {str(e)}" | |
def days_ago(date: str) -> int: | |
""" | |
Gets how many days ago is the the date in question. If the result is negative, then it's in the future. | |
Args: | |
date: The date in mm/dd/yyyy format as a string | |
Output: the # of days ago as a int. | |
""" | |
try: | |
return (datetime.datetime.today() - parse(date)).days | |
except Exception as e: | |
return f"Error parsing date, see error: {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( | |
token= os.getenv('Token'), | |
max_tokens=2096, | |
temperature=0.5, | |
model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud', | |
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, extract_text_from_pdf, DuckDuckGoSearchTool(), VisitWebpageTool(), days_ago], ## add your tools here (don't remove final answer) | |
max_steps=10, | |
verbosity_level=1, | |
grammar=None, | |
planning_interval=None, | |
name=None, | |
description=None, | |
prompt_templates=prompt_templates | |
) | |
GradioUI(agent, file_upload_folder="data/").launch() |