app.py

from smolagents import CodeAgent,HfApiModel
import yaml
from tools.final_answer import FinalAnswerTool
from tools.analyze_data import get_data_summary, read_data, get_dataframe_statistics, get_missing_values, get_duplicate_rows, get_correlation_matrix

from Gradio_UI import GradioUI


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
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, get_data_summary, read_data, get_dataframe_statistics, get_missing_values, get_duplicate_rows, get_correlation_matrix],
    additional_authorized_imports=['datetime', 'pandas', 'openpyxl'],
    max_steps=6,
    verbosity_level=1,
    grammar=None,
    planning_interval=None,
    name=None,
    description=None,
    prompt_templates=prompt_templates
)


GradioUI(agent, file_upload_folder="./upload").launch()