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from smolagents import CodeAgent, tool, Tool,LiteLLMModel, OpenAIServerModel | |
from tools.final_answer import FinalAnswerTool | |
import requests | |
import pytz | |
import yaml | |
import pandas as pd | |
import os, json | |
from PIL import Image | |
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 does nothing yet | |
Args: | |
arg1: the first argument | |
arg2: the second argument | |
""" | |
return "What magic will you build ?" | |
def get_g5_data() -> dict: | |
"""Returns G5 dataset in a dictionary format. | |
G5 dataset contains informations relating to the movements of ships in space and time, mostly between the mid-18th and mid-19th centuries | |
""" | |
df = pd.read_csv("g5data.csv", sep=";", encoding="utf-8") | |
return df.to_dict() | |
def save_figure()-> None: | |
"""Save the plot chart in a image.png file. | |
Returns the image displayed""" | |
image_path = './image.png' | |
return Image.open(image_path) | |
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 = LiteLLMModel(model_id="gemini/gemini-1.5-flash", api_key=os.getenv('GOOGLE_API_KEY')) | |
# 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=[get_g5_data,save_figure], ## 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, | |
add_base_tools = True, | |
additional_authorized_imports=['numpy', 'pandas','matplotlib.pyplot'] | |
) | |
GradioUI(agent).launch() |