fsaudm's picture
Update app.py
e89c595 verified
raw
history blame
3.08 kB
from smolagents import CodeAgent, tool, load_tool
import datetime
import requests
import pytz
import yaml
import io
import base64
import schemdraw
from schemdraw import flow
from tools.final_answer import FinalAnswerTool
from Gradio_UI import GradioUI
@tool
def text_to_flowchart(steps_text: str) -> str:
"""
Generates a flowchart diagram from pre-processed text that lists sequential process steps.
The input should be a text with each step on a new line (optionally prefixed by bullet markers).
Args:
steps_text: A string containing the process steps.
Returns:
A data URL for a PNG image of the generated flowchart.
"""
# Parse steps from the input text
parsed_steps = []
for line in steps_text.splitlines():
line = line.strip()
if line.startswith(("-", "*", "•")):
line = line[1:].strip()
elif line and line[0].isdigit():
dot_index = line.find('.')
if dot_index != -1:
line = line[dot_index+1:].strip()
if line:
parsed_steps.append(line)
if not parsed_steps:
parsed_steps = ["No steps provided."]
# Create the flowchart using SchemDraw's flow module
d = schemdraw.Drawing(unit=0.5, fontsize=10)
d += flow.Terminal().label("Start")
for step in parsed_steps:
d += flow.Arrow()
d += flow.Process().label(step)
d += flow.Arrow()
d += flow.Terminal().label("End")
# Render diagram to PNG and encode as a data URL
buf = io.BytesIO()
d.draw()
d.fig.savefig(buf, format='png', bbox_inches='tight')
buf.seek(0)
encoded_image = base64.b64encode(buf.getvalue()).decode('utf-8')
data_url = f"data:image/png;base64,{encoded_image}"
return data_url
@tool
def get_current_time_in_timezone(timezone: str) -> str:
"""
Fetches the current local time for a specified timezone.
Args:
timezone: A valid timezone string (e.g., 'America/New_York').
Returns:
A string with the current local time or an error message.
"""
try:
tz = pytz.timezone(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()
model = load_tool("HfApiModel", trust_remote_code=True)(
max_tokens=2096,
temperature=0.5,
model_id='Qwen/Qwen2.5-Coder-32B-Instruct',
custom_role_conversions=None,
)
with open("prompts.yaml", 'r') as stream:
prompt_templates = yaml.safe_load(stream)
agent = CodeAgent(
model=model,
tools=[text_to_flowchart, final_answer],
max_steps=6,
verbosity_level=1,
grammar=None,
planning_interval=None,
name="Flowchart Generator",
description="Generates a flowchart diagram from sequential steps using SchemDraw's flow module.",
prompt_templates=prompt_templates
)
GradioUI(agent).launch()