|
from smolagents import CodeAgent, HfApiModel, tool |
|
import yaml |
|
from tools.final_answer import FinalAnswerTool |
|
import wikipedia |
|
from Gradio_UI import GradioUI |
|
|
|
|
|
@tool |
|
def wikipedia_search(query: str, sentences: int = 2) -> str: |
|
"""Search Wikipedia and return a short summary. |
|
|
|
Args: |
|
query: The search term for Wikipedia. |
|
sentences: The number of sentences to return from the summary. |
|
""" |
|
try: |
|
summary = wikipedia.summary(query, sentences=sentences) |
|
return summary |
|
except wikipedia.exceptions.DisambiguationError as e: |
|
return f"Multiple results found: {', '.join(e.options[:5])}..." |
|
except wikipedia.exceptions.PageError: |
|
return "No Wikipedia page found for that query." |
|
except Exception as e: |
|
return f"An error occurred: {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, |
|
) |
|
|
|
with open("prompts.yaml", 'r') as stream: |
|
prompt_templates = yaml.safe_load(stream) |
|
|
|
agent = CodeAgent( |
|
model=model, |
|
tools=[final_answer, wikipedia_search], |
|
max_steps=6, |
|
verbosity_level=1, |
|
grammar=None, |
|
planning_interval=None, |
|
name=None, |
|
description=None, |
|
prompt_templates=prompt_templates |
|
) |
|
|
|
|
|
class CustomGradioUI(GradioUI): |
|
def __init__(self, agent, max_messages=4): |
|
super().__init__(agent) |
|
self.max_messages = max_messages |
|
self.message_count = 0 |
|
|
|
def process_user_input(self, user_input): |
|
""" |
|
Process a user message, call the agent, and then reset context |
|
if the number of interactions reaches max_messages. |
|
""" |
|
|
|
response = self.agent.run(user_input) |
|
self.message_count += 1 |
|
|
|
|
|
if self.message_count >= self.max_messages: |
|
|
|
if hasattr(self.agent, 'reset'): |
|
self.agent.reset() |
|
elif hasattr(self.agent, 'conversation_history'): |
|
self.agent.conversation_history.clear() |
|
self.message_count = 0 |
|
return response |
|
|
|
def launch(self): |
|
""" |
|
Override launch if needed to ensure our process_user_input method is used. |
|
This assumes that the base GradioUI calls a method we can override. |
|
""" |
|
|
|
|
|
super().launch() |
|
|
|
|
|
CustomGradioUI(agent).launch() |
|
|