Spaces:
Runtime error
Runtime error
from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool | |
import datetime | |
import requests | |
import pytz | |
import yaml | |
from tools.final_answer import FinalAnswerTool | |
from tools.web_search import DuckDuckGoSearchTool | |
from Gradio_UI import GradioUI | |
# Below is an example of a tool that does nothing. Amaze us with your creativity ! | |
def animal_mixer(animal1: str, animal2: str) -> str: | |
"""A tool that mixes characteristics of two animals and determines if it can generate an image. | |
Args: | |
animal1: The first animal to mix | |
animal2: The second animal to mix | |
""" | |
# List of common animals | |
common_animals = [ | |
"dog", "cat", "lion", "tiger", "elephant", "giraffe", "monkey", | |
"horse", "cow", "pig", "sheep", "rabbit", "mouse", "rat", | |
"bear", "wolf", "fox", "deer", "eagle", "hawk", "owl", | |
"duck", "chicken", "snake", "crocodile", "turtle", "frog", | |
"dolphin", "whale", "shark", "octopus", "crab" | |
] | |
# Verify if both animals are real/common | |
animal1_real = animal1.lower() in common_animals | |
animal2_real = animal2.lower() in common_animals | |
# Create description of the mix | |
if animal1_real and animal2_real: | |
description = f"The mix between {animal1} and {animal2} would have: " | |
description += f"the head of {animal1} with the body of {animal2}, " | |
description += f"combining features like {get_feature(animal1)} and {get_feature(animal2)}." | |
# Determine if the mix is fantastic | |
if is_fantastic_combination(animal1, animal2): | |
return description + f"\n\nWould you like to see an image of this fantastic combination? I can create it using image_generation_tool." | |
else: | |
return description | |
else: | |
# If any is not recognized as a real animal | |
not_recognized = [] | |
if not animal1_real: | |
not_recognized.append(animal1) | |
if not animal2_real: | |
not_recognized.append(animal2) | |
return f"I don't recognize {'the following animals' if len(not_recognized) > 1 else 'the following animal'}: {', '.join(not_recognized)}. Please try with real animals." | |
def get_feature(animal): | |
"""Returns a distinctive feature of the animal.""" | |
features = { | |
"dog": "loyalty and sense of smell", | |
"cat": "agility and night vision", | |
"lion": "mane and powerful roar", | |
"tiger": "stripes and strength", | |
# Add more features for other animals | |
} | |
return features.get(animal.lower(), "unique features") | |
def is_fantastic_combination(animal1, animal2): | |
"""Determines if the combination of animals results in something fantastic.""" | |
fantastic_pairs = [ | |
("lion", "eagle"), # griffin | |
("horse", "human"), # centaur | |
("fish", "human"), # mermaid | |
("snake", "bird"), # quetzalcoatl | |
("horse", "eagle"), # pegasus | |
# Add more combinations considered fantastic | |
] | |
# Check if the combination exists in any order | |
return (animal1.lower(), animal2.lower()) in fantastic_pairs or (animal2.lower(), animal1.lower()) in fantastic_pairs or has_extreme_habitat_difference(animal1, animal2) | |
def has_extreme_habitat_difference(animal1, animal2): | |
"""Checks if the animals have extremely different habitats.""" | |
water_animals = ["dolphin", "whale", "shark", "octopus", "fish"] | |
air_animals = ["eagle", "hawk", "owl", "bat"] | |
is_water1 = animal1.lower() in water_animals | |
is_water2 = animal2.lower() in water_animals | |
is_air1 = animal1.lower() in air_animals | |
is_air2 = animal2.lower() in air_animals | |
# If one is aquatic and the other aerial, the combination is fantastic | |
return (is_water1 and is_air2) or (is_water2 and is_air1) | |
def get_current_time_in_timezone(timezone: str) -> str: | |
"""A tool that fetches the current local time in a specified timezone. | |
Args: | |
timezone: A string representing a valid timezone (e.g., 'America/New_York'). | |
""" | |
try: | |
# Create timezone object | |
tz = pytz.timezone(timezone) | |
# Get current time in that 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() | |
# 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 | |
custom_role_conversions=None, | |
) | |
# Add results DuckDuckGoSearchTool | |
web_search_tool = DuckDuckGoSearchTool() # Number of search results can be ajust here | |
# 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, image_generation_tool, web_search_tool, get_current_time_in_timezone], ## 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 | |
) | |
GradioUI(agent).launch() |