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from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel, load_tool, tool |
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import datetime |
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import requests |
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import pytz |
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import yaml |
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from tools.final_answer import FinalAnswerTool |
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from Gradio_UI import GradioUI |
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@tool |
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def generate_keywords(topic: str, num_keywords: int = 5) -> str: |
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"""Generates relevant keywords based on the given topic |
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Args: |
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topic: The main topic or subject to generate keywords for |
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num_keywords: Number of keywords to generate (default: 5) |
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""" |
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prefixes = ['best', 'top', 'how to', 'why', 'what is'] |
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suffixes = ['guide', 'tutorial', 'examples', 'tips', 'basics'] |
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related_terms = { |
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'programming': ['coding', 'development', 'software', 'algorithms', 'debugging'], |
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'business': ['marketing', 'strategy', 'management', 'startup', 'planning'], |
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'technology': ['tech', 'innovation', 'digital', 'software', 'hardware'], |
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'education': ['learning', 'teaching', 'study', 'course', 'training'], |
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'health': ['wellness', 'fitness', 'nutrition', 'medical', 'healthcare'] |
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} |
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topic = topic.lower().strip() |
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keywords = set() |
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keywords.add(topic) |
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for prefix in prefixes: |
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keywords.add(f"{prefix} {topic}") |
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for suffix in suffixes: |
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keywords.add(f"{topic} {suffix}") |
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for category, terms in related_terms.items(): |
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if topic in terms or category in topic: |
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keywords.update(terms) |
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final_keywords = list(keywords)[:num_keywords] |
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return "\n".join([ |
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"Generated keywords:", |
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"----------------", |
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*[f"- {keyword}" for keyword in final_keywords] |
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]) |
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@tool |
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def get_current_time_in_timezone(timezone: str) -> str: |
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"""A tool that fetches the current local time in a specified timezone. |
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Args: |
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timezone: A string representing a valid timezone (e.g., 'America/New_York'). |
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""" |
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try: |
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tz = pytz.timezone(timezone) |
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local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S") |
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return f"The current local time in {timezone} is: {local_time}" |
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except Exception as e: |
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return f"Error fetching time for timezone '{timezone}': {str(e)}" |
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final_answer = FinalAnswerTool() |
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model = HfApiModel( |
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max_tokens=2096, |
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temperature=0.5, |
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model_id='Qwen/Qwen2.5-Coder-32B-Instruct', |
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custom_role_conversions=None, |
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) |
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image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True) |
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with open("prompts.yaml", 'r') as stream: |
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prompt_templates = yaml.safe_load(stream) |
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agent = CodeAgent( |
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model=model, |
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tools=[final_answer, generate_keywords], |
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max_steps=6, |
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verbosity_level=1, |
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grammar=None, |
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planning_interval=None, |
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name=None, |
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description=None, |
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prompt_templates=prompt_templates |
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) |
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GradioUI(agent).launch() |