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agent.py
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# import smolagents.models as sm_models
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# _orig_roles = sm_models.MessageRole.roles
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# @classmethod
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# def _roles_with_control(cls):
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# return _orig_roles() + ["control"]
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# sm_models.MessageRole.roles = _roles_with_control
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from smolagents import (CodeAgent,
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GradioUI,
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LiteLLMModel,
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OpenAIServerModel,
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ChatMessage,
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ToolCallingAgent)
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from smolagents.default_tools import (DuckDuckGoSearchTool,
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VisitWebpageTool,
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WikipediaSearchTool,
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SpeechToTextTool,
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PythonInterpreterTool)
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import yaml
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from tools.final_answer import FinalAnswerTool, check_reasoning, ensure_formatting
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from tools.tools import (youtube_frames_to_images, use_vision_model,
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read_file, download_file_from_url,
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extract_text_from_image, analyze_csv_file,
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analyze_excel_file, youtube_transcribe,
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transcribe_audio, review_youtube_video)
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import os
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from dotenv import load_dotenv
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import time
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load_dotenv()
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# Load prompts from YAML file
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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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# class ThinkingLiteLLMModel(LiteLLMModel):
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# def __init__(self, *args, **kwargs):
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# # ensure the Litellm client also maps "control" → "control"
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# cr = kwargs.pop("custom_role_conversions", {})
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# cr["control"] = "control"
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# super().__init__(*args, custom_role_conversions=cr, **kwargs)
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# def __call__(self, messages, **kwargs) -> ChatMessage:
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# NOTE: content must be a list of {type, text} dicts
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# thinking_msg = {
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# "role": "control",
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# "content": [{"type": "text", "text": "thinking"}]
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# }
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# # prepend onto whatever messages the Agent built
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# return super().__call__([thinking_msg] + messages, **kwargs)
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class SlowLiteLLMModel(LiteLLMModel):
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def __init__(self, *args, **kwargs):
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super().__init__(*args, **kwargs)
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def __call__(self, messages, **kwargs) -> ChatMessage:
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time.sleep(15)
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# prepend onto whatever messages the Agent built
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return super().__call__(messages, **kwargs)
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# # search_model_name = 'granite3.3:latest'
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# search_model_name = 'cogito:14b'
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# # search_model_name = 'qwen2:7b'
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# search_model = ThinkingLiteLLMModel(model_id=f'ollama_chat/{search_model_name}',
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# flatten_messages_as_text=True)
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# web_agent = CodeAgent(
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# model=search_model,
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# tools=[DuckDuckGoSearchTool(), VisitWebpageTool(), FinalAnswerTool()],
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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=6,
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# name="web_agent",
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# description="Searches the web using the and reviews web pages to find information.",
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# additional_authorized_imports=['bs4', 'requests', 'io', 'wiki'],
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# prompt_templates=prompt_templates
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# )
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# image_model_name = 'llama3.2-vision'
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# image_model = OpenAIServerModel(model_id=image_model_name,
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# api_base='http://localhost:11434/v1/',
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# api_key='ollama',
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# flatten_messages_as_text=False)
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# image_agent = ToolCallingAgent(
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# model=image_model,
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# tools=[FinalAnswerTool()],
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# max_steps=4,
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# verbosity_level=2,
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# grammar=None,
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# planning_interval=6,
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# #additional_authorized_imports=["PIL", "requests", "io", "numpy"],
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# name="image_agent",
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# description="Review images and videos for answers to questions based on visual data",
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# prompt_templates=prompt_templates
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# )
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# react_model_name = 'qwen2:7b'
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# # Initialize the chat model
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# react_model = OpenAIServerModel(model_id=react_model_name,
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# api_base='http://localhost:11434/v1/',
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# api_key='ollama',
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# flatten_messages_as_text=False)
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react_model_name = "gemini/gemini-2.5-flash-preview-04-17"
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react_model = LiteLLMModel(model_id=react_model_name,
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api_key=os.getenv("GEMINI_KEY"),
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temperature=0.2
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)
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manager_agent = CodeAgent(
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model=react_model,
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tools=[FinalAnswerTool(),
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DuckDuckGoSearchTool(),
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VisitWebpageTool(max_output_length=500000),
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WikipediaSearchTool(extract_format='HTML'),
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SpeechToTextTool(),
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youtube_frames_to_images,
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youtube_transcribe,
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use_vision_model,
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read_file, download_file_from_url,
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extract_text_from_image,
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analyze_csv_file, analyze_excel_file,
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transcribe_audio,
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review_youtube_video
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],
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managed_agents=[],
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additional_authorized_imports=['os', 'pandas', 'numpy', 'PIL', 'tempfile', 'PIL.Image'],
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max_steps=20,
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verbosity_level=1,
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planning_interval=6,
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name="Manager",
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description="The manager of the team, responsible for overseeing and guiding the team's work.",
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final_answer_checks=[check_reasoning, ensure_formatting],
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prompt_templates=prompt_templates
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)
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if __name__ == "__main__":
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GradioUI(manager_agent).launch()
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