async def run_gemini(
    gemini_client , 
    contents , 
    generation_config , 
    model
) -> str : 
    
    response = ''
    
    for chunk in gemini_client.models.generate_content_stream(
        model = model , 
        contents = contents , 
        config = generation_config
    ) : 
        if chunk.text : response += chunk.text
        
    return response

async def run_groq(messages : list , groq_client) : 

    chat_completion = groq_client.chat.completions.create(
        messages = messages ,
        model = 'llama-3.3-70b-versatile'
    )

    return chat_completion.choices[0].message.content