File size: 2,091 Bytes
ce0ec3b
 
7c390d2
 
 
ce0ec3b
 
 
 
 
775ea0b
ce0ec3b
0e9bb01
 
ce0ec3b
 
 
 
 
 
 
 
 
 
 
 
775ea0b
ce0ec3b
 
775ea0b
ce0ec3b
 
 
 
 
7c390d2
 
 
 
 
 
 
 
ce0ec3b
 
0e9bb01
ce0ec3b
7c390d2
 
775ea0b
 
3726684
ce0ec3b
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
"""
Analysis agent for interpreting song lyrics and providing deeper context.

This agent is responsible for analyzing song lyrics and formatting the analysis
in a user-friendly way, showing lyrics with comments underneath them.
"""

from smolagents import CodeAgent, VisitWebpageTool
from loguru import logger

from config import load_prompt_templates
from tools.search_tools import ThrottledDuckDuckGoSearchTool
from tools.analysis_tools import AnalyzeLyricsTool
from tools.formatting_tools import FormatAnalysisResultsTool


def create_analysis_agent(model):
    """
    Create an agent specialized in analyzing and interpreting song lyrics.
    
    Args:
        model: The LLM model to use with this agent
        
    Returns:
        A configured CodeAgent for lyrics analysis
    """
    # Load prompt templates
    prompt_templates = load_prompt_templates()
    
    # Create the throttled search tool with hardcoded values
    throttled_search_tool = ThrottledDuckDuckGoSearchTool(
        min_delay=3.0, 
        max_delay=7.0
    )
    
    # Create and return the agent with specialized lyrics analysis instructions
    # Customize the prompts to use our specialized lyrics_analysis_agent prompt
    custom_prompt_templates = prompt_templates.copy()
    
    # Set our special prompt as the system prompt for better instruction
    if 'lyrics_analysis_agent' in custom_prompt_templates:
        custom_prompt_templates['system_prompt'] = custom_prompt_templates['lyrics_analysis_agent']
    
    agent = CodeAgent(
        model=model,
        tools=[throttled_search_tool, VisitWebpageTool(), AnalyzeLyricsTool(), FormatAnalysisResultsTool()],
        name="lyrics_analysis_agent",
        description="Specialized agent for analyzing song lyrics and providing detailed commentary",
        additional_authorized_imports=["numpy", "bs4", "json", "re"],
        max_steps=5,  # Hardcoded from config
        verbosity_level=2,  # Hardcoded from config
        prompt_templates=prompt_templates
    )
    
    logger.info("Analysis agent created successfully")
    return agent