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Update agent.py
Browse files
agent.py
CHANGED
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@@ -2,6 +2,7 @@ from smolagents import CodeAgent, LiteLLMModel, tool, load_tool, DuckDuckGoSear
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import asyncio
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import os
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import re
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from typing import Optional
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from token_bucket import Limiter
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import yaml
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@@ -92,6 +93,64 @@ def SpeechToTextTool(audio_path: str) -> str:
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result = model.transcribe(audio_path)
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return result.get("text", "")
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#@tool
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#class LocalFileAudioTool:
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@@ -130,10 +189,12 @@ class MagAgent:
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WikipediaSearchTool(),
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# ImageAnalysisTool,
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SpeechToTextTool
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# LocalFileAudioTool()
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],
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verbosity_level=2,
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-
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)
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print("MagAgent initialized.")
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import asyncio
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import os
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import re
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import pandas as pd
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from typing import Optional
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from token_bucket import Limiter
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import yaml
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result = model.transcribe(audio_path)
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return result.get("text", "")
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class ExcelReaderTool(Tool):
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name = "excel_reader"
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description = """
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This tool reads and processes Excel files (.xlsx, .xls).
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It can extract data, calculate statistics, and perform data analysis on spreadsheets.
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"""
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inputs = {
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"excel_path": {
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"type": "string",
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"description": "The path to the Excel file to read",
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},
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"sheet_name": {
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"type": "string",
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"description": "The name of the sheet to read (optional, defaults to first sheet)",
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"nullable": True
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}
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}
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output_type = "string"
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def forward(self, excel_path: str, sheet_name: str = None) -> str:
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"""
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Reads and processes the given Excel file.
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"""
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try:
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# Check if the file exists
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if not os.path.exists(excel_path):
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return f"Error: Excel file not found at {excel_path}"
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import pandas as pd
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# Read the Excel file
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if sheet_name:
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df = pd.read_excel(excel_path, sheet_name=sheet_name)
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else:
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df = pd.read_excel(excel_path)
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# Get basic info about the data
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info = {
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"shape": df.shape,
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"columns": list(df.columns),
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"dtypes": df.dtypes.to_dict(),
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"head": df.head(5).to_dict()
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}
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# Return formatted info
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result = f"Excel file: {excel_path}\n"
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result += f"Shape: {info['shape'][0]} rows × {info['shape'][1]} columns\n\n"
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result += "Columns:\n"
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for col in info['columns']:
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result += f"- {col} ({info['dtypes'].get(col)})\n"
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result += "\nPreview (first 5 rows):\n"
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result += df.head(5).to_string()
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return result
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except Exception as e:
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return f"Error reading Excel file: {str(e)}"
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#@tool
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#class LocalFileAudioTool:
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WikipediaSearchTool(),
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# ImageAnalysisTool,
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SpeechToTextTool
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ExcelReaderTool(),
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# LocalFileAudioTool()
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],
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verbosity_level=2,
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add_base_tools=True,
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max_steps=20
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)
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print("MagAgent initialized.")
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