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add tool to read file and run python code
Browse files- Agents/agent.py +6 -2
- Tools/tools.py +132 -1
- requirements.txt +2 -1
Agents/agent.py
CHANGED
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@@ -19,7 +19,7 @@ from langchain_core.messages import (
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convert_to_messages,
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)
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from pydantic import BaseModel
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from Tools.tools import webSearch, youtubeVideoTranscript, arxivSearch, wikiSearch,add,multiply,divide,substract,modulus,power,count_substring
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from langchain_core.messages import SystemMessage, HumanMessage
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from dotenv import load_dotenv
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from supabase.client import Client, create_client
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@@ -127,7 +127,11 @@ tools = [
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modulus,
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power,
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count_substring,
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youtubeVideoTranscript
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]
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def tools_condition1(
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convert_to_messages,
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)
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from pydantic import BaseModel
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from Tools.tools import webSearch, youtubeVideoTranscript, arxivSearch, wikiSearch,add,multiply,divide,substract,modulus,power,count_substring,run_python_code_from_url,read_excel_from_url,transcribe_audio,read_image_file
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from langchain_core.messages import SystemMessage, HumanMessage
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from dotenv import load_dotenv
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from supabase.client import Client, create_client
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modulus,
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power,
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count_substring,
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youtubeVideoTranscript,
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run_python_code_from_url,
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read_excel_from_url,
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transcribe_audio,
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read_image_file,
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]
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def tools_condition1(
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Tools/tools.py
CHANGED
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@@ -8,6 +8,17 @@ from langchain.tools.retriever import create_retriever_tool
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from langchain_community.document_loaders import YoutubeLoader
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from langchain_community.document_loaders.youtube import TranscriptFormat
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from langchain_tavily import TavilySearch
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@tool
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def add(a: int, b:int) -> int:
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@@ -152,5 +163,125 @@ def count_substring(substring:str, text:str) -> int:
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"""
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return text.count(substring)
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-
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from langchain_community.document_loaders import YoutubeLoader
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from langchain_community.document_loaders.youtube import TranscriptFormat
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from langchain_tavily import TavilySearch
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import base64
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from groq import Groq
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import os
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import pandas as pd
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import requests
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from io import BytesIO
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import sys
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import io
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import traceback
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gaiaValidationURL = os.getenv("GaiaValidationURL")
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@tool
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def add(a: int, b:int) -> int:
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"""
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return text.count(substring)
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@tool
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def read_image_file(file_path: str) -> dict:
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"""
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Reads an image file and returns a dict containing base64-encoded image data.
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This can be passed to a Groq vision-enabled LLM message.
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Args:
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file_path (str): Path to the image file.
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Returns:
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dict: {"type": "image_url", "image_url": {"url": "data:image/<ext>;base64,<data>"}}
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"""
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try:
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formattedFilePath = gaiaValidationURL+ file_path.lower()
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print(f"excel url {formattedFilePath}")
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ext = formattedFilePath.lower().lstrip(".")
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if ext not in ["jpg", "jpeg", "png", "webp"]:
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return {"error": f"Unsupported image format: {ext}"}
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with open(formattedFilePath, "rb") as f:
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b64_data = base64.b64encode(f.read()).decode("utf-8")
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return {
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"type": "image_url",
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"image_url": {
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"url": f"data:image/{ext};base64,{b64_data}"
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}
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}
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except Exception as e:
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return {"error": str(e)}
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@tool
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def transcribe_audio(file_path: str) -> str:
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"""
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Transcribes an audio file (mp3, wav, m4a, etc.) using Groq Whisper model.
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Args:
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file_path (str): Path to the audio file.
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Returns:
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str: Transcribed text from the audio.
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"""
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try:
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formattedFilePath = gaiaValidationURL+ file_path.lower()
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print(f"excel url {formattedFilePath}")
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ext = formattedFilePath.lower().lstrip(".")
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if ext not in ["mp3", "wav", "m4a"]:
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return {"error": f"Unsupported image format: {ext}"}
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client = Groq(api_key=os.getenv("GROQ_API_KEY"))
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with open(formattedFilePath, "rb") as f:
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transcription = client.audio.transcriptions.create(
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model="whisper-large-v3",
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file=f
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)
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return transcription.text
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except Exception as e:
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return f"Error transcribing audio: {str(e)}"
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@tool
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def read_excel_from_url(url: str, as_json: bool = False) -> str:
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"""
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Downloads an Excel file from a URL and returns its contents as text or JSON.
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Args:
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url (str): URL to the Excel file.
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as_json (bool): If True, return JSON string; otherwise plain text.
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Returns:
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str: Contents of the Excel file as text or JSON.
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"""
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try:
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response = requests.get(gaiaValidationURL + url)
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print(f"excel url {gaiaValidationURL + url}")
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response.raise_for_status()
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data = BytesIO(response.content)
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df = pd.read_excel(data)
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if as_json:
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return df.to_json(orient="records")
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else:
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return df.to_string(index=False)
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except Exception as e:
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return f"Error reading Excel file from URL: {str(e)}"
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@tool
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def run_python_code_from_url(url: str) -> str:
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"""
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Downloads Python code from a URL, executes it, and returns the output or errors.
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Args:
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url (str): URL of the Python code to execute.
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Returns:
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str: Captured output or error traceback.
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"""
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try:
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formattedURL = gaiaValidationURL + url
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response = requests.get(formattedURL)
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print(f"pythonurl : {formattedURL}")
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response.raise_for_status()
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code = response.text
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old_stdout = sys.stdout
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sys.stdout = mystdout = io.StringIO()
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exec_globals = {}
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exec(code, exec_globals)
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sys.stdout = old_stdout
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output = mystdout.getvalue()
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if not output.strip():
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output = "Code executed successfully with no output."
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return output
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except Exception:
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sys.stdout = old_stdout
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return "Error executing code:\n" + traceback.format_exc()
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requirements.txt
CHANGED
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@@ -21,4 +21,5 @@ pytesseract
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matplotlib
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langfuse
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typing
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-
pydantic
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matplotlib
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langfuse
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typing
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pydantic
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groq
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