Update tools.py
Browse files
tools.py
CHANGED
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@@ -1,17 +1,22 @@
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#Tools
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from smolagents import DuckDuckGoSearchTool
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from smolagents import Tool
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import random
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from huggingface_hub import list_models
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# Initialize the DuckDuckGo search tool
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#search_tool = DuckDuckGoSearchTool()
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class WeatherInfoTool(Tool):
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name = "weather_info"
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description = "Fetches
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inputs = {
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"location": {
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"type": "string",
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@@ -21,15 +26,20 @@ class WeatherInfoTool(Tool):
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output_type = "string"
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def forward(self, location: str):
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#
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class HubStatsTool(Tool):
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name = "hub_stats"
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@@ -46,11 +56,342 @@ class HubStatsTool(Tool):
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try:
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# List models from the specified author, sorted by downloads
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models = list(list_models(author=author, sort="downloads", direction=-1, limit=1))
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if models:
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model = models[0]
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return f"The most downloaded model by {author} is {model.id} with {model.downloads:,} downloads."
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else:
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return f"No models found for author {author}."
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except Exception as e:
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return f"Error fetching models for {author}: {str(e)}"
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from smolagents import Tool
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import random
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from huggingface_hub import list_models
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import requests
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import os
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import sqlite3
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from googletrans import Translator
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from gtts import gTTS
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import speech_recognition as sr
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import cv2
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import numpy as np
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from textblob import TextBlob
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# Initialize the DuckDuckGo search tool
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# search_tool = DuckDuckGoSearchTool()
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class WeatherInfoTool(Tool):
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name = "weather_info"
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description = "Fetches weather information for a given location."
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inputs = {
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"location": {
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"type": "string",
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output_type = "string"
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def forward(self, location: str):
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# Use a real weather API here
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api_key = os.getenv("WEATHER_API_KEY")
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if not api_key:
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return "Weather API key not found."
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try:
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response = requests.get(f"http://api.weatherapi.com/v1/current.json?key={api_key}&q={location}")
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response.raise_for_status()
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data = response.json()
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condition = data["current"]["condition"]["text"]
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temp_c = data["current"]["temp_c"]
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return f"Weather in {location}: {condition}, {temp_c}°C"
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except Exception as e:
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return f"Error fetching weather for {location}: {str(e)}"
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class HubStatsTool(Tool):
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name = "hub_stats"
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try:
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# List models from the specified author, sorted by downloads
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models = list(list_models(author=author, sort="downloads", direction=-1, limit=1))
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+
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if models:
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model = models[0]
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return f"The most downloaded model by {author} is {model.id} with {model.downloads:,} downloads."
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else:
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return f"No models found for author {author}."
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except Exception as e:
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return f"Error fetching models for {author}: {str(e)}"
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class CalculatorTool(Tool):
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name = "calculator"
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description = "Performs mathematical calculations."
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inputs = {
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"expression": {
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"type": "string",
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"description": "The mathematical expression to evaluate."
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}
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}
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output_type = "string"
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def forward(self, expression: str):
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try:
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result = eval(expression)
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return f"The result of the expression '{expression}' is {result}."
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except Exception as e:
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return f"Error evaluating expression: {str(e)}"
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class CalendarTool(Tool):
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name = "calendar"
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description = "Manages and retrieves information about dates and events."
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inputs = {
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"action": {
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"type": "string",
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"description": "The action to perform (e.g., 'add', 'get', 'delete')."
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},
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"date": {
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"type": "string",
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"description": "The date of the event (format: YYYY-MM-DD)."
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},
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"event": {
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"type": "string",
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"description": "The event description."
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}
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}
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output_type = "string"
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def __init__(self):
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self.events = {}
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def forward(self, action: str, date: str, event: str = None):
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if action == "add":
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self.events[date] = event
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return f"Event '{event}' added to {date}."
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elif action == "get":
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return f"Event on {date}: {self.events.get(date, 'No event found.')}"
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elif action == "delete":
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if date in self.events:
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del self.events[date]
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return f"Event on {date} deleted."
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else:
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return f"No event found on {date}."
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else:
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return "Invalid action."
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class EmailTool(Tool):
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name = "email"
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description = "Sends and receives emails."
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inputs = {
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"action": {
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"type": "string",
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"description": "The action to perform (e.g., 'send')."
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},
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"to": {
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"type": "string",
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"description": "The recipient's email address."
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},
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"subject": {
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"type": "string",
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"description": "The subject of the email."
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},
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"body": {
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"type": "string",
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"description": "The body of the email."
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}
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}
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output_type = "string"
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def __init__(self, smtp_server, smtp_port, email, password):
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self.smtp_server = smtp_server
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self.smtp_port = smtp_port
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self.email = email
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self.password = password
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def forward(self, action: str, to: str, subject: str, body: str):
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if action == "send":
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try:
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msg = MIMEText(body)
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msg['Subject'] = subject
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msg['From'] = self.email
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msg['To'] = to
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with smtplib.SMTP(self.smtp_server, self.smtp_port) as server:
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server.starttls()
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server.login(self.email, self.password)
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server.sendmail(self.email, [to], msg.as_string())
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return f"Email sent to {to}."
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except Exception as e:
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return f"Error sending email: {str(e)}"
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else:
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return "Invalid action."
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class FileManagementTool(Tool):
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name = "file_management"
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description = "Handles file operations like reading, writing, and managing files."
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inputs = {
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"action": {
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"type": "string",
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"description": "The action to perform (e.g., 'read', 'write', 'delete')."
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},
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"file_path": {
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"type": "string",
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"description": "The path of the file."
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},
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"content": {
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"type": "string",
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"description": "The content to write to the file."
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}
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}
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output_type = "string"
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def forward(self, action: str, file_path: str, content: str = None):
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| 191 |
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if action == "read":
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| 192 |
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try:
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| 193 |
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with open(file_path, 'r') as file:
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content = file.read()
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| 195 |
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return f"Content of {file_path}: {content}"
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| 196 |
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except Exception as e:
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| 197 |
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return f"Error reading file: {str(e)}"
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| 198 |
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elif action == "write":
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try:
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with open(file_path, 'w') as file:
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file.write(content)
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return f"Content written to {file_path}."
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except Exception as e:
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| 204 |
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return f"Error writing to file: {str(e)}"
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| 205 |
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elif action == "delete":
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try:
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| 207 |
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os.remove(file_path)
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return f"File {file_path} deleted."
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| 209 |
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except Exception as e:
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| 210 |
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return f"Error deleting file: {str(e)}"
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| 211 |
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else:
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| 212 |
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return "Invalid action."
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| 214 |
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class DatabaseQueryTool(Tool):
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| 215 |
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name = "database_query"
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| 216 |
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description = "Interacts with databases for storing and retrieving information."
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inputs = {
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| 218 |
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"action": {
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| 219 |
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"type": "string",
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| 220 |
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"description": "The action to perform (e.g., 'query', 'insert')."
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| 221 |
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},
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"query": {
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| 223 |
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"type": "string",
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| 224 |
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"description": "The SQL query to execute."
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| 225 |
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}
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| 226 |
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}
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| 227 |
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output_type = "string"
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def __init__(self, db_path):
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self.db_path = db_path
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| 231 |
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| 232 |
+
def forward(self, action: str, query: str):
|
| 233 |
+
try:
|
| 234 |
+
conn = sqlite3.connect(self.db_path)
|
| 235 |
+
cursor = conn.cursor()
|
| 236 |
+
|
| 237 |
+
if action == "query":
|
| 238 |
+
cursor.execute(query)
|
| 239 |
+
results = cursor.fetchall()
|
| 240 |
+
return f"Query results: {results}"
|
| 241 |
+
elif action == "insert":
|
| 242 |
+
cursor.execute(query)
|
| 243 |
+
conn.commit()
|
| 244 |
+
return "Data inserted successfully."
|
| 245 |
+
else:
|
| 246 |
+
return "Invalid action."
|
| 247 |
+
|
| 248 |
+
except Exception as e:
|
| 249 |
+
return f"Error executing query: {str(e)}"
|
| 250 |
+
finally:
|
| 251 |
+
conn.close()
|
| 252 |
+
|
| 253 |
+
class TranslationTool(Tool):
|
| 254 |
+
name = "translation"
|
| 255 |
+
description = "Translates text between different languages."
|
| 256 |
+
inputs = {
|
| 257 |
+
"text": {
|
| 258 |
+
"type": "string",
|
| 259 |
+
"description": "The text to translate."
|
| 260 |
+
},
|
| 261 |
+
"src_lang": {
|
| 262 |
+
"type": "string",
|
| 263 |
+
"description": "The source language code."
|
| 264 |
+
},
|
| 265 |
+
"dest_lang": {
|
| 266 |
+
"type": "string",
|
| 267 |
+
"description": "The destination language code."
|
| 268 |
+
}
|
| 269 |
+
}
|
| 270 |
+
output_type = "string"
|
| 271 |
+
|
| 272 |
+
def forward(self, text: str, src_lang: str, dest_lang: str):
|
| 273 |
+
try:
|
| 274 |
+
translator = Translator()
|
| 275 |
+
translation = translator.translate(text, src=src_lang, dest=dest_lang)
|
| 276 |
+
return f"Translated text: {translation.text}"
|
| 277 |
+
except Exception as e:
|
| 278 |
+
return f"Error translating text: {str(e)}"
|
| 279 |
+
|
| 280 |
+
class TextToSpeechTool(Tool):
|
| 281 |
+
name = "text_to_speech"
|
| 282 |
+
description = "Converts text to speech."
|
| 283 |
+
inputs = {
|
| 284 |
+
"text": {
|
| 285 |
+
"type": "string",
|
| 286 |
+
"description": "The text to convert to speech."
|
| 287 |
+
}
|
| 288 |
+
}
|
| 289 |
+
output_type = "string"
|
| 290 |
+
|
| 291 |
+
def forward(self, text: str):
|
| 292 |
+
try:
|
| 293 |
+
tts = gTTS(text=text, lang='en')
|
| 294 |
+
tts.save("output.mp3")
|
| 295 |
+
return "Text converted to speech and saved as output.mp3."
|
| 296 |
+
except Exception as e:
|
| 297 |
+
return f"Error converting text to speech: {str(e)}"
|
| 298 |
+
|
| 299 |
+
class SpeechToTextTool(Tool):
|
| 300 |
+
name = "speech_to_text"
|
| 301 |
+
description = "Converts speech to text."
|
| 302 |
+
inputs = {
|
| 303 |
+
"audio_file": {
|
| 304 |
+
"type": "string",
|
| 305 |
+
"description": "The path to the audio file to convert to text."
|
| 306 |
+
}
|
| 307 |
+
}
|
| 308 |
+
output_type = "string"
|
| 309 |
+
|
| 310 |
+
def forward(self, audio_file: str):
|
| 311 |
+
try:
|
| 312 |
+
recognizer = sr.Recognizer()
|
| 313 |
+
with sr.AudioFile(audio_file) as source:
|
| 314 |
+
audio = recognizer.record(source)
|
| 315 |
+
text = recognizer.recognize_google(audio)
|
| 316 |
+
return f"Converted speech to text: {text}"
|
| 317 |
+
except Exception as e:
|
| 318 |
+
return f"Error converting speech to text: {str(e)}"
|
| 319 |
+
|
| 320 |
+
class ImageRecognitionTool(Tool):
|
| 321 |
+
name = "image_recognition"
|
| 322 |
+
description = "Analyzes and interprets images."
|
| 323 |
+
inputs = {
|
| 324 |
+
"image_path": {
|
| 325 |
+
"type": "string",
|
| 326 |
+
"description": "The path to the image to analyze."
|
| 327 |
+
}
|
| 328 |
+
}
|
| 329 |
+
output_type = "string"
|
| 330 |
+
|
| 331 |
+
def forward(self, image_path: str):
|
| 332 |
+
try:
|
| 333 |
+
image = cv2.imread(image_path)
|
| 334 |
+
gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
|
| 335 |
+
faces = cv2.CascadeClassifier(cv2.data.haarcascades + 'haarcascade_frontalface_default.xml').detectMultiScale(gray, 1.3, 5)
|
| 336 |
+
return f"Found {len(faces)} faces in the image."
|
| 337 |
+
except Exception as e:
|
| 338 |
+
return f"Error analyzing image: {str(e)}"
|
| 339 |
+
|
| 340 |
+
class NLPTool(Tool):
|
| 341 |
+
name = "nlp"
|
| 342 |
+
description = "Performs advanced text processing tasks like sentiment analysis, named entity recognition, etc."
|
| 343 |
+
inputs = {
|
| 344 |
+
"text": {
|
| 345 |
+
"type": "string",
|
| 346 |
+
"description": "The text to analyze."
|
| 347 |
+
},
|
| 348 |
+
"task": {
|
| 349 |
+
"type": "string",
|
| 350 |
+
"description": "The NLP task to perform (e.g., 'sentiment', 'entities')."
|
| 351 |
+
}
|
| 352 |
+
}
|
| 353 |
+
output_type = "string"
|
| 354 |
+
|
| 355 |
+
def forward(self, text: str, task: str):
|
| 356 |
+
blob = TextBlob(text)
|
| 357 |
+
if task == "sentiment":
|
| 358 |
+
sentiment = blob.sentiment
|
| 359 |
+
return f"Sentiment analysis: Polarity={sentiment.polarity}, Subjectivity={sentiment.subjectivity}"
|
| 360 |
+
elif task == "entities":
|
| 361 |
+
entities = blob.noun_phrases
|
| 362 |
+
return f"Named entities: {entities}"
|
| 363 |
+
else:
|
| 364 |
+
return "Invalid task."
|
| 365 |
+
|
| 366 |
+
class APIIntegrationTool(Tool):
|
| 367 |
+
name = "api_integration"
|
| 368 |
+
description = "Interacts with various external APIs for fetching or sending data."
|
| 369 |
+
inputs = {
|
| 370 |
+
"api_url": {
|
| 371 |
+
"type": "string",
|
| 372 |
+
"description": "The URL of the API endpoint."
|
| 373 |
+
},
|
| 374 |
+
"method": {
|
| 375 |
+
"type": "string",
|
| 376 |
+
"description": "The HTTP method to use (e.g., 'GET', 'POST')."
|
| 377 |
+
},
|
| 378 |
+
"data": {
|
| 379 |
+
"type": "string",
|
| 380 |
+
"description": "The data to send with the request."
|
| 381 |
+
}
|
| 382 |
+
}
|
| 383 |
+
output_type = "string"
|
| 384 |
+
|
| 385 |
+
def forward(self, api_url: str, method: str, data: str = None):
|
| 386 |
+
try:
|
| 387 |
+
if method == "GET":
|
| 388 |
+
response = requests.get(api_url)
|
| 389 |
+
elif method == "POST":
|
| 390 |
+
response = requests.post(api_url, json=data)
|
| 391 |
+
else:
|
| 392 |
+
return "Invalid method."
|
| 393 |
+
|
| 394 |
+
response.raise_for_status()
|
| 395 |
+
return f"API response: {response.json()}"
|
| 396 |
+
except Exception as e:
|
| 397 |
+
return f"Error interacting with API: {str(e)}"
|