Update app.py
Browse files
app.py
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@@ -5,6 +5,9 @@ from gtts import gTTS
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import os
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import sqlite3
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from sklearn.ensemble import IsolationForest
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# Initialize Database
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conn = sqlite3.connect('preferences.db')
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@@ -13,6 +16,23 @@ cursor.execute('''CREATE TABLE IF NOT EXISTS preferences (id INTEGER PRIMARY KEY
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cursor.execute('''CREATE TABLE IF NOT EXISTS history (id INTEGER PRIMARY KEY, command TEXT, response TEXT)''')
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conn.commit()
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# Anomaly Detection Model
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anomaly_model = IsolationForest(contamination=0.1)
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data = []
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import os
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import sqlite3
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from sklearn.ensemble import IsolationForest
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import sounddevice as sd
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import numpy as np
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import speech_recognition as sr
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# Initialize Database
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conn = sqlite3.connect('preferences.db')
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cursor.execute('''CREATE TABLE IF NOT EXISTS history (id INTEGER PRIMARY KEY, command TEXT, response TEXT)''')
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conn.commit()
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def record_audio():
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samplerate = 16000
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duration = 5 # seconds
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recording = sd.rec(int(samplerate * duration), samplerate=samplerate, channels=1, dtype='float64')
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sd.wait() # Wait until recording is finished
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return np.squeeze(recording)
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def recognize_audio():
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r = sr.Recognizer()
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audio = record_audio()
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with sr.AudioData(audio.tobytes(), 16000, 2) as source:
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try:
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command = r.recognize_google(source)
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return command
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except sr.UnknownValueError:
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return "Sorry, I could not understand the audio."
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# Anomaly Detection Model
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anomaly_model = IsolationForest(contamination=0.1)
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data = []
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