RakanAlsheraiwi's picture
Update app.py
666427e verified
raw
history blame
2.34 kB
import gradio as gr
import difflib
import random
# Function to evaluate the pronunciation and get a new sentence
def pronunciation_evaluator(user_audio, sentence):
# Mock text (assuming perfect recognition for the example)
recognized_text = sentence.lower() # In a real application, this would be the result of speech-to-text
# Compare the user's pronunciation with the original sentence
similarity_ratio = difflib.SequenceMatcher(None, recognized_text, sentence.lower()).ratio()
# Generate feedback based on similarity
if similarity_ratio > 0.9:
feedback = "Excellent! Your pronunciation is very accurate."
elif similarity_ratio > 0.7:
feedback = "Good job! But there's some room for improvement."
else:
feedback = "Keep practicing! Try to match the pronunciation more closely."
# Get a new sentence for the next round
new_sentence = get_sentence()
# Return the feedback and the new sentence
return f"Recognized Text: {recognized_text}\n\nFeedback: {feedback}", new_sentence
# Function to get a random sentence
def get_sentence():
sentences = [
"The quick brown fox jumps over the lazy dog.",
"She sells seashells by the seashore.",
"How much wood would a woodchuck chuck if a woodchuck could chuck wood?",
"Peter Piper picked a peck of pickled peppers.",
"I scream, you scream, we all scream for ice cream."
]
return random.choice(sentences)
# Initial sentence
initial_sentence = get_sentence()
# Gradio Interface
interface = gr.Interface(
fn=pronunciation_evaluator,
inputs=[
gr.Audio(type="filepath", label="Record your pronunciation"),
gr.Textbox(lines=2, label="Sentence to Pronounce", value=initial_sentence, interactive=False), # Display the sentence
gr.State(value=initial_sentence) # Holds the current sentence
],
outputs=[
"text",
gr.Textbox(label="New Sentence to Pronounce", interactive=False), # Display the new sentence
gr.State() # The new sentence will be stored as the state for the next input
],
title="Pronunciation Evaluator",
description="Record yourself pronouncing the given sentence and receive feedback. A new sentence will be provided after each evaluation."
)
interface.launch()