Vadym Myroshnyk commited on
Commit ·
3b9ff2a
1
Parent(s): 2e48cd0
app
Browse files- app.py +86 -0
- audio_generator.py +21 -0
- feedback/feedback.py +0 -0
- requirements.txt +1 -0
- transcripts/lesson1.txt +1 -0
- transcripts/lesson2.txt +1 -0
- transcripts/lesson3.txt +1 -0
app.py
ADDED
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import gradio as gr
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from rapidfuzz import fuzz, process
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def highlight_fuzzy_diff(user_text, original_text):
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user_words = user_text.strip().split()
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original_words = original_text.strip().split()
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highlighted = []
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used_indices = set()
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for word in user_words:
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match, score, idx = process.extractOne(word, original_words, scorer=fuzz.ratio)
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if score > 85 and idx not in used_indices:
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highlighted.append(
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f"<span style='background-color:#f0f0f0; color:#333; padding:4px 10px; "
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f"margin:4px; border-radius:999px; font-weight:500; display:inline-block;'>{word}</span>"
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)
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used_indices.add(idx)
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else:
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# added or incorrect word
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highlighted.append(
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f"<span style='background-color:#e6ffe6; color:#006600; padding:4px 10px; "
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f"margin:4px; border-radius:999px; font-weight:500; display:inline-block;'>{word}</span>"
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)
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# find missing words
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for i, word in enumerate(original_words):
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if i not in used_indices:
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highlighted.append(
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f"<span style='background-color:#ffe6e6; color:#990000; padding:4px 10px; "
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f"margin:4px; border-radius:999px; font-weight:500; display:inline-block;'>{word}</span>"
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)
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return " ".join(highlighted)
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def check_transcription(audio_file, user_text):
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transcript_path = audio_file.replace(".mp3", ".txt").replace("audio", "transcripts")
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with open(transcript_path, 'r') as f:
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original = f.read().strip()
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diff_html = highlight_fuzzy_diff(user_text, original)
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score = round(fuzz.ratio(user_text, original))
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# Emoji based on score
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if score > 90:
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emoji = "✅"
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comment = "Great job! Keep it up."
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elif score > 70:
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emoji = "⚠️"
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comment = "Not bad, but pay attention to some words."
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else:
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emoji = "❌"
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comment = "Try again. There are too many mistakes."
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feedback = f"""
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<div style='font-size: 16px; margin-bottom: 6px;'>
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Similarity: <b>{score}%</b> {emoji}
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</div>
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<div style='margin-top: 4px;'>{comment}</div>
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"""
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return original, (
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"<div style='margin-bottom: 10px;'><b>🟩 Extra / incorrect words</b>, "
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"<b>🟥 Missing words</b>, <b>⬜ Correct words</b></div>" + diff_html
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), feedback
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audio_list = ["audio/lesson1.mp3", "audio/lesson2.mp3", "audio/lesson3.mp3"]
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gr.Interface(
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fn=check_transcription,
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inputs=[
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gr.Dropdown(audio_list, label="Select an audio file"),
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gr.Textbox(lines=6, label="Your transcription"),
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],
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outputs=[
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gr.Textbox(label="Original text"),
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gr.HTML(label="Comparison (highlighted)"),
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gr.HTML(label="Feedback and score"),
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],
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title="🎧 English Transcription Checker",
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description="Listen to the audio, type your transcription, and check how accurate it is.",
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theme="soft" # or "default" / "gradio/soft"
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).launch()
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audio_generator.py
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import os
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from gtts import gTTS
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demo_texts = {
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"lesson1": "Hello! My name is Anna. I live in London and I work as a teacher.",
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"lesson2": "Every morning, I wake up at 7 o'clock and have a cup of coffee.",
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"lesson3": "On weekends, I like to go to the park and read books in the sun."
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}
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os.makedirs("audio", exist_ok=True)
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os.makedirs("transcripts", exist_ok=True)
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for name, text in demo_texts.items():
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with open(f"transcripts/{name}.txt", "w") as f:
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f.write(text)
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tts = gTTS(text)
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tts.save(f"audio/{name}.mp3")
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print("Audio files and transcripts generated successfully.")
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feedback/feedback.py
ADDED
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File without changes
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requirements.txt
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pip~=24.3.1
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transcripts/lesson1.txt
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Hello! My name is Anna. I live in London and I work as a teacher.
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transcripts/lesson2.txt
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Every morning, I wake up at 7 o'clock and have a cup of coffee.
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transcripts/lesson3.txt
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On weekends, I like to go to the park and read books in the sun.
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