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Update app.py
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app.py
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# ---------------------------------------------------------------
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# app.py β
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# ---------------------------------------------------------------
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import os
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import
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# ---------- 1.
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st.set_page_config(
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page_title="π TTS Showcase",
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page_icon="π§",
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layout="wide"
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)
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# ---------- 2. Demo metadata ----------
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MODELS = {
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"nari-labs/Dia-1.6B"
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"hexgrad/Kokoro-82M"
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"sesame/csm-1b"
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"SparkAudio/Spark-TTS-0.5B"
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"canopylabs/orpheus-3b-0.1-ft"
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"SWivid/F5-TTS"
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"Zyphra/Zonos-v0.1-transformer"
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"coqui/XTTS-v2"
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"HKUSTAudio/Llasa-3B"
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"amphion/MaskGCT"
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"OuteAI/Llama-OuteTTS-1.0-1B"
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"ByteDance/MegaTTS3"
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}
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# Folder that contains subfolders with the audio clips
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SAMPLES_DIR = "samples"
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CLIP_NAME
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#
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.inferless-text{
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letter-spacing:.2px;
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font-weight:500;
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}
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</style>
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""",
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unsafe_allow_html=True
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)
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st.markdown(
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"""
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<div id="inferless-banner">
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<img src="https://i.tracxn.com/logo/company/1678863153264_9e6a9a4d-b955-42b3-895e-b94ade13c997.jpeg?format=webp&height=120&width=120" alt="Inferless Logo">
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<div class="inferless-text">Powered by Inferless</div>
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</div>
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"""
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#
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* 12 popular TTS checkpoints, each with a single **_pre-synthesised_** sample
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"""
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)
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label_visibility="collapsed"
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).lower().strip()
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#
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# ---------------------------------------------------------------
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# app.py β "TTS Showcase" (Gradio Implementation)
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# ---------------------------------------------------------------
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import os
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import gradio as gr
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# ---------- 1. Demo metadata ----------
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MODELS = {
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"nari-labs/Dia-1.6B": "Dia-1.6B",
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"hexgrad/Kokoro-82M": "Kokoro-82M",
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"sesame/csm-1b": "csm-1b",
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"SparkAudio/Spark-TTS-0.5B": "Spark-TTS-0.5B",
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"canopylabs/orpheus-3b-0.1-ft": "Orpheus-3b-0.1-ft",
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"SWivid/F5-TTS": "F5-TTS",
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"Zyphra/Zonos-v0.1-transformer": "Zonos-v0.1-transformer",
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"coqui/XTTS-v2": "XTTS-v2",
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"HKUSTAudio/Llasa-3B": "Llasa-3B",
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"amphion/MaskGCT": "MaskGCT",
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"OuteAI/Llama-OuteTTS-1.0-1B": "Llama-OuteTTS-1.0-1B",
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"ByteDance/MegaTTS3": "MegaTTS3"
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}
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# Performance ratings for each model
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MODEL_RATINGS = {
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"nari-labs/Dia-1.6B": {"naturalness": "Good", "intelligibility": "Moderate", "controllability": "Good"},
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"hexgrad/Kokoro-82M": {"naturalness": "Good", "intelligibility": "Excellent", "controllability": "Moderate"},
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"sesame/csm-1b": {"naturalness": "Excellent", "intelligibility": "Excellent", "controllability": "Good"},
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"SparkAudio/Spark-TTS-0.5B": {"naturalness": "Excellent", "intelligibility": "Excellent", "controllability": "Moderate"},
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"canopylabs/orpheus-3b-0.1-ft": {"naturalness": "Excellent", "intelligibility": "Excellent", "controllability": "Moderate"},
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"SWivid/F5-TTS": {"naturalness": "Excellent", "intelligibility": "Excellent", "controllability": "Good"},
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"Zyphra/Zonos-v0.1-transformer": {"naturalness": "Good", "intelligibility": "Moderate", "controllability": "Excellent"},
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"coqui/XTTS-v2": {"naturalness": "Good", "intelligibility": "Excellent", "controllability": "Moderate"},
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"HKUSTAudio/Llasa-3B": {"naturalness": "Excellent", "intelligibility": "Good", "controllability": "Moderate"},
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"amphion/MaskGCT": {"naturalness": "Good", "intelligibility": "Excellent", "controllability": "Moderate"},
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"OuteAI/Llama-OuteTTS-1.0-1B": {"naturalness": "Moderate", "intelligibility": "Moderate", "controllability": "Moderate"},
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"ByteDance/MegaTTS3": {"naturalness": "Good", "intelligibility": "Good", "controllability": "Moderate"}
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}
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# Model descriptions for better understanding
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MODEL_DESCRIPTIONS = {
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"nari-labs/Dia-1.6B": "Expressive conversational voice with moderate quality",
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"hexgrad/Kokoro-82M": "Lightweight powerhouse with excellent clarity",
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"sesame/csm-1b": "High-quality synthesis with excellent naturalness",
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"SparkAudio/Spark-TTS-0.5B": "Efficient model with excellent performance",
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"canopylabs/orpheus-3b-0.1-ft": "Fine-tuned large model with superior quality",
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"SWivid/F5-TTS": "Advanced flow-based synthesis with top ratings",
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"Zyphra/Zonos-v0.1-transformer": "Highly controllable transformer-based model",
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"coqui/XTTS-v2": "Multi-lingual excellence with proven performance",
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"HKUSTAudio/Llasa-3B": "Large-scale audio synthesis model",
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"amphion/MaskGCT": "Masked generative modeling approach",
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"OuteAI/Llama-OuteTTS-1.0-1B": "LLM-based TTS with moderate performance",
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"ByteDance/MegaTTS3": "Industrial-grade TTS solution"
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}
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# Folder that contains subfolders with the audio clips
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SAMPLES_DIR = "samples"
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CLIP_NAME = "generated-audio.wav"
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# Test prompt used for evaluation
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TEST_PROMPT = "Hello, this is a universal test sentence. Can the advanced Zylophonic system clearly articulate this and express a hint of excitement? The quick brown fox certainly hopes so!"
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def repo_to_slug(repo: str) -> str:
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"""Convert huggingface/xxx to huggingface_xxx for folder naming."""
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return repo.replace("/", "_")
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def get_rating_emoji(rating: str) -> str:
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"""Convert rating to emoji."""
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if rating == "Excellent":
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return "π’"
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elif rating == "Good":
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return "π‘"
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else:
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return "π "
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def get_audio_path(repo: str) -> str:
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"""Get the audio file path for a given repository."""
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audio_path = os.path.join(SAMPLES_DIR, repo_to_slug(repo), CLIP_NAME)
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return audio_path if os.path.isfile(audio_path) else None
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def filter_models(search_term: str):
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"""Filter models based on search term."""
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if not search_term.strip():
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return list(MODELS.keys())
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search_lower = search_term.lower().strip()
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return [
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repo for repo, name in MODELS.items()
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if search_lower in repo.lower() or search_lower in name.lower()
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]
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def create_model_card(repo: str) -> str:
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"""Create a formatted model card with ratings and description."""
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display_name = MODELS[repo]
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description = MODEL_DESCRIPTIONS.get(repo, "High-quality TTS model")
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ratings = MODEL_RATINGS.get(repo, {})
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card_html = f"""
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<div class="model-card" style="border: 1px solid #ddd; border-radius: 12px; padding: 20px; margin: 10px 0; background: white;">
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<h3 style="color: #2c3e50; margin-top: 0;">π€ {display_name}</h3>
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<div style="display: flex; gap: 15px; margin: 15px 0;">
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<span style="color: #888;"><strong style="color: #888;">Naturalness:</strong> {get_rating_emoji(ratings.get('naturalness', 'Moderate'))} {ratings.get('naturalness', 'Moderate')}</span>
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<span style="color: #888;"><strong style="color: #888;">Intelligibility:</strong> {get_rating_emoji(ratings.get('intelligibility', 'Moderate'))} {ratings.get('intelligibility', 'Moderate')}</span>
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<span style="color: #888;"><strong style="color: #888;">Controllability:</strong> {get_rating_emoji(ratings.get('controllability', 'Moderate'))} {ratings.get('controllability', 'Moderate')}</span>
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</div>
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<p style="font-size: 0.9em; color: #888; margin: 5px 0;">Repository: <code style="color: #888;">{repo}</code></p>
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</div>
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"""
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return card_html
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# ---------- 2. Custom CSS ----------
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custom_css = """
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#title {
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text-align: center;
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background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
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color: white;
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padding: 2rem;
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border-radius: 15px;
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margin-bottom: 2rem;
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}
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#intro-section {
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background: #f8f9fa;
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+
color: #2c3e50;
|
| 125 |
+
padding: 1.5rem;
|
| 126 |
+
border-radius: 10px;
|
| 127 |
+
margin: 1rem 0;
|
| 128 |
+
border-left: 4px solid #667eea;
|
| 129 |
+
}
|
| 130 |
|
| 131 |
+
#intro-section h2,
|
| 132 |
+
#intro-section h3 {
|
| 133 |
+
color: #2c3e50;
|
| 134 |
+
}
|
| 135 |
|
| 136 |
+
#intro-section p {
|
| 137 |
+
color: #34495e;
|
| 138 |
+
}
|
|
|
|
|
|
|
|
|
|
| 139 |
|
| 140 |
+
#intro-section ul li {
|
| 141 |
+
color: #34495e;
|
| 142 |
+
}
|
| 143 |
|
| 144 |
+
#intro-section .mission-text {
|
| 145 |
+
color: #667eea !important;
|
| 146 |
+
font-weight: bold;
|
| 147 |
+
text-align: center;
|
| 148 |
+
}
|
| 149 |
|
| 150 |
+
#intro-section strong {
|
| 151 |
+
color: #2c3e50 !important;
|
| 152 |
+
}
|
|
|
|
|
|
|
| 153 |
|
| 154 |
+
#intro-section em {
|
| 155 |
+
color: #2c3e50 !important;
|
| 156 |
+
}
|
| 157 |
|
| 158 |
+
#intro-section .mission-text strong {
|
| 159 |
+
color: #667eea !important;
|
| 160 |
+
}
|
| 161 |
|
| 162 |
+
#test-prompt {
|
| 163 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
|
| 164 |
+
color: white;
|
| 165 |
+
padding: 1.5rem;
|
| 166 |
+
border-radius: 10px;
|
| 167 |
+
text-align: center;
|
| 168 |
+
margin: 1rem 0;
|
| 169 |
+
}
|
| 170 |
+
|
| 171 |
+
.model-grid {
|
| 172 |
+
display: grid;
|
| 173 |
+
grid-template-columns: repeat(auto-fit, minmax(400px, 1fr));
|
| 174 |
+
gap: 1rem;
|
| 175 |
+
margin: 1rem 0;
|
| 176 |
+
}
|
| 177 |
+
|
| 178 |
+
#footer {
|
| 179 |
+
text-align: center;
|
| 180 |
+
padding: 2rem;
|
| 181 |
+
color: #666;
|
| 182 |
+
border-top: 1px solid #eee;
|
| 183 |
+
margin-top: 2rem;
|
| 184 |
+
}
|
| 185 |
|
| 186 |
+
/* make all the text in our whiteβbackground cards dark */
|
| 187 |
+
.model-grid .gr-html * {
|
| 188 |
+
color: #2c3e50 !important;
|
| 189 |
+
}
|
| 190 |
+
|
| 191 |
+
.model-card {
|
| 192 |
+
background: white;
|
| 193 |
+
color: #2c3e50 !important;
|
| 194 |
+
border: 1px solid #ddd;
|
| 195 |
+
border-radius: 12px;
|
| 196 |
+
padding: 20px;
|
| 197 |
+
margin: 10px 0;
|
| 198 |
+
}
|
| 199 |
|
| 200 |
+
"""
|
| 201 |
+
|
| 202 |
+
# ---------- 3. Main Gradio Interface ----------
|
| 203 |
+
def create_interface():
|
| 204 |
+
with gr.Blocks(css=custom_css, title="ποΈ TTS Model Gallery", theme=gr.themes.Soft()) as demo:
|
| 205 |
+
|
| 206 |
+
# Header Section
|
| 207 |
+
gr.HTML("""
|
| 208 |
+
<div id="title">
|
| 209 |
+
<h1>ποΈ Open-Source Text-to-Speech Model Gallery</h1>
|
| 210 |
+
</div>
|
| 211 |
+
""")
|
| 212 |
+
|
| 213 |
+
# Introduction Section
|
| 214 |
+
gr.HTML("""
|
| 215 |
+
<div id="intro-section">
|
| 216 |
+
<h3>π¬ Our Exciting Quest</h3>
|
| 217 |
+
<p>We're on a thrilling journey to help developers discover the perfect TTS models for their innovative audio projects!
|
| 218 |
+
We've put these 12 cutting-edge models through their paces using a scientifically designed universal test prompt.</p>
|
| 219 |
+
|
| 220 |
+
<p><strong>Featured TTS Engines:</strong></p>
|
| 221 |
+
<ul>
|
| 222 |
+
<li>π <strong>Dia-1.6B</strong> - Expressive conversational voice</li>
|
| 223 |
+
<li>πͺ <strong>Kokoro-82M</strong> - Lightweight powerhouse</li>
|
| 224 |
+
<li>π¨ <strong>F5-TTS</strong> - Advanced flow-based synthesis</li>
|
| 225 |
+
<li>π΅ <strong>XTTS-v2</strong> - Multi-lingual excellence</li>
|
| 226 |
+
<li>πΌ <strong>MaskGCT</strong> - Masked generative modeling</li>
|
| 227 |
+
<li>π€ <strong>Llasa-3B</strong> - Large-scale audio synthesis</li>
|
| 228 |
+
<li><em>...and 6 more incredible models!</em></li>
|
| 229 |
+
</ul>
|
| 230 |
+
|
| 231 |
+
</div>
|
| 232 |
+
""")
|
| 233 |
+
|
| 234 |
+
# Test Prompt Section
|
| 235 |
+
# gr.HTML(f"""
|
| 236 |
+
# <div id="test-prompt">
|
| 237 |
+
# <h3>π― Universal Test Prompt</h3>
|
| 238 |
+
# <p style="font-style: italic; font-size: 1.1em;">"{TEST_PROMPT}"</p>
|
| 239 |
+
# <p style="font-size: 0.9em; opacity: 0.9;">
|
| 240 |
+
# Carefully crafted to test naturalness, intelligibility, and technical pronunciation across all models
|
| 241 |
+
# </p>
|
| 242 |
+
# </div>
|
| 243 |
+
# """)
|
| 244 |
+
|
| 245 |
+
# Evaluation Criteria
|
| 246 |
+
with gr.Row():
|
| 247 |
+
with gr.Column():
|
| 248 |
+
gr.HTML("""
|
| 249 |
+
<div style="text-align: center; padding: 1rem; background: rgba(102, 126, 234, 0.1); border-radius: 8px;">
|
| 250 |
+
<div style="font-size: 2rem;">π</div>
|
| 251 |
+
<strong>Naturalness</strong><br>
|
| 252 |
+
<small>Human-like quality & emotional expression</small>
|
| 253 |
+
</div>
|
| 254 |
+
""")
|
| 255 |
+
with gr.Column():
|
| 256 |
+
gr.HTML("""
|
| 257 |
+
<div style="text-align: center; padding: 1rem; background: rgba(102, 126, 234, 0.1); border-radius: 8px;">
|
| 258 |
+
<div style="font-size: 2rem;">π£οΈ</div>
|
| 259 |
+
<strong>Intelligibility</strong><br>
|
| 260 |
+
<small>Clarity & pronunciation accuracy</small>
|
| 261 |
+
</div>
|
| 262 |
+
""")
|
| 263 |
+
with gr.Column():
|
| 264 |
+
gr.HTML("""
|
| 265 |
+
<div style="text-align: center; padding: 1rem; background: rgba(102, 126, 234, 0.1); border-radius: 8px;">
|
| 266 |
+
<div style="font-size: 2rem;">ποΈ</div>
|
| 267 |
+
<strong>Controllability</strong><br>
|
| 268 |
+
<small>Tone, pace & parameter flexibility</small>
|
| 269 |
+
</div>
|
| 270 |
+
""")
|
| 271 |
+
|
| 272 |
+
gr.Markdown("---")
|
| 273 |
+
|
| 274 |
+
# Search and Filter Section
|
| 275 |
+
with gr.Row():
|
| 276 |
+
search_box = gr.Textbox(
|
| 277 |
+
label="π Search Models",
|
| 278 |
+
placeholder="Filter by name or family (e.g., 'F5', 'TTS', '3B')",
|
| 279 |
+
value="",
|
| 280 |
+
scale=3
|
| 281 |
+
)
|
| 282 |
+
clear_btn = gr.Button("Clear", scale=1)
|
| 283 |
+
|
| 284 |
+
# Model Gallery Section
|
| 285 |
+
gr.Markdown("## π§ Model Gallery")
|
| 286 |
+
|
| 287 |
+
# Create model cards and audio players
|
| 288 |
+
model_components = []
|
| 289 |
+
|
| 290 |
+
for repo, display_name in MODELS.items():
|
| 291 |
+
with gr.Group():
|
| 292 |
+
# Model information card
|
| 293 |
+
model_info = gr.HTML(create_model_card(repo))
|
| 294 |
+
|
| 295 |
+
# Audio player
|
| 296 |
+
audio_path = get_audio_path(repo)
|
| 297 |
+
if audio_path:
|
| 298 |
+
audio_player = gr.Audio(
|
| 299 |
+
value=audio_path,
|
| 300 |
+
label=f"π΅ {display_name} Audio Sample",
|
| 301 |
+
interactive=False
|
| 302 |
+
)
|
| 303 |
+
else:
|
| 304 |
+
audio_player = gr.HTML(f"<p style='color: red;'>π€·ββοΈ Audio sample not found for {display_name}</p>")
|
| 305 |
+
|
| 306 |
+
model_components.append((repo, model_info, audio_player))
|
| 307 |
+
|
| 308 |
+
# Search functionality
|
| 309 |
+
def update_visibility(search_term):
|
| 310 |
+
filtered_repos = filter_models(search_term)
|
| 311 |
+
updates = []
|
| 312 |
+
|
| 313 |
+
for repo, model_info, audio_player in model_components:
|
| 314 |
+
visible = repo in filtered_repos
|
| 315 |
+
updates.extend([
|
| 316 |
+
gr.update(visible=visible), # model_info
|
| 317 |
+
gr.update(visible=visible) # audio_player
|
| 318 |
+
])
|
| 319 |
+
|
| 320 |
+
return updates
|
| 321 |
+
|
| 322 |
+
# Connect search functionality
|
| 323 |
+
search_box.change(
|
| 324 |
+
fn=update_visibility,
|
| 325 |
+
inputs=[search_box],
|
| 326 |
+
outputs=[comp for repo, model_info, audio_player in model_components for comp in [model_info, audio_player]]
|
| 327 |
+
)
|
| 328 |
+
|
| 329 |
+
clear_btn.click(
|
| 330 |
+
fn=lambda: "",
|
| 331 |
+
outputs=[search_box]
|
| 332 |
+
)
|
| 333 |
+
|
| 334 |
+
# Methodology Section
|
| 335 |
+
with gr.Accordion("π Detailed Evaluation Methodology", open=False):
|
| 336 |
+
gr.Markdown("""
|
| 337 |
+
### Test Prompt
|
| 338 |
+
|
| 339 |
+
`Hello, this is a universal test sentence. Can the advanced Zylophonic system clearly articulate this and express a hint of excitement? The quick brown fox certainly hopes so!`
|
| 340 |
+
|
| 341 |
+
|
| 342 |
+
### Model Evaluation Criteria:
|
| 343 |
+
|
| 344 |
+
π **Naturalness (Human-like Quality)**
|
| 345 |
+
- Prosody and rhythm patterns
|
| 346 |
+
- Emotional expression capability
|
| 347 |
+
- Voice texture and warmth
|
| 348 |
+
- Natural breathing and pauses
|
| 349 |
+
|
| 350 |
+
π£οΈ **Intelligibility (Clarity & Accuracy)**
|
| 351 |
+
- Word pronunciation precision
|
| 352 |
+
- Consonant and vowel clarity
|
| 353 |
+
- Sentence comprehensibility
|
| 354 |
+
- Technical term handling
|
| 355 |
+
|
| 356 |
+
ποΈ **Controllability (Flexibility)**
|
| 357 |
+
- Parameter responsiveness
|
| 358 |
+
- Tone modification capability
|
| 359 |
+
- Speed and pitch control
|
| 360 |
+
- Customization potential
|
| 361 |
+
|
| 362 |
+
### Key Insights:
|
| 363 |
+
- Smaller models (82M-500M) can excel in specific scenarios
|
| 364 |
+
- Larger models (1B-3B+) offer more versatility but require more resources
|
| 365 |
+
- Architecture matters as much as parameter count
|
| 366 |
+
- Training data quality significantly impacts output quality
|
| 367 |
+
""")
|
| 368 |
+
|
| 369 |
+
# Footer
|
| 370 |
+
# gr.HTML("""
|
| 371 |
+
# <div id="footer">
|
| 372 |
+
# <p><strong>π Ready to deploy your own TTS model?</strong></p>
|
| 373 |
+
# <p>This demo showcases the power of open-source TTS technology. Each model offers unique strengths for different applications.</p>
|
| 374 |
+
# <p><em>Built with β€οΈ using Gradio β’ All models are open-source and available on Hugging Face</em></p>
|
| 375 |
+
# <p>β‘ Powered by Inferless</p>
|
| 376 |
+
# </div>
|
| 377 |
+
# """)
|
| 378 |
+
|
| 379 |
+
return demo
|
| 380 |
|
| 381 |
+
# ---------- 4. Launch the application ----------
|
| 382 |
+
if __name__ == "__main__":
|
| 383 |
+
demo = create_interface()
|
| 384 |
+
demo.launch(
|
| 385 |
+
share=True,
|
| 386 |
+
inbrowser=True,
|
| 387 |
+
show_error=True
|
| 388 |
+
)
|