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on
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Running
on
Zero
Create app.py
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app.py
ADDED
@@ -0,0 +1,234 @@
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1 |
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import gradio as gr
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import numpy as np
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import os
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import spaces
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from huggingface_hub import login
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from maliba_ai.tts.inference import BambaraTTSInference
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from maliba_ai.config.speakers import Adame, Moussa, Bourama, Modibo, Seydou
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hf_token = os.getenv("HF_TOKEN")
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if hf_token:
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login(token=hf_token)
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print("Loading Bambara TTS model...")
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tts = BambaraTTSInference()
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print("Model loaded successfully!")
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SPEAKERS = {
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"Adame": Adame,
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"Moussa": Moussa,
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"Bourama": Bourama,
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"Modibo": Modibo,
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"Seydou": Seydou
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}
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def validate_inputs(text, temperature, top_k, top_p, max_tokens):
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"""Validate user inputs"""
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if not text or not text.strip():
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return False, "Please enter some Bambara text."
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if not (0.001 <= temperature <= 1):
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return False, "Temperature must be between positive"
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if not (1 <= top_k <= 100):
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return False, "Top-K must be between 1 and 100"
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if not (0.1 <= top_p <= 1.0):
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return False, "Top-P must be between 0.1 and 1.0"
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return True, ""
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@spaces.GPU()
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def generate_speech(text, speaker_name, use_advanced, temperature, top_k, top_p, max_tokens):
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if not text.strip():
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return None, "Please enter some Bambara text."
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try:
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speaker = SPEAKERS[speaker_name]
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if use_advanced:
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is_valid, error_msg = validate_inputs(text, temperature, top_k, top_p, max_tokens)
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if not is_valid:
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return None, f"❌ {error_msg}"
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waveform = tts.generate_speech(
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text=text.strip(),
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speaker_id=speaker,
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temperature=temperature,
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top_k=int(top_k),
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top_p=top_p,
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max_new_audio_tokens=int(max_tokens)
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)
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else:
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waveform = tts.generate_speech(
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text=text.strip(),
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speaker_id=speaker
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)
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if waveform.size == 0:
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return None, "Failed to generate audio. Please try again."
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sample_rate = 16000
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return (sample_rate, waveform), f"✅ Audio generated successfully"
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except Exception as e:
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return None, f"❌ Error: {str(e)}"
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examples = [
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["Aw ni ce", "Adame"],
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["I ni ce", "Moussa"],
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["Aw ni tile", "Bourama"],
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["I ka kene wa?", "Modibo"],
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["Ala ka Mali suma", "Adame"],
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["sigikafɔ kɔnɔ jamanaw ni ɲɔgɔn cɛ, olu ye a haminankow ye, wa o ko ninnu ka kan ka kɛ sariya ani tilennenya kɔnɔ", "Seydou"],
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["Aw ni ce. Ne tɔgɔ ye Kaya Magan. Aw Sanbe Sanbe.", "Moussa"],
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["An dɔlakelen bɛ masike bilenman don ka tɔw gɛn.", "Bourama"],
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["Aw ni ce. Seidu bɛ aw fo wa aw ka yafa a ma, ka da a kan tuma dɔw la kow ka can.", "Modibo"],
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]
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# Create Gradio interface
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with gr.Blocks(title="Bambara TTS - EXPERIMENTAL", theme=gr.themes.Soft()) as demo:
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gr.Markdown("""
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# 🎤 Bambara Text-to-Speech ⚠️ EXPERIMENTAL
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Convert Bambara text to speech using AI. This model is currently experimental.
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**Bambara** is spoken by millions of people in Mali and West Africa.
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""")
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with gr.Row():
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with gr.Column(scale=2):
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# Input section
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text_input = gr.Textbox(
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label="📝 Bambara Text",
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placeholder="Type your Bambara text here...",
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lines=3,
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max_lines=6,
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value="Aw ni ce"
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)
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speaker_dropdown = gr.Dropdown(
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choices=list(SPEAKERS.keys()),
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value="Adame",
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label="🗣️ Speaker Voice"
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)
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generate_btn = gr.Button("🎵 Generate Speech", variant="primary", size="lg")
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with gr.Column(scale=1):
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use_advanced = gr.Checkbox(
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label="⚙️ Use Advanced Settings",
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value=False,
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info="Enable to customize generation parameters"
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)
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with gr.Group(visible=False) as advanced_group:
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gr.Markdown("**Advanced Parameters:**")
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temperature = gr.Slider(
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minimum=0.1,
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maximum=2.0,
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value=0.8,
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step=0.1,
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label="Temperature",
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info="Higher = more varied"
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)
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top_k = gr.Slider(
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minimum=1,
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maximum=100,
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value=50,
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step=5,
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label="Top-K"
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)
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top_p = gr.Slider(
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minimum=0.1,
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maximum=1.0,
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value=0.9,
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step=0.05,
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label="Top-P"
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)
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max_tokens = gr.Slider(
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minimum=256,
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maximum=4096,
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value=2048,
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step=256,
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label="Max Length"
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)
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gr.Markdown("### 🔊 Generated Audio")
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audio_output = gr.Audio(
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label="Generated Speech",
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type="numpy",
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interactive=False
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)
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status_output = gr.Textbox(
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label="Status",
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interactive=False,
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show_label=False,
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container=False
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)
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with gr.Accordion("📚 Try These Examples", open=True):
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def load_example(text, speaker):
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return text, speaker, False, 0.8, 50, 0.9, 2048
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gr.Markdown("**Click any example below:**")
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example_buttons = []
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for i, (text, speaker) in enumerate(examples):
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btn = gr.Button(f"🎯 {text[:30]}{'...' if len(text) > 30 else ''}", size="sm")
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btn.click(
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fn=lambda t=text, s=speaker: load_example(t, s),
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outputs=[text_input, speaker_dropdown, use_advanced, temperature, top_k, top_p, max_tokens]
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)
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# Information section
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with gr.Accordion("ℹ️ About", open=False):
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gr.Markdown("""
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**⚠️ This is an experimental Bambara TTS model.**
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""")
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def toggle_advanced(use_adv):
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return gr.Group(visible=use_adv)
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use_advanced.change(
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fn=toggle_advanced,
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inputs=[use_advanced],
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outputs=[advanced_group]
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)
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generate_btn.click(
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fn=generate_speech,
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inputs=[text_input, speaker_dropdown, use_advanced, temperature, top_k, top_p, max_tokens],
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outputs=[audio_output, status_output]
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)
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text_input.submit(
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fn=generate_speech,
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inputs=[text_input, speaker_dropdown, use_advanced, temperature, top_k, top_p, max_tokens],
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outputs=[audio_output, status_output]
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)
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if __name__ == "__main__":
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demo.launch(
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server_name="0.0.0.0",
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server_port=7860,
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share=False
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)
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