bambaraTTS / app.py
sudoping01's picture
core space code
0f04acd verified
import gradio as gr
from transformers import VitsModel, AutoTokenizer
import torch
import logging
# Configure logging
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)
# Example text in Bambara
example = "An filɛ ni ye yɔrɔ minna ni an ye an sigi ka a layɛ yala an bɛ ka baara min kɛ ɛsike a kɛlen don ka Ɲɛ wa ?"
# Load model and tokenizer
try:
logger.info("Loading Bambara TTS model and tokenizer...")
model = VitsModel.from_pretrained("sudoping01/bambara-tts")
tokenizer = AutoTokenizer.from_pretrained("sudoping01/bambara-tts")
logger.info("Successfully loaded model and tokenizer")
except Exception as e:
logger.error(f"Failed to load model: {str(e)}")
raise Exception(f"Model loading failed: {str(e)}")
def generate_audio(text):
if not text.strip():
return None, "Please enter some text to synthesize."
try:
inputs = tokenizer(text, return_tensors="pt")
with torch.no_grad():
output = model(**inputs).waveform
waveform = output.squeeze().cpu().numpy()
sample_rate = model.config.sampling_rate
return (sample_rate, waveform), None
except Exception as e:
logger.error(f"Error during inference: {str(e)}")
return None, f"Error generating audio: {str(e)}"
def load_example():
return example
# Create Gradio interface
with gr.Blocks(title="Bambara TTS") as demo:
gr.Markdown(
"""
# Bambara TTS: Text-to-Speech for Bambara Language 🇲🇱
High-quality text-to-speech for Bambara (Bamanankan), spoken by over 14 million people.
- ✅ Real-time TTS with fast response
- ✅ Runs on CPU
## How to Use
1. Enter your Bambara text or load the example
2. Click **"Generate Audio"** to listen
"""
)
with gr.Row():
with gr.Column():
text = gr.Textbox(label="Bambara Text", lines=5, placeholder="Type your text in Bambara here...")
example_btn = gr.Button("Load Example")
generate_btn = gr.Button("Generate Audio", variant="primary")
audio_output = gr.Audio(label="Generated Audio", type="numpy")
error_msg = gr.Textbox(label="Status", visible=False)
# Footer
gr.Markdown(
"""
By [sudoping01](https://huggingface.co/sudoping01). Model: [sudoping01/bambara-tts](https://huggingface.co/sudoping01/bambara-tts). Fine-tuned on Meta's MMS TTS. License: CC BY-NC 4.0 (non-commercial use).
"""
)
# Connect buttons to functions
generate_btn.click(
fn=generate_audio,
inputs=[text],
outputs=[audio_output, error_msg]
)
example_btn.click(
fn=load_example,
inputs=[],
outputs=text
)
# Launch the demo
demo.launch()