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| import gradio as gr | |
| import time | |
| from transformers import pipeline | |
| import torch | |
| import ffmpeg | |
| def main(): | |
| # Check if GPU is available | |
| use_gpu = torch.cuda.is_available() | |
| # Configure the pipeline to use the GPU if available | |
| if use_gpu: | |
| p = pipeline( | |
| "automatic-speech-recognition", | |
| model="carlosdanielhernandezmena/wav2vec2-large-xlsr-53-faroese-100h", | |
| device=0 | |
| ) | |
| else: | |
| p = pipeline( | |
| "automatic-speech-recognition", | |
| model="carlosdanielhernandezmena/wav2vec2-large-xlsr-53-faroese-100h" | |
| ) | |
| def extract_audio_from_m3u8(url): | |
| try: | |
| output_file = "output_audio.aac" | |
| ffmpeg.input(url).output(output_file).run(overwrite_output=True) | |
| return output_file | |
| except Exception as e: | |
| return f"Hendan villan hendi: {e}" | |
| def transcribe_function(audio, state, m3u8_url): | |
| if m3u8_url: | |
| audio = extract_audio_from_m3u8(m3u8_url) | |
| if not audio: | |
| # Return a meaningful message; no audio found | |
| return state, "Einki ljóð er til talukenning." | |
| try: | |
| time.sleep(3) | |
| text = p(audio, chunk_length_s=50)["text"] | |
| state += text + "\n" | |
| return state, text | |
| except Exception as e: | |
| return state, "Okkurt riggaði ikki í talukenningini." | |
| def reset_output(transcription, state): | |
| """Function to reset the state to an empty string.""" | |
| return "", "" | |
| with gr.Blocks() as demo: | |
| state_var = gr.State("") | |
| with gr.Row(): | |
| with gr.Column(): | |
| microphone = gr.Audio( | |
| type="filepath", | |
| label="Mikrofon ella ljóðfíla" | |
| ) | |
| m3u8_url = gr.Textbox( | |
| label="m3u8-leinki (t.d. frá kvf.fo ella logting.fo)" | |
| ) | |
| with gr.Column(): | |
| transcription_var = gr.Textbox( | |
| type="text", | |
| label="Tekstur frá talukennara", | |
| interactive=False | |
| ) | |
| with gr.Row(): | |
| transcribe_button = gr.Button("Byrja talukenning") | |
| reset_button = gr.Button("Strika tekst frá talukennara") | |
| transcribe_button.click( | |
| transcribe_function, | |
| [microphone, state_var, m3u8_url], # Removed uploaded_audio | |
| [state_var, transcription_var] | |
| ) | |
| reset_button.click( | |
| reset_output, | |
| [transcription_var, state_var], | |
| [transcription_var, state_var] | |
| ) | |
| # Launch with the latest Gradio features | |
| demo.launch() | |
| if __name__ == "__main__": | |
| main() | |