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| from pyharp import ModelCard, build_endpoint, save_and_return_filepath | |
| from audiotools import AudioSignal | |
| from audioldm import build_model, save_wave, text_to_audio | |
| import gradio as gr | |
| audioldm = build_model(model_name="audioldm-m-full") | |
| def process_fn(input_audio_path, seed, guidance_scale, num_inference_steps, num_candidates, audio_length_in_s): | |
| waveform = text_to_audio( | |
| audioldm, | |
| 'placeholder', | |
| input_audio_path, | |
| seed = int(seed), | |
| duration = audio_length_in_s, | |
| guidance_scale = guidance_scale, | |
| n_candidate_gen_per_text = int(num_candidates), | |
| ddim_steps = int(num_inference_steps) | |
| ) | |
| save_wave(waveform, "./", name="output.wav") | |
| card = ModelCard( | |
| name='AudioLDM Variations', | |
| description='AudioLDM Variation Generator, operates on region selected in track.', | |
| author='Team Audio', | |
| tags=['AudioLDM', 'Variations', 'audio-to-audio'] | |
| ) | |
| with gr.Blocks() as webapp: | |
| # Define your Gradio interface | |
| inputs = [ | |
| gr.Audio( | |
| label="Audio Input", | |
| type="filepath" | |
| ), | |
| gr.Slider( | |
| label="seed", | |
| minimum="0", | |
| maximum="65535", | |
| value="43534", | |
| step="1" | |
| ), | |
| gr.Slider( | |
| minimum=0, maximum=10, | |
| step=0.1, value=2.5, | |
| label="Guidance Scale" | |
| ), | |
| gr.Slider( | |
| minimum=1, maximum=500, | |
| step=1, value=200, | |
| label="Inference Steps" | |
| ), | |
| gr.Slider( | |
| minimum=1, maximum=10, | |
| step=1, value=1, | |
| label="Candidates" | |
| ), | |
| gr.Slider( | |
| minimum=2.5, maximum=10.0, | |
| step=2.5, value=5, | |
| label="Duration" | |
| ), | |
| ] | |
| output = gr.Audio(label="Audio Output", type="filepath") | |
| ctrls_data, ctrls_button, process_button, cancel_button = build_endpoint(inputs, output, process_fn, card) | |
| # queue the webapp: https://www.gradio.app/guides/setting-up-a-demo-for-maximum-performance | |
| #webapp.queue() | |
| webapp.launch(share=True) |