| import argparse | |
| import glob | |
| import os.path | |
| import gradio as gr | |
| import pickle | |
| import tqdm | |
| import json | |
| import MIDI | |
| from midi_synthesizer import synthesis | |
| in_space = os.getenv("SYSTEM") == "spaces" | |
| def run(search_prompt, mid=None, progress=gr.Progress()): | |
| if mid == None: | |
| for m in progress.tqdm(meta_data): | |
| mid_seq = m[1][17:-1] | |
| mid_seq_ticks = m[1][16][1] | |
| mdata = m[1][:17] | |
| elif mid is not None: | |
| mid_seq = MIDI.midi2score(mid) | |
| with open(f"output.mid", 'wb') as f: | |
| f.write(MIDI.score2midi([mid_seq_ticks, mid_seq])) | |
| audio = synthesis(MIDI.score2opus([mid_seq_ticks, mid_seq]), soundfont_path) | |
| yield mdata, "output.mid", (44100, audio) | |
| def cancel_run(mid_seq): | |
| if mid_seq is None: | |
| return None, None | |
| with open(f"output.mid", 'wb') as f: | |
| f.write(MIDI.score2midi([1000, mid_seq])) | |
| audio = synthesis(MIDI.score2opus([1000, mid_seq]), soundfont_path) | |
| return "output.mid", (44100, audio) | |
| if __name__ == "__main__": | |
| parser = argparse.ArgumentParser() | |
| parser.add_argument("--share", action="store_true", default=False, help="share gradio app") | |
| parser.add_argument("--port", type=int, default=7860, help="gradio server port") | |
| parser.add_argument("--max-gen", type=int, default=1024, help="max") | |
| opt = parser.parse_args() | |
| soundfont_path = "SGM-v2.01-YamahaGrand-Guit-Bass-v2.7.sf2" | |
| meta_data_path = "meta-data/LAMD_META_10000.pickle" | |
| models_info = {"generic pretrain model": ["skytnt/midi-model", ""], | |
| "j-pop finetune model": ["skytnt/midi-model-ft", "jpop/"], | |
| "touhou finetune model": ["skytnt/midi-model-ft", "touhou/"]} | |
| print('Loading meta-data...') | |
| with open(meta_data_path, 'rb') as f: | |
| meta_data = pickle.load(f) | |
| print('Done!') | |
| app = gr.Blocks() | |
| with app: | |
| gr.Markdown("<h1 style='text-align: center; margin-bottom: 1rem'>MIDI Search</h1>") | |
| gr.Markdown("\n\n" | |
| "MIDI Search and Explore\n\n" | |
| "Demo for [MIDI Search](https://github.com/asigalov61)\n\n" | |
| "[Open In Colab]" | |
| "(https://colab.research.google.com/github/asigalov61/MIDI-Search/blob/main/demo.ipynb)" | |
| " for faster running and longer generation" | |
| ) | |
| with gr.Tabs(): | |
| with gr.TabItem("instrument prompt") as tab1: | |
| search_prompt = gr.Textbox(label="search prompt") | |
| with gr.TabItem("midi prompt") as tab2: | |
| input_midi = gr.File(label="input midi", file_types=[".midi", ".mid"], type="binary") | |
| with gr.Accordion("options", open=False): | |
| input_allow_cc = gr.Checkbox(label="allow midi cc event", value=True) | |
| search_btn = gr.Button("search", variant="primary") | |
| stop_btn = gr.Button("stop and output") | |
| output_audio = gr.Audio(label="output audio", format="mp3", elem_id="midi_audio") | |
| output_midi = gr.File(label="output midi", file_types=[".mid"]) | |
| output_midi_seq = gr.Textbox() | |
| run_event = search_btn.click(run, [search_prompt], | |
| [output_midi_seq, output_midi, output_audio]) | |
| stop_btn.click(cancel_run, output_midi_seq, [output_midi, output_audio], cancels=run_event, queue=False) | |
| app.queue(1).launch(server_port=opt.port, share=opt.share, inbrowser=True) |