| import argparse | |
| import glob | |
| import os.path | |
| import gradio as gr | |
| import pickle | |
| import tqdm | |
| import json | |
| import MIDI | |
| from midi_synthesizer import synthesis | |
| import matplotlib.pyplot as plt | |
| in_space = os.getenv("SYSTEM") == "spaces" | |
| def run(midi, progress=gr.Progress()): | |
| mid_seq = MIDI.midi2score(midi) | |
| for m in progress.tqdm(meta_data): | |
| mid_seq = m[1][17:-1] | |
| mid_seq_ticks = m[1][16][1] | |
| mdata = m[1][:16] | |
| break | |
| x = [] | |
| y = [] | |
| c = [] | |
| colors = ['red', 'yellow', 'green', 'cyan', | |
| 'blue', 'pink', 'orange', 'purple', | |
| 'gray', 'white', 'gold', 'silver', | |
| 'lightgreen', 'indigo', 'maroon', 'turquoise'] | |
| for s in [m for m in mid_seq if m[0] == 'note']: | |
| x.append(s[1]) | |
| y.append(s[4]) | |
| c.append(colors[s[3]]) | |
| plt.close() | |
| plt.figure(figsize=(14,5)) | |
| ax=plt.axes(title='MIDI Search Plot') | |
| ax.set_facecolor('black') | |
| plt.scatter(x,y, c=c) | |
| plt.xlabel("Time") | |
| plt.ylabel("Pitch") | |
| 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), plt | |
| 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" | |
| 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 Match</h1>") | |
| gr.Markdown("\n\n" | |
| "MIDI Match\n\n" | |
| "Demo for [MIDI Match](https://github.com/asigalov61)\n\n" | |
| "[Open In Colab]" | |
| "(https://colab.research.google.com/github/asigalov61/MIDI-Match/blob/main/demo.ipynb)" | |
| " for faster running and longer generation" | |
| ) | |
| input_midi = gr.File(label="input midi", file_types=[".midi", ".mid"], type="binary") | |
| 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(label="output midi metadata") | |
| output_plot = gr.Plot(label="output midi plot") | |
| run_event = input_midi.upload(run, [input_midi], | |
| [output_midi_seq, output_midi, output_audio, output_plot]) | |
| app.queue(1).launch(server_port=opt.port, share=opt.share, inbrowser=True) |