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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): | |
mid_seq = [] | |
if mid == None: | |
for m in meta_data: | |
mid_seq.extend(m[1][17:]) | |
mid_seq_ticks = m[1][16][1] | |
break | |
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 mid_seq, "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("![Visitors](https://api.visitorbadge.io/api/visitors?path=asigalov61.MIDI-Search&style=flat)\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_midi_seq = gr.Textbox() | |
output_audio = gr.Audio(label="output audio", format="mp3", elem_id="midi_audio") | |
output_midi = gr.File(label="output midi", file_types=[".mid"]) | |
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) |