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Running
on
Zero
Running
on
Zero
| import gradio as gr | |
| import numpy as np | |
| from musiclib import musicgen | |
| from io import BytesIO | |
| import midi_util | |
| from midi_util import VocabConfig | |
| import tempfile | |
| from glob import glob | |
| import librosa | |
| from midi2audio import FluidSynth | |
| fs = FluidSynth() | |
| import os | |
| import spaces | |
| def gen(piano_only, piano_seed, length): | |
| midi = '' | |
| if piano_seed: | |
| ccc = 'v:5b:3 v:5b:2 t125 t125 t125 t106 pi:43:5 t24 pi:4a:7 t15 pi:4f:7 t17 pi:56:7 t18 pi:54:7 t125 t49 pi:51:7 t117 pi:4d:7 t125 t125 t111 pi:37:7 t14 pi:3e:6 t15 pi:43:6 t12 pi:4a:7 t17 pi:48:7 t125 t60 pi:45:7 t121 pi:41:7 t125 t117 s:46:5 s:52:5 f:46:5 f:52:5 t121 s:45:5 s:46:0 s:51:5 s:52:0 f:45:5 f:46:0 f:51:5 f:52:0 t121 s:41:5 s:45:0 s:4d:5 s:51:0 f:41:5 f:45:0 f:4d:5 f:51:0 t102 pi:37:0 pi:3e:0 pi:41:0 pi:43:0 pi:45:0 pi:48:0 pi:4a:0 pi:4d:0 pi:4f:0 pi:51:0 pi:54:0 pi:56:0 t19 s:3e:5 s:41:0 s:4a:5 s:4d:0 f:3e:5 f:41:0 f:4a:5 f:4d:0 t121 v:3a:5 t121 v:39:7 t15 v:3a:0 t106 v:35:8 t10 v:39:0 t111 v:30:8 v:35:0 t125 t117 v:32:8 t10 v:30:0 t125 t125 t103 v:5b:0 v:5b:0 t9 pi:4a:7' | |
| else: | |
| ccc = '<pad>' | |
| for item in musicgen(ccc, piano_only=piano_only, length=length): | |
| midi = item | |
| # yield item, None, None, None | |
| yield item, None, None | |
| bio = BytesIO() | |
| cfg = VocabConfig.from_json('./vocab_config.json') | |
| text = midi.strip() | |
| mid = midi_util.convert_str_to_midi(cfg, text) | |
| with tempfile.NamedTemporaryFile(suffix='.midi', delete=False) as tmp, tempfile.NamedTemporaryFile(suffix='.wav', delete=False) as aud: | |
| mid.save(tmp.name) | |
| fs.midi_to_audio(tmp.name, aud.name) | |
| # yield midi, tmp.name, aud.name, gr.update(visible=True, value="Continue ➡️") | |
| yield midi, tmp.name, aud.name | |
| def continueit(piano_only, piano_seed, length, txtout): | |
| midi = '' | |
| for item in musicgen(txtout.strip().strip('<end>').strip() + ' ', piano_only=piano_only, length=length): | |
| midi = item | |
| yield item, None, None | |
| bio = BytesIO() | |
| cfg = VocabConfig.from_json('./vocab_config.json') | |
| text = midi.strip() | |
| mid = midi_util.convert_str_to_midi(cfg, text) | |
| with tempfile.NamedTemporaryFile(suffix='.midi', delete=False) as tmp, tempfile.NamedTemporaryFile(suffix='.wav', delete=False) as aud: | |
| mid.save(tmp.name) | |
| fs.midi_to_audio(tmp.name, aud.name) | |
| yield midi, tmp.name, aud.name | |
| def enable_longer(en, len): | |
| return gr.update(maximum=(32768 if en else 4096), value=(4096 if (len > 4096 and en) else len)) | |
| with gr.Blocks() as demo: | |
| gr.Markdown("# RWKV 4 Music (MIDI)\n\nThis demo uses the RWKV 4 MIDI model available [here](https://huggingface.co/BlinkDL/rwkv-4-music/blob/main/RWKV-4-MIDI-560M-v1-20230717-ctx4096.pth). Details may be found [here](https://huggingface.co/BlinkDL/rwkv-4-music). The music generation code may be found [here](https://github.com/BlinkDL/ChatRWKV/tree/main/music). The MIDI Tokenizer may be found [here](https://github.com/briansemrau/MIDI-LLM-tokenizer).\n\nNot sure how to play MIDI files? I recommend using the open source [VLC Media Player](https://www.videolan.org/vlc/) with can play MIDI files using FluidSynth.\n\nYou are responsible for your usage.\n\n**Share your generation with the community! Click the Share icon above the generated audio!** By sharing audio, you dedicate it into the public domain.") | |
| piano_only = gr.Checkbox(label="Piano Only") | |
| piano_seed = gr.Checkbox(label="Use Piano Melody Seed") | |
| length = gr.Slider(label="Max Length (in tokens)", minimum=4, maximum=4096, step=1, value=512, info="The audio may still be shorter than this") | |
| longer = gr.Checkbox(label="Enable longer generation", info="This will increase the maximum value of the maximum length slider to 32768 even though the model context length is not this long. Results may be substandard and you may get errors.") | |
| longer.input(enable_longer, inputs=[longer, length], outputs=length) | |
| synth = gr.Button("Synthesize") | |
| txtout = gr.Textbox(interactive=False, label="MIDI Tokens") | |
| fileout = gr.File(interactive=False, label="MIDI File", type="binary") | |
| audioout = gr.Audio(interactive=False, label="Audio") | |
| continuebtn = gr.Button("Continue ➡️", visible=False) | |
| synth.click(gen, inputs=[piano_only, piano_seed, length], outputs=[txtout, fileout, audioout]) | |
| # continuebtn.click(gen, inputs=[piano_only, piano_seed, length, txtout], outputs=[txtout, fileout, audioout]) | |
| demo.queue(api_open=False, default_concurrency_limit=5).launch(show_api=False) |