Spaces:
Running
Running
import gradio as gr | |
from musiclang_predict import MusicLangPredictor | |
from musiclang import Score | |
from midi2audio import FluidSynth | |
import os | |
def inner_loop(nb_tokens, temperature, chord_progression, tempo, midi_file, bar_range): | |
top_p = 1.0 | |
seed = 0 | |
print(midi_file) | |
# Initialize the MusicLangPredictor | |
ml = MusicLangPredictor('musiclang/musiclang-v2') | |
if midi_file is not None: | |
# Load the MIDI file and use it as the score prompt | |
filepath = midi_file | |
start_bar, end_bar = map(int, bar_range.split("-")) | |
score = Score.from_midi(filepath, chord_range=(start_bar, end_bar)) | |
else: | |
score = None # Default score is None if no MIDI file is uploaded | |
# Generate the score based on provided inputs and the uploaded MIDI file if available | |
if chord_progression.strip() == "" and score is None: | |
# Generate without specific chord progression or MIDI prompt | |
generated_score = ml.predict( | |
nb_tokens=int(nb_tokens), | |
temperature=float(temperature), | |
topp=top_p, | |
rng_seed=seed | |
) | |
elif score is not None: | |
# Generate using the uploaded MIDI file as a prompt | |
generated_score = ml.predict( | |
score=score, # Use the uploaded MIDI as the score prompt | |
nb_tokens=int(nb_tokens), | |
temperature=float(temperature), | |
topp=top_p, | |
rng_seed=seed | |
) | |
else: | |
# Generate with specific chord progression | |
generated_score = ml.predict_chords( | |
chord_progression, | |
time_signature=(4, 4), | |
temperature=temperature, | |
topp=top_p, | |
rng_seed=seed | |
) | |
chord_repr = generated_score.to_chord_repr() | |
# Save the generated score as a MIDI file | |
midi_path = 'test.mid' | |
generated_score.to_midi(midi_path, tempo=tempo, time_signature=(4, 4)) | |
# Convert MIDI to WAV then WAV to MP3 for playback | |
wav_path = 'result.wav' | |
mp3_path = 'result.mp3' | |
FluidSynth("/usr/share/sounds/sf2/FluidR3_GM.sf2").midi_to_audio(midi_path, wav_path) | |
os.system(f'ffmpeg -i {wav_path} -acodec libmp3lame -y -loglevel quiet -stats {mp3_path}') | |
return mp3_path, midi_path, chord_repr | |
def musiclang(nb_tokens, temperature, chord_progression, tempo, midi_file, bar_range): | |
exception = None | |
mp3_path, midi_path, chord_repr = None, None, None | |
try: | |
mp3_path, midi_path, chord_repr = inner_loop(nb_tokens, temperature, chord_progression, tempo, midi_file, bar_range) | |
except Exception as e: | |
exception = "Error : " + e.__class__.__name__ + " " + str(e) | |
# Return the MP3 path for Gradio to display and the MIDI file path for download | |
return mp3_path, midi_path, chord_repr, exception | |
# Update Gradio interface to include MIDI file upload and bar range selection | |
iface = gr.Interface( | |
fn=musiclang, | |
inputs=[ | |
gr.Number(label="Number of Tokens", value=1024, minimum=256, maximum=2048, step=256), | |
gr.Slider(label="Temperature", value=0.9, minimum=0.1, maximum=1.0, step=0.1), | |
gr.Textbox(label="Chord Progression", placeholder="Am CM Dm/F E7 Am", lines=2, value=""), | |
gr.Slider(label="Tempo", value=120, minimum=60, maximum=240, step=1), | |
gr.File(label="Upload MIDI File", type="filepath", file_types=[".mid", ".midi"]), | |
gr.Textbox(label="Bar Range", placeholder="0-4", value="0-4") | |
], | |
outputs=[ | |
gr.Audio(label="Generated Music"), | |
gr.File(label="Download MIDI"), | |
gr.Textbox(label="Inferred output Chord Progression", lines=2, value=""), | |
gr.Textbox(label="Info Message") # Initially hidden, shown only if there's an error | |
], | |
title="Controllable Symbolic Music Generation with MusicLang Predict", | |
description=""" | |
\n Simple music gen application that wraps <a href="https://github.com/musiclang/musiclang_predict">musiclang predict</a>. | |
Beware that the model generates a score, not audio : rendered audio is only to provide a quick preview of the generated music. | |
\n Customize the music generation by specifying the number of tokens, temperature, chord progression, tempo, and optionally uploading a MIDI file to use as a prompt. Specify the bar range for the MIDI prompt. | |
\nChord qualities: M, m, 7, m7, m7b5, sus2, sus4, M7, dim, dim7. You can also specify the bass if it belongs to the chord (e.g., Bm/D). | |
If no chord progression or MIDI file is given, it generates a free sample with the specified number of tokens.""" | |
) | |
iface.launch() | |