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import matplotlib.pyplot as plt
import gradio as gr
from load import LoadModel
from generate import GenerateMidiText
from constants import INSTRUMENT_CLASSES, INSTRUMENT_TRANSFER_CLASSES
from decoder import TextDecoder
from utils import get_miditok, index_has_substring
from playback import get_music
from matplotlib import pylab
import sys
import matplotlib
from generation_utils import plot_piano_roll
import numpy as np
matplotlib.use("Agg")
sys.modules["pylab"] = pylab
model_repo = "JammyMachina/elec-gmusic-familized-model-13-12__17-35-53"
n_bar_generated = 8
# model_repo = "JammyMachina/improved_4bars-mdl"
# n_bar_generated = 4
model, tokenizer = LoadModel(
model_repo,
from_huggingface=True,
).load_model_and_tokenizer()
miditok = get_miditok()
decoder = TextDecoder(miditok)
def define_prompt(state, genesis):
if len(state) == 0:
input_prompt = "PIECE_START "
else:
input_prompt = genesis.get_whole_piece_from_bar_dict()
return input_prompt
def generator(
label,
regenerate,
temp,
density,
instrument,
state,
piece_by_track,
add_bars=False,
add_bar_count=1,
):
genesis = GenerateMidiText(model, tokenizer, piece_by_track)
track = {"label": label}
inst = next(
(
inst
for inst in INSTRUMENT_TRANSFER_CLASSES
if inst["transfer_to"] == instrument
),
{"family_number": "DRUMS"},
)["family_number"]
inst_index = -1 # default to last generated
if state != []:
for index, instrum in enumerate(state):
if instrum["label"] == track["label"]:
inst_index = index # changing if exists
# Generate
if not add_bars:
# Regenerate
if regenerate:
state.pop(inst_index)
genesis.delete_one_track(inst_index)
generated_text = (
genesis.get_whole_piece_from_bar_dict()
) # maybe not useful here
inst_index = -1 # reset to last generated
# NEW TRACK
input_prompt = define_prompt(state, genesis)
generated_text = genesis.generate_one_new_track(
inst, density, temp, input_prompt=input_prompt
)
regenerate = True # set generate to true
else:
# NEW BARS
genesis.generate_n_more_bars(add_bar_count) # for all instruments
generated_text = genesis.get_whole_piece_from_bar_dict()
decoder.get_midi(generated_text, "mixed.mid")
mixed_inst_midi, mixed_audio = get_music("mixed.mid")
inst_text = genesis.get_selected_track_as_text(inst_index)
inst_midi_name = f"{instrument}.mid"
decoder.get_midi(inst_text, inst_midi_name)
_, inst_audio = get_music(inst_midi_name)
piano_roll = plot_piano_roll(mixed_inst_midi)
track["text"] = inst_text
state.append(track)
return (
inst_text,
(44100, inst_audio),
piano_roll,
state,
(44100, mixed_audio),
regenerate,
genesis.piece_by_track,
)
def instrument_row(default_inst, row_id):
with gr.Row():
row = gr.Variable(row_id)
with gr.Column(scale=1, min_width=100):
inst = gr.Dropdown(
sorted([inst["transfer_to"] for inst in INSTRUMENT_TRANSFER_CLASSES])
+ ["Drums"],
value=default_inst,
label="Instrument",
)
temp = gr.Dropdown(
[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1],
value=0.7,
label="Creativity",
)
density = gr.Dropdown([1, 2, 3], value=3, label="Note Density")
with gr.Column(scale=3):
output_txt = gr.Textbox(
label="output", lines=10, max_lines=10, show_label=False
)
with gr.Column(scale=1, min_width=100):
inst_audio = gr.Audio(label="TRACK Audio", show_label=True)
regenerate = gr.Checkbox(value=False, label="Regenerate", visible=False)
# add_bars = gr.Checkbox(value=False, label="Add Bars")
# add_bar_count = gr.Dropdown([1, 2, 4, 8], value=1, label="Add Bars")
gen_btn = gr.Button("Generate")
gen_btn.click(
fn=generator,
inputs=[row, regenerate, temp, density, inst, state, piece_by_track],
outputs=[
output_txt,
inst_audio,
piano_roll,
state,
mixed_audio,
regenerate,
piece_by_track,
],
)
with gr.Blocks() as demo:
piece_by_track = gr.State([])
state = gr.State([])
title = gr.Markdown(
""" # Demo-App of The-Jam-Machine
A Generative AI trained on text transcription of MIDI music """
)
track1_md = gr.Markdown(""" ## Mixed Audio and Piano Roll """)
mixed_audio = gr.Audio(label="Mixed Audio")
piano_roll = gr.Plot(label="Piano Roll", show_label=False)
description = gr.Markdown(
"""
For each **TRACK** choose your **instrument**, along with **creativity** (temperature) and **note density** and **hit the generate Button**!
You can have a look at the generated text, but most importantly, check the **piano roll** and listen to the track's generated audio!
If you don't like the track, hit the generate button to regenerate it! Generate more tracks and listen to the **mixed audio**!
"""
)
track1_md = gr.Markdown(""" ## TRACK 1 """)
instrument_row("Drums", 0)
track1_md = gr.Markdown(""" ## TRACK 2 """)
instrument_row("Synth Bass 1", 1)
track1_md = gr.Markdown(""" ## TRACK 2 """)
instrument_row("Synth Lead Square", 2)
# instrument_row("Piano")
demo.launch(debug=True)
"""
TODO: reset button
TODO: add a button to save the generated midi
TODO: add improvise button
TODO: set values for temperature as it is done for density
TODO: Add bar should be now set for the whole piece - regenerrate should regenerate the added bars only on all instruments
TODO: row height to fix
TODO: reset state of tick boxes after used maybe (regenerate, add bars) ;
TODO: block regenerate if add bar on
"""
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