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Update app.py
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app.py
CHANGED
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@@ -11,7 +11,6 @@ import gradio as gr
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import numpy as np
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import torch
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import torch.nn.functional as F
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import tqdm
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from huggingface_hub import hf_hub_download
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from transformers import DynamicCache
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@@ -22,7 +21,6 @@ from midi_synthesizer import MidiSynthesizer
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MAX_SEED = np.iinfo(np.int32).max
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in_space = os.getenv("SYSTEM") == "spaces"
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-
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@torch.inference_mode()
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def generate(model: MIDIModel, prompt=None, batch_size=1, max_len=512, temp=1.0, top_p=0.98, top_k=20,
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disable_patch_change=False, disable_control_change=False, disable_channels=None, generator=None):
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@@ -118,15 +116,12 @@ def generate(model: MIDIModel, prompt=None, batch_size=1, max_len=512, temp=1.0,
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if all(end):
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break
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-
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def create_msg(name, data):
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return {"name": name, "data": data}
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-
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def send_msgs(msgs):
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return json.dumps(msgs)
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-
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def get_duration(model_name, tab, mid_seq, continuation_state, continuation_select, instruments, drum_kit, bpm,
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time_sig, key_sig, mid, midi_events, reduce_cc_st, remap_track_channel, add_default_instr,
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remove_empty_channels, seed, seed_rand, gen_events, temp, top_p, top_k, allow_cc):
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@@ -135,7 +130,6 @@ def get_duration(model_name, tab, mid_seq, continuation_state, continuation_sele
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t = gen_events // 14
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return t + 5
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-
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@spaces.GPU(duration=get_duration)
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def run(model_name, tab, mid_seq, continuation_state, continuation_select, instruments, drum_kit, bpm, time_sig,
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key_sig, mid, midi_events, reduce_cc_st, remap_track_channel, add_default_instr, remove_empty_channels,
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@@ -246,7 +240,6 @@ def run(model_name, tab, mid_seq, continuation_state, continuation_select, instr
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t = time.time()
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yield mid_seq, continuation_state, seed, send_msgs([])
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-
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def finish_run(model_name, mid_seq):
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if mid_seq is None:
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outputs = [None] * OUTPUT_BATCH_SIZE
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@@ -267,10 +260,11 @@ def finish_run(model_name, mid_seq):
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create_msg("visualizer_end", i)]
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return *outputs, send_msgs(end_msgs)
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def synthesis_task(mid):
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return synthesizer.synthesis(MIDI.score2opus(mid))
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def render_audio(model_name, mid_seq, should_render_audio):
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if (not should_render_audio) or mid_seq is None:
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outputs = [None] * OUTPUT_BATCH_SIZE
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@@ -351,7 +345,67 @@ drum_kits2number = {v: k for k, v in number2drum_kits.items()}
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key_signatures = ['C♭', 'A♭m', 'G♭', 'E♭m', 'D♭', 'B♭m', 'A♭', 'Fm', 'E♭', 'Cm', 'B♭', 'Gm', 'F', 'Dm',
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'C', 'Am', 'G', 'Em', 'D', 'Bm', 'A', 'F♯m', 'E', 'C♯m', 'B', 'G♯m', 'F♯', 'D♯m', 'C♯', 'A♯m']
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parser = argparse.ArgumentParser()
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parser.add_argument("--share", action="store_true", default=False, help="share gradio app")
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parser.add_argument("--port", type=int, default=7860, help="gradio server port")
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@@ -402,17 +456,7 @@ if __name__ == "__main__":
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load_javascript()
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app = gr.Blocks(theme=gr.themes.Soft())
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with app:
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gr.Markdown("<h1 style='text-align: center; margin-bottom: 1rem'>Midi Composer</h1>")
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gr.Markdown("\n\n"
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"Midi event transformer for symbolic music generation\n\n"
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"Demo for [SkyTNT/midi-model](https://github.com/SkyTNT/midi-model)\n\n"
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"[Open In Colab]"
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"(https://colab.research.google.com/github/SkyTNT/midi-model/blob/main/demo.ipynb)"
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" or [download windows app](https://github.com/SkyTNT/midi-model/releases)"
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" for unlimited generation\n\n"
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"**Update v1.3**: MIDITokenizerV2 and new MidiVisualizer\n\n"
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"The current **best** model: generic pretrain model (tv2o-medium) by skytnt"
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)
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js_msg = gr.Textbox(elem_id="msg_receiver", visible=False)
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js_msg.change(None, [js_msg], [], js="""
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(msg_json) =>{
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@@ -431,18 +475,24 @@ if __name__ == "__main__":
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input_drum_kit = gr.Dropdown(label="🥁drum kit", choices=list(drum_kits2number.keys()), type="value",
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value="None")
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input_bpm = gr.Slider(label="BPM (beats per minute, auto if 0)", minimum=0, maximum=255,
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step=1,
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value=0)
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input_time_sig = gr.Radio(label="time signature (only for tv2 models)",
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value="auto",
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choices=["auto", "4/4", "2/4", "3/4", "6/4", "7/4",
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"2/2", "3/2", "4/2", "3/8", "5/8", "6/8", "7/8", "9/8", "12/8"]
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)
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input_key_sig = gr.Radio(label="key signature (only for tv2 models)",
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value="auto",
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choices=["auto"] + key_signatures,
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type="index"
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-
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example1 = gr.Examples([
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[[], "None"],
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[["Acoustic Grand"], "None"],
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@@ -457,6 +507,7 @@ if __name__ == "__main__":
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[["Electric Guitar(clean)", "Electric Guitar(muted)", "Overdriven Guitar", "Distortion Guitar",
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"Electric Bass(finger)"], "Standard"]
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], [input_instruments, input_drum_kit])
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with gr.TabItem("midi prompt") as tab2:
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input_midi = gr.File(label="input midi", file_types=[".midi", ".mid"], type="binary")
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input_midi_events = gr.Slider(label="use first n midi events as prompt", minimum=1, maximum=512,
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@@ -470,6 +521,7 @@ if __name__ == "__main__":
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input_remove_empty_channels = gr.Checkbox(label="remove channels without notes", value=False)
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example2 = gr.Examples([[file, 128] for file in glob.glob("example/*.mid")],
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[input_midi, input_midi_events])
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with gr.TabItem("last output prompt") as tab3:
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gr.Markdown("Continue generating on the last output.")
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input_continuation_select = gr.Radio(label="select output to continue generating", value="all",
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@@ -530,5 +582,38 @@ if __name__ == "__main__":
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# queue=False)
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undo_btn.click(undo_continuation, [input_model, output_midi_seq, output_continuation_state],
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[output_midi_seq, output_continuation_state, js_msg], queue=False)
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app.queue().launch(server_port=opt.port, share=opt.share, inbrowser=True, ssr_mode=False)
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thread_pool.shutdown()
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import numpy as np
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import torch
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import torch.nn.functional as F
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from huggingface_hub import hf_hub_download
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from transformers import DynamicCache
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MAX_SEED = np.iinfo(np.int32).max
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in_space = os.getenv("SYSTEM") == "spaces"
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@torch.inference_mode()
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def generate(model: MIDIModel, prompt=None, batch_size=1, max_len=512, temp=1.0, top_p=0.98, top_k=20,
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disable_patch_change=False, disable_control_change=False, disable_channels=None, generator=None):
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if all(end):
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break
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def create_msg(name, data):
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return {"name": name, "data": data}
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def send_msgs(msgs):
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return json.dumps(msgs)
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def get_duration(model_name, tab, mid_seq, continuation_state, continuation_select, instruments, drum_kit, bpm,
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time_sig, key_sig, mid, midi_events, reduce_cc_st, remap_track_channel, add_default_instr,
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remove_empty_channels, seed, seed_rand, gen_events, temp, top_p, top_k, allow_cc):
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t = gen_events // 14
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return t + 5
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@spaces.GPU(duration=get_duration)
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def run(model_name, tab, mid_seq, continuation_state, continuation_select, instruments, drum_kit, bpm, time_sig,
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key_sig, mid, midi_events, reduce_cc_st, remap_track_channel, add_default_instr, remove_empty_channels,
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t = time.time()
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yield mid_seq, continuation_state, seed, send_msgs([])
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def finish_run(model_name, mid_seq):
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if mid_seq is None:
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outputs = [None] * OUTPUT_BATCH_SIZE
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create_msg("visualizer_end", i)]
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return *outputs, send_msgs(end_msgs)
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def synthesis_task(mid):
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return synthesizer.synthesis(MIDI.score2opus(mid))
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def render_audio(model_name, mid_seq, should_render_audio):
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if (not should_render_audio) or mid_seq is None:
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outputs = [None] * OUTPUT_BATCH_SIZE
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key_signatures = ['C♭', 'A♭m', 'G♭', 'E♭m', 'D♭', 'B♭m', 'A♭', 'Fm', 'E♭', 'Cm', 'B♭', 'Gm', 'F', 'Dm',
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'C', 'Am', 'G', 'Em', 'D', 'Bm', 'A', 'F♯m', 'E', 'C♯m', 'B', 'G♯m', 'F♯', 'D♯m', 'C♯', 'A♯m']
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mid = tokenizer.detokenize(mid_seq[i])
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audio_future = thread_pool.submit(synthesis_task, mid)
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audio_futures.append(audio_future)
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for future in audio_futures:
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outputs.append((44100, future.result()))
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if OUTPUT_BATCH_SIZE == 1:
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return outputs[0]
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return tuple(outputs)
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def undo_continuation(model_name, mid_seq, continuation_state):
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if mid_seq is None or len(continuation_state) < 2:
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return mid_seq, continuation_state, send_msgs([])
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tokenizer = models[model_name].tokenizer
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if isinstance(continuation_state[-1], list):
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mid_seq = continuation_state[-1]
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else:
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mid_seq = [ms[:continuation_state[-1]] for ms in mid_seq]
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continuation_state = continuation_state[:-1]
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end_msgs = [create_msg("progress", [0, 0])]
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for i in range(OUTPUT_BATCH_SIZE):
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events = [tokenizer.tokens2event(tokens) for tokens in mid_seq[i]]
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end_msgs += [create_msg("visualizer_clear", [i, tokenizer.version]),
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create_msg("visualizer_append", [i, events]),
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create_msg("visualizer_end", i)]
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return mid_seq, continuation_state, send_msgs(end_msgs)
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def create_arpeggio_events(chord, pattern, duration=480):
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events = []
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notes = {
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'C': [60, 64, 67],
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'D': [62, 66, 69],
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'Am': [57, 60, 64],
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'G': [55, 59, 62]
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}
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for step in pattern:
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note = notes[chord][step]
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events.extend([
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['note_on', 0, 0, 0, 0, note, 80],
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['note_off', duration, 0, 0, 0, note, 0]
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])
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return events
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def add_arpeggio_sequence(tokenizer, mid_seq, sequence, pattern):
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events = []
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for chord in sequence:
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events.extend(create_arpeggio_events(chord, pattern))
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tokens = [tokenizer.event2tokens(event) for event in events]
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mid_seq[0].extend(tokens)
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return mid_seq
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if __name__ == "__main__":
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parser = argparse.ArgumentParser()
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parser.add_argument("--share", action="store_true", default=False, help="share gradio app")
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parser.add_argument("--port", type=int, default=7860, help="gradio server port")
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load_javascript()
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app = gr.Blocks(theme=gr.themes.Soft())
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with app:
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gr.Markdown("<h1 style='text-align: center; margin-bottom: 1rem'>Midi Composer with Arpeggios</h1>")
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js_msg = gr.Textbox(elem_id="msg_receiver", visible=False)
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js_msg.change(None, [js_msg], [], js="""
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(msg_json) =>{
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input_drum_kit = gr.Dropdown(label="🥁drum kit", choices=list(drum_kits2number.keys()), type="value",
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value="None")
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input_bpm = gr.Slider(label="BPM (beats per minute, auto if 0)", minimum=0, maximum=255,
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step=1, value=0)
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input_time_sig = gr.Radio(label="time signature (only for tv2 models)",
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value="auto",
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choices=["auto", "4/4", "2/4", "3/4", "6/4", "7/4",
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"2/2", "3/2", "4/2", "3/8", "5/8", "6/8", "7/8", "9/8", "12/8"])
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input_key_sig = gr.Radio(label="key signature (only for tv2 models)",
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value="auto",
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choices=["auto"] + key_signatures,
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type="index")
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with gr.Row():
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arpeggio_intro = gr.Button("🎵 Intro Arpeggio", variant="primary")
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arpeggio_verse = gr.Button("🎸 Verse Arpeggio", variant="primary")
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arpeggio_chorus = gr.Button("🎹 Chorus Arpeggio", variant="primary")
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arpeggio_outro = gr.Button("🎷 Outro Arpeggio", variant="primary")
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example1 = gr.Examples([
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[[], "None"],
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[["Acoustic Grand"], "None"],
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[["Electric Guitar(clean)", "Electric Guitar(muted)", "Overdriven Guitar", "Distortion Guitar",
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"Electric Bass(finger)"], "Standard"]
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], [input_instruments, input_drum_kit])
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with gr.TabItem("midi prompt") as tab2:
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input_midi = gr.File(label="input midi", file_types=[".midi", ".mid"], type="binary")
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input_midi_events = gr.Slider(label="use first n midi events as prompt", minimum=1, maximum=512,
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input_remove_empty_channels = gr.Checkbox(label="remove channels without notes", value=False)
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example2 = gr.Examples([[file, 128] for file in glob.glob("example/*.mid")],
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[input_midi, input_midi_events])
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with gr.TabItem("last output prompt") as tab3:
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gr.Markdown("Continue generating on the last output.")
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input_continuation_select = gr.Radio(label="select output to continue generating", value="all",
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# queue=False)
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| 583 |
undo_btn.click(undo_continuation, [input_model, output_midi_seq, output_continuation_state],
|
| 584 |
[output_midi_seq, output_continuation_state, js_msg], queue=False)
|
| 585 |
+
|
| 586 |
+
|
| 587 |
+
|
| 588 |
+
def add_intro_arpeggio(model_name, mid_seq):
|
| 589 |
+
tokenizer = models[model_name].tokenizer
|
| 590 |
+
sequence = ['C', 'D', 'Am', 'G']
|
| 591 |
+
pattern = [0, 1, 2, 1] # Root, Third, Fifth, Third
|
| 592 |
+
return add_arpeggio_sequence(tokenizer, mid_seq, sequence, pattern)
|
| 593 |
+
|
| 594 |
+
def add_verse_arpeggio(model_name, mid_seq):
|
| 595 |
+
tokenizer = models[model_name].tokenizer
|
| 596 |
+
sequence = ['D', 'C', 'Am', 'G']
|
| 597 |
+
pattern = [0, 2, 1, 2] # Root, Fifth, Third, Fifth
|
| 598 |
+
return add_arpeggio_sequence(tokenizer, mid_seq, sequence, pattern)
|
| 599 |
+
|
| 600 |
+
def add_chorus_arpeggio(model_name, mid_seq):
|
| 601 |
+
tokenizer = models[model_name].tokenizer
|
| 602 |
+
sequence = ['G', 'D', 'Am', 'C']
|
| 603 |
+
pattern = [0, 1, 2, 1, 0, 2] # Root, Third, Fifth, Third, Root, Fifth
|
| 604 |
+
return add_arpeggio_sequence(tokenizer, mid_seq, sequence, pattern)
|
| 605 |
+
|
| 606 |
+
def add_outro_arpeggio(model_name, mid_seq):
|
| 607 |
+
tokenizer = models[model_name].tokenizer
|
| 608 |
+
sequence = ['Am', 'G', 'D', 'C']
|
| 609 |
+
pattern = [2, 1, 0, 1] # Fifth, Third, Root, Third
|
| 610 |
+
return add_arpeggio_sequence(tokenizer, mid_seq, sequence, pattern)
|
| 611 |
+
|
| 612 |
+
arpeggio_intro.click(add_intro_arpeggio, [input_model, output_midi_seq], output_midi_seq)
|
| 613 |
+
arpeggio_verse.click(add_verse_arpeggio, [input_model, output_midi_seq], output_midi_seq)
|
| 614 |
+
arpeggio_chorus.click(add_chorus_arpeggio, [input_model, output_midi_seq], output_midi_seq)
|
| 615 |
+
arpeggio_outro.click(add_outro_arpeggio, [input_model, output_midi_seq], output_midi_seq)
|
| 616 |
+
|
| 617 |
+
|
| 618 |
app.queue().launch(server_port=opt.port, share=opt.share, inbrowser=True, ssr_mode=False)
|
| 619 |
thread_pool.shutdown()
|