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Browse files- .gitattributes +1 -0
- app.py +170 -169
- packages.txt +1 -0
- requirements.txt +2 -0
- violin-guitar.sf2 +3 -0
.gitattributes
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@@ -35,3 +35,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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viola.sf2 filter=lfs diff=lfs merge=lfs -text
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instrument.sf2 filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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viola.sf2 filter=lfs diff=lfs merge=lfs -text
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instrument.sf2 filter=lfs diff=lfs merge=lfs -text
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violin-guitar.sf2 filter=lfs diff=lfs merge=lfs -text
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app.py
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@@ -1,169 +1,170 @@
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merged =
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merged
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generate_btn
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from midi2audio import FluidSynth
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from pydub import AudioSegment
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import os
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from audio2midi.basic_pitch_pitch_detector import BasicPitch, model_output_to_notes
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from torch import device as Device
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import gradio as gr
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import pretty_midi_fix
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def midi_audio_mix_export(audio_path, midi_path, instrument_audio_path="only_instrument.mp3", output_path="mix.mp3",sf_file="violin-guitar.sf2"):
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temp_midi_audio = "temp_midi_output.wav"
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fs = FluidSynth(sf_file)
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fs.midi_to_audio(midi_path, temp_midi_audio)
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midi_audio = AudioSegment.from_file(temp_midi_audio)
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input_audio = AudioSegment.from_file(audio_path)
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midi_audio_boosted = midi_audio + 15
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input_audio_reduced = input_audio - 15.5
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min_len = min(len(midi_audio_boosted), len(input_audio_reduced))
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midi_trimmed = midi_audio_boosted[:min_len]
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audio_trimmed = input_audio_reduced[:min_len]
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mixed_audio = audio_trimmed.overlay(midi_trimmed)
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mixed_audio.export(output_path, format="mp3")
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os.remove(temp_midi_audio)
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midi_audio_boosted.export(instrument_audio_path, format="mp3")
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return output_path, instrument_audio_path, midi_path
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def merge_midis(midi1: pretty_midi_fix.PrettyMIDI, midi2: pretty_midi_fix.PrettyMIDI, concatenate: bool = False):
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if concatenate:
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offset = midi1.get_end_time()
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for instrument in midi2.instruments:
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for note in instrument.notes:
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note.start += offset
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note.end += offset
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for bend in instrument.pitch_bends:
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bend.time += offset
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for cc in instrument.control_changes:
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cc.time += offset
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merged = pretty_midi_fix.PrettyMIDI()
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merged.instruments.extend(midi1.instruments)
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merged.instruments.extend(midi2.instruments)
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merged.time_signature_changes.extend(midi1.time_signature_changes + midi2.time_signature_changes)
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merged.key_signature_changes.extend(midi1.key_signature_changes + midi2.key_signature_changes)
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merged._tick_scales = midi1._tick_scales if midi1._tick_scales else midi2._tick_scales
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return merged
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def quantize(input, quantization='1/8T'):
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if quantization not in ['1/4', '1/8', '1/16', '1/32', '1/4T', '1/8T', '1/16T', '1/32T']:
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return input
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q_map = {
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"1/4": 1/1,
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"1/8": 1/2,
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"1/16": 1/4,
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"1/32": 1/8,
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"1/4T": 1/1.5,
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"1/8T": 1/3,
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"1/16T": 1/6,
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"1/32T": 1/12
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}
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input.instruments[0].program = 24
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tempo_changes, tempi = input.get_tempo_changes()
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default_tempo = tempi[0]
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spqn = 60.0 / default_tempo
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step = spqn * q_map[quantization]
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for instrument in input.instruments:
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for note in instrument.notes:
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note.start = round(note.start / step) * step
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note.end = max(note.start + 0.05, round(note.end / step) * step)
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for instrument in input.instruments:
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for cc in instrument.control_changes:
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cc.time = round(cc.time / step) * step
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return input
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device = Device('cuda' if Device.type == 'cuda' else 'cpu')
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pitch_detector = BasicPitch(device=device)
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def clone_midi(midi_obj):
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new_midi = pretty_midi_fix.PrettyMIDI()
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new_midi.time_signature_changes = list(midi_obj.time_signature_changes)
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new_midi.key_signature_changes = list(midi_obj.key_signature_changes)
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new_midi._tick_scales = list(midi_obj._tick_scales)
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for instr in midi_obj.instruments:
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new_instr = pretty_midi_fix.Instrument(program=instr.program, is_drum=instr.is_drum, name=instr.name)
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new_instr.notes = [pretty_midi_fix.Note(n.velocity, n.pitch, n.start, n.end) for n in instr.notes]
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new_instr.pitch_bends = [pretty_midi_fix.PitchBend(pb.pitch, pb.time) for pb in instr.pitch_bends]
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new_instr.control_changes = [pretty_midi_fix.ControlChange(cc.number, cc.value, cc.time) for cc in instr.control_changes]
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new_midi.instruments.append(new_instr)
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return new_midi
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def run_inference(audio_file, progress=gr.Progress()):
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if not audio_file:
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return None, "No audio file provided."
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try:
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result = pitch_detector.run_inference(audio_file, lambda x, y: progress((x, y)))
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return result, "Inference completed!"
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except Exception as e:
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return None, f"Error: {str(e)}"
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def generate_midi(audio_file, cached_result, onset_thresh, frame_thresh, min_note_len, midi_tempo,
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infer_onsets, include_pitch_bends, melodia_trick, quantize_midi):
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if cached_result is None:
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gr.Warning("No inference results found. Please run inference first.")
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return None, None, None
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# Generate violin MIDI
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notes_violin = model_output_to_notes(
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cached_result, onset_thresh, frame_thresh, infer_onsets, min_note_len,
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None, None, include_pitch_bends, False, melodia_trick, midi_tempo
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)
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for inst in notes_violin.instruments:
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inst.program = 40 # Violin
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# If quantization is enabled (not "not using"), create guitar + merge
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if quantize_midi != "not using":
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notes_guitar = clone_midi(notes_violin)
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notes_guitar = quantize(notes_guitar, quantize_midi)
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for inst in notes_guitar.instruments:
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inst.program = 24 # Nylon Guitar
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inst.pitch_bends = []
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final_midi = merge_midis(notes_violin, notes_guitar)
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else:
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final_midi = notes_violin # Only violin
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final_midi.write("output.mid")
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# Generate audio (instrument-only + mix)
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mix_audio, instrument_audio, midi_path = midi_audio_mix_export(audio_file, "output.mid")
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return "output.mid", instrument_audio, mix_audio
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# ---- Gradio UI ----
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with gr.Blocks() as demo:
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audio_input = gr.Audio(type="filepath", label="Upload Audio")
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run_btn = gr.Button("Run Model Inference")
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state_output = gr.State()
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status_output = gr.Textbox(label="Status")
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run_btn.click(run_inference, inputs=[audio_input], outputs=[state_output, status_output])
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with gr.Accordion("MIDI Settings", open=False):
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onset_thresh = gr.Slider(0, 1, 0, step=0.01, label="Onset Threshold")
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frame_thresh = gr.Slider(0, 1, 0.3, step=0.01, label="Frame Threshold")
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min_note_len = gr.Slider(1, 50, 11, step=1, label="Minimum Note Length (frames)")
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midi_tempo = gr.Slider(30, 240, 120, step=1, label="MIDI Tempo (BPM)")
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infer_onsets = gr.Checkbox(value=True, label="Infer Onsets")
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include_pitch_bends = gr.Checkbox(value=True, label="Include Pitch Bends")
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melodia_trick = gr.Checkbox(value=True, label="Use Melodia Trick")
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quantize_midi = gr.Dropdown(
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['1/4', '1/8', '1/16', '1/32', '1/4T', '1/8T', '1/16T', '1/32T', 'not using'],
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value="not using",
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label="Quantize MIDI"
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)
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generate_btn = gr.Button("Generate MIDI & Audio")
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midi_output = gr.File(label="Generated MIDI", file_types=[".mid"])
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instrument_output = gr.Audio(label="Instrument Only Audio")
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mix_output = gr.Audio(label="Mixed Audio (Original + Instrument)")
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generate_btn.click(
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generate_midi,
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[audio_input, state_output, onset_thresh, frame_thresh, min_note_len, midi_tempo,
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infer_onsets, include_pitch_bends, melodia_trick, quantize_midi],
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[midi_output, instrument_output, mix_output]
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)
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demo.queue(max_size=1, default_concurrency_limit=1).launch()
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packages.txt
ADDED
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fluidsynth
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requirements.txt
CHANGED
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audio2midi[basic_pitch_pitch_detector]
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midi2audio
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pydub
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audio2midi[basic_pitch_pitch_detector]
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violin-guitar.sf2
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:06723c530ee4cde9048d66f60eacfce27708d350ab92d6d444b54e9120dcfe15
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size 29233526
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