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Create app.py
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app.py
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| 1 |
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import gradio as gr
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| 2 |
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import pretty_midi
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| 3 |
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import numpy as np
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| 4 |
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import tempfile
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| 5 |
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import os
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| 6 |
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import scipy
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| 7 |
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from scipy import signal
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| 8 |
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import librosa
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| 9 |
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import io
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| 10 |
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import base64
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from pathlib import Path
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| 13 |
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class HumanizeBot:
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def __init__(self):
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| 15 |
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self.groove_profiles = {
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"drums": {"timing_var": 0.02, "velocity_var": 15, "swing_factor": 0.1},
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| 17 |
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"melody": {"timing_var": 0.01, "velocity_var": 10, "swing_factor": 0.05},
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| 18 |
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"bass": {"timing_var": 0.015, "velocity_var": 12, "swing_factor": 0.07},
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"chords": {"timing_var": 0.008, "velocity_var": 8, "swing_factor": 0.03},
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"other": {"timing_var": 0.01, "velocity_var": 10, "swing_factor": 0.05}
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}
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def classify_instrument(self, instrument):
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"""Classify instrument type for appropriate humanization"""
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if instrument.is_drum:
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return "drums"
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elif 32 <= instrument.program <= 39: # Bass
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return "bass"
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elif 0 <= instrument.program <= 7: # Piano
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return "chords"
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| 31 |
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elif 40 <= instrument.program <= 55: # Strings, orchestra
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| 32 |
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return "chords"
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elif 80 <= instrument.program <= 104: # Synth leads, pads
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return "melody"
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else:
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return "melody"
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| 38 |
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def apply_swing(self, notes, swing_factor, tempo):
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| 39 |
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"""Apply swing/groove to notes"""
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| 40 |
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swung_notes = []
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| 41 |
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for note in notes:
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| 42 |
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# Simple swing: push even 8th notes slightly later
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| 43 |
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beat_position = (note.start * tempo / 60) % 1
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| 44 |
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if 0.25 < beat_position < 0.75: # Off-beat positions
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| 45 |
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note.start += 0.01 * swing_factor
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| 46 |
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note.end += 0.01 * swing_factor
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| 47 |
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swung_notes.append(note)
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| 48 |
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return swung_notes
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| 49 |
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| 50 |
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def humanize_midi(self, midi_file, intensity=0.7, style="organic", add_swing=True):
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| 51 |
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"""Main humanization function"""
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| 52 |
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try:
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| 53 |
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# Load MIDI file
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| 54 |
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midi_data = pretty_midi.PrettyMIDI(midi_file.name)
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| 55 |
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tempo = midi_data.estimate_tempo()
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| 56 |
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# Process each instrument
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| 58 |
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for instrument in midi_data.instruments:
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inst_type = self.classify_instrument(instrument)
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| 60 |
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profile = self.groove_profiles[inst_type]
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| 61 |
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| 62 |
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# Apply swing if requested
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| 63 |
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if add_swing and inst_type in ["drums", "bass"]:
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| 64 |
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instrument.notes = self.apply_swing(
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| 65 |
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instrument.notes,
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| 66 |
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profile["swing_factor"] * intensity,
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| 67 |
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tempo
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)
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| 70 |
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# Humanize timing and velocity
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| 71 |
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for note in instrument.notes:
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| 72 |
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# Humanize timing (more variation for drums)
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| 73 |
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timing_shift = np.random.normal(0, profile["timing_var"] * intensity)
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| 74 |
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note.start = max(0, note.start + timing_shift)
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| 75 |
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| 76 |
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# Humanize note duration (except for drums)
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| 77 |
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if not instrument.is_drum:
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| 78 |
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duration_shift = np.random.normal(0, profile["timing_var"] * 0.5 * intensity)
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| 79 |
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note.end = max(note.start + 0.05, note.end + duration_shift)
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| 80 |
+
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| 81 |
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# Humanize velocity
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| 82 |
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vel_pattern = self.get_velocity_pattern(note, instrument, style)
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| 83 |
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vel_shift = np.random.randint(-profile["velocity_var"], profile["velocity_var"])
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| 84 |
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new_velocity = note.velocity + int(vel_shift * intensity * vel_pattern)
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| 85 |
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note.velocity = max(20, min(127, new_velocity))
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| 86 |
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| 87 |
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# Save humanized MIDI
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| 88 |
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output_path = tempfile.mktemp(suffix='_humanized.mid')
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| 89 |
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midi_data.write(output_path)
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| 90 |
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return output_path, "β
Humanization successful! File is ready for download."
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| 91 |
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| 92 |
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except Exception as e:
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| 93 |
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return None, f"β Error processing file: {str(e)}"
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| 94 |
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| 95 |
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def get_velocity_pattern(self, note, instrument, style):
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| 96 |
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"""Get velocity multiplier based on style and musical context"""
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| 97 |
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if style == "organic":
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| 98 |
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return 1.0
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| 99 |
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elif style == "groovy":
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| 100 |
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# Accentuate beats more
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| 101 |
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beat_position = (note.start * 2) % 1 # Simple beat detection
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| 102 |
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if beat_position < 0.1: # On strong beats
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| 103 |
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return 1.2
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| 104 |
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else:
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| 105 |
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return 0.9
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| 106 |
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elif style == "gentle":
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| 107 |
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return 0.8
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| 108 |
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return 1.0
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| 109 |
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| 110 |
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def create_audio_preview(midi_path):
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| 111 |
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"""Create a simple audio preview from MIDI"""
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| 112 |
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try:
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| 113 |
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midi_data = pretty_midi.PrettyMIDI(midi_path)
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| 114 |
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# Generate audio using fluidsynth (simplified)
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| 115 |
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audio_data = midi_data.synthesize()
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| 116 |
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return 44100, audio_data.astype(np.float32)
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| 117 |
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except:
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| 118 |
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return None, None
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| 119 |
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| 120 |
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def process_files(files, intensity, style, add_swing):
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| 121 |
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if not files:
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| 122 |
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return None, None, "Please upload MIDI files to begin."
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| 123 |
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| 124 |
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bot = HumanizeBot()
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| 125 |
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processed_files = []
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| 126 |
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audio_previews = []
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| 127 |
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| 128 |
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for file in files:
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| 129 |
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humanized_path, message = bot.humanize_midi(file, intensity, style, add_swing)
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| 130 |
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if humanized_path:
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| 131 |
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processed_files.append(humanized_path)
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| 132 |
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| 133 |
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# Create audio preview
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| 134 |
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sr, audio = create_audio_preview(humanized_path)
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| 135 |
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if audio is not None:
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| 136 |
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audio_previews.append((sr, audio))
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| 137 |
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| 138 |
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if processed_files:
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| 139 |
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return processed_files, audio_previews[0] if audio_previews else None, f"β
Successfully processed {len(processed_files)} files!"
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| 140 |
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else:
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| 141 |
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return None, None, "β No files were processed successfully."
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| 142 |
+
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| 143 |
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# Create the Gradio interface
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| 144 |
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with gr.Blocks(theme=gr.themes.Soft(), title="HumanizeBot") as demo:
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| 145 |
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gr.Markdown("""
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| 146 |
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# π΅ HumanizeBot
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| 147 |
+
**Remove AI traces from your music and make it sound human-made!**
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| 148 |
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| 149 |
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Upload MIDI files from AI music generators to apply natural humanization: subtle timing variations, velocity changes, and musical feel.
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| 150 |
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""")
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| 151 |
+
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| 152 |
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with gr.Row():
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| 153 |
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with gr.Column(scale=1):
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| 154 |
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gr.Markdown("### π Upload & Settings")
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| 155 |
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| 156 |
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file_input = gr.File(
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| 157 |
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file_count="multiple",
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| 158 |
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file_types=[".mid", ".midi"],
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| 159 |
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label="Upload MIDI Files",
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| 160 |
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type="filepath"
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| 161 |
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)
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| 162 |
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| 163 |
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intensity = gr.Slider(
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| 164 |
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0.1, 1.0,
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| 165 |
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value=0.7,
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| 166 |
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label="ποΈ Humanization Intensity",
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| 167 |
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info="Low = subtle, High = very human"
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| 168 |
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)
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| 169 |
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| 170 |
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style = gr.Radio(
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| 171 |
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["organic", "groovy", "gentle"],
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| 172 |
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value="organic",
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| 173 |
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label="πΈ Humanization Style",
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| 174 |
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info="Organic = natural, Groovy = rhythmic, Gentle = subtle"
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| 175 |
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)
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| 176 |
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| 177 |
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add_swing = gr.Checkbox(
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| 178 |
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value=True,
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| 179 |
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label="π Add Swing/Groove",
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| 180 |
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info="Add rhythmic push and pull"
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| 181 |
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)
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| 182 |
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| 183 |
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process_btn = gr.Button(
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| 184 |
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"β¨ Humanize My Music!",
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| 185 |
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variant="primary",
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| 186 |
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size="lg"
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| 187 |
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)
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| 188 |
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| 189 |
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with gr.Column(scale=1):
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| 190 |
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gr.Markdown("### π₯ Download Results")
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| 191 |
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| 192 |
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file_output = gr.File(
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| 193 |
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file_count="multiple",
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| 194 |
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label="Download Humanized MIDI Files"
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| 195 |
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)
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| 196 |
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| 197 |
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audio_output = gr.Audio(
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| 198 |
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label="Audio Preview (First File)",
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| 199 |
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interactive=False
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| 200 |
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)
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| 201 |
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| 202 |
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status = gr.Textbox(
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| 203 |
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label="Status",
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| 204 |
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interactive=False,
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| 205 |
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max_lines=3
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| 206 |
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)
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| 207 |
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| 208 |
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# Examples section
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| 209 |
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with gr.Accordion("π― Examples & Tips", open=False):
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| 210 |
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gr.Markdown("""
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| 211 |
+
**Best used with:**
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| 212 |
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- AI-generated MIDI from Soundraw, AIVA, MuseNet, etc.
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| 213 |
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- Robotic-sounding drum patterns
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| 214 |
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- Static piano or synth sequences
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| 215 |
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| 216 |
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**How it works:**
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| 217 |
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- Adds subtle timing variations (like a human player)
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| 218 |
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- Adjusts velocity (note strength) dynamically
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| 219 |
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- Can add swing/groove for rhythmic parts
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| 220 |
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- Preserves the original musical content
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| 221 |
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| 222 |
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**Pro tip:** Start with intensity 0.7 for balanced results!
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| 223 |
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""")
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| 224 |
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| 225 |
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# Connect the processing function
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| 226 |
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process_btn.click(
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| 227 |
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fn=process_files,
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| 228 |
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inputs=[file_input, intensity, style, add_swing],
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| 229 |
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outputs=[file_output, audio_output, status]
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| 230 |
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)
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| 231 |
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| 232 |
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gr.Markdown("""
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| 233 |
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---
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| 234 |
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*Built with β€οΈ using Gradio and PrettyMIDI. Works best with MIDI files from AI music generators.*
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| 235 |
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""")
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| 236 |
+
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| 237 |
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if __name__ == "__main__":
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| 238 |
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demo.launch(debug=True)
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