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Drum hit timestamp finder

Strategy

infers whether the hit or not at the middle of window. input: pcm window, hits on a left side of half of window. output: hit or not at the middle of window

Generate train dataset

Audio samples

Downloads free drum instrument sample audio files. Thank you internet!

Preprocessing audio samples

Audio samples would need trim their front and back silent parts.

Trims by 'pcm value > threshold' and give constant little padding on front.

Generate random dataset

generates audio file by randomly select below criteria.

  • bpm
    • constant bpm
    • dynamic bpm
      • 1~2 changes
  • beat length
  • kick: 0~2
  • cymbals: 0~4
  • snares: 0~3
  • beat type
    • presets
      • manually made
    • fully random
      • put enough padding between hits for realistic

dataset should contains the timings of hit together for training.

Model architecture

  • Window size: x samples ('sample' in audio pcm file, like 'sample rate')
  • Sample type: f32
  • Input: x samples and front-half hit information

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