Smooth the Diopser spectrum analyzer
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1bec387216
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420c3099f5
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@ -331,6 +331,10 @@ impl Plugin for Diopser {
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self.sample_rate
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self.sample_rate
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.store(buffer_config.sample_rate, Ordering::Relaxed);
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.store(buffer_config.sample_rate, Ordering::Relaxed);
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// The spectrum is smoothed so it decays gradually
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self.spectrum_input
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.update_sample_rate(buffer_config.sample_rate);
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true
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true
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}
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}
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@ -26,6 +26,10 @@ pub const SPECTRUM_WINDOW_SIZE: usize = 2048;
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// Don't need that much precision here
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// Don't need that much precision here
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const SPECTRUM_WINDOW_OVERLAP: usize = 2;
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const SPECTRUM_WINDOW_OVERLAP: usize = 2;
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/// The time it takes for the spectrum to go down 12 dB. The upwards step is immediate like in a
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/// peak meter.
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const SMOOTHING_DECAY_MS: f32 = 100.0;
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/// The amplitudes of all frequency bins in a windowed FFT of the input. Also includes the DC offset
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/// The amplitudes of all frequency bins in a windowed FFT of the input. Also includes the DC offset
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/// bin which we don't draw, just to make this a bit less confusing.
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/// bin which we don't draw, just to make this a bit less confusing.
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pub type Spectrum = [f32; SPECTRUM_WINDOW_SIZE / 2 + 1];
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pub type Spectrum = [f32; SPECTRUM_WINDOW_SIZE / 2 + 1];
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@ -39,6 +43,11 @@ pub struct SpectrumInput {
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/// The number of channels we're working on.
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/// The number of channels we're working on.
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num_channels: usize,
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num_channels: usize,
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/// The spectrum behaves like a peak meter. If the new value is higher than the previous one, it
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/// jump up immediately. Otherwise the old value is multiplied by this weight and the new value
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/// by one minus this weight.
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smoothing_decay_weight: f32,
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/// A way to send data to the corresponding [`SpectrumOutput`]. `spectrum_result_buffer` gets
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/// A way to send data to the corresponding [`SpectrumOutput`]. `spectrum_result_buffer` gets
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/// copied into this buffer every time a new spectrum is available.
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/// copied into this buffer every time a new spectrum is available.
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triple_buffer_input: triple_buffer::Input<Spectrum>,
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triple_buffer_input: triple_buffer::Input<Spectrum>,
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@ -64,6 +73,9 @@ impl SpectrumInput {
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stft: util::StftHelper::new(num_channels, SPECTRUM_WINDOW_SIZE, 0),
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stft: util::StftHelper::new(num_channels, SPECTRUM_WINDOW_SIZE, 0),
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num_channels,
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num_channels,
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// This is set in `initialize()` based on the sample rate
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smoothing_decay_weight: 0.0,
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triple_buffer_input,
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triple_buffer_input,
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spectrum_result_buffer: [0.0; SPECTRUM_WINDOW_SIZE / 2 + 1],
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spectrum_result_buffer: [0.0; SPECTRUM_WINDOW_SIZE / 2 + 1],
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@ -79,12 +91,25 @@ impl SpectrumInput {
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(input, triple_buffer_output)
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(input, triple_buffer_output)
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}
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}
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/// Update the smoothing using the specified sample rate. Called in `initialize()`.
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pub fn update_sample_rate(&mut self, sample_rate: f32) {
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// We'll express the dacay rate in the time it takes for the moving average to drop by 12 dB
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// NOTE: The effective sample rate accounts for the STFT interval, **and** for the number of
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// channels. We'll average both channels to mono-ish.
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let effective_sample_rate = sample_rate / SPECTRUM_WINDOW_SIZE as f32
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* SPECTRUM_WINDOW_OVERLAP as f32
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* self.num_channels as f32;
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let decay_samples = (SMOOTHING_DECAY_MS / 1000.0 * effective_sample_rate) as f64;
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self.smoothing_decay_weight = 0.25f64.powf(decay_samples.recip()) as f32
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}
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/// Compute the spectrum for a buffer and send it to the corresponding output pair.
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/// Compute the spectrum for a buffer and send it to the corresponding output pair.
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pub fn compute(&mut self, buffer: &Buffer) {
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pub fn compute(&mut self, buffer: &Buffer) {
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self.stft.process_analyze_only(
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self.stft.process_analyze_only(
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buffer,
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buffer,
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SPECTRUM_WINDOW_OVERLAP,
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SPECTRUM_WINDOW_OVERLAP,
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|channel_idx, real_fft_scratch_buffer| {
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|_channel_idx, real_fft_scratch_buffer| {
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multiply_with_window(real_fft_scratch_buffer, &self.compensated_window_function);
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multiply_with_window(real_fft_scratch_buffer, &self.compensated_window_function);
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self.plan
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self.plan
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@ -96,33 +121,22 @@ impl SpectrumInput {
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)
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)
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.unwrap();
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.unwrap();
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// To be able to reuse `real_fft_scratch_buffer` this function is called per
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// We'll use peak meter-like behavior for the spectrum analyzer to make things
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// channel, so we need to use the channel index to do any pre- or post-processing.
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// easier to dial in. Values that are higher than the old value snap to the new
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// Gain compensation has already been baked into the window function.
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// value immediately, lower values decay gradually. This also results in quasi-mono
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// TODO: This obviously needs a low-pass/moving average
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// summing since this same callback will be called for both channels. Gain
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if channel_idx == 0 {
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// compensation has already been baked into the window function.
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for (bin, spectrum_result) in self
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for (bin, spectrum_result) in self
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.complex_fft_buffer
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.complex_fft_buffer
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.iter()
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.iter()
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.zip(&mut self.spectrum_result_buffer)
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.zip(&mut self.spectrum_result_buffer)
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{
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{
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*spectrum_result = bin.norm();
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let magnetude = bin.norm();
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}
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if magnetude > *spectrum_result {
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*spectrum_result = magnetude;
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} else {
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} else {
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for (bin, spectrum_result) in self
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*spectrum_result = (*spectrum_result * self.smoothing_decay_weight)
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.complex_fft_buffer
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+ (magnetude * (1.0 - self.smoothing_decay_weight));
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.iter()
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.skip(1)
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.zip(&mut self.spectrum_result_buffer)
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{
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*spectrum_result += bin.norm();
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}
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}
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let num_channels_recip = (self.num_channels as f32).recip();
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if channel_idx == self.num_channels - 1 {
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for bin in &mut self.spectrum_result_buffer {
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*bin *= num_channels_recip;
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}
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}
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}
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}
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