From bb63ce144acc598f9cf9c61e4ea36a649adfc79a Mon Sep 17 00:00:00 2001 From: yamadapc Date: Wed, 20 Apr 2022 08:53:39 +1000 Subject: [PATCH 1/5] Start to draft pitch-detection --- .../audio/audio-processor-analysis/src/lib.rs | 3 + .../src/pitch_detection/mod.rs | 183 ++++++++++++++++++ .../mod.rs--MaxValueEstimator.png | Bin 0 -> 33119 bytes 3 files changed, 186 insertions(+) create mode 100644 crates/augmented/audio/audio-processor-analysis/src/pitch_detection/mod.rs create mode 100644 crates/augmented/audio/audio-processor-analysis/src/pitch_detection/mod.rs--MaxValueEstimator.png diff --git a/crates/augmented/audio/audio-processor-analysis/src/lib.rs b/crates/augmented/audio/audio-processor-analysis/src/lib.rs index 2b2b58844f5..93efbb49ec0 100644 --- a/crates/augmented/audio/audio-processor-analysis/src/lib.rs +++ b/crates/augmented/audio/audio-processor-analysis/src/lib.rs @@ -41,3 +41,6 @@ pub mod transient_detection; /// Many window functions pub mod window_functions; + +/// Pitch-detection +pub mod pitch_detection; diff --git a/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/mod.rs b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/mod.rs new file mode 100644 index 00000000000..3140a3124da --- /dev/null +++ b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/mod.rs @@ -0,0 +1,183 @@ +//! This module implements multiple pitch-detection strategies. +//! +//! References: +//! +//! * YIN, a fundamental frequency estimator for speech and music, Alain de Cheveigne and Hideki Kawahara +//! * Probabilistic Modelling of Note Events in the Transcription of Monophonic Melodies, Matti Ryynanen +//! * HMM Decoding: Viterbi Algorithm, Shallow Processing Techniques for NLP Ling570 +//! * Parabolic Interpolation, http://fourier.eng.hmc.edu/ + +use std::cmp::Ordering; + +use audio_processor_traits::{AudioProcessorSettings, SimpleAudioProcessor}; + +use crate::fft_processor::FftProcessor; + +/// Given a bin, estimate its frequency +fn estimate_frequency_from_location(sample_rate: f32, location: usize, bin_count: usize) -> f32 { + let ratio: f32 = location as f32 / bin_count as f32; + sample_rate * ratio +} + +enum EstimationStrategy { + MaxValue, +} + +/// Implements pitch-detection by finding the maximum bin in a FFT buffer. +/// +/// This is not accurate and susceptible to jumping around harmonics. +fn max_value_estimate_frequency( + sample_rate: f32, + fft_real_buffer: impl ExactSizeIterator, +) -> Option { + let bin_count = fft_real_buffer.len(); + let max_bin = maximum_index(fft_real_buffer)?; + + Some(estimate_frequency_from_location( + sample_rate, + max_bin, + bin_count, + )) +} + +fn maximum_index(iterator: impl ExactSizeIterator) -> Option { + iterator + .enumerate() + .max_by(|(_, f1): &(usize, f32), (_, f2): &(usize, f32)| { + f1.abs().partial_cmp(&f2.abs()).unwrap_or(Ordering::Equal) + }) + .map(|(i, _f)| i) +} + +/// Real-time pitch-detection processor. Pitch will be detected with latency from the FFT size. +/// +/// Multiple pitch-detection strategies are implemented defaults to the best strategy. +pub struct PitchDetectorProcessor { + fft: FftProcessor, + strategy: EstimationStrategy, + sample_rate: f32, + estimate: f32, +} + +impl Default for PitchDetectorProcessor { + fn default() -> Self { + PitchDetectorProcessor { + fft: FftProcessor::default(), + strategy: EstimationStrategy::MaxValue, + sample_rate: 0.0, + estimate: 0.0, + } + } +} + +impl PitchDetectorProcessor { + fn on_fft(&mut self) { + let fft_buffer = self.fft.buffer(); + // log::info!("{:?}", fft_buffer); + let fft_real_buffer = fft_buffer.iter().map(|f| f.re).take(fft_buffer.len() / 2); + let estimate = match self.strategy { + EstimationStrategy::MaxValue => { + max_value_estimate_frequency(self.sample_rate, fft_real_buffer) + } + }; + if let Some(estimate) = estimate { + self.estimate = estimate; + } + } +} + +impl SimpleAudioProcessor for PitchDetectorProcessor { + type SampleType = f32; + + fn s_prepare(&mut self, settings: AudioProcessorSettings) { + self.fft.s_prepare(settings); + self.sample_rate = settings.sample_rate(); + } + + fn s_process(&mut self, sample: Self::SampleType) -> Self::SampleType { + self.fft.s_process(sample); + if self.fft.has_changed() { + self.on_fft(); + } + sample + } +} + +#[cfg(test)] +mod test { + use audio_processor_testing_helpers::charts::draw_vec_chart; + use audio_processor_testing_helpers::{assert_f_eq, relative_path}; + + use crate::pitch_detection::{ + max_value_estimate_frequency, maximum_index, PitchDetectorProcessor, + }; + use audio_processor_file::AudioFileProcessor; + use audio_processor_traits::{ + AudioBuffer, AudioProcessorSettings, OwnedAudioBuffer, SimpleAudioProcessor, VecAudioBuffer, + }; + + #[test] + fn test_max_estimator() { + wisual_logger::init_from_env(); + let input_file_path = relative_path!("../../../confirmation.mp3"); + // let input_file_path = relative_path!("../../../../input-files/C3-loop.mp3"); + + let settings = AudioProcessorSettings::default(); + let mut input = AudioFileProcessor::from_path( + audio_garbage_collector::handle(), + settings, + &input_file_path, + ) + .unwrap(); + input.prepare(settings); + + let mut pitch_detector = PitchDetectorProcessor::default(); + pitch_detector.s_prepare(settings); + + let mut results = vec![]; + let mut buffer = VecAudioBuffer::new(); + buffer.resize(1, settings.block_size(), 0.0); + let num_chunks = (input.num_samples() / 8) / settings.block_size(); + // results.push(0.0); + for _chunk in 0..num_chunks { + for sample in buffer.slice_mut() { + *sample = 0.0; + } + + input.process(&mut buffer); + for frame in buffer.frames_mut() { + let sample = frame[0]; + pitch_detector.s_process(sample); + results.push(pitch_detector.estimate); + } + } + // results.push(0.0); + + let results: Vec = results.iter().skip(10000).cloned().collect(); + let output_path = relative_path!("src/pitch_detection/mod.rs"); + draw_vec_chart(&output_path, "MaxValueEstimator", results); + } + + #[test] + fn test_maximum_estimate_location() { + let iterator: Vec = vec![10.0, 30.0, 20.0, 5.0]; + let freq = max_value_estimate_frequency(1000.0, iterator.iter().cloned()).unwrap(); + // Maximum bin 1, sample rate is 1000Hz, num bins is 4 + // Estimated freq should be 250Hz + assert_f_eq!(freq, 250.0); + } + + #[test] + fn test_maximum_index_when_exists() { + let iterator: Vec = vec![10.0, 30.0, 20.0, 5.0]; + let index = maximum_index(iterator.iter().cloned()).unwrap(); + assert_eq!(index, 1); + } + + #[test] + fn test_maximum_index_when_does_not_exist() { + let iterator: Vec = vec![]; + let index = maximum_index(iterator.iter().cloned()); + assert_eq!(index, None); + } +} diff --git a/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/mod.rs--MaxValueEstimator.png 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+++++++----------- .../mod.rs--MaxValueEstimator.png | Bin 33119 -> 15750 bytes .../mod.rs--QuadraticEstimator.png | Bin 0 -> 16255 bytes .../pitch_detection/quadratic_estimator.rs | 31 ++++++ .../src/pitch_detection/utils.rs | 35 ++++++ .../yin_estimator/auto_correlation.rs | 1 + .../src/pitch_detection/yin_estimator/mod.rs | 23 ++++ 9 files changed, 163 insertions(+), 66 deletions(-) create mode 100644 crates/augmented/audio/audio-processor-analysis/src/pitch_detection/max_value_estimator.rs create mode 100644 crates/augmented/audio/audio-processor-analysis/src/pitch_detection/mod.rs--QuadraticEstimator.png create mode 100644 crates/augmented/audio/audio-processor-analysis/src/pitch_detection/quadratic_estimator.rs create mode 100644 crates/augmented/audio/audio-processor-analysis/src/pitch_detection/utils.rs create mode 100644 crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/auto_correlation.rs create mode 100644 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accurate and susceptible to jumping around harmonics. +pub fn estimate_frequency( + sample_rate: f32, + fft_real_buffer: impl ExactSizeIterator, +) -> Option { + let bin_count = fft_real_buffer.len(); + let max_bin = utils::maximum_index(fft_real_buffer)?; + + Some(utils::frequency_from_location( + sample_rate, + max_bin as f32, + bin_count, + )) +} + +#[cfg(test)] +mod test { + use audio_processor_testing_helpers::assert_f_eq; + + use super::*; + + #[test] + fn test_maximum_estimate_location() { + let iterator: Vec = vec![10.0, 30.0, 20.0, 5.0]; + let freq = estimate_frequency(1000.0, iterator.iter().cloned()).unwrap(); + // Maximum bin 1, sample rate is 1000Hz, num bins is 4 + // Estimated freq should be 250Hz + assert_f_eq!(freq, 250.0); + } +} diff --git a/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/mod.rs b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/mod.rs index 3140a3124da..c66be40b25f 100644 --- a/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/mod.rs +++ b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/mod.rs @@ -7,46 +7,19 @@ //! * HMM Decoding: Viterbi Algorithm, Shallow Processing Techniques for NLP Ling570 //! * Parabolic Interpolation, http://fourier.eng.hmc.edu/ -use std::cmp::Ordering; - use audio_processor_traits::{AudioProcessorSettings, SimpleAudioProcessor}; use crate::fft_processor::FftProcessor; -/// Given a bin, estimate its frequency -fn estimate_frequency_from_location(sample_rate: f32, location: usize, bin_count: usize) -> f32 { - let ratio: f32 = location as f32 / bin_count as f32; - sample_rate * ratio -} +mod max_value_estimator; +mod quadratic_estimator; +mod utils; +mod yin_estimator; enum EstimationStrategy { MaxValue, -} - -/// Implements pitch-detection by finding the maximum bin in a FFT buffer. -/// -/// This is not accurate and susceptible to jumping around harmonics. -fn max_value_estimate_frequency( - sample_rate: f32, - fft_real_buffer: impl ExactSizeIterator, -) -> Option { - let bin_count = fft_real_buffer.len(); - let max_bin = maximum_index(fft_real_buffer)?; - - Some(estimate_frequency_from_location( - sample_rate, - max_bin, - bin_count, - )) -} - -fn maximum_index(iterator: impl ExactSizeIterator) -> Option { - iterator - .enumerate() - .max_by(|(_, f1): &(usize, f32), (_, f2): &(usize, f32)| { - f1.abs().partial_cmp(&f2.abs()).unwrap_or(Ordering::Equal) - }) - .map(|(i, _f)| i) + Quadratic, + YIN, } /// Real-time pitch-detection processor. Pitch will be detected with latency from the FFT size. @@ -59,6 +32,14 @@ pub struct PitchDetectorProcessor { estimate: f32, } +impl From for PitchDetectorProcessor { + fn from(strategy: EstimationStrategy) -> Self { + let mut processor = Self::default(); + processor.strategy = strategy; + processor + } +} + impl Default for PitchDetectorProcessor { fn default() -> Self { PitchDetectorProcessor { @@ -73,12 +54,15 @@ impl Default for PitchDetectorProcessor { impl PitchDetectorProcessor { fn on_fft(&mut self) { let fft_buffer = self.fft.buffer(); - // log::info!("{:?}", fft_buffer); let fft_real_buffer = fft_buffer.iter().map(|f| f.re).take(fft_buffer.len() / 2); let estimate = match self.strategy { EstimationStrategy::MaxValue => { - max_value_estimate_frequency(self.sample_rate, fft_real_buffer) + max_value_estimator::estimate_frequency(self.sample_rate, fft_real_buffer) } + EstimationStrategy::Quadratic => { + quadratic_estimator::estimate_frequency(self.sample_rate, &fft_buffer) + } + EstimationStrategy::YIN => todo!(), }; if let Some(estimate) = estimate { self.estimate = estimate; @@ -106,21 +90,32 @@ impl SimpleAudioProcessor for PitchDetectorProcessor { #[cfg(test)] mod test { use audio_processor_testing_helpers::charts::draw_vec_chart; - use audio_processor_testing_helpers::{assert_f_eq, relative_path}; + use audio_processor_testing_helpers::relative_path; - use crate::pitch_detection::{ - max_value_estimate_frequency, maximum_index, PitchDetectorProcessor, - }; use audio_processor_file::AudioFileProcessor; use audio_processor_traits::{ AudioBuffer, AudioProcessorSettings, OwnedAudioBuffer, SimpleAudioProcessor, VecAudioBuffer, }; + use crate::pitch_detection::{EstimationStrategy, PitchDetectorProcessor}; + #[test] fn test_max_estimator() { + let strategy = EstimationStrategy::MaxValue; + let strategy_name = "MaxValueEstimator"; + draw_estimation_strategy(strategy, strategy_name); + } + + #[test] + fn test_quadratic_estimator() { + let strategy = EstimationStrategy::Quadratic; + let strategy_name = "QuadraticEstimator"; + draw_estimation_strategy(strategy, strategy_name); + } + + fn draw_estimation_strategy(strategy: EstimationStrategy, strategy_name: &str) { wisual_logger::init_from_env(); - let input_file_path = relative_path!("../../../confirmation.mp3"); - // let input_file_path = relative_path!("../../../../input-files/C3-loop.mp3"); + let input_file_path = relative_path!("../../../../input-files/C3-loop.mp3"); let settings = AudioProcessorSettings::default(); let mut input = AudioFileProcessor::from_path( @@ -131,7 +126,7 @@ mod test { .unwrap(); input.prepare(settings); - let mut pitch_detector = PitchDetectorProcessor::default(); + let mut pitch_detector = PitchDetectorProcessor::from(strategy); pitch_detector.s_prepare(settings); let mut results = vec![]; @@ -155,29 +150,6 @@ mod test { let results: Vec = results.iter().skip(10000).cloned().collect(); let output_path = relative_path!("src/pitch_detection/mod.rs"); - draw_vec_chart(&output_path, "MaxValueEstimator", results); - } - - #[test] - fn test_maximum_estimate_location() { - let iterator: Vec = vec![10.0, 30.0, 20.0, 5.0]; - let freq = max_value_estimate_frequency(1000.0, iterator.iter().cloned()).unwrap(); - // Maximum bin 1, sample rate is 1000Hz, num bins is 4 - // Estimated freq should be 250Hz - assert_f_eq!(freq, 250.0); - } - - #[test] - fn test_maximum_index_when_exists() { - let iterator: Vec = vec![10.0, 30.0, 20.0, 5.0]; - let index = maximum_index(iterator.iter().cloned()).unwrap(); - assert_eq!(index, 1); - } - - #[test] - fn test_maximum_index_when_does_not_exist() { - let iterator: Vec = vec![]; - let index = maximum_index(iterator.iter().cloned()); - assert_eq!(index, None); + draw_vec_chart(&output_path, strategy_name, results); } } diff --git a/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/mod.rs--MaxValueEstimator.png 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rustfft::num_complex::Complex; + +/// Similar to `max_value_estimator`, this is also not accurate, but better. +/// +/// Estimates the frequency by finding the maximum FFT bin, then performing quadratic interpolation +/// by fitting a second-order polynomial with the 3 points around the maximum bin. +pub fn estimate_frequency(sample_rate: f32, fft_buffer: &[Complex]) -> Option { + let bin_count = fft_buffer.len() / 2; + let max_bin = utils::maximum_index(fft_buffer.iter().map(|r| r.re).take(bin_count))?; + + let y2 = fft_buffer[max_bin].re; + let y1 = if max_bin == 0 { + y2 + } else { + fft_buffer[max_bin - 1].re + }; + let y3 = if max_bin == bin_count - 1 { + y2 + } else { + fft_buffer[max_bin + 1].re + }; + let delta = (y3 - y1) / (2.0 * (2.0 * y2 - y1 - y3)); + let location = max_bin as f32 + delta; + + Some(utils::frequency_from_location( + sample_rate, + location, + bin_count, + )) +} diff --git a/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/utils.rs b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/utils.rs new file mode 100644 index 00000000000..d8fdf1665ee --- /dev/null +++ b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/utils.rs @@ -0,0 +1,35 @@ +use std::cmp::Ordering; + +/// Given a bin, estimate its frequency +pub fn frequency_from_location(sample_rate: f32, location: f32, bin_count: usize) -> f32 { + let ratio: f32 = location / bin_count as f32; + sample_rate * ratio +} + +pub fn maximum_index(iterator: impl ExactSizeIterator) -> Option { + iterator + .enumerate() + .max_by(|(_, f1): &(usize, f32), (_, f2): &(usize, f32)| { + f1.abs().partial_cmp(&f2.abs()).unwrap_or(Ordering::Equal) + }) + .map(|(i, _f)| i) +} + +#[cfg(test)] +mod test { + use super::*; + + #[test] + fn test_maximum_index_when_exists() { + let iterator: Vec = vec![10.0, 30.0, 20.0, 5.0]; + let index = maximum_index(iterator.iter().cloned()).unwrap(); + assert_eq!(index, 1); + } + + #[test] + fn test_maximum_index_when_does_not_exist() { + let iterator: Vec = vec![]; + let index = maximum_index(iterator.iter().cloned()); + assert_eq!(index, None); + } +} diff --git a/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/auto_correlation.rs b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/auto_correlation.rs new file mode 100644 index 00000000000..284f92ba19a --- /dev/null +++ b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/auto_correlation.rs @@ -0,0 +1 @@ +pub fn auto_correlation(signal: &[f32]) {} diff --git a/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/mod.rs b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/mod.rs new file mode 100644 index 00000000000..1f7b8545cf0 --- /dev/null +++ b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/mod.rs @@ -0,0 +1,23 @@ +mod auto_correlation; + +use rustfft::num_complex::Complex; + +/// Implements YIN estimation +/// +/// This implements what is described in "YIN, a fundamental frequency estimator for speech and music", +/// published by Alain de Cheveigne and Hideki Kawahara. +pub struct YINEstimator {} + +impl YINEstimator { + pub fn new() -> Self { + Self {} + } + + pub fn estimate_frequency( + &mut self, + sample_rate: f32, + fft_buffer: &[Complex], + ) -> Option { + None + } +} From 0d48df469d15409cd560bbcfac4c5fa5c84fdb59 Mon Sep 17 00:00:00 2001 From: yamadapc Date: Wed, 3 Aug 2022 08:30:44 +1000 Subject: [PATCH 3/5] Start to work on ACF and YIN --- Cargo.lock | 210 +- .../audio/audio-processor-analysis/Cargo.toml | 4 + ...tection-auto-correlation--input-signal.png | Bin 0 -> 29936 bytes ...ection-auto-correlation--output-signal.png | Bin 0 -> 46409 bytes ...n-auto-correlation-piano--input-signal.png | Bin 0 -> 23994 bytes ...-auto-correlation-piano--output-signal.png | Bin 0 -> 25672 bytes ...pitch-detection-auto-correlation-piano.svg | 194296 +++++++++++++++ .../yin_estimator/auto_correlation.rs | 141 +- .../audio-processor-iced-storybook/Cargo.toml | 2 +- input-files/piano-a440.mp3 | 3 + input-files/piano-a440.wav | 3 + 11 files changed, 194570 insertions(+), 89 deletions(-) create mode 100644 crates/augmented/audio/audio-processor-analysis/pitch-detection-auto-correlation--input-signal.png create mode 100644 crates/augmented/audio/audio-processor-analysis/pitch-detection-auto-correlation--output-signal.png create mode 100644 crates/augmented/audio/audio-processor-analysis/pitch-detection-auto-correlation-piano--input-signal.png create mode 100644 crates/augmented/audio/audio-processor-analysis/pitch-detection-auto-correlation-piano--output-signal.png create mode 100644 crates/augmented/audio/audio-processor-analysis/pitch-detection-auto-correlation-piano.svg create mode 100644 input-files/piano-a440.mp3 create mode 100644 input-files/piano-a440.wav diff --git a/Cargo.lock b/Cargo.lock index 719e97523d9..f8441ad4407 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -390,12 +390,15 @@ dependencies = [ "audio-processor-file", "audio-processor-testing-helpers", "audio-processor-traits", + "augmented_oscillator", "clap 2.34.0", - "image 0.23.14", + "image 0.24.3", "log", "nannou", "piet", "piet-common", + "plotters", + "plotters-svg", "rustfft", "wisual-logger", ] @@ -524,7 +527,7 @@ dependencies = [ "cpal", "itertools 0.10.3", "log", - "mockall 0.11.1", + "mockall", "ringbuf", "thiserror", "vst", @@ -711,7 +714,7 @@ dependencies = [ "async-trait", "itertools 0.10.3", "log", - "mockall 0.10.2", + "mockall", "mockall_double", "reqwest", "serde", @@ -780,7 +783,7 @@ dependencies = [ "crates_io_api", "daggy 0.8.0", "log", - "mockall 0.10.2", + "mockall", "plist", "semver 1.0.12", "serde", @@ -945,6 +948,12 @@ version = "0.6.3" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "349f9b6a179ed607305526ca489b34ad0a41aed5f7980fa90eb03160b69598fb" +[[package]] +name = "bit_field" +version = "0.10.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "dcb6dd1c2376d2e096796e234a70e17e94cc2d5d54ff8ce42b28cef1d0d359a4" + [[package]] name = "bitflags" version = "1.3.2" @@ -1520,17 +1529,14 @@ dependencies = [ [[package]] name = "concread" -version = "0.2.21" +version = "0.3.7" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "dcc9816f5ac93ebd51c37f7f9a6bf2b40dfcd42978ad2aea5d542016e9244cf6" +checksum = "91896ebca83fd5ac051ee12ab048a4bcfd8c887397127c8f883b77b05288e935" dependencies = [ "ahash", "crossbeam", "crossbeam-epoch 0.9.9", - "crossbeam-utils 0.8.10", "lru", - "parking_lot 0.11.2", - "rand 0.8.5", "smallvec", "tokio", ] @@ -2125,12 +2131,6 @@ dependencies = [ "syn", ] -[[package]] -name = "difference" -version = "2.0.0" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "524cbf6897b527295dff137cec09ecf3a05f4fddffd7dfcd1585403449e74198" - [[package]] name = "difflib" version = "0.4.0" @@ -2236,12 +2236,6 @@ dependencies = [ "web-sys", ] -[[package]] -name = "downcast" -version = "0.10.0" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "4bb454f0228b18c7f4c3b0ebbee346ed9c52e7443b0999cd543ff3571205701d" - [[package]] name = "downcast" version = "0.11.0" @@ -2371,6 +2365,22 @@ dependencies = [ "pkg-config", ] +[[package]] +name = "exr" +version = "1.4.2" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "14cc0e06fb5f67e5d6beadf3a382fec9baca1aa751c6d5368fdeee7e5932c215" +dependencies = [ + "bit_field", + "deflate 1.0.0", + "flume", + "half", + "inflate", + "lebe", + "smallvec", + "threadpool", +] + [[package]] name = "faccess" version = "0.2.4" @@ -2431,6 +2441,16 @@ version = "0.4.2" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "0ce7134b9999ecaf8bcd65542e436736ef32ddca1b3e06094cb6ec5755203b80" +[[package]] +name = "flate2" +version = "1.0.24" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "f82b0f4c27ad9f8bfd1f3208d882da2b09c301bc1c828fd3a00d0216d2fbbff6" +dependencies = [ + "crc32fast", + "miniz_oxide 0.5.3", +] + [[package]] name = "flexbuffers" version = "2.0.0" @@ -2444,15 +2464,6 @@ dependencies = [ "serde_derive", ] -[[package]] -name = "float-cmp" -version = "0.8.0" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "e1267f4ac4f343772758f7b1bdcbe767c218bbab93bb432acbf5162bbf85a6c4" -dependencies = [ - "num-traits 0.2.15", -] - [[package]] name = "float-cmp" version = "0.9.0" @@ -2477,6 +2488,19 @@ dependencies = [ "num-traits 0.2.15", ] +[[package]] +name = "flume" +version = "0.10.14" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "1657b4441c3403d9f7b3409e47575237dac27b1b5726df654a6ecbf92f0f7577" +dependencies = [ + "futures-core", + "futures-sink", + "nanorand", + "pin-project", + "spin", +] + [[package]] name = "flutter_rust_bridge" version = "1.37.1" @@ -2879,8 +2903,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "4eb1a864a501629691edf6c15a593b7a51eebaa1e8468e9ddc623de7c9b58ec6" dependencies = [ "cfg-if 1.0.0", + "js-sys", "libc", "wasi 0.11.0+wasi-snapshot-preview1", + "wasm-bindgen", ] [[package]] @@ -3699,23 +3725,26 @@ dependencies = [ "num-traits 0.2.15", "png 0.16.8", "scoped_threadpool", - "tiff", + "tiff 0.6.1", ] [[package]] name = "image" -version = "0.24.2" +version = "0.24.3" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "28edd9d7bc256be2502e325ac0628bde30b7001b9b52e0abe31a1a9dc2701212" +checksum = "7e30ca2ecf7666107ff827a8e481de6a132a9b687ed3bb20bb1c144a36c00964" dependencies = [ "bytemuck", "byteorder 1.4.3", "color_quant", + "exr", + "gif", "jpeg-decoder 0.2.6", - "num-iter", "num-rational 0.4.1", "num-traits 0.2.15", "png 0.17.5", + "scoped_threadpool", + "tiff 0.7.3", ] [[package]] @@ -3728,6 +3757,15 @@ dependencies = [ "hashbrown 0.12.1", ] +[[package]] +name = "inflate" +version = "0.4.5" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "1cdb29978cc5797bd8dcc8e5bf7de604891df2a8dc576973d71a281e916db2ff" +dependencies = [ + "adler32", +] + [[package]] name = "inotify" version = "0.7.1" @@ -3875,6 +3913,9 @@ name = "jpeg-decoder" version = "0.2.6" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "9478aa10f73e7528198d75109c8be5cd7d15fb530238040148d5f9a22d4c5b3b" +dependencies = [ + "rayon", +] [[package]] name = "js-sys" @@ -3954,6 +3995,12 @@ version = "1.3.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "830d08ce1d1d941e6b30645f1a0eb5643013d835ce3779a5fc208261dbe10f55" +[[package]] +name = "lebe" +version = "0.5.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "7efd1d698db0759e6ef11a7cd44407407399a910c774dd804c64c032da7826ff" + [[package]] name = "libc" version = "0.2.126" @@ -4125,7 +4172,7 @@ dependencies = [ "lockfree", "log", "midir", - "mockall 0.11.1", + "mockall", "num 0.4.0", "num-derive", "num-traits 0.2.15", @@ -4539,51 +4586,24 @@ dependencies = [ [[package]] name = "mockall" -version = "0.10.2" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "6ab571328afa78ae322493cacca3efac6a0f2e0a67305b4df31fd439ef129ac0" -dependencies = [ - "cfg-if 1.0.0", - "downcast 0.10.0", - "fragile", - "lazy_static", - "mockall_derive 0.10.2", - "predicates 1.0.8", - "predicates-tree", -] - -[[package]] -name = "mockall" -version = "0.11.1" +version = "0.11.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "5641e476bbaf592a3939a7485fa079f427b4db21407d5ebfd5bba4e07a1f6f4c" +checksum = "e2be9a9090bc1cac2930688fa9478092a64c6a92ddc6ae0692d46b37d9cab709" dependencies = [ "cfg-if 1.0.0", - "downcast 0.11.0", + "downcast", "fragile", "lazy_static", - "mockall_derive 0.11.1", - "predicates 2.1.1", + "mockall_derive", + "predicates", "predicates-tree", ] [[package]] name = "mockall_derive" -version = "0.10.2" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "e7e25b214433f669161f414959594216d8e6ba83b6679d3db96899c0b4639033" -dependencies = [ - "cfg-if 1.0.0", - "proc-macro2 1.0.40", - "quote 1.0.20", - "syn", -] - -[[package]] -name = "mockall_derive" -version = "0.11.1" +version = "0.11.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "262d56735932ee0240d515656e5a7667af3af2a5b0af4da558c4cff2b2aeb0c7" +checksum = "86d702a0530a0141cf4ed147cf5ec7be6f2c187d4e37fcbefc39cf34116bfe8f" dependencies = [ "cfg-if 1.0.0", "proc-macro2 1.0.40", @@ -4717,6 +4737,15 @@ dependencies = [ "wgpu", ] +[[package]] +name = "nanorand" +version = "0.7.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "6a51313c5820b0b02bd422f4b44776fbf47961755c74ce64afc73bfad10226c3" +dependencies = [ + "getrandom 0.2.7", +] + [[package]] name = "native-tls" version = "0.2.10" @@ -5778,7 +5807,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "0c4a1f21490a6cf4a84c272ad20bd7844ed99a3178187a4c5ab7f2051295beef" dependencies = [ "gif", - "image 0.24.2", + "image 0.24.3", "plotters-backend", ] @@ -5797,7 +5826,7 @@ version = "0.1.0" dependencies = [ "actix", "clap 2.34.0", - "mockall 0.11.1", + "mockall", "plugin-host-lib", "wisual-logger", ] @@ -5876,7 +5905,7 @@ dependencies = [ "log", "md5", "midir", - "mockall 0.11.1", + "mockall", "notify", "num-traits 0.2.15", "rayon", @@ -5925,19 +5954,6 @@ version = "0.2.16" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "eb9f9e6e233e5c4a35559a617bf40a4ec447db2e84c20b55a6f83167b7e57872" -[[package]] -name = "predicates" -version = "1.0.8" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "f49cfaf7fdaa3bfacc6fa3e7054e65148878354a5cfddcf661df4c851f8021df" -dependencies = [ - "difference", - "float-cmp 0.8.0", - "normalize-line-endings", - "predicates-core", - "regex", -] - [[package]] name = "predicates" version = "2.1.1" @@ -5945,7 +5961,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "a5aab5be6e4732b473071984b3164dbbfb7a3674d30ea5ff44410b6bcd960c3c" dependencies = [ "difflib", - "float-cmp 0.9.0", + "float-cmp", "itertools 0.10.3", "normalize-line-endings", "predicates-core", @@ -6912,6 +6928,15 @@ dependencies = [ "winapi 0.3.9", ] +[[package]] +name = "spin" +version = "0.9.4" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "7f6002a767bff9e83f8eeecf883ecb8011875a21ae8da43bffb817a57e78cc09" +dependencies = [ + "lock_api", +] + [[package]] name = "spirv" version = "0.2.0+1.5.4" @@ -7305,7 +7330,7 @@ dependencies = [ "glib 0.15.12", "glib-sys 0.15.10", "gtk", - "image 0.24.2", + "image 0.24.3", "instant", "jni", "lazy_static", @@ -7465,6 +7490,17 @@ dependencies = [ "weezl", ] +[[package]] +name = "tiff" +version = "0.7.3" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "7259662e32d1e219321eb309d5f9d898b779769d81b76e762c07c8e5d38fcb65" +dependencies = [ + "flate2", + "jpeg-decoder 0.2.6", + "weezl", +] + [[package]] name = "time" version = "0.1.44" diff --git a/crates/augmented/audio/audio-processor-analysis/Cargo.toml b/crates/augmented/audio/audio-processor-analysis/Cargo.toml index 10c746be3c6..4197955999a 100644 --- a/crates/augmented/audio/audio-processor-analysis/Cargo.toml +++ b/crates/augmented/audio/audio-processor-analysis/Cargo.toml @@ -29,6 +29,10 @@ image = "0.24.3" clap = "2.34.0" piet = "0.5.0" piet-common = { version = "0.5.0", features = ["png"] } +augmented_oscillator = { version = "1.0.0-alpha.6", path = "../oscillator" } + +plotters = "0.3.1" +plotters-svg = "0.3.1" [package.metadata.augmented] private = false diff --git 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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + +Surface + + + diff --git a/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/auto_correlation.rs b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/auto_correlation.rs index 284f92ba19a..f4c30d9b166 100644 --- a/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/auto_correlation.rs +++ b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/auto_correlation.rs @@ -1 +1,140 @@ -pub fn auto_correlation(signal: &[f32]) {} +pub fn auto_correlation(signal: &[f32]) -> Vec> { + // let tau = 5; // lag in samples + let window_size = 15; + + let mut result = vec![]; + + for tau in (0..signal.len()) { + let mut r = vec![]; + + for i in 0..signal.len() { + let mut s = 0.0; + for j in (0..window_size) { + let index = i + j; + let xj = signal.get(index).cloned().unwrap_or(0.0); + let xj_tau = signal.get(index + tau).cloned().unwrap_or(0.0); + s += xj * xj_tau; + } + r.push(s); + } + result.push(r); + } + + result +} + +#[cfg(test)] +mod test { + use std::time::Duration; + + use audio_processor_testing_helpers::charts::{draw_vec_chart, SVGBackend}; + use audio_processor_testing_helpers::{oscillator_buffer, relative_path}; + use nannou::winit::window::CursorIcon::Default; + + use audio_processor_traits::{AudioBuffer, AudioProcessorSettings, VecAudioBuffer}; + + use crate::pitch_detection::yin_estimator::auto_correlation::auto_correlation; + + #[test] + fn test_draw_acf() { + let oscillator = oscillator_buffer( + 44100.0, + 440.0, + Duration::from_millis(20), + augmented_oscillator::generators::sine_generator, + ); + draw_vec_chart( + &*relative_path!("pitch-detection-auto-correlation"), + "input-signal", + oscillator.clone(), + ); + // let output_signal = auto_correlation(&oscillator); + // draw_vec_chart( + // &*relative_path!("pitch-detection-auto-correlation"), + // "output-signal", + // output_signal, + // ); + } + + #[test] + fn test_draw_acf_piano() { + use plotters::prelude::*; + + let audio_input_path = relative_path!("../../../../input-files/piano-a440.wav"); + let mut input_processor = audio_processor_file::AudioFileProcessor::from_path( + audio_garbage_collector::handle(), + AudioProcessorSettings::default(), + &*audio_input_path, + ) + .unwrap(); + input_processor.prepare(AudioProcessorSettings::default()); + let mut input_signal = VecAudioBuffer::empty_with( + 2, + (Duration::from_millis(10).as_secs_f32() * 44100.0) as usize, + 0.0, + ); + input_processor.process(&mut input_signal); + let input_signal: Vec = input_signal.frames().map(|frame| frame[0]).collect(); + let output_path = relative_path!("pitch-detection-auto-correlation-piano.svg"); + let output_signal = auto_correlation(&input_signal); + + let area = SVGBackend::new(&output_path, (800, 800)).into_drawing_area(); + area.fill(&WHITE).unwrap(); + + let x_axis = (-0.5..0.5).step(0.01); + let z_axis = (-0.5..0.5).step(0.01); + + let mut chart = ChartBuilder::on(&area) + .caption(format!("3D Plot Test"), ("sans", 20)) + .build_cartesian_3d(x_axis.clone(), -3.0..3.0, z_axis.clone()) + .unwrap(); + + chart.with_projection(|mut pb| { + pb.yaw = 0.5; + pb.scale = 0.3; + pb.into_matrix() + }); + + chart + .configure_axes() + .light_grid_style(BLACK.mix(0.15)) + .draw() + .unwrap(); + + chart + .draw_series( + SurfaceSeries::xoz( + output_signal + .iter() + .enumerate() + .map(|(i, _)| i as f64) + .collect::>() + .iter() + .cloned(), + input_signal + .iter() + .enumerate() + .map(|(i, _)| i as f64) + .collect::>() + .iter() + .cloned(), + |x, y| output_signal[x as usize][y as usize] as f64, + ) + .style(BLUE.mix(0.2).filled()), + ) + .unwrap() + .label("Surface") + .legend(|(x, y)| { + Rectangle::new([(x + 5, y - 5), (x + 15, y + 5)], BLUE.mix(0.5).filled()) + }); + + chart + .configure_series_labels() + .border_style(&BLACK) + .draw() + .unwrap(); + + // To avoid the IO failure being ignored silently, we manually call the present function + area.present().expect("Unable to write result to file, please make sure 'plotters-doc-data' dir exists under current dir"); + } +} diff --git a/crates/augmented/gui/audio-processor-iced-storybook/Cargo.toml b/crates/augmented/gui/audio-processor-iced-storybook/Cargo.toml index 423ba8ec097..e65c7c2e342 100644 --- a/crates/augmented/gui/audio-processor-iced-storybook/Cargo.toml +++ b/crates/augmented/gui/audio-processor-iced-storybook/Cargo.toml @@ -18,7 +18,7 @@ glow = [ ] [dependencies] -iced = { version = "^0.3.0", path = "../../../vendor/iced" } +iced = { version = "^0.3.0" } log = "^0.4.14" wisual-logger = "^0.1.3" audio-processor-iced-design-system = { path = "../audio-processor-iced-design-system" } \ No newline at end of file diff --git a/input-files/piano-a440.mp3 b/input-files/piano-a440.mp3 new file mode 100644 index 00000000000..f29cc400cd7 --- /dev/null +++ b/input-files/piano-a440.mp3 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f8f5a330073b3a2e19c76d16d95a9e62d317d1a2c56e3f1ca8e561a1c50fb8a9 +size 80640 diff --git a/input-files/piano-a440.wav b/input-files/piano-a440.wav new file mode 100644 index 00000000000..3878b9d5195 --- /dev/null +++ b/input-files/piano-a440.wav @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:663fb88b4ed65b07b19f6e83eefd28af22a105094d89b574e7c4590d17d271b5 +size 768044 From 97464cd1e46a136f1d7323fa792378e8ba9181c6 Mon Sep 17 00:00:00 2001 From: yamadapc Date: Wed, 3 Aug 2022 19:11:25 +1000 Subject: [PATCH 4/5] Update with some python plots --- .idea/DSPFilters_Solution.iml | 4 +- .idea/misc.xml | 1 + .idea/rust-audio-software.iml | 4 +- .idea/rust-audio-software2.iml | 2 +- ...pitch-detection-auto-correlation-piano.svg | 194296 --------------- .../spikes/__init__.py | 40 + .../yin_estimator/auto_correlation.rs | 23 +- 7 files changed, 62 insertions(+), 194308 deletions(-) delete mode 100644 crates/augmented/audio/audio-processor-analysis/pitch-detection-auto-correlation-piano.svg create mode 100644 crates/augmented/audio/audio-processor-analysis/spikes/__init__.py diff --git a/.idea/DSPFilters_Solution.iml b/.idea/DSPFilters_Solution.iml index 6e9131de3bc..a8b47685637 100644 --- a/.idea/DSPFilters_Solution.iml +++ b/.idea/DSPFilters_Solution.iml @@ -2,11 +2,11 @@ - + - + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml index 2d8a8a47784..0977ec1ad29 100644 --- a/.idea/misc.xml +++ b/.idea/misc.xml @@ -7,4 +7,5 @@ + \ No newline at end of file diff --git a/.idea/rust-audio-software.iml b/.idea/rust-audio-software.iml index 6e9131de3bc..a8b47685637 100644 --- a/.idea/rust-audio-software.iml +++ b/.idea/rust-audio-software.iml @@ -2,11 +2,11 @@ - + - + \ No newline at end of file diff --git a/.idea/rust-audio-software2.iml b/.idea/rust-audio-software2.iml index e6216585248..9afe8ec7fbb 100644 --- a/.idea/rust-audio-software2.iml +++ b/.idea/rust-audio-software2.iml @@ -2,7 +2,7 @@ - + \ No newline at end of file diff --git a/crates/augmented/audio/audio-processor-analysis/pitch-detection-auto-correlation-piano.svg b/crates/augmented/audio/audio-processor-analysis/pitch-detection-auto-correlation-piano.svg deleted file mode 100644 index 3f088b1ca79..00000000000 --- a/crates/augmented/audio/audio-processor-analysis/pitch-detection-auto-correlation-piano.svg +++ /dev/null @@ -1,194296 +0,0 @@ - - - -3D Plot Test - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 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- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Surface - - - diff --git a/crates/augmented/audio/audio-processor-analysis/spikes/__init__.py b/crates/augmented/audio/audio-processor-analysis/spikes/__init__.py new file mode 100644 index 00000000000..99cbd303ced --- /dev/null +++ b/crates/augmented/audio/audio-processor-analysis/spikes/__init__.py @@ -0,0 +1,40 @@ +import matplotlib.pyplot as plt +import soundfile + + +def autocorrelation(signal, lag=1, window_size=10): + result = [] + for i in range(len(signal)): + s = 0 + for j in range(window_size): + x1 = signal[i + j] if i + j < len(signal) else 0.0 + x2 = signal[i + j + lag] if i + j + lag < len(signal) else 0.0 + s += x1 * x2 + result.append(s) + return result + + +def main(): + input_file, _sample_rate = soundfile.read("../../../../../input-files/piano-a440.wav") + input_file = [x[0] for x in input_file[0:400]] + + fig = plt.figure() + + axs = fig.add_subplot(projection="3d") + for i in range(0, len(input_file), 20): + acf = autocorrelation(input_file, lag=i) + x_data = [x for x in range(len(input_file))] + y_data = [i for _j in range(len(input_file))] + z_data = [acf[z] for z in range(len(input_file))] + axs.plot(x_data, y_data, z_data, "b-", alpha=0.8) + + x_data = [i for i in range(len(input_file))] + y_data = [0 for _j in range(len(input_file))] + z_data = [input_file[j] for j in range(len(input_file))] + axs.plot(x_data, y_data, z_data, "r") + + plt.show() + + +if __name__ == "__main__": + main() diff --git a/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/auto_correlation.rs b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/auto_correlation.rs index f4c30d9b166..74a1a7e2a63 100644 --- a/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/auto_correlation.rs +++ b/crates/augmented/audio/audio-processor-analysis/src/pitch_detection/yin_estimator/auto_correlation.rs @@ -25,6 +25,7 @@ pub fn auto_correlation(signal: &[f32]) -> Vec> { #[cfg(test)] mod test { + use std::cmp::Ordering; use std::time::Duration; use audio_processor_testing_helpers::charts::{draw_vec_chart, SVGBackend}; @@ -75,23 +76,23 @@ mod test { ); input_processor.process(&mut input_signal); let input_signal: Vec = input_signal.frames().map(|frame| frame[0]).collect(); - let output_path = relative_path!("pitch-detection-auto-correlation-piano.svg"); + let output_path = relative_path!("pitch-detection-auto-correlation-piano.png"); let output_signal = auto_correlation(&input_signal); - let area = SVGBackend::new(&output_path, (800, 800)).into_drawing_area(); + let area = BitMapBackend::new(&output_path, (800, 800)).into_drawing_area(); area.fill(&WHITE).unwrap(); - let x_axis = (-0.5..0.5).step(0.01); - let z_axis = (-0.5..0.5).step(0.01); + let x_axis = (-400.0..400.0).step(0.01); + let z_axis = (-400.0..400.0).step(0.01); let mut chart = ChartBuilder::on(&area) .caption(format!("3D Plot Test"), ("sans", 20)) - .build_cartesian_3d(x_axis.clone(), -3.0..3.0, z_axis.clone()) + .build_cartesian_3d(x_axis.clone(), -1.0..1.0, z_axis.clone()) .unwrap(); chart.with_projection(|mut pb| { pb.yaw = 0.5; - pb.scale = 0.3; + pb.scale = 0.8; pb.into_matrix() }); @@ -101,6 +102,14 @@ mod test { .draw() .unwrap(); + let scaling_factor = output_signal + .iter() + .map(|s| s.iter()) + .flatten() + .max_by(|a, b| f32::partial_cmp(a, b).unwrap_or(Ordering::Equal)) + .cloned() + .unwrap_or(1.0); + chart .draw_series( SurfaceSeries::xoz( @@ -118,7 +127,7 @@ mod test { .collect::>() .iter() .cloned(), - |x, y| output_signal[x as usize][y as usize] as f64, + |x, y| (scaling_factor * output_signal[x as usize][y as usize]) as f64, ) .style(BLUE.mix(0.2).filled()), ) From 80dbcd25241235b7d3693992ad8c7505b630164e Mon Sep 17 00:00:00 2001 From: yamadapc Date: Thu, 4 Aug 2022 07:52:29 +1000 Subject: [PATCH 5/5] Minor updates --- Pipfile | 14 + Pipfile.lock | 338 ++++++++++++++++++ ...pitch-detection-auto-correlation-piano.png | Bin 0 -> 399803 bytes 3 files changed, 352 insertions(+) create mode 100644 Pipfile create mode 100644 Pipfile.lock create mode 100644 crates/augmented/audio/audio-processor-analysis/pitch-detection-auto-correlation-piano.png diff --git a/Pipfile b/Pipfile new file mode 100644 index 00000000000..7865b5eca97 --- /dev/null +++ b/Pipfile @@ -0,0 +1,14 @@ +[[source]] +url = "https://pypi.org/simple" +verify_ssl = true +name = "pypi" + +[packages] +soundfile = "*" +numpy = "*" +matplotlib = "*" + +[dev-packages] + +[requires] +python_version = "3.9" diff --git a/Pipfile.lock b/Pipfile.lock new file mode 100644 index 00000000000..3d6663b8caa --- /dev/null +++ b/Pipfile.lock @@ -0,0 +1,338 @@ +{ + "_meta": { + "hash": { + "sha256": "b1a5ae65f129caaefa6939b8ae331ec73fa5678c0634ffc01eddee65e1ecc180" + }, + "pipfile-spec": 6, + "requires": { + 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