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Two-layer ML classifier: 94.4% accuracy on drum samples Replace rule-based classify_full() (36% strict) with a two-layer ML system. Layer 1: rule-based broad classifier routes drums to Layer 2. Layer 2: 200-tree Random Forest trained on 4343 labeled drum samples. 35-feature vector (9 spectral + 26 MFCC). Model embedded via include_bytes!. Rename SampleClass::Fx to SampleClass::Misc (honest catch-all, not a class). DB migration 011 adds classification_confidence column. 610 tests, 0 warnings. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Author: Max J. <87768334+MaxJMath@users.noreply.github.com> · 2026-03-26 22:19 UTC
Commit: c565538fb5fc247f34a9d221ecf4e2542dd1b900
Parent: 9a53965
21 files changed, +2093 insertions, -90 deletions
M Cargo.lock +12
@@ -437,6 +437,7 @@ version = "0.3.0"
437 437 dependencies = [
438 438 "bs1770",
439 439 "hound",
440 + "rayon",
440 441 "realfft",
441 442 "rubato",
442 443 "rusqlite",
@@ -487,6 +488,17 @@ dependencies = [
487 488 ]
488 489
489 490 [[package]]
491 + name = "audiofiles-train"
492 + version = "0.3.0"
493 + dependencies = [
494 + "audiofiles-core",
495 + "rand 0.8.5",
496 + "rayon",
497 + "serde",
498 + "serde_json",
499 + ]
500 +
501 + [[package]]
490 502 name = "autocfg"
491 503 version = "1.5.0"
492 504 source = "registry+https://github.com/rust-lang/crates.io-index"
M Cargo.toml +3 -1
@@ -1,5 +1,6 @@
1 1 [workspace]
2 - members = ["crates/audiofiles-core", "crates/audiofiles-browser", "crates/audiofiles-app", "crates/audiofiles-sync", "crates/audiofiles-rhai"]
2 + members = ["crates/audiofiles-core", "crates/audiofiles-browser", "crates/audiofiles-app", "crates/audiofiles-sync", "crates/audiofiles-rhai", "crates/audiofiles-train"]
3 + default-members = ["crates/audiofiles-core", "crates/audiofiles-browser", "crates/audiofiles-app", "crates/audiofiles-sync", "crates/audiofiles-rhai"]
3 4 resolver = "2"
4 5
5 6 [workspace.package]
@@ -42,5 +43,6 @@ rand = "0.8"
42 43 reqwest = { version = "0.12", default-features = false, features = ["json", "native-tls"] }
43 44 semver = "1"
44 45 open = "5"
46 + rayon = "1.10"
45 47 docengine = { path = "../docengine" }
46 48 tagtree = { path = "../tagtree" }
M crates/audiofiles-browser/src/state/tests.rs +5
@@ -729,6 +729,11 @@ mod import_and_analysis {
729 729 onset_strength: None,
730 730 classification: None,
731 731 fingerprint: None,
732 + spectral_bandwidth: None,
733 + centroid_variance: None,
734 + crest_factor: None,
735 + attack_time: None,
736 + classification_confidence: None,
732 737 },
733 738 suggestions: vec![],
734 739 });
M crates/audiofiles-browser/src/ui/filter_panel.rs +1 -1
@@ -72,7 +72,7 @@ pub fn draw_filter_panel(ui: &mut egui::Ui, state: &mut BrowserState) {
72 72 ui.label("Classification");
73 73 let classes = [
74 74 "kick", "snare", "hihat", "cymbal", "percussion", "bass",
75 - "vocal", "synth", "pad", "fx", "noise", "music",
75 + "vocal", "synth", "pad", "misc", "noise", "music",
76 76 ];
77 77 for class in &classes {
78 78 let active = state.search_filter.classifications.contains(&class.to_string());
M crates/audiofiles-browser/src/ui/theme.rs +2 -2
@@ -371,7 +371,7 @@ pub fn classification_color(class: &str) -> Color32 {
371 371 "vocal" => Color32::from_rgb(0x50, 0xC0, 0xE0),
372 372 "synth" => Color32::from_rgb(0xA0, 0x60, 0xE0),
373 373 "pad" => Color32::from_rgb(0x60, 0xB0, 0x60),
374 - "fx" => Color32::from_rgb(0xE0, 0x60, 0x80),
374 + "misc" => Color32::from_rgb(0xE0, 0x60, 0x80),
375 375 "noise" => Color32::from_rgb(0x90, 0x90, 0x90),
376 376 "music" => Color32::from_rgb(0x70, 0xC0, 0xA0),
377 377 _ => text_secondary(),
@@ -802,7 +802,7 @@ secondary = "#16161e"
802 802 assert_eq!(classification_color("vocal"), Color32::from_rgb(0x50, 0xC0, 0xE0));
803 803 assert_eq!(classification_color("synth"), Color32::from_rgb(0xA0, 0x60, 0xE0));
804 804 assert_eq!(classification_color("pad"), Color32::from_rgb(0x60, 0xB0, 0x60));
805 - assert_eq!(classification_color("fx"), Color32::from_rgb(0xE0, 0x60, 0x80));
805 + assert_eq!(classification_color("misc"), Color32::from_rgb(0xE0, 0x60, 0x80));
806 806 assert_eq!(classification_color("noise"), Color32::from_rgb(0x90, 0x90, 0x90));
807 807 assert_eq!(classification_color("music"), Color32::from_rgb(0x70, 0xC0, 0xA0));
808 808 }
M crates/audiofiles-core/Cargo.toml +1
@@ -20,6 +20,7 @@ realfft = { workspace = true, optional = true }
20 20 rubato = { workspace = true }
21 21 hound = { workspace = true }
22 22 tracing = { workspace = true }
23 + rayon = { workspace = true }
23 24 tagtree = { workspace = true }
24 25
25 26 [dev-dependencies]
A crates/audiofiles-core/models/layer2_drum.json +1
@@ -0,0 +1 @@
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1 < \ No newline at end of file
M crates/audiofiles-core/src/analysis/basic.rs +121
@@ -32,6 +32,76 @@ pub fn rms_db(samples: &[f32]) -> f64 {
32 32 }
33 33 }
34 34
35 + /// Compute crest factor: peak / RMS in linear domain.
36 + ///
37 + /// High values (>8) indicate sharp transients (impacts, clicks).
38 + /// Low values (<3) indicate sustained signals (pads, drones).
39 + /// Returns 0.0 for silence or empty input.
40 + pub fn crest_factor(samples: &[f32]) -> f64 {
41 + if samples.is_empty() {
42 + return 0.0;
43 + }
44 + let peak = samples.iter().fold(0.0f32, |max, &s| max.max(s.abs()));
45 + if peak == 0.0 {
46 + return 0.0;
47 + }
48 + let sum_sq: f64 = samples.iter().map(|&s| (s as f64) * (s as f64)).sum();
49 + let rms = (sum_sq / samples.len() as f64).sqrt();
50 + if rms == 0.0 {
51 + 0.0
52 + } else {
53 + peak as f64 / rms
54 + }
55 + }
56 +
57 + /// Compute attack time in seconds: time to reach 90% of peak amplitude using a 1ms RMS envelope.
58 + ///
59 + /// Fast attack (<5ms) = percussive hits, impacts.
60 + /// Slow attack (>50ms) = pads, ambience, swells.
61 + /// Returns 0.0 for silence or very short signals.
62 + pub fn attack_time(samples: &[f32], sample_rate: u32) -> f64 {
63 + if samples.is_empty() || sample_rate == 0 {
64 + return 0.0;
65 + }
66 +
67 + // 1ms RMS envelope window
68 + let window_len = (sample_rate as usize) / 1000;
69 + if window_len == 0 || samples.len() < window_len {
70 + return 0.0;
71 + }
72 +
73 + // Compute RMS envelope
74 + let mut envelope = Vec::with_capacity(samples.len() / window_len);
75 + let mut pos = 0;
76 + while pos + window_len <= samples.len() {
77 + let sum_sq: f64 = samples[pos..pos + window_len]
78 + .iter()
79 + .map(|&s| (s as f64) * (s as f64))
80 + .sum();
81 + envelope.push((sum_sq / window_len as f64).sqrt());
82 + pos += window_len;
83 + }
84 +
85 + if envelope.is_empty() {
86 + return 0.0;
87 + }
88 +
89 + let peak_env = envelope.iter().cloned().fold(0.0f64, f64::max);
90 + if peak_env == 0.0 {
91 + return 0.0;
92 + }
93 +
94 + let threshold = peak_env * 0.9;
95 + for (i, &val) in envelope.iter().enumerate() {
96 + if val >= threshold {
97 + return (i as f64 * window_len as f64) / sample_rate as f64;
98 + }
99 + }
100 +
101 + // Never reached threshold (shouldn't happen with 90% of peak)
102 + 0.0
103 + }
104 +
35 105 #[cfg(test)]
36 106 mod tests {
37 107 use super::*;
@@ -68,4 +138,55 @@ mod tests {
68 138 fn empty_gives_floor() {
69 139 assert_eq!(rms_db(&[]), -96.0);
70 140 }
141 +
142 + #[test]
143 + fn crest_factor_silence() {
144 + assert_eq!(crest_factor(&[0.0; 1000]), 0.0);
145 + assert_eq!(crest_factor(&[]), 0.0);
146 + }
147 +
148 + #[test]
149 + fn crest_factor_sine() {
150 + // Sine wave crest factor = sqrt(2) ≈ 1.414
151 + let samples: Vec<f32> = (0..44100)
152 + .map(|i| (2.0 * std::f32::consts::PI * 440.0 * i as f32 / 44100.0).sin())
153 + .collect();
154 + let cf = crest_factor(&samples);
155 + assert!((cf - std::f64::consts::SQRT_2).abs() < 0.05, "sine crest factor should be ~1.414, got {cf}");
156 + }
157 +
158 + #[test]
159 + fn crest_factor_impulse_is_high() {
160 + // Single spike in silence — very high crest factor
161 + let mut samples = vec![0.0f32; 44100];
162 + samples[100] = 1.0;
163 + let cf = crest_factor(&samples);
164 + assert!(cf > 100.0, "impulse crest factor should be very high, got {cf}");
165 + }
166 +
167 + #[test]
168 + fn attack_time_silence() {
169 + assert_eq!(attack_time(&[0.0; 1000], 44100), 0.0);
170 + assert_eq!(attack_time(&[], 44100), 0.0);
171 + }
172 +
173 + #[test]
174 + fn attack_time_immediate_onset() {
175 + // Full-scale signal from the start — attack time should be ~0
176 + let samples = vec![1.0f32; 44100];
177 + let at = attack_time(&samples, 44100);
178 + assert!(at < 0.002, "constant signal attack should be ~0, got {at}");
179 + }
180 +
181 + #[test]
182 + fn attack_time_slow_ramp() {
183 + // Linear ramp from 0 to 1 over 1 second
184 + let sr = 44100u32;
185 + let samples: Vec<f32> = (0..sr)
186 + .map(|i| i as f32 / sr as f32)
187 + .collect();
188 + let at = attack_time(&samples, sr);
189 + // 90% of peak (1.0) is 0.9, reached at t ≈ 0.9s
190 + assert!(at > 0.5, "ramp attack time should be slow, got {at}");
191 + }
71 192 }
M crates/audiofiles-core/src/analysis/classify.rs +420 -31
@@ -1,8 +1,22 @@
1 - //! Rule-based sample classification (kick, snare, pad, etc.) from spectral features and duration.
1 + //! Two-layer ML classification system.
2 + //!
3 + //! Layer 1 (rule-based): Broad class detection (Drum vs Bass/Vocal/Synth/etc.)
4 + //! Layer 2 (Random Forest): Fine-grained drum sub-classification (Kick/Snare/HiHat/Cymbal/Percussion)
5 + //!
6 + //! The RF model is trained offline by `audiofiles-train` and embedded via `include_bytes!`.
7 + //! If no trained model is available (empty trees), falls back to the rule-based `classify_full()`.
2 8
9 + use std::sync::OnceLock;
10 +
11 + use super::mfcc::MfccFeatures;
3 12 use super::spectral::SpectralFeatures;
4 13 use tracing::instrument;
5 14
15 + /// Number of features in the classification feature vector.
16 + pub const NUM_FEATURES: usize = 35;
17 +
18 + // ── SampleClass enum (unchanged) ──
19 +
6 20 /// High-level classification of a sample's content.
7 21 #[derive(Debug, Clone, Copy, PartialEq, Eq, serde::Serialize, serde::Deserialize)]
8 22 pub enum SampleClass {
@@ -15,9 +29,13 @@ pub enum SampleClass {
15 29 Vocal,
16 30 Synth,
17 31 Pad,
18 - Fx,
32 + Misc,
19 33 Noise,
20 34 Music,
35 + Ambience,
36 + Impact,
37 + Foley,
38 + Texture,
21 39 }
22 40
23 41 impl SampleClass {
@@ -32,9 +50,13 @@ impl SampleClass {
32 50 Self::Vocal => "vocal",
33 51 Self::Synth => "synth",
34 52 Self::Pad => "pad",
35 - Self::Fx => "fx",
53 + Self::Misc => "misc",
36 54 Self::Noise => "noise",
37 55 Self::Music => "music",
56 + Self::Ambience => "ambience",
57 + Self::Impact => "impact",
58 + Self::Foley => "foley",
59 + Self::Texture => "texture",
38 60 }
39 61 }
40 62
@@ -50,9 +72,13 @@ impl SampleClass {
50 72 Self::Vocal => "instrument.vocal",
51 73 Self::Synth => "instrument.synth",
52 74 Self::Pad => "instrument.pad",
53 - Self::Fx => "character.fx",
75 + Self::Misc => "character.misc",
54 76 Self::Noise => "character.noise",
55 77 Self::Music => "type.music",
78 + Self::Ambience => "character.ambience",
79 + Self::Impact => "character.impact",
80 + Self::Foley => "character.foley",
81 + Self::Texture => "character.texture",
56 82 }
57 83 }
58 84 }
@@ -77,105 +103,492 @@ impl std::str::FromStr for SampleClass {
77 103 "vocal" => Ok(Self::Vocal),
78 104 "synth" => Ok(Self::Synth),
79 105 "pad" => Ok(Self::Pad),
80 - "fx" => Ok(Self::Fx),
106 + "misc" | "fx" => Ok(Self::Misc),
81 107 "noise" => Ok(Self::Noise),
82 108 "music" => Ok(Self::Music),
109 + "ambience" => Ok(Self::Ambience),
110 + "impact" => Ok(Self::Impact),
111 + "foley" => Ok(Self::Foley),
112 + "texture" => Ok(Self::Texture),
83 113 _ => Err(()),
84 114 }
85 115 }
86 116 }
87 117
88 - /// Classify a sample based on spectral features and duration.
118 + // ── Broad class (Layer 1) ──
119 +
120 + /// Broad classification for Layer 1 routing.
121 + #[derive(Debug, Clone, Copy, PartialEq, Eq)]
122 + pub enum BroadClass {
123 + Drum,
124 + Bass,
125 + Vocal,
126 + Synth,
127 + Pad,
128 + Misc,
129 + Noise,
130 + Music,
131 + Ambience,
132 + Impact,
133 + Foley,
134 + Texture,
135 + }
136 +
137 + // ── Classification result ──
138 +
139 + /// Result of the two-layer classifier.
140 + #[derive(Debug, Clone)]
141 + pub struct ClassificationResult {
142 + pub class: SampleClass,
143 + pub confidence: f64,
144 + }
145 +
146 + // ── Decision tree types (custom format for embedded inference) ──
147 +
148 + /// A node in a serialized decision tree.
149 + #[derive(Debug, Clone, serde::Serialize, serde::Deserialize)]
150 + pub enum TreeNode {
151 + Split {
152 + feature: usize,
153 + threshold: f64,
154 + left: Box<TreeNode>,
155 + right: Box<TreeNode>,
156 + },
157 + Leaf {
158 + class: u8,
159 + },
160 + }
161 +
162 + impl TreeNode {
163 + pub fn predict(&self, features: &[f64; NUM_FEATURES]) -> u8 {
164 + match self {
165 + TreeNode::Split {
166 + feature,
167 + threshold,
168 + left,
169 + right,
170 + } => {
171 + if features[*feature] <= *threshold {
172 + left.predict(features)
173 + } else {
174 + right.predict(features)
175 + }
176 + }
177 + TreeNode::Leaf { class } => *class,
178 + }
179 + }
180 + }
181 +
182 + /// A trained Random Forest model (collection of decision trees).
183 + #[derive(Debug, Clone, serde::Serialize, serde::Deserialize)]
184 + pub struct RandomForestModel {
185 + pub trees: Vec<TreeNode>,
186 + pub num_classes: u8,
187 + pub class_names: Vec<String>,
188 + }
189 +
190 + // ── ClassifyInput ──
191 +
192 + /// Input bundle for classification — collects all features used by the classifier.
193 + pub struct ClassifyInput {
194 + pub duration: f64,
195 + pub centroid: f64,
196 + pub flatness: f64,
197 + pub zcr: f64,
198 + pub onset_strength: f64,
199 + pub bandwidth: f64,
200 + pub centroid_variance: f64,
201 + pub crest_factor: f64,
202 + pub attack_time: f64,
203 + pub mfcc_means: [f64; 13],
204 + pub mfcc_variances: [f64; 13],
205 + }
206 +
207 + impl ClassifyInput {
208 + /// Build from spectral features + waveform measurements (no MFCCs).
209 + pub fn new(
210 + features: &SpectralFeatures,
211 + duration: f64,
212 + crest_factor: f64,
213 + attack_time: f64,
214 + ) -> Self {
215 + Self::with_mfccs(
216 + features,
217 + duration,
218 + crest_factor,
219 + attack_time,
220 + &MfccFeatures::default(),
221 + )
222 + }
223 +
224 + /// Build from spectral features + waveform measurements + MFCCs.
225 + pub fn with_mfccs(
226 + features: &SpectralFeatures,
227 + duration: f64,
228 + crest_factor: f64,
229 + attack_time: f64,
230 + mfccs: &MfccFeatures,
231 + ) -> Self {
232 + Self {
233 + duration,
234 + centroid: features.centroid,
235 + flatness: features.flatness,
236 + zcr: features.zero_crossing_rate,
237 + onset_strength: features.onset_strength,
238 + bandwidth: features.bandwidth,
239 + centroid_variance: features.centroid_variance,
240 + crest_factor,
241 + attack_time,
242 + mfcc_means: mfccs.means,
243 + mfcc_variances: mfccs.variances,
244 + }
245 + }
246 +
247 + /// Convert to a flat 35-element feature array for RF inference.
248 + ///
249 + /// Layout: [0-8] scalar features, [9-21] MFCC means, [22-34] MFCC variances.
250 + pub fn to_feature_array(&self) -> [f64; NUM_FEATURES] {
251 + let mut arr = [0.0; NUM_FEATURES];
252 + arr[0] = self.duration;
253 + arr[1] = self.centroid;
254 + arr[2] = self.flatness;
255 + arr[3] = self.zcr;
256 + arr[4] = self.onset_strength;
257 + arr[5] = self.bandwidth;
258 + arr[6] = self.centroid_variance;
259 + arr[7] = self.crest_factor;
260 + arr[8] = self.attack_time;
261 + arr[9..22].copy_from_slice(&self.mfcc_means);
262 + arr[22..35].copy_from_slice(&self.mfcc_variances);
263 + arr
264 + }
265 + }
266 +
267 + // ── Model loading ──
268 +
269 + /// Layer 2 drum model embedded at compile time.
270 + const LAYER2_MODEL_BYTES: &[u8] = include_bytes!("../../models/layer2_drum.json");
271 +
272 + /// Lazily deserialized Layer 2 model.
273 + static LAYER2_MODEL: OnceLock<RandomForestModel> = OnceLock::new();
274 +
275 + fn layer2_model() -> &'static RandomForestModel {
276 + LAYER2_MODEL.get_or_init(|| {
277 + serde_json::from_slice(LAYER2_MODEL_BYTES).expect("embedded Layer 2 model is invalid JSON")
278 + })
279 + }
280 +
281 + /// Drum class labels used by Layer 2. Index corresponds to class ID in TreeNode::Leaf.
282 + const DRUM_CLASSES: [SampleClass; 5] = [
283 + SampleClass::Kick,
284 + SampleClass::Snare,
285 + SampleClass::HiHat,
286 + SampleClass::Cymbal,
287 + SampleClass::Percussion,
288 + ];
289 +
290 + // ── Layer 1: Rule-based broad classifier ──
291 +
292 + /// Classify a sample into a broad category (Layer 1).
89 293 ///
90 - /// Uses threshold-based rules — no ML. Rules are evaluated in priority order:
91 - /// noise first (to catch it early), then specific drum hits, then pitched
92 - /// instruments, then catch-all buckets. Thresholds were tuned against typical
93 - /// sample packs and are intentionally conservative starting points.
294 + /// Uses simplified rules from the original `classify_full()` to determine if a sample
295 + /// is a drum hit vs other content types. Drum detection heuristic:
296 + /// short duration + fast attack + high crest factor.
297 + fn classify_broad(input: &ClassifyInput) -> (BroadClass, f64) {
298 + let d = input.duration;
299 + let c = input.centroid;
300 + let flat = input.flatness;
301 + let zcr = input.zcr;
302 + let bw = input.bandwidth;
303 + let cv = input.centroid_variance;
304 + let crest = input.crest_factor;
305 + let attack = input.attack_time;
306 +
307 + // Noise: energy spread nearly uniformly
308 + if flat > 0.7 {
309 + return (BroadClass::Noise, 0.9);
310 + }
311 +
312 + // Bright metallic sounds (cymbals, crashes) are drums even when sustained
313 + if d < 10.0 && c > 3000.0 && flat > 0.2 {
314 + return (BroadClass::Drum, 0.85);
315 + }
316 +
317 + // Drum detection: short + percussive transient
318 + if d < 2.0 && (attack < 0.05 || crest > 2.5) {
319 + // Confidence based on how strongly features match drum characteristics
320 + let mut conf: f64 = 0.8;
321 + if attack < 0.02 {
322 + conf += 0.05;
323 + }
324 + if crest > 4.0 {
325 + conf += 0.05;
326 + }
327 + if d < 1.0 {
328 + conf += 0.05;
329 + }
330 + return (BroadClass::Drum, conf.min(0.95));
331 + }
332 +
333 + // Impact: very sharp non-drum transient
334 + if d < 3.0 && crest > 10.0 && attack < 0.005 {
335 + return (BroadClass::Impact, 0.85);
336 + }
337 +
338 + // Ambience: long, spectrally static, moderate noise
339 + if d > 5.0 && cv < 100_000.0 && flat > 0.15 && flat < 0.5 {
340 + return (BroadClass::Ambience, 0.85);
341 + }
342 +
343 + // Bass: low-frequency, tonal
344 + if c < 400.0 && flat < 0.15 {
345 + return (BroadClass::Bass, 0.85);
346 + }
347 +
348 + // Vocal: mid-range, tonal, smooth waveform
349 + if d > 0.5 && c > 300.0 && c < 3000.0 && flat < 0.2 && zcr < 0.08 {
350 + return (BroadClass::Vocal, 0.8);
351 + }
352 +
353 + // Pad: long, tonal, mid-range
354 + if d > 2.0 && flat < 0.2 && c > 200.0 && c < 2000.0 {
355 + return (BroadClass::Pad, 0.8);
356 + }
357 +
358 + // Texture: long, spectrally evolving
359 + if d > 2.0 && cv > 500_000.0 {
360 + return (BroadClass::Texture, 0.8);
361 + }
362 +
363 + // Foley: broadband, moderate noise
364 + if d > 0.1 && bw > 2000.0 && flat > 0.1 && flat < 0.5 {
365 + return (BroadClass::Foley, 0.75);
366 + }
367 +
368 + // Synth: tonal, mid-to-high centroid
369 + if c > 500.0 && flat < 0.3 && zcr < 0.1 {
370 + return (BroadClass::Synth, 0.75);
371 + }
372 +
373 + // Music: long catch-all
374 + if d > 3.0 {
375 + return (BroadClass::Music, 0.6);
376 + }
377 +
378 + // Misc: final catch-all (nothing else matched)
379 + (BroadClass::Misc, 0.5)
380 + }
381 +
382 + /// Map a BroadClass (non-Drum) to the corresponding SampleClass.
383 + fn broad_to_sample_class(broad: BroadClass) -> SampleClass {
384 + match broad {
385 + BroadClass::Drum => SampleClass::Percussion, // shouldn't reach here
386 + BroadClass::Bass => SampleClass::Bass,
387 + BroadClass::Vocal => SampleClass::Vocal,
388 + BroadClass::Synth => SampleClass::Synth,
389 + BroadClass::Pad => SampleClass::Pad,
390 + BroadClass::Misc => SampleClass::Misc,
391 + BroadClass::Noise => SampleClass::Noise,
392 + BroadClass::Music => SampleClass::Music,
393 + BroadClass::Ambience => SampleClass::Ambience,
394 + BroadClass::Impact => SampleClass::Impact,
395 + BroadClass::Foley => SampleClass::Foley,
396 + BroadClass::Texture => SampleClass::Texture,
397 + }
398 + }
399 +
400 + // ── Layer 2: Random Forest inference ──
401 +
402 + /// Run Layer 2 drum classification using the embedded Random Forest model.
94 403 ///
95 - /// Key features used:
96 - /// - `centroid`: spectral center of mass in Hz — low = bassy, high = bright
97 - /// - `flatness`: 0 = pure tone, 1 = white noise (geometric/arithmetic mean ratio)
98 - /// - `zcr`: zero-crossing rate — high = noisy/bright transients
99 - /// - `duration`: in seconds
404 + /// Returns (SampleClass, confidence) where confidence is the vote fraction.
405 + fn predict_layer2(features: &[f64; NUM_FEATURES]) -> (SampleClass, f64) {
406 + let model = layer2_model();
407 +
408 + if model.trees.is_empty() {
409 + // No trained model — fall back to rule-based
410 + return (SampleClass::Percussion, 0.0);
411 + }
412 +
413 + // Collect votes from all trees
414 + let mut votes = vec![0u32; model.num_classes as usize];
415 + for tree in &model.trees {
416 + let class_id = tree.predict(features) as usize;
417 + if class_id < votes.len() {
418 + votes[class_id] += 1;
419 + }
420 + }
421 +
422 + // Find majority class
423 + let total = model.trees.len() as f64;
424 + let (best_class_id, &best_count) = votes
425 + .iter()
426 + .enumerate()
427 + .max_by_key(|(_, &count)| count)
428 + .unwrap_or((4, &0)); // default to Percussion
429 +
430 + let confidence = best_count as f64 / total;
431 + let class = DRUM_CLASSES
432 + .get(best_class_id)
433 + .copied()
434 + .unwrap_or(SampleClass::Percussion);
435 +
436 + (class, confidence)
437 + }
438 +
439 + // ── Main entry point ──
440 +
441 + /// Two-layer ML classifier.
442 + ///
443 + /// Layer 1 (rule-based) determines broad class. If Drum, Layer 2 (Random Forest)
444 + /// provides fine-grained drum sub-classification. If the RF model is not trained
445 + /// (empty trees), falls back to the rule-based `classify_full()`.
100 446 #[instrument(skip_all)]
101 - pub fn classify(features: &SpectralFeatures, duration: f64) -> Option<SampleClass> {
102 - let c = features.centroid;
103 - let flat = features.flatness;
104 - let zcr = features.zero_crossing_rate;
447 + pub fn classify_ml(input: &ClassifyInput) -> ClassificationResult {
448 + let model = layer2_model();
449 +
450 + // If no trained model, fall back to rule-based classifier
451 + if model.trees.is_empty() {
452 + return ClassificationResult {
453 + class: classify_full(input),
454 + confidence: 0.0,
455 + };
456 + }
457 +
458 + let (broad, broad_conf) = classify_broad(input);
459 +
460 + if broad == BroadClass::Drum {
461 + let features = input.to_feature_array();
462 + let (class, rf_conf) = predict_layer2(&features);
463 + ClassificationResult {
464 + class,
465 + confidence: rf_conf,
466 + }
467 + } else {
468 + ClassificationResult {
469 + class: broad_to_sample_class(broad),
470 + confidence: broad_conf,
471 + }
472 + }
473 + }
474 +
475 + // ── Legacy functions ──
105 476
106 - // Noise: flatness > 0.6 means energy is spread nearly uniformly across all frequencies,
107 - // characteristic of white/pink noise, hiss, and static. Checked first to avoid
108 - // misclassifying noisy textures as cymbals or hihats.
109 - if flat > 0.6 {
110 - return Some(SampleClass::Noise);
477 + /// Classify a sample using the full feature set (16 classes, priority-ordered decision tree).
478 + ///
479 + /// Uses threshold-based rules — no ML. Rules are evaluated in priority order. The tree is
480 + /// structured in two phases: drum/percussion rules first (for short sounds with percussive
481 + /// transients), then non-drum rules for sustained/tonal content. This prevents tonal drum
482 + /// hits from leaking into Vocal/Synth/Foley categories.
483 + ///
484 + /// The expanded feature set (crest factor, attack time, bandwidth, centroid variance)
485 + /// enables game audio categories (ambience, impact, foley, texture) that the original
486 + /// 4-feature classifier collapsed into Misc/Percussion/Music.
487 + #[instrument(skip_all)]
488 + pub fn classify_full(input: &ClassifyInput) -> SampleClass {
489 + let d = input.duration;
490 + let c = input.centroid;
491 + let flat = input.flatness;
492 + let zcr = input.zcr;
493 + let _onset = input.onset_strength;
494 + let bw = input.bandwidth;
495 + let cv = input.centroid_variance;
496 + let crest = input.crest_factor;
497 + let attack = input.attack_time;
498 +
499 + // 1. Noise: energy spread nearly uniformly across all frequencies
500 + if flat > 0.7 {
501 + return SampleClass::Noise;
111 502 }
112 503
113 - // Kick: short (<2s), energy concentrated below 200 Hz (low centroid), tonal character
114 - // (flatness < 0.1 = strong fundamental), and minimal high-frequency content (zcr < 0.05).
115 - // Together these isolate the "thump" of a kick drum.
116 - if duration < 2.0 && c < 200.0 && flat < 0.1 && zcr < 0.05 {
117 - return Some(SampleClass::Kick);
504 + // --- Phase 1: Drum/percussion classification (short sounds first) ---
505 +
506 + // 2. Kick: short, low-frequency dominant
507 + if d < 2.0 && c < 1200.0 && flat < 0.35 {
508 + return SampleClass::Kick;
118 509 }
119 510
120 - // HiHat: very short (<1s), bright (centroid > 5 kHz), high ZCR from metallic transients.
121 - // Closed and open hihats both fit — duration distinguishes them at a higher level.
Lines truncated
M crates/audiofiles-core/src/analysis/config.rs +8
@@ -19,6 +19,10 @@ pub struct AnalysisConfig {
19 19 pub auto_suggest_tags: bool,
20 20 /// Compute peak envelope fingerprint for near-duplicate detection
21 21 pub fingerprint: bool,
22 + /// Maximum seconds of audio to use for expensive analyses (STFT, BPM/key).
23 + /// `None` means use the full signal. Default: `Some(30.0)`.
24 + /// Fingerprint and peak/RMS always use the full signal.
25 + pub max_analysis_seconds: Option<f64>,
22 26 }
23 27
24 28 impl Default for AnalysisConfig {
@@ -32,6 +36,7 @@ impl Default for AnalysisConfig {
32 36 loop_detect: true,
33 37 auto_suggest_tags: true,
34 38 fingerprint: true,
39 + max_analysis_seconds: Some(30.0),
35 40 }
36 41 }
37 42 }
@@ -51,6 +56,7 @@ mod tests {
51 56 assert!(config.loop_detect);
52 57 assert!(config.auto_suggest_tags);
53 58 assert!(config.fingerprint);
59 + assert_eq!(config.max_analysis_seconds, Some(30.0));
54 60 }
55 61
56 62 #[test]
@@ -64,6 +70,7 @@ mod tests {
64 70 loop_detect: false,
65 71 auto_suggest_tags: false,
66 72 fingerprint: false,
73 + max_analysis_seconds: None,
67 74 };
68 75 assert!(config.loudness);
69 76 assert!(!config.bpm);
@@ -73,5 +80,6 @@ mod tests {
73 80 assert!(!config.loop_detect);
74 81 assert!(!config.auto_suggest_tags);
75 82 assert!(!config.fingerprint);
83 + assert!(config.max_analysis_seconds.is_none());
76 84 }
77 85 }
A crates/audiofiles-core/src/analysis/mfcc.rs +245
@@ -0,0 +1,245 @@
1 + //! MFCC (Mel-Frequency Cepstral Coefficients) from FFT magnitude frames.
2 + //!
3 + //! Computed from existing STFT magnitudes — no additional FFT needed:
4 + //! mel filterbank (26 bands) -> log energy -> DCT-II -> first 13 coefficients.
5 + //! Aggregated as mean + variance across frames.
6 +
7 + /// Number of mel filterbank bands.
8 + const NUM_MEL_FILTERS: usize = 26;
9 + /// Number of MFCC coefficients to keep from DCT.
10 + pub const NUM_MFCC: usize = 13;
11 +
12 + /// Aggregated MFCC features across all frames.
13 + #[derive(Debug, Clone)]
14 + pub struct MfccFeatures {
15 + pub means: [f64; NUM_MFCC],
16 + pub variances: [f64; NUM_MFCC],
17 + }
18 +
19 + impl Default for MfccFeatures {
20 + fn default() -> Self {
21 + Self {
22 + means: [0.0; NUM_MFCC],
23 + variances: [0.0; NUM_MFCC],
24 + }
25 + }
26 + }
27 +
28 + /// Sparse representation of a triangular mel filter.
29 + struct MelFilter {
30 + start_bin: usize,
31 + weights: Vec<f64>,
32 + }
33 +
34 + /// Precomputed mel filterbank for a given FFT size and sample rate.
35 + struct MelFilterbank {
36 + filters: Vec<MelFilter>,
37 + }
38 +
39 + fn hz_to_mel(hz: f64) -> f64 {
40 + 2595.0 * (1.0 + hz / 700.0).log10()
41 + }
42 +
43 + fn mel_to_hz(mel: f64) -> f64 {
44 + 700.0 * (10.0_f64.powf(mel / 2595.0) - 1.0)
45 + }
46 +
47 + fn build_mel_filterbank(fft_size: usize, sample_rate: u32, num_filters: usize) -> MelFilterbank {
48 + let spectrum_len = fft_size / 2 + 1;
49 + let freq_bin_hz = sample_rate as f64 / fft_size as f64;
50 +
51 + let mel_low = hz_to_mel(0.0);
52 + let mel_high = hz_to_mel(sample_rate as f64 / 2.0);
53 +
54 + // num_filters + 2 points define the edges of all triangular filters.
55 + let num_points = num_filters + 2;
56 + let mel_points: Vec<f64> = (0..num_points)
57 + .map(|i| mel_low + (mel_high - mel_low) * i as f64 / (num_points - 1) as f64)
58 + .collect();
59 +
60 + let hz_points: Vec<f64> = mel_points.iter().map(|&m| mel_to_hz(m)).collect();
61 + let bin_points: Vec<usize> = hz_points
62 + .iter()
63 + .map(|&hz| ((hz / freq_bin_hz).round() as usize).min(spectrum_len - 1))
64 + .collect();
65 +
66 + let mut filters = Vec::with_capacity(num_filters);
67 +
68 + for i in 0..num_filters {
69 + let start = bin_points[i];
70 + let center = bin_points[i + 1];
71 + let end = bin_points[i + 2];
72 +
73 + if start >= end || center <= start || center >= end {
74 + filters.push(MelFilter {
75 + start_bin: 0,
76 + weights: Vec::new(),
77 + });
78 + continue;
79 + }
80 +
81 + let mut weights = vec![0.0; end - start];
82 +
83 + // Rising slope: start -> center
84 + for bin in start..center {
85 + weights[bin - start] = (bin - start) as f64 / (center - start) as f64;
86 + }
87 + // Falling slope: center -> end
88 + for bin in center..end {
89 + weights[bin - start] = (end - bin) as f64 / (end - center) as f64;
90 + }
91 +
92 + filters.push(MelFilter {
93 + start_bin: start,
94 + weights,
95 + });
96 + }
97 +
98 + MelFilterbank { filters }
99 + }
100 +
101 + /// Compute aggregated MFCC features from per-frame magnitude spectra.
102 + ///
103 + /// Each frame is a magnitude spectrum from the STFT. Applies a mel filterbank,
104 + /// takes log energies, applies DCT-II, and aggregates mean + variance across frames.
105 + pub fn compute_mfccs(
106 + magnitude_frames: &[Vec<f64>],
107 + sample_rate: u32,
108 + fft_size: usize,
109 + ) -> MfccFeatures {
110 + if magnitude_frames.is_empty() {
111 + return MfccFeatures::default();
112 + }
113 +
114 + let filterbank = build_mel_filterbank(fft_size, sample_rate, NUM_MEL_FILTERS);
115 +
116 + let mut all_mfccs: Vec<[f64; NUM_MFCC]> = Vec::with_capacity(magnitude_frames.len());
117 +
118 + for frame in magnitude_frames {
119 + // Apply mel filterbank
120 + let mut mel_energies = [0.0f64; NUM_MEL_FILTERS];
121 + for (i, filter) in filterbank.filters.iter().enumerate() {
122 + let mut energy = 0.0;
123 + for (j, &w) in filter.weights.iter().enumerate() {
124 + let bin = filter.start_bin + j;
125 + if bin < frame.len() {
126 + energy += w * frame[bin];
127 + }
128 + }
129 + mel_energies[i] = energy.max(1e-10);
130 + }
131 +
132 + // Log energies
133 + let log_energies: [f64; NUM_MEL_FILTERS] =
134 + std::array::from_fn(|i| mel_energies[i].ln());
135 +
136 + // DCT-II: keep first NUM_MFCC coefficients
137 + let n = NUM_MEL_FILTERS as f64;
138 + let mut mfccs = [0.0f64; NUM_MFCC];
139 + for (k, coeff) in mfccs.iter_mut().enumerate() {
140 + let mut sum = 0.0;
141 + for (i, &le) in log_energies.iter().enumerate() {
142 + sum += le
143 + * (std::f64::consts::PI * k as f64 * (2.0 * i as f64 + 1.0) / (2.0 * n))
144 + .cos();
145 + }
146 + *coeff = sum * 2.0;
147 + }
148 +
149 + all_mfccs.push(mfccs);
150 + }
151 +
152 + // Mean across frames
153 + let num_frames = all_mfccs.len() as f64;
154 + let mut means = [0.0f64; NUM_MFCC];
155 + for mfccs in &all_mfccs {
156 + for (i, &v) in mfccs.iter().enumerate() {
157 + means[i] += v;
158 + }
159 + }
160 + for m in &mut means {
161 + *m /= num_frames;
162 + }
163 +
164 + // Variance across frames
165 + let mut variances = [0.0f64; NUM_MFCC];
166 + if all_mfccs.len() > 1 {
167 + for mfccs in &all_mfccs {
168 + for (i, &v) in mfccs.iter().enumerate() {
169 + let diff = v - means[i];
170 + variances[i] += diff * diff;
171 + }
172 + }
173 + for v in &mut variances {
174 + *v /= num_frames;
175 + }
176 + }
177 +
178 + MfccFeatures { means, variances }
179 + }
180 +
181 + #[cfg(test)]
182 + mod tests {
183 + use super::*;
184 +
185 + #[test]
186 + fn hz_mel_roundtrip() {
187 + for &hz in &[0.0, 100.0, 440.0, 1000.0, 8000.0, 22050.0] {
188 + let mel = hz_to_mel(hz);
189 + let back = mel_to_hz(mel);
190 + assert!(
191 + (hz - back).abs() < 0.01,
192 + "roundtrip failed for {hz}: got {back}"
193 + );
194 + }
195 + }
196 +
197 + #[test]
198 + fn filterbank_has_correct_count() {
199 + let fb = build_mel_filterbank(2048, 44100, NUM_MEL_FILTERS);
200 + assert_eq!(fb.filters.len(), NUM_MEL_FILTERS);
201 + }
202 +
203 + #[test]
204 + fn empty_frames_returns_default() {
205 + let result = compute_mfccs(&[], 44100, 2048);
206 + assert_eq!(result.means, [0.0; NUM_MFCC]);
207 + assert_eq!(result.variances, [0.0; NUM_MFCC]);
208 + }
209 +
210 + #[test]
211 + fn single_frame_has_zero_variance() {
212 + let frame = vec![1.0; 1025]; // spectrum_len for fft_size=2048
213 + let result = compute_mfccs(&[frame], 44100, 2048);
214 + assert_eq!(result.variances, [0.0; NUM_MFCC]);
215 + }
216 +
217 + #[test]
218 + fn different_frames_have_nonzero_variance() {
219 + let frame1 = vec![1.0; 1025];
220 + let frame2 = vec![2.0; 1025];
221 + let result = compute_mfccs(&[frame1, frame2], 44100, 2048);
222 + assert!(result.variances.iter().any(|&v| v > 0.0));
223 + }
224 +
225 + #[test]
226 + fn mel_scale_is_monotonic() {
227 + let freqs = [100.0, 200.0, 500.0, 1000.0, 2000.0, 5000.0, 10000.0];
228 + for pair in freqs.windows(2) {
229 + assert!(hz_to_mel(pair[1]) > hz_to_mel(pair[0]));
230 + }
231 + }
232 +
233 + #[test]
234 + fn mfcc_values_are_finite() {
235 + // Random-ish magnitude spectrum
236 + let frame: Vec<f64> = (0..1025).map(|i| (i as f64 * 0.01).sin().abs() + 0.001).collect();
237 + let result = compute_mfccs(&[frame.clone(), frame], 44100, 2048);
238 + for &m in &result.means {
239 + assert!(m.is_finite(), "non-finite mean: {m}");
240 + }
241 + for &v in &result.variances {
242 + assert!(v.is_finite(), "non-finite variance: {v}");
243 + }
244 + }
245 + }
M crates/audiofiles-core/src/analysis/mod.rs +84 -11
@@ -12,6 +12,7 @@ pub mod decode;
12 12 pub mod loop_detect;
13 13 #[cfg(feature = "analysis")]
14 14 pub mod loudness;
15 + pub mod mfcc;
15 16 pub mod spectral;
16 17 pub mod suggest;
17 18 pub mod waveform;
@@ -64,6 +65,16 @@ pub struct AnalysisResult {
64 65 pub classification: Option<SampleClass>,
65 66 /// Peak envelope fingerprint for near-duplicate detection.
66 67 pub fingerprint: Option<Vec<u8>>,
68 + /// Spectral bandwidth in Hz (spread of energy around centroid).
69 + pub spectral_bandwidth: Option<f64>,
70 + /// Variance of per-frame spectral centroids (spectral evolution).
71 + pub centroid_variance: Option<f64>,
72 + /// Peak-to-RMS ratio in linear domain (transient sharpness).
73 + pub crest_factor: Option<f64>,
74 + /// Time to 90% of peak amplitude in seconds (onset speed).
75 + pub attack_time: Option<f64>,
76 + /// ML classifier confidence (0.0-1.0). 0.0 when using rule-based fallback.
77 + pub classification_confidence: Option<f64>,
67 78 }
68 79
69 80 /// Run all configured analyses on a single sample file.
@@ -75,6 +86,15 @@ pub fn analyze_sample(
75 86 ) -> Result<AnalysisResult, CoreError> {
76 87 let decoded = decode::decode_to_mono(path)?;
77 88
89 + // Cap samples for expensive analyses (STFT, BPM/key). Cheap analyses and
90 + // fingerprint use the full signal.
91 + let capped_samples: &[f32] = if let Some(max_secs) = config.max_analysis_seconds {
92 + let max_samples = (max_secs * decoded.sample_rate as f64) as usize;
93 + &decoded.samples[..decoded.samples.len().min(max_samples)]
94 + } else {
95 + &decoded.samples
96 + };
97 +
78 98 let mut result = AnalysisResult {
79 99 hash: hash.to_string(),
80 100 duration: decoded.duration,
@@ -93,12 +113,19 @@ pub fn analyze_sample(
93 113 onset_strength: None,
94 114 classification: None,
95 115 fingerprint: None,
116 + spectral_bandwidth: None,
117 + centroid_variance: None,
118 + crest_factor: None,
119 + attack_time: None,
120 + classification_confidence: None,
96 121 };
97 122
98 - // Basic loudness (always fast)
123 + // Basic loudness (always fast — uses full signal)
99 124 if config.loudness {
100 125 result.peak_db = Some(basic::peak_db(&decoded.samples));
101 126 result.rms_db = Some(basic::rms_db(&decoded.samples));
127 + result.crest_factor = Some(basic::crest_factor(&decoded.samples));
128 + result.attack_time = Some(basic::attack_time(&decoded.samples, decoded.sample_rate));
102 129 #[cfg(feature = "analysis")]
103 130 {
104 131 result.lufs =
@@ -106,26 +133,42 @@ pub fn analyze_sample(
106 133 }
107 134 }
108 135
109 - // Spectral features
136 + // Spectral features (uses capped samples)
110 137 #[cfg(feature = "analysis")]
111 138 if config.spectral {
112 - let features =
113 - spectral::compute_spectral_features(&decoded.samples, decoded.sample_rate);
139 + let (features, magnitude_frames) =
140 + spectral::compute_spectral_features_with_frames(capped_samples, decoded.sample_rate);
114 141 result.spectral_centroid = Some(features.centroid);
115 142 result.spectral_flatness = Some(features.flatness);
116 143 result.spectral_rolloff = Some(features.rolloff);
117 144 result.zero_crossing_rate = Some(features.zero_crossing_rate);
118 145 result.onset_strength = Some(features.onset_strength);
146 + result.spectral_bandwidth = Some(features.bandwidth);
147 + result.centroid_variance = Some(features.centroid_variance);
119 148
120 - // Classification requires spectral features
149 + // Classification requires spectral + waveform features
121 150 if config.classify {
122 - result.classification = classify::classify(&features, decoded.duration);
151 + // Compute MFCCs from STFT magnitude frames
152 + let mfcc_features =
153 + mfcc::compute_mfccs(&magnitude_frames, decoded.sample_rate, 2048);
154 +
155 + let input = classify::ClassifyInput::with_mfccs(
156 + &features,
157 + decoded.duration,
158 + result.crest_factor.unwrap_or(0.0),
159 + result.attack_time.unwrap_or(0.0),
160 + &mfcc_features,
161 + );
162 +
163 + let ml_result = classify::classify_ml(&input);
164 + result.classification = Some(ml_result.class);
165 + result.classification_confidence = Some(ml_result.confidence);
123 166 }
124 167 }
125 168
126 - // BPM + key detection
169 + // BPM + key detection (uses capped samples)
127 170 if config.bpm || config.key {
128 - let bpm_key = bpm::detect_bpm_key(&decoded.samples, decoded.sample_rate, 2.0);
171 + let bpm_key = bpm::detect_bpm_key(capped_samples, decoded.sample_rate, 2.0);
129 172 if config.bpm {
130 173 result.bpm = bpm_key.bpm;
131 174 }
@@ -143,7 +186,7 @@ pub fn analyze_sample(
143 186 ));
144 187 }
145 188
146 - // Fingerprint for near-duplicate detection
189 + // Fingerprint for near-duplicate detection (uses full signal)
147 190 if config.fingerprint {
148 191 result.fingerprint = Some(fingerprint::compute_envelope(
149 192 &decoded.samples,
@@ -167,8 +210,10 @@ pub fn save_analysis(db: &Database, result: &AnalysisResult) -> Result<(), CoreE
167 210 spectral_centroid, spectral_flatness, spectral_rolloff,
168 211 zero_crossing_rate, onset_strength,
169 212 classification,
213 + spectral_bandwidth, centroid_variance, crest_factor, attack_time,
214 + classification_confidence,
170 215 analyzed_at
171 - ) VALUES (?1, ?2, ?3, ?4, ?5, ?6, ?7, ?8, ?9, ?10, ?11, ?12, ?13, ?14, ?15, ?16, ?17)",
216 + ) VALUES (?1, ?2, ?3, ?4, ?5, ?6, ?7, ?8, ?9, ?10, ?11, ?12, ?13, ?14, ?15, ?16, ?17, ?18, ?19, ?20, ?21, ?22)",
172 217 rusqlite::params![
173 218 result.hash,
174 219 result.duration,
@@ -186,6 +231,11 @@ pub fn save_analysis(db: &Database, result: &AnalysisResult) -> Result<(), CoreE
186 231 result.zero_crossing_rate,
187 232 result.onset_strength,
188 233 result.classification.as_ref().map(|c| c.as_str()),
234 + result.spectral_bandwidth,
235 + result.centroid_variance,
236 + result.crest_factor,
237 + result.attack_time,
238 + result.classification_confidence,
189 239 now,
190 240 ],
191 241 )?;
@@ -211,7 +261,9 @@ pub fn load_analysis(db: &Database, hash: &str) -> Option<AnalysisResult> {
211 261 .query_row(
212 262 "SELECT hash, duration, sample_rate, channels, peak_db, rms_db, lufs,
213 263 bpm, musical_key, is_loop, spectral_centroid, spectral_flatness,
214 - spectral_rolloff, zero_crossing_rate, onset_strength, classification
264 + spectral_rolloff, zero_crossing_rate, onset_strength, classification,
265 + spectral_bandwidth, centroid_variance, crest_factor, attack_time,
266 + classification_confidence
215 267 FROM audio_analysis WHERE hash = ?1",
216 268 [hash],
217 269 |row| {
@@ -234,6 +286,11 @@ pub fn load_analysis(db: &Database, hash: &str) -> Option<AnalysisResult> {
234 286 onset_strength: row.get(14)?,
235 287 classification: class_str
236 288 .and_then(|s| s.parse::<classify::SampleClass>().ok()),
289 + spectral_bandwidth: row.get(16)?,
290 + centroid_variance: row.get(17)?,
291 + crest_factor: row.get(18)?,
292 + attack_time: row.get(19)?,
293 + classification_confidence: row.get(20)?,
237 294 fingerprint: None,
238 295 })
239 296 },
@@ -265,6 +322,11 @@ mod tests {
265 322 onset_strength: None,
266 323 classification: None,
267 324 fingerprint: None,
325 + spectral_bandwidth: None,
326 + centroid_variance: None,
327 + crest_factor: None,
328 + attack_time: None,
329 + classification_confidence: None,
268 330 };
269 331 assert_eq!(result.hash, "abc123");
270 332 assert_eq!(result.sample_rate, 48000);
@@ -273,6 +335,8 @@ mod tests {
273 335 assert!(result.peak_db.is_none());
274 336 assert!(result.bpm.is_none());
275 337 assert!(result.classification.is_none());
338 + assert!(result.spectral_bandwidth.is_none());
339 + assert!(result.crest_factor.is_none());
276 340 }
277 341
278 342 #[test]
@@ -295,6 +359,11 @@ mod tests {
295 359 onset_strength: Some(30.0),
296 360 classification: Some(SampleClass::Kick),
297 361 fingerprint: None,
362 + spectral_bandwidth: Some(2500.0),
363 + centroid_variance: Some(50000.0),
364 + crest_factor: Some(4.5),
365 + attack_time: Some(0.005),
366 + classification_confidence: Some(0.87),
298 367 };
299 368 assert_eq!(result.peak_db, Some(-0.5));
300 369 assert_eq!(result.rms_db, Some(-12.0));
@@ -308,5 +377,9 @@ mod tests {
308 377 assert_eq!(result.zero_crossing_rate, Some(0.05));
309 378 assert_eq!(result.onset_strength, Some(30.0));
310 379 assert_eq!(result.classification, Some(SampleClass::Kick));
380 + assert_eq!(result.spectral_bandwidth, Some(2500.0));
381 + assert_eq!(result.centroid_variance, Some(50000.0));
382 + assert_eq!(result.crest_factor, Some(4.5));
383 + assert_eq!(result.attack_time, Some(0.005));
311 384 }
312 385 }
M crates/audiofiles-core/src/analysis/spectral.rs +69 -9
@@ -22,6 +22,10 @@ pub struct SpectralFeatures {
22 22 pub zero_crossing_rate: f64,
23 23 /// Sum of positive spectral flux across frames (higher = more percussive onsets).
24 24 pub onset_strength: f64,
25 + /// Spectral standard deviation around the centroid in Hz (spread of energy).
26 + pub bandwidth: f64,
27 + /// Variance of per-frame centroids (high = evolving spectrum, low = static).
28 + pub centroid_variance: f64,
25 29 }
26 30
27 31 /// Compute spectral features from mono audio samples.
@@ -33,8 +37,30 @@ pub struct SpectralFeatures {
33 37 #[cfg(feature = "analysis")]
34 38 #[instrument(skip_all)]
35 39 pub fn compute_spectral_features(samples: &[f32], sample_rate: u32) -> SpectralFeatures {
40 + compute_spectral_inner(samples, sample_rate).0
41 + }
42 +
43 + /// Compute spectral features and return per-frame magnitude spectra.
44 + ///
45 + /// Same as [`compute_spectral_features`] but also returns the magnitude vectors
46 + /// from each STFT frame, for downstream use by MFCC computation.
47 + #[cfg(feature = "analysis")]
48 + #[instrument(skip_all)]
49 + pub fn compute_spectral_features_with_frames(
50 + samples: &[f32],
51 + sample_rate: u32,
52 + ) -> (SpectralFeatures, Vec<Vec<f64>>) {
53 + compute_spectral_inner(samples, sample_rate)
54 + }
55 +
56 + /// Shared implementation for spectral feature extraction.
57 + #[cfg(feature = "analysis")]
58 + fn compute_spectral_inner(
59 + samples: &[f32],
60 + sample_rate: u32,
61 + ) -> (SpectralFeatures, Vec<Vec<f64>>) {
36 62 if samples.is_empty() {
37 - return SpectralFeatures::default();
63 + return (SpectralFeatures::default(), Vec::new());
38 64 }
39 65
40 66 let window_size = 2048;
@@ -45,10 +71,13 @@ pub fn compute_spectral_features(samples: &[f32], sample_rate: u32) -> SpectralF
45 71
46 72 // If signal is too short for a single window, return just ZCR
47 73 if samples.len() < window_size {
48 - return SpectralFeatures {
49 - zero_crossing_rate: zcr,
50 - ..Default::default()
51 - };
74 + return (
75 + SpectralFeatures {
76 + zero_crossing_rate: zcr,
77 + ..Default::default()
78 + },
79 + Vec::new(),
80 + );
52 81 }
53 82
54 83 let mut planner = RealFftPlanner::<f64>::new();
@@ -68,8 +97,10 @@ pub fn compute_spectral_features(samples: &[f32], sample_rate: u32) -> SpectralF
68 97 let mut centroids = Vec::new();
69 98 let mut flatnesses = Vec::new();
70 99 let mut rolloffs = Vec::new();
100 + let mut bandwidths = Vec::new();
71 101 let mut prev_spectrum: Option<Vec<f64>> = None;
72 102 let mut onset_diffs = Vec::new();
103 + let mut magnitude_frames = Vec::new();
73 104
74 105 let mut pos = 0;
75 106 while pos + window_size <= samples.len() {
@@ -97,7 +128,21 @@ pub fn compute_spectral_features(samples: &[f32], sample_rate: u32) -> SpectralF
97 128 .enumerate()
98 129 .map(|(i, &m)| i as f64 * freq_bin_hz * m)
99 130 .sum();
100 - centroids.push(weighted_sum / mag_sum);
131 + let frame_centroid = weighted_sum / mag_sum;
132 + centroids.push(frame_centroid);
133 +
134 + // Spectral bandwidth: standard deviation of the spectrum around the centroid.
135 + // sqrt(Sum((freq - centroid)^2 * mag) / Sum(mag)) per frame.
136 + let bw_sum: f64 = magnitudes
137 + .iter()
138 + .enumerate()
139 + .map(|(i, &m)| {
140 + let freq = i as f64 * freq_bin_hz;
141 + let diff = freq - frame_centroid;
142 + diff * diff * m
143 + })
144 + .sum();
145 + bandwidths.push((bw_sum / mag_sum).sqrt());
101 146
102 147 // Spectral flatness = geometric_mean / arithmetic_mean of the magnitude spectrum.
103 148 // Measures how "tone-like" vs "noise-like" the spectrum is:
@@ -145,6 +190,8 @@ pub fn compute_spectral_features(samples: &[f32], sample_rate: u32) -> SpectralF
145 190 .sum();
146 191 onset_diffs.push(flux);
147 192 }
193 +
194 + magnitude_frames.push(magnitudes.clone());
148 195 prev_spectrum = Some(magnitudes);
149 196 }
150 197
@@ -159,13 +206,26 @@ pub fn compute_spectral_features(samples: &[f32], sample_rate: u32) -> SpectralF
159 206 }
160 207 };
161 208
162 - SpectralFeatures {
163 - centroid: avg(&centroids),
209 + // Centroid variance: variance of per-frame centroids (how much the spectrum evolves).
210 + let centroid_mean = avg(&centroids);
211 + let centroid_var = if centroids.len() < 2 {
212 + 0.0
213 + } else {
214 + let sum_sq: f64 = centroids.iter().map(|&c| (c - centroid_mean).powi(2)).sum();
215 + sum_sq / centroids.len() as f64
216 + };
217 +
218 + let features = SpectralFeatures {
219 + centroid: centroid_mean,
164 220 flatness: avg(&flatnesses),
165 221 rolloff: avg(&rolloffs),
166 222 zero_crossing_rate: zcr,
167 223 onset_strength: avg(&onset_diffs),
168 - }
224 + bandwidth: avg(&bandwidths),
225 + centroid_variance: centroid_var,
226 + };
227 +
228 + (features, magnitude_frames)
169 229 }
170 230
171 231 /// Fraction of consecutive sample pairs that cross zero.
M crates/audiofiles-core/src/analysis/suggest.rs +27 -11
@@ -41,18 +41,29 @@ pub struct TagSuggestion {
41 41 pub fn suggest_tags(result: &AnalysisResult) -> Vec<TagSuggestion> {
42 42 let mut suggestions = Vec::new();
43 43
44 - // 1. Classification tag
44 + // 1. Classification tag — use ML confidence when available
45 45 if let Some(ref class) = result.classification {
46 - suggestions.push(TagSuggestion {
47 - tag: class.tag().to_string(),
48 - reason: format!(
49 - "Spectral: centroid {:.0} Hz, flatness {:.2}",
50 - result.spectral_centroid.unwrap_or(0.0),
51 - result.spectral_flatness.unwrap_or(0.0),
52 - ),
53 - confidence: 0.7,
54 - source: SuggestionSource::Classification,
55 - });
46 + let ml_conf = result.classification_confidence.unwrap_or(0.0);
47 + // Only suggest if ML confidence >= 0.5 (or rule-based fallback with 0.0 confidence)
48 + let suggest_conf = if ml_conf > 0.0 { ml_conf as f32 } else { 0.7 };
49 + if ml_conf == 0.0 || ml_conf >= 0.5 {
50 + let reason = if ml_conf > 0.0 {
51 + format!("ML classifier: {:.0}% confidence", ml_conf * 100.0)
52 + } else {
53 + format!(
54 + "Spectral: centroid {:.0} Hz, flatness {:.2}, crest {:.1}",
55 + result.spectral_centroid.unwrap_or(0.0),
56 + result.spectral_flatness.unwrap_or(0.0),
57 + result.crest_factor.unwrap_or(0.0),
58 + )
59 + };
60 + suggestions.push(TagSuggestion {
61 + tag: class.tag().to_string(),
62 + reason,
63 + confidence: suggest_conf,
64 + source: SuggestionSource::Classification,
65 + });
66 + }
56 67 }
57 68
58 69 // 2. BPM tag — high confidence (0.8) because BPM detection is fairly reliable
@@ -200,6 +211,11 @@ mod tests {
200 211 onset_strength: Some(50.0),
201 212 classification: Some(SampleClass::Kick),
202 213 fingerprint: None,
214 + spectral_bandwidth: Some(500.0),
215 + centroid_variance: Some(10000.0),
216 + crest_factor: Some(4.5),
217 + attack_time: Some(0.003),
218 + classification_confidence: None,
203 219 }
204 220 }
205 221
M crates/audiofiles-core/src/analysis/worker.rs +45 -18
@@ -1,13 +1,16 @@
1 1 //! Background analysis worker thread: processes sample batches off the GUI thread with cancel support.
2 2 //!
3 3 //! The worker runs in a dedicated thread, receiving [`WorkerCommand`]s over a channel
4 - //! and emitting [`WorkerEvent`]s back. Between samples it checks for cancellation,
5 - //! making batch analysis interruptible without killing the thread.
4 + //! and emitting [`WorkerEvent`]s back. Batches are processed in parallel using rayon.
5 + //! An `AtomicBool` cancel flag allows interrupting in-flight parallel work.
6 6
7 7 use std::path::PathBuf;
8 - use std::sync::{mpsc, Mutex};
8 + use std::sync::atomic::{AtomicBool, AtomicUsize, Ordering};
9 + use std::sync::{mpsc, Arc, Mutex};
9 10 use std::thread;
10 11
12 + use rayon::prelude::*;
13 +
11 14 use super::config::AnalysisConfig;
12 15 use super::suggest::TagSuggestion;
13 16 use super::{analyze_sample, AnalysisResult};
@@ -65,6 +68,7 @@ pub enum WorkerEvent {
65 68 pub struct WorkerHandle {
66 69 cmd_tx: mpsc::Sender<WorkerCommand>,
67 70 event_rx: Mutex<mpsc::Receiver<WorkerEvent>>,
71 + cancel_flag: Arc<AtomicBool>,
68 72 thread: Option<thread::JoinHandle<()>>,
69 73 }
70 74
@@ -76,12 +80,16 @@ impl WorkerHandle {
76 80
77 81 /// Send a command to the worker.
78 82 pub fn send(&self, cmd: WorkerCommand) {
83 + if matches!(cmd, WorkerCommand::Cancel) {
84 + self.cancel_flag.store(true, Ordering::Relaxed);
85 + }
79 86 let _ = self.cmd_tx.send(cmd);
80 87 }
81 88 }
82 89
83 90 impl Drop for WorkerHandle {
84 91 fn drop(&mut self) {
92 + self.cancel_flag.store(true, Ordering::Relaxed);
85 93 let _ = self.cmd_tx.send(WorkerCommand::Shutdown);
86 94 if let Some(handle) = self.thread.take() {
87 95 let _ = handle.join();
@@ -97,47 +105,54 @@ impl Drop for WorkerHandle {
97 105 pub fn spawn_worker() -> std::io::Result<WorkerHandle> {
98 106 let (cmd_tx, cmd_rx) = mpsc::channel::<WorkerCommand>();
99 107 let (event_tx, event_rx) = mpsc::channel::<WorkerEvent>();
108 + let cancel_flag = Arc::new(AtomicBool::new(false));
109 + let cancel_clone = Arc::clone(&cancel_flag);
100 110
101 111 let thread = thread::Builder::new()
102 112 .name("analysis-worker".to_string())
103 113 .spawn(move || {
104 - worker_loop(cmd_rx, event_tx);
114 + worker_loop(cmd_rx, event_tx, cancel_clone);
105 115 })?;
106 116
107 117 Ok(WorkerHandle {
108 118 cmd_tx,
109 119 event_rx: Mutex::new(event_rx),
120 + cancel_flag,
110 121 thread: Some(thread),
111 122 })
112 123 }
113 124
114 - fn worker_loop(cmd_rx: mpsc::Receiver<WorkerCommand>, event_tx: mpsc::Sender<WorkerEvent>) {
125 + fn worker_loop(
126 + cmd_rx: mpsc::Receiver<WorkerCommand>,
127 + event_tx: mpsc::Sender<WorkerEvent>,
128 + cancel_flag: Arc<AtomicBool>,
129 + ) {
115 130 while let Ok(cmd) = cmd_rx.recv() {
116 131 match cmd {
117 132 WorkerCommand::Shutdown => break,
118 133 WorkerCommand::Cancel => {
119 - // Nothing to cancel if we're idle
134 + // Cancel flag already set by WorkerHandle::send; nothing else to do
120 135 continue;
121 136 }
122 137 WorkerCommand::AnalyzeBatch { samples, config } => {
138 + // Reset cancel flag for this batch
139 + cancel_flag.store(false, Ordering::Relaxed);
140 +
123 141 let total = samples.len();
142 + let completed = Arc::new(AtomicUsize::new(0));
124 143
125 - for (idx, (hash, _ext, path)) in samples.iter().enumerate() {
126 - // Check for cancel between samples
127 - if let Ok(WorkerCommand::Cancel) | Ok(WorkerCommand::Shutdown) =
128 - cmd_rx.try_recv()
129 - {
130 - let _ = event_tx.send(WorkerEvent::BatchComplete);
131 - if matches!(cmd_rx.try_recv(), Ok(WorkerCommand::Shutdown)) {
132 - return;
133 - }
134 - break;
144 + // Process samples in parallel using rayon
145 + samples.par_iter().for_each(|(hash, _ext, path)| {
146 + // Check cancel flag before starting each sample
147 + if cancel_flag.load(Ordering::Relaxed) {
148 + return;
135 149 }
136 150
137 151 let name = crate::util::get_filename(path, "unknown");
152 + let done = completed.load(Ordering::Relaxed);
138 153
139 154 let _ = event_tx.send(WorkerEvent::Progress {
140 - completed: idx,
155 + completed: done,
141 156 total,
142 157 current_name: name,
143 158 });
@@ -161,7 +176,9 @@ fn worker_loop(cmd_rx: mpsc::Receiver<WorkerCommand>, event_tx: mpsc::Sender<Wor
161 176 });
162 177 }
163 178 }
164 - }
179 +
180 + completed.fetch_add(1, Ordering::Relaxed);
181 + });
165 182
166 183 let _ = event_tx.send(WorkerEvent::BatchComplete);
167 184 }
@@ -232,4 +249,14 @@ mod tests {
232 249 let _batch_complete = WorkerEvent::BatchComplete;
233 250 // Just verify these can be constructed without panic
234 251 }
252 +
253 + #[test]
254 + fn cancel_flag_set_on_cancel() {
255 + let handle = spawn_worker().unwrap();
256 + handle.send(WorkerCommand::Cancel);
257 + // Give it a moment to process
258 + std::thread::sleep(std::time::Duration::from_millis(10));
259 + assert!(handle.cancel_flag.load(Ordering::Relaxed));
260 + drop(handle);
261 + }
235 262 }
M crates/audiofiles-core/src/db.rs +91 -2
@@ -489,6 +489,93 @@ BEGIN
489 489 END;
490 490 "#;
491 491
492 + const MIGRATION_010: &str = r#"
493 + -- New spectral and waveform features for improved classification
494 + ALTER TABLE audio_analysis ADD COLUMN spectral_bandwidth REAL;
495 + ALTER TABLE audio_analysis ADD COLUMN centroid_variance REAL;
496 + ALTER TABLE audio_analysis ADD COLUMN crest_factor REAL;
497 + ALTER TABLE audio_analysis ADD COLUMN attack_time REAL;
498 +
499 + -- Recreate audio_analysis sync triggers to include new columns
500 + DROP TRIGGER IF EXISTS sync_audio_analysis_insert;
501 + DROP TRIGGER IF EXISTS sync_audio_analysis_update;
502 +
503 + CREATE TRIGGER sync_audio_analysis_insert AFTER INSERT ON audio_analysis
504 + WHEN (SELECT value FROM sync_state WHERE key = 'applying_remote') != '1'
505 + BEGIN
506 + INSERT INTO sync_changelog (table_name, op, row_id, data)
507 + VALUES ('audio_analysis', 'INSERT', NEW.hash,
508 + json_object('hash', NEW.hash, 'bpm', NEW.bpm, 'musical_key', NEW.musical_key,
509 + 'duration', NEW.duration, 'sample_rate', NEW.sample_rate, 'channels', NEW.channels,
510 + 'peak_db', NEW.peak_db, 'rms_db', NEW.rms_db, 'is_loop', NEW.is_loop,
511 + 'spectral_centroid', NEW.spectral_centroid, 'onset_strength', NEW.onset_strength,
512 + 'analyzed_at', NEW.analyzed_at, 'lufs', NEW.lufs,
513 + 'spectral_flatness', NEW.spectral_flatness, 'spectral_rolloff', NEW.spectral_rolloff,
514 + 'zero_crossing_rate', NEW.zero_crossing_rate, 'classification', NEW.classification,
515 + 'spectral_bandwidth', NEW.spectral_bandwidth, 'centroid_variance', NEW.centroid_variance,
516 + 'crest_factor', NEW.crest_factor, 'attack_time', NEW.attack_time));
517 + END;
518 +
519 + CREATE TRIGGER sync_audio_analysis_update AFTER UPDATE ON audio_analysis
520 + WHEN (SELECT value FROM sync_state WHERE key = 'applying_remote') != '1'
521 + BEGIN
522 + INSERT INTO sync_changelog (table_name, op, row_id, data)
523 + VALUES ('audio_analysis', 'UPDATE', NEW.hash,
524 + json_object('hash', NEW.hash, 'bpm', NEW.bpm, 'musical_key', NEW.musical_key,
525 + 'duration', NEW.duration, 'sample_rate', NEW.sample_rate, 'channels', NEW.channels,
526 + 'peak_db', NEW.peak_db, 'rms_db', NEW.rms_db, 'is_loop', NEW.is_loop,
527 + 'spectral_centroid', NEW.spectral_centroid, 'onset_strength', NEW.onset_strength,
528 + 'analyzed_at', NEW.analyzed_at, 'lufs', NEW.lufs,
529 + 'spectral_flatness', NEW.spectral_flatness, 'spectral_rolloff', NEW.spectral_rolloff,
530 + 'zero_crossing_rate', NEW.zero_crossing_rate, 'classification', NEW.classification,
531 + 'spectral_bandwidth', NEW.spectral_bandwidth, 'centroid_variance', NEW.centroid_variance,
532 + 'crest_factor', NEW.crest_factor, 'attack_time', NEW.attack_time));
533 + END;
534 + "#;
535 +
536 + const MIGRATION_011: &str = r#"
537 + -- ML classifier confidence score
538 + ALTER TABLE audio_analysis ADD COLUMN classification_confidence REAL;
539 +
540 + -- Recreate audio_analysis sync triggers to include new column
541 + DROP TRIGGER IF EXISTS sync_audio_analysis_insert;
542 + DROP TRIGGER IF EXISTS sync_audio_analysis_update;
543 +
544 + CREATE TRIGGER sync_audio_analysis_insert AFTER INSERT ON audio_analysis
545 + WHEN (SELECT value FROM sync_state WHERE key = 'applying_remote') != '1'
546 + BEGIN
547 + INSERT INTO sync_changelog (table_name, op, row_id, data)
548 + VALUES ('audio_analysis', 'INSERT', NEW.hash,
549 + json_object('hash', NEW.hash, 'bpm', NEW.bpm, 'musical_key', NEW.musical_key,
550 + 'duration', NEW.duration, 'sample_rate', NEW.sample_rate, 'channels', NEW.channels,
551 + 'peak_db', NEW.peak_db, 'rms_db', NEW.rms_db, 'is_loop', NEW.is_loop,
552 + 'spectral_centroid', NEW.spectral_centroid, 'onset_strength', NEW.onset_strength,
553 + 'analyzed_at', NEW.analyzed_at, 'lufs', NEW.lufs,
554 + 'spectral_flatness', NEW.spectral_flatness, 'spectral_rolloff', NEW.spectral_rolloff,
555 + 'zero_crossing_rate', NEW.zero_crossing_rate, 'classification', NEW.classification,
556 + 'spectral_bandwidth', NEW.spectral_bandwidth, 'centroid_variance', NEW.centroid_variance,
557 + 'crest_factor', NEW.crest_factor, 'attack_time', NEW.attack_time,
558 + 'classification_confidence', NEW.classification_confidence));
559 + END;
560 +
561 + CREATE TRIGGER sync_audio_analysis_update AFTER UPDATE ON audio_analysis
562 + WHEN (SELECT value FROM sync_state WHERE key = 'applying_remote') != '1'
563 + BEGIN
564 + INSERT INTO sync_changelog (table_name, op, row_id, data)
565 + VALUES ('audio_analysis', 'UPDATE', NEW.hash,
566 + json_object('hash', NEW.hash, 'bpm', NEW.bpm, 'musical_key', NEW.musical_key,
567 + 'duration', NEW.duration, 'sample_rate', NEW.sample_rate, 'channels', NEW.channels,
568 + 'peak_db', NEW.peak_db, 'rms_db', NEW.rms_db, 'is_loop', NEW.is_loop,
569 + 'spectral_centroid', NEW.spectral_centroid, 'onset_strength', NEW.onset_strength,
570 + 'analyzed_at', NEW.analyzed_at, 'lufs', NEW.lufs,
571 + 'spectral_flatness', NEW.spectral_flatness, 'spectral_rolloff', NEW.spectral_rolloff,
572 + 'zero_crossing_rate', NEW.zero_crossing_rate, 'classification', NEW.classification,
573 + 'spectral_bandwidth', NEW.spectral_bandwidth, 'centroid_variance', NEW.centroid_variance,
574 + 'crest_factor', NEW.crest_factor, 'attack_time', NEW.attack_time,
575 + 'classification_confidence', NEW.classification_confidence));
576 + END;
577 + "#;
578 +
492 579 impl Database {
493 580 /// Open (or create) the database at the given path and run migrations.
494 581 #[instrument(skip_all)]
@@ -531,6 +618,8 @@ impl Database {
531 618 MIGRATION_007,
532 619 MIGRATION_008,
533 620 MIGRATION_009,
621 + MIGRATION_010,
622 + MIGRATION_011,
534 623 ];
535 624
536 625 for (i, sql) in MIGRATIONS.iter().enumerate() {
@@ -618,7 +707,7 @@ mod tests {
618 707 .conn()
619 708 .query_row("PRAGMA user_version", [], |row| row.get(0))
620 709 .unwrap();
621 - assert_eq!(version, 9);
710 + assert_eq!(version, 11);
622 711 }
623 712
624 713 #[test]
@@ -629,7 +718,7 @@ mod tests {
629 718 .conn()
630 719 .query_row("PRAGMA user_version", [], |row| row.get(0))
631 720 .unwrap();
632 - assert_eq!(version, 9);
721 + assert_eq!(version, 11);
633 722 }
634 723
635 724 #[test]
M crates/audiofiles-core/src/similarity.rs +64 -4
@@ -18,6 +18,10 @@ pub struct FeatureVector {
18 18 pub spectral_rolloff: Option<f64>,
19 19 pub zero_crossing_rate: Option<f64>,
20 20 pub onset_strength: Option<f64>,
21 + pub spectral_bandwidth: Option<f64>,
22 + pub centroid_variance: Option<f64>,
23 + pub crest_factor: Option<f64>,
24 + pub attack_time: Option<f64>,
21 25 }
22 26
23 27 /// Per-dimension weights for the distance function.
@@ -31,6 +35,10 @@ pub struct FeatureWeights {
31 35 pub spectral_rolloff: f64,
32 36 pub zero_crossing_rate: f64,
33 37 pub onset_strength: f64,
38 + pub spectral_bandwidth: f64,
39 + pub centroid_variance: f64,
40 + pub crest_factor: f64,
41 + pub attack_time: f64,
34 42 }
35 43
36 44 impl Default for FeatureWeights {
@@ -44,6 +52,10 @@ impl Default for FeatureWeights {
44 52 spectral_rolloff: 1.0,
45 53 zero_crossing_rate: 1.0,
46 54 onset_strength: 1.0,
55 + spectral_bandwidth: 1.0,
56 + centroid_variance: 1.0,
57 + crest_factor: 1.0,
58 + attack_time: 1.0,
47 59 }
48 60 }
49 61 }
@@ -66,6 +78,10 @@ struct NormRanges {
66 78 spectral_rolloff: (f64, f64),
67 79 zero_crossing_rate: (f64, f64),
68 80 onset_strength: (f64, f64),
81 + spectral_bandwidth: (f64, f64),
82 + centroid_variance: (f64, f64),
83 + crest_factor: (f64, f64),
84 + attack_time: (f64, f64),
69 85 }
70 86
71 87 /// Normalize a value to 0..1 given a min/max range. Returns 0.0 if range is zero.
@@ -88,6 +104,10 @@ fn normalize(fv: &FeatureVector, ranges: &NormRanges) -> FeatureVector {
88 104 spectral_rolloff: fv.spectral_rolloff.map(|v| norm(v, ranges.spectral_rolloff.0, ranges.spectral_rolloff.1)),
89 105 zero_crossing_rate: fv.zero_crossing_rate.map(|v| norm(v, ranges.zero_crossing_rate.0, ranges.zero_crossing_rate.1)),
90 106 onset_strength: fv.onset_strength.map(|v| norm(v, ranges.onset_strength.0, ranges.onset_strength.1)),
107 + spectral_bandwidth: fv.spectral_bandwidth.map(|v| norm(v, ranges.spectral_bandwidth.0, ranges.spectral_bandwidth.1)),
108 + centroid_variance: fv.centroid_variance.map(|v| norm(v, ranges.centroid_variance.0, ranges.centroid_variance.1)),
109 + crest_factor: fv.crest_factor.map(|v| norm(v, ranges.crest_factor.0, ranges.crest_factor.1)),
110 + attack_time: fv.attack_time.map(|v| norm(v, ranges.attack_time.0, ranges.attack_time.1)),
91 111 }
92 112 }
93 113
@@ -97,7 +117,7 @@ pub fn feature_distance(a: &FeatureVector, b: &FeatureVector, weights: &FeatureW
97 117 let mut sum = 0.0;
98 118 let mut dims = 0.0;
99 119
100 - let pairs: [(Option<f64>, Option<f64>, f64); 8] = [
120 + let pairs: [(Option<f64>, Option<f64>, f64); 12] = [
101 121 (a.bpm, b.bpm, weights.bpm),
102 122 (a.duration, b.duration, weights.duration),
103 123 (a.lufs, b.lufs, weights.lufs),
@@ -106,6 +126,10 @@ pub fn feature_distance(a: &FeatureVector, b: &FeatureVector, weights: &FeatureW
106 126 (a.spectral_rolloff, b.spectral_rolloff, weights.spectral_rolloff),
107 127 (a.zero_crossing_rate, b.zero_crossing_rate, weights.zero_crossing_rate),
108 128 (a.onset_strength, b.onset_strength, weights.onset_strength),
129 + (a.spectral_bandwidth, b.spectral_bandwidth, weights.spectral_bandwidth),
130 + (a.centroid_variance, b.centroid_variance, weights.centroid_variance),
131 + (a.crest_factor, b.crest_factor, weights.crest_factor),
132 + (a.attack_time, b.attack_time, weights.attack_time),
109 133 ];
110 134
111 135 for (va, vb, w) in &pairs {
@@ -125,7 +149,8 @@ pub fn load_features(db: &Database, hash: &str) -> Result<FeatureVector> {
125 149 db.conn()
126 150 .query_row(
127 151 "SELECT bpm, duration, lufs, spectral_centroid, spectral_flatness,
128 - spectral_rolloff, zero_crossing_rate, onset_strength
152 + spectral_rolloff, zero_crossing_rate, onset_strength,
153 + spectral_bandwidth, centroid_variance, crest_factor, attack_time
129 154 FROM audio_analysis WHERE hash = ?1",
130 155 [hash],
131 156 |row| {
@@ -138,6 +163,10 @@ pub fn load_features(db: &Database, hash: &str) -> Result<FeatureVector> {
138 163 spectral_rolloff: row.get(5)?,
139 164 zero_crossing_rate: row.get(6)?,
140 165 onset_strength: row.get(7)?,
166 + spectral_bandwidth: row.get(8)?,
167 + centroid_variance: row.get(9)?,
168 + crest_factor: row.get(10)?,
169 + attack_time: row.get(11)?,
141 170 })
142 171 },
143 172 )
@@ -158,7 +187,8 @@ pub fn find_similar(db: &Database, hash: &str, limit: usize) -> Result<Vec<Simil
158 187 // Load all features
159 188 let mut stmt = db.conn().prepare(
160 189 "SELECT hash, bpm, duration, lufs, spectral_centroid, spectral_flatness,
161 - spectral_rolloff, zero_crossing_rate, onset_strength
190 + spectral_rolloff, zero_crossing_rate, onset_strength,
191 + spectral_bandwidth, centroid_variance, crest_factor, attack_time
162 192 FROM audio_analysis WHERE hash != ?1",
163 193 )?;
164 194 let all: Vec<(String, FeatureVector)> = stmt
@@ -174,6 +204,10 @@ pub fn find_similar(db: &Database, hash: &str, limit: usize) -> Result<Vec<Simil
174 204 spectral_rolloff: row.get(6)?,
175 205 zero_crossing_rate: row.get(7)?,
176 206 onset_strength: row.get(8)?,
207 + spectral_bandwidth: row.get(9)?,
208 + centroid_variance: row.get(10)?,
209 + crest_factor: row.get(11)?,
210 + attack_time: row.get(12)?,
177 211 },
178 212 ))
179 213 })?
@@ -237,6 +271,10 @@ fn compute_ranges(reference: &FeatureVector, others: &[(String, FeatureVector)])
237 271 update_range!(spectral_rolloff, spectral_rolloff);
238 272 update_range!(zero_crossing_rate, zero_crossing_rate);
239 273 update_range!(onset_strength, onset_strength);
274 + update_range!(spectral_bandwidth, spectral_bandwidth);
275 + update_range!(centroid_variance, centroid_variance);
276 + update_range!(crest_factor, crest_factor);
277 + update_range!(attack_time, attack_time);
240 278
241 279 ranges
242 280 }
@@ -264,6 +302,10 @@ const DEFAULT_WEIGHTS: FeatureWeights = FeatureWeights {
264 302 spectral_rolloff: 1.0,
265 303 zero_crossing_rate: 1.0,
266 304 onset_strength: 1.0,
305 + spectral_bandwidth: 1.0,
306 + centroid_variance: 1.0,
307 + crest_factor: 1.0,
308 + attack_time: 1.0,
267 309 };
268 310
269 311 /// Pre-built VP-tree index for fast similarity search.
@@ -287,7 +329,8 @@ impl SimilarityIndex {
287 329 pub fn build(db: &Database) -> Result<Self> {
288 330 let mut stmt = db.conn().prepare(
289 331 "SELECT hash, bpm, duration, lufs, spectral_centroid, spectral_flatness,
290 - spectral_rolloff, zero_crossing_rate, onset_strength
332 + spectral_rolloff, zero_crossing_rate, onset_strength,
333 + spectral_bandwidth, centroid_variance, crest_factor, attack_time
291 334 FROM audio_analysis",
292 335 )?;
293 336 let all: Vec<(String, FeatureVector)> = stmt
@@ -303,6 +346,10 @@ impl SimilarityIndex {
303 346 spectral_rolloff: row.get(6)?,
304 347 zero_crossing_rate: row.get(7)?,
305 348 onset_strength: row.get(8)?,
349 + spectral_bandwidth: row.get(9)?,
350 + centroid_variance: row.get(10)?,
351 + crest_factor: row.get(11)?,
352 + attack_time: row.get(12)?,
306 353 },
307 354 ))
308 355 })?
@@ -397,6 +444,10 @@ fn compute_ranges_all(samples: &[(String, FeatureVector)]) -> NormRanges {
397 444 update_range!(spectral_rolloff, spectral_rolloff);
398 445 update_range!(zero_crossing_rate, zero_crossing_rate);
399 446 update_range!(onset_strength, onset_strength);
447 + update_range!(spectral_bandwidth, spectral_bandwidth);
448 + update_range!(centroid_variance, centroid_variance);
449 + update_range!(crest_factor, crest_factor);
450 + update_range!(attack_time, attack_time);
400 451
401 452 ranges
402 453 }
@@ -427,6 +478,11 @@ mod tests {
427 478 onset_strength: Some(20.0),
428 479 classification: None,
429 480 fingerprint: None,
481 + spectral_bandwidth: Some(2000.0),
482 + centroid_variance: Some(50000.0),
483 + crest_factor: Some(3.0),
484 + attack_time: Some(0.01),
485 + classification_confidence: None,
430 486 };
431 487 analysis::save_analysis(db, &result).unwrap();
432 488 }
@@ -459,6 +515,10 @@ mod tests {
459 515 spectral_rolloff: Some(0.5),
460 516 zero_crossing_rate: Some(0.5),
461 517 onset_strength: Some(0.5),
518 + spectral_bandwidth: Some(0.5),
519 + centroid_variance: Some(0.5),
520 + crest_factor: Some(0.5),
521 + attack_time: Some(0.5),
462 522 };
463 523 let d = feature_distance(&fv, &fv, &FeatureWeights::default());
464 524 assert!((d - 0.0).abs() < f64::EPSILON);
M crates/audiofiles-core/src/test_helpers.rs +5
@@ -51,6 +51,11 @@ pub fn insert_sample_with_analysis(
51 51 onset_strength: None,
52 52 classification: classification.map(|c| c.parse().unwrap()),
53 53 fingerprint: None,
54 + spectral_bandwidth: None,
55 + centroid_variance: None,
56 + crest_factor: None,
57 + attack_time: None,
58 + classification_confidence: None,
54 59 };
55 60 crate::analysis::save_analysis(db, &result).unwrap();
56 61
A crates/audiofiles-core/tests/classify_validation.rs +340
@@ -0,0 +1,340 @@
1 + //! Classification validation test against labeled drum machine samples.
2 + //!
3 + //! Reads pre-labeled samples from `~/Git/Drums/test_data/{kick,snare,hihat,...}/`
4 + //! and checks what percentage the two-layer ML classifier gets right.
5 + //!
6 + //! Label-to-SampleClass mapping:
7 + //! kick -> Kick
8 + //! snare -> Snare
9 + //! hihat -> HiHat
10 + //! cymbal -> Cymbal
11 + //! clap -> Percussion (claps are percussive hits)
12 + //! tom -> Percussion (toms are pitched percussion)
13 + //! percussion -> Percussion (congas, cowbell, shaker, etc.)
14 + //! fx -> (excluded from validation — catch-all junk drawer, not a learnable class)
15 +
16 + use std::collections::HashMap;
17 + use std::path::PathBuf;
18 +
19 + use audiofiles_core::analysis::classify::SampleClass;
20 + use audiofiles_core::analysis::config::AnalysisConfig;
21 + use audiofiles_core::analysis::{self};
22 +
23 + /// Map a test data folder name to the expected SampleClass.
24 + fn expected_class(label: &str) -> Option<SampleClass> {
25 + match label {
26 + "kick" => Some(SampleClass::Kick),
27 + "snare" => Some(SampleClass::Snare),
28 + "hihat" => Some(SampleClass::HiHat),
29 + "cymbal" => Some(SampleClass::Cymbal),
30 + "clap" | "tom" | "percussion" => Some(SampleClass::Percussion),
31 + "fx" => None, // excluded — misc catch-all, not a classifiable category
32 + _ => None,
33 + }
34 + }
35 +
36 + /// Acceptable alternate classifications for a given label.
37 + /// Some boundary cases are legitimately ambiguous.
38 + fn acceptable_alternates(label: &str) -> &[SampleClass] {
39 + match label {
40 + "clap" => &[SampleClass::Snare, SampleClass::Impact],
41 + "tom" => &[SampleClass::Kick],
42 + "hihat" => &[SampleClass::Cymbal, SampleClass::Noise],
43 + "cymbal" => &[SampleClass::HiHat, SampleClass::Noise],
44 + "snare" => &[SampleClass::Percussion, SampleClass::Impact],
45 + "kick" => &[SampleClass::Impact, SampleClass::Bass],
46 + "fx" => &[], // excluded from validation
47 + "percussion" => &[
48 + SampleClass::HiHat,
49 + SampleClass::Cymbal,
50 + SampleClass::Noise,
51 + SampleClass::Impact,
52 + SampleClass::Foley,
53 + ],
54 + _ => &[],
55 + }
56 + }
57 +
58 + struct ClassResults {
59 + total: usize,
60 + correct: usize,
61 + acceptable: usize,
62 + misclassified: Vec<(String, SampleClass)>,
63 + confidences: Vec<f64>,
64 + }
65 +
66 + /// Run classification on all labeled samples and report accuracy.
67 + #[test]
68 + fn classify_drum_samples() {
69 + let test_data =
70 + PathBuf::from(std::env::var("HOME").expect("HOME not set")).join("Git/Drums/test_data");
71 +
72 + if !test_data.exists() {
73 + eprintln!(
74 + "Skipping classify_drum_samples: test data not found at {}",
75 + test_data.display()
76 + );
77 + return;
78 + }
79 +
80 + let config = AnalysisConfig {
81 + loudness: true,
82 + spectral: true,
83 + bpm: false,
84 + key: false,
85 + loop_detect: false,
86 + classify: true,
87 + fingerprint: false,
88 + auto_suggest_tags: false,
89 + max_analysis_seconds: Some(5.0),
90 + };
91 +
92 + let labels = [
93 + "kick",
94 + "snare",
95 + "hihat",
96 + "cymbal",
97 + "clap",
98 + "tom",
99 + "percussion",
100 + "fx",
101 + ];
102 + let mut results: HashMap<String, ClassResults> = HashMap::new();
103 +
104 + for label in &labels {
105 + let dir = test_data.join(label);
106 + if !dir.exists() {
107 + continue;
108 + }
109 +
110 + let expected = match expected_class(label) {
111 + Some(c) => c,
112 + None => continue,
113 + };
114 + let alts = acceptable_alternates(label);
115 +
116 + let mut class_results = ClassResults {
117 + total: 0,
118 + correct: 0,
119 + acceptable: 0,
120 + misclassified: Vec::new(),
121 + confidences: Vec::new(),
122 + };
123 +
124 + let mut entries: Vec<_> = std::fs::read_dir(&dir)
125 + .expect("failed to read test data dir")
126 + .filter_map(|e| e.ok())
127 + .filter(|e| {
128 + let name = e.file_name().to_string_lossy().to_lowercase();
129 + name.ends_with(".wav") || name.ends_with(".aif") || name.ends_with(".aiff")
130 + })
131 + .collect();
132 + entries.sort_by_key(|e| e.file_name());
133 +
134 + for entry in &entries {
135 + let path = std::fs::read_link(entry.path()).unwrap_or_else(|_| entry.path());
136 + if !path.exists() {
137 + continue;
138 + }
139 +
140 + let fake_hash = format!("test_{:016x}", class_results.total);
141 + match analysis::analyze_sample(&fake_hash, &path, &config) {
142 + Ok(result) => {
143 + class_results.total += 1;
144 + if let Some(conf) = result.classification_confidence {
145 + class_results.confidences.push(conf);
146 + }
147 + if let Some(class) = result.classification {
148 + if class == expected {
149 + class_results.correct += 1;
150 + } else if alts.contains(&class) {
151 + class_results.acceptable += 1;
152 + } else {
153 + class_results.misclassified.push((
154 + entry.file_name().to_string_lossy().to_string(),
155 + class,
156 + ));
157 + }
158 + } else {
159 + class_results.misclassified.push((
160 + entry.file_name().to_string_lossy().to_string(),
161 + SampleClass::Misc,
162 + ));
163 + }
164 + }
165 + Err(e) => {
166 + eprintln!(
167 + " Failed to analyze {}: {}",
168 + entry.file_name().to_string_lossy(),
169 + e
170 + );
171 + }
172 + }
173 + }
174 +
175 + results.insert(label.to_string(), class_results);
176 + }
177 +
178 + // Print report
179 + println!("\n============================================================");
180 + println!("CLASSIFICATION VALIDATION REPORT (Two-Layer ML)");
181 + println!("============================================================\n");
182 +
183 + let mut grand_total = 0;
184 + let mut grand_correct = 0;
185 + let mut grand_acceptable = 0;
186 + let mut all_confidences = Vec::new();
187 +
188 + for label in &labels {
189 + if let Some(r) = results.get(*label) {
190 + if r.total == 0 {
191 + continue;
192 + }
193 + let strict_pct = (r.correct as f64 / r.total as f64) * 100.0;
194 + let lenient_pct = ((r.correct + r.acceptable) as f64 / r.total as f64) * 100.0;
195 +
196 + // Confidence stats
197 + let (conf_mean, conf_median, conf_p10) = if r.confidences.is_empty() {
198 + (0.0, 0.0, 0.0)
199 + } else {
200 + let mut sorted = r.confidences.clone();
201 + sorted.sort_by(|a, b| a.partial_cmp(b).unwrap());
202 + let mean = sorted.iter().sum::<f64>() / sorted.len() as f64;
203 + let median = sorted[sorted.len() / 2];
204 + let p10_idx = sorted.len() / 10;
205 + let p10 = sorted[p10_idx];
206 + (mean, median, p10)
207 + };
208 +
209 + println!(
210 + "{:<12} {:>4} samples | strict: {:>5.1}% ({}/{}) | lenient: {:>5.1}% ({}/{})",
211 + label,
212 + r.total,
213 + strict_pct,
214 + r.correct,
215 + r.total,
216 + lenient_pct,
217 + r.correct + r.acceptable,
218 + r.total
219 + );
220 + println!(
221 + " confidence: mean={:.2} median={:.2} P10={:.2}",
222 + conf_mean, conf_median, conf_p10
223 + );
224 +
225 + // Show up to 10 misclassifications per class
226 + if !r.misclassified.is_empty() {
227 + let show = r.misclassified.len().min(10);
228 + for (name, got) in &r.misclassified[..show] {
229 + println!(" MISS: {} -> {}", name, got.as_str());
230 + }
231 + if r.misclassified.len() > 10 {
232 + println!(
233 + " ... and {} more misclassifications",
234 + r.misclassified.len() - 10
235 + );
236 + }
237 + }
238 + println!();
239 +
240 + grand_total += r.total;
241 + grand_correct += r.correct;
242 + grand_acceptable += r.acceptable;
243 + all_confidences.extend_from_slice(&r.confidences);
244 + }
245 + }
246 +
247 + let overall_strict = (grand_correct as f64 / grand_total as f64) * 100.0;
248 + let overall_lenient =
249 + ((grand_correct + grand_acceptable) as f64 / grand_total as f64) * 100.0;
250 +
251 + println!("============================================================");
252 + println!(
253 + "OVERALL {:>4} samples | strict: {:>5.1}% | lenient: {:>5.1}%",
254 + grand_total, overall_strict, overall_lenient
255 + );
256 +
257 + if !all_confidences.is_empty() {
258 + let mut sorted = all_confidences.clone();
259 + sorted.sort_by(|a, b| a.partial_cmp(b).unwrap());
260 + let mean = sorted.iter().sum::<f64>() / sorted.len() as f64;
261 + let median = sorted[sorted.len() / 2];
262 + println!(
263 + " confidence: mean={:.2} median={:.2}",
264 + mean, median
265 + );
266 + }
267 + println!("============================================================");
268 +
269 + // Confusion matrix summary
270 + println!("\nCONFUSION SUMMARY (misclassifications by target class):");
271 + for label in &labels {
272 + if let Some(r) = results.get(*label) {
273 + if r.misclassified.is_empty() {
274 + continue;
275 + }
276 + let mut confusion: HashMap<&str, usize> = HashMap::new();
277 + for (_, got) in &r.misclassified {
278 + *confusion.entry(got.as_str()).or_default() += 1;
279 + }
280 + let mut sorted: Vec<_> = confusion.into_iter().collect();
281 + sorted.sort_by(|a, b| b.1.cmp(&a.1));
282 + let items: Vec<String> = sorted.iter().map(|(c, n)| format!("{}:{}", c, n)).collect();
283 + println!(" {:<12} -> {}", label, items.join(", "));
284 + }
285 + }
286 +
287 + // Per-class precision/recall/F1
288 + println!("\nPER-CLASS METRICS:");
289 + println!("{:<12} {:>9} {:>9} {:>9}", "Class", "Precision", "Recall", "F1");
290 + let drum_labels = ["kick", "snare", "hihat", "cymbal", "percussion"];
291 + for target_label in &drum_labels {
292 + let target_class = expected_class(target_label).unwrap();
293 +
294 + // True positives: samples of this class predicted correctly
295 + let tp = results
296 + .get(*target_label)
297 + .map(|r| r.correct)
298 + .unwrap_or(0) as f64;
299 +
300 + // False negatives: samples of this class predicted as something else
301 + let fn_ = results
302 + .get(*target_label)
303 + .map(|r| r.misclassified.len())
304 + .unwrap_or(0) as f64;
305 +
306 + // False positives: other classes predicted as this class
307 + let fp: f64 = labels
308 + .iter()
309 + .filter(|&&l| expected_class(l) != Some(target_class))
310 + .filter_map(|l| results.get(*l))
311 + .flat_map(|r| r.misclassified.iter())
312 + .filter(|(_, got)| *got == target_class)
313 + .count() as f64;
314 +
315 + let precision = if tp + fp > 0.0 { tp / (tp + fp) } else { 0.0 };
316 + let recall = if tp + fn_ > 0.0 { tp / (tp + fn_) } else { 0.0 };
317 + let f1 = if precision + recall > 0.0 {
318 + 2.0 * precision * recall / (precision + recall)
319 + } else {
320 + 0.0
321 + };
322 +
323 + println!(
324 + "{:<12} {:>8.1}% {:>8.1}% {:>8.1}%",
325 + target_label,
326 + precision * 100.0,
327 + recall * 100.0,
328 + f1 * 100.0
329 + );
330 + }
331 +
332 + // Assert minimum accuracy
333 + // With trained RF model: target >= 90% strict
334 + // Without model (rule-based fallback): maintain >= 40% lenient
335 + assert!(
336 + overall_lenient >= 40.0,
337 + "Overall lenient accuracy {:.1}% is below minimum threshold of 40%",
338 + overall_lenient
339 + );
340 + }
A crates/audiofiles-train/Cargo.toml +15
@@ -0,0 +1,15 @@
1 + [package]
2 + name = "audiofiles-train"
3 + version = "0.3.0"
4 + edition.workspace = true
5 +
6 + [[bin]]
7 + name = "audiofiles-train"
8 + path = "src/main.rs"
9 +
10 + [dependencies]
11 + audiofiles-core = { workspace = true, features = ["analysis"] }
12 + serde = { workspace = true }
13 + serde_json = { workspace = true }
14 + rand = { workspace = true }
15 + rayon = { workspace = true }
A crates/audiofiles-train/src/main.rs +534