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max / audiofiles

Retire trained classifier, persist feature vectors (classifier Phase 0) Remove the copyright surface and lay the foundation for the hybrid rules + k-NN tag pipeline. - Delete the four embedded layer2_*.json Random Forest models and the audiofiles-train crate; strip the RF inference path (TreeNode, RandomForestModel, classify_broad/BroadClass, predict_with_model). classify_ml now delegates to the rule-based classify_full, kept as an interim bridge until the rules engine lands. - Migration 020: sample_features(hash, feat_version, vector JSON, computed_at) + sync triggers; register in audiofiles-sync. analyze_sample assembles and persists the sanitized 35-feature vector; FEATURE_VERSION stamps the extraction layout. - Re-key smart_skip off cheap raw features (duration + flatness) via should_detect_bpm/should_detect_key, replacing the class-based gate so it survives the classifier's removal. - Update docs/ml_classifier.md and docs/database_schema.md. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Author: Max Johnson <me@maxj.phd> · 2026-06-14 22:35 UTC
Commit: 6abab38e5245b673d98340f45c19102ff986a472
Parent: 8bce2db
19 files changed, +367 insertions, -1138 deletions
M Cargo.lock -11
@@ -499,17 +499,6 @@ dependencies = [
499 499 ]
500 500
501 501 [[package]]
502 - name = "audiofiles-train"
503 - version = "0.5.0"
504 - dependencies = [
505 - "audiofiles-core",
506 - "rand",
507 - "rayon",
508 - "serde",
509 - "serde_json",
510 - ]
511 -
512 - [[package]]
513 502 name = "autocfg"
514 503 version = "1.5.1"
515 504 source = "registry+https://github.com/rust-lang/crates.io-index"
M Cargo.toml +1 -1
@@ -1,5 +1,5 @@
1 1 [workspace]
2 - members = ["crates/audiofiles-core", "crates/audiofiles-browser", "crates/audiofiles-app", "crates/audiofiles-sync", "crates/audiofiles-rhai", "crates/audiofiles-train", "crates/audiofiles-bench"]
2 + members = ["crates/audiofiles-core", "crates/audiofiles-browser", "crates/audiofiles-app", "crates/audiofiles-sync", "crates/audiofiles-rhai", "crates/audiofiles-bench"]
3 3 default-members = ["crates/audiofiles-core", "crates/audiofiles-browser", "crates/audiofiles-app", "crates/audiofiles-sync", "crates/audiofiles-rhai"]
4 4 resolver = "2"
5 5
M crates/audiofiles-browser/src/state/tests.rs +2
@@ -757,6 +757,8 @@ mod import_and_analysis {
757 757 crest_factor: None,
758 758 attack_time: None,
759 759 classification_confidence: None,
760 + feature_vector: None,
761 + feature_version: None,
760 762 },
761 763 suggestions: vec![],
762 764 });
D crates/audiofiles-core/models/layer2_bass.json -1
@@ -1 +0,0 @@
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1 > \ No newline at end of file
D crates/audiofiles-core/models/layer2_vocal.json -1
@@ -1 +0,0 @@
1 - {"trees":[],"num_classes":3,"class_names":["vocal-chop","vocal-phrase","vocal-choir"]}
1 > \ No newline at end of file
M crates/audiofiles-core/src/analysis/classify.rs +20 -438
@@ -1,12 +1,11 @@
1 - //! Two-layer ML classification system.
1 + //! Rule-based sample classification.
2 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()`.
8 -
9 - use std::sync::OnceLock;
3 + //! Assigns a `SampleClass` from a priority-ordered threshold tree over cheap DSP
4 + //! features (`classify_full`). The trained Random Forest models were retired in the
5 + //! Phase 0 classifier rework; the captured thresholds + taxonomy live in
6 + //! `_private/docs/audiofiles/design-user-classifier.md`. The 35-feature vector this
7 + //! module assembles is now persisted (`sample_features`) as the foundation for the
8 + //! rules + k-NN tag pipeline.
10 9
11 10 use super::mfcc::MfccFeatures;
12 11 use super::spectral::SpectralFeatures;
@@ -15,6 +14,11 @@ use tracing::instrument;
15 14 /// Number of features in the classification feature vector.
16 15 pub const NUM_FEATURES: usize = 35;
17 16
17 + /// Version stamp for the feature-extraction layout/params. Bump whenever the
18 + /// 35-feature vector's composition changes so persisted vectors (and shared
19 + /// `.afcl` bundles) can be invalidated/recomputed rather than silently mixed.
20 + pub const FEATURE_VERSION: u32 = 1;
21 +
18 22 // ── SampleClass enum (unchanged) ──
19 23
20 24 /// High-level classification of a sample's content.
@@ -163,25 +167,6 @@ impl std::str::FromStr for SampleClass {
163 167 }
164 168 }
165 169
166 - // ── Broad class (Layer 1) ──
167 -
168 - /// Broad classification for Layer 1 routing.
169 - #[derive(Debug, Clone, Copy, PartialEq, Eq)]
170 - pub enum BroadClass {
171 - Drum,
172 - Bass,
173 - Vocal,
174 - Synth,
175 - Pad,
176 - Misc,
177 - Noise,
178 - Music,
179 - Ambience,
180 - Impact,
181 - Foley,
182 - Texture,
183 - }
184 -
185 170 // ── Classification result ──
186 171
187 172 /// Result of the two-layer classifier.
@@ -191,55 +176,6 @@ pub struct ClassificationResult {
191 176 pub confidence: f64,
192 177 }
193 178
194 - // ── Decision tree types (custom format for embedded inference) ──
195 -
196 - /// A node in a serialized decision tree.
197 - #[derive(Debug, Clone, serde::Serialize, serde::Deserialize)]
198 - pub enum TreeNode {
199 - Split {
200 - feature: usize,
201 - threshold: f64,
202 - left: Box<TreeNode>,
203 - right: Box<TreeNode>,
204 - },
205 - Leaf {
206 - class: u8,
207 - },
208 - }
209 -
210 - impl TreeNode {
211 - pub fn predict(&self, features: &[f64; NUM_FEATURES]) -> u8 {
212 - match self {
213 - TreeNode::Split {
214 - feature,
215 - threshold,
216 - left,
217 - right,
218 - } => {
219 - if *feature >= NUM_FEATURES {
220 - return 0; // fallback for malformed model
221 - }
222 - let val = features[*feature];
223 - // NaN goes left (conservative path) instead of always right
224 - if val.is_nan() || val <= *threshold {
225 - left.predict(features)
226 - } else {
227 - right.predict(features)
228 - }
229 - }
230 - TreeNode::Leaf { class } => *class,
231 - }
232 - }
233 - }
234 -
235 - /// A trained Random Forest model (collection of decision trees).
236 - #[derive(Debug, Clone, serde::Serialize, serde::Deserialize)]
237 - pub struct RandomForestModel {
238 - pub trees: Vec<TreeNode>,
239 - pub num_classes: u8,
240 - pub class_names: Vec<String>,
241 - }
242 -
243 179 // ── ClassifyInput ──
244 180
245 181 /// Input bundle for classification — collects all features used by the classifier.
@@ -317,314 +253,19 @@ impl ClassifyInput {
317 253 }
318 254 }
319 255
320 - // ── Model loading ──
321 -
322 - /// Layer 2 drum model embedded at compile time.
323 - const LAYER2_DRUM_BYTES: &[u8] = include_bytes!("../../models/layer2_drum.json");
324 - const LAYER2_BASS_BYTES: &[u8] = include_bytes!("../../models/layer2_bass.json");
325 - const LAYER2_VOCAL_BYTES: &[u8] = include_bytes!("../../models/layer2_vocal.json");
326 - const LAYER2_SYNTH_BYTES: &[u8] = include_bytes!("../../models/layer2_synth.json");
327 -
328 - /// Lazily deserialized Layer 2 models (one per broad class).
329 - static LAYER2_DRUM_MODEL: OnceLock<RandomForestModel> = OnceLock::new();
330 - static LAYER2_BASS_MODEL: OnceLock<RandomForestModel> = OnceLock::new();
331 - static LAYER2_VOCAL_MODEL: OnceLock<RandomForestModel> = OnceLock::new();
332 - static LAYER2_SYNTH_MODEL: OnceLock<RandomForestModel> = OnceLock::new();
333 -
334 - /// Fallback empty model — classification falls back to rule-based layer 1 only.
335 - fn empty_model() -> RandomForestModel {
336 - RandomForestModel {
337 - trees: vec![],
338 - num_classes: 0,
339 - class_names: vec![],
340 - }
341 - }
342 -
343 - fn layer2_model() -> &'static RandomForestModel {
344 - LAYER2_DRUM_MODEL.get_or_init(|| {
345 - serde_json::from_slice(LAYER2_DRUM_BYTES).unwrap_or_else(|e| {
346 - tracing::error!("Failed to deserialize embedded drum model: {e}");
347 - empty_model()
348 - })
349 - })
350 - }
351 -
352 - fn layer2_bass_model() -> &'static RandomForestModel {
353 - LAYER2_BASS_MODEL.get_or_init(|| {
354 - serde_json::from_slice(LAYER2_BASS_BYTES).unwrap_or_else(|e| {
355 - tracing::error!("Failed to deserialize embedded bass model: {e}");
356 - empty_model()
357 - })
358 - })
359 - }
360 -
361 - fn layer2_vocal_model() -> &'static RandomForestModel {
362 - LAYER2_VOCAL_MODEL.get_or_init(|| {
363 - serde_json::from_slice(LAYER2_VOCAL_BYTES).unwrap_or_else(|e| {
364 - tracing::error!("Failed to deserialize embedded vocal model: {e}");
365 - empty_model()
366 - })
367 - })
368 - }
369 -
370 - fn layer2_synth_model() -> &'static RandomForestModel {
371 - LAYER2_SYNTH_MODEL.get_or_init(|| {
372 - serde_json::from_slice(LAYER2_SYNTH_BYTES).unwrap_or_else(|e| {
373 - tracing::error!("Failed to deserialize embedded synth model: {e}");
374 - empty_model()
375 - })
376 - })
377 - }
378 -
379 - /// Class labels per Layer 2 model. Index corresponds to class ID in TreeNode::Leaf.
380 - const DRUM_CLASSES: [SampleClass; 7] = [
381 - SampleClass::Kick,
382 - SampleClass::Snare,
383 - SampleClass::HiHat,
384 - SampleClass::Cymbal,
385 - SampleClass::Clap,
386 - SampleClass::Tom,
387 - SampleClass::Percussion,
388 - ];
389 -
390 - const BASS_CLASSES: [SampleClass; 3] = [
391 - SampleClass::GuitarBass,
392 - SampleClass::SynthBass,
393 - SampleClass::SubBass,
394 - ];
395 -
396 - const VOCAL_CLASSES: [SampleClass; 3] = [
397 - SampleClass::VocalChop,
398 - SampleClass::VocalPhrase,
399 - SampleClass::VocalChoir,
400 - ];
401 -
402 - const SYNTH_CLASSES: [SampleClass; 4] = [
403 - SampleClass::SynthLead,
404 - SampleClass::SynthStab,
405 - SampleClass::SynthPluck,
406 - SampleClass::SynthChord,
407 - ];
408 -
409 - // ── Layer 1: Rule-based broad classifier ──
410 -
411 - /// Classify a sample into a broad category (Layer 1).
412 - ///
413 - /// Uses simplified rules from the original `classify_full()` to determine if a sample
414 - /// is a drum hit vs other content types. Drum detection heuristic:
415 - /// short duration + fast attack + high crest factor.
416 - fn classify_broad(input: &ClassifyInput) -> (BroadClass, f64) {
417 - let d = input.duration;
418 - let c = input.centroid;
419 - let flat = input.flatness;
420 - let zcr = input.zcr;
421 - let bw = input.bandwidth;
422 - let cv = input.centroid_variance;
423 - let crest = input.crest_factor;
424 - let attack = input.attack_time;
425 -
426 - // Noise: energy spread nearly uniformly — but not short percussive sounds
427 - // (cymbals/hihats can have high flatness but are still drums)
428 - if flat > 0.7 && (d > 2.0 || attack > 0.1) {
429 - return (BroadClass::Noise, 0.9);
430 - }
431 -
432 - // Bright metallic sounds (cymbals, crashes) are drums even when sustained
433 - if d < 10.0 && c > 3000.0 && flat > 0.2 {
434 - return (BroadClass::Drum, 0.85);
435 - }
436 -
437 - // Drum detection: short + percussive transient
438 - if d < 2.0 && (attack < 0.05 || crest > 2.5) {
439 - let mut conf: f64 = 0.8;
440 - if attack < 0.02 {
441 - conf += 0.05;
442 - }
443 - if crest > 4.0 {
444 - conf += 0.05;
445 - }
446 - if d < 1.0 {
447 - conf += 0.05;
448 - }
449 - return (BroadClass::Drum, conf.min(0.95));
450 - }
451 -
452 - // Extended drum catch: short sounds with fast attack that didn't match above
453 - // (catches deeper kicks with low crest, toms with moderate attack)
454 - if d < 2.0 && attack < 0.1 && crest > 1.5 {
455 - return (BroadClass::Drum, 0.75);
456 - }
457 -
458 - // Impact: very sharp non-drum transient (must be longer than typical drums)
459 - if d > 1.0 && d < 5.0 && crest > 10.0 && attack < 0.005 {
460 - return (BroadClass::Impact, 0.85);
461 - }
462 -
463 - // Ambience: long, spectrally static, moderate noise
464 - if d > 5.0 && cv < 100_000.0 && flat > 0.15 && flat < 0.5 {
465 - return (BroadClass::Ambience, 0.85);
466 - }
467 -
468 - // Bass: low-frequency, tonal — but not short percussive sounds (kicks)
469 - if c < 400.0 && flat < 0.15 && d > 2.0 {
470 - return (BroadClass::Bass, 0.85);
471 - }
472 -
473 - // Vocal: mid-range, tonal, smooth waveform — require longer duration to avoid catching toms
474 - if d > 1.0 && c > 300.0 && c < 3000.0 && flat < 0.2 && zcr < 0.08 && crest < 2.0 {
475 - return (BroadClass::Vocal, 0.8);
476 - }
477 -
478 - // Pad: long, tonal, mid-range
479 - if d > 2.0 && flat < 0.2 && c > 200.0 && c < 2000.0 {
480 - return (BroadClass::Pad, 0.8);
481 - }
482 -
483 - // Texture: long, spectrally evolving
484 - if d > 2.0 && cv > 500_000.0 {
485 - return (BroadClass::Texture, 0.8);
486 - }
487 -
488 - // Foley: broadband, moderate noise — require longer duration to avoid catching drums
489 - if d > 1.0 && bw > 2000.0 && flat > 0.1 && flat < 0.5 {
490 - return (BroadClass::Foley, 0.75);
491 - }
492 -
493 - // Synth: tonal, mid-to-high centroid — require low crest to exclude drums
494 - if c > 500.0 && flat < 0.3 && zcr < 0.1 && crest < 2.0 {
495 - return (BroadClass::Synth, 0.75);
496 - }
497 -
498 - // Music: long catch-all
499 - if d > 3.0 {
500 - return (BroadClass::Music, 0.6);
501 - }
502 -
503 - // Short unclassified sounds are likely drums
504 - if d < 2.0 {
505 - return (BroadClass::Drum, 0.6);
506 - }
507 -
508 - // Misc: final catch-all (nothing else matched)
509 - (BroadClass::Misc, 0.5)
510 - }
511 -
512 - /// Map a BroadClass (non-Drum) to the corresponding SampleClass.
513 - fn broad_to_sample_class(broad: BroadClass) -> SampleClass {
514 - match broad {
515 - BroadClass::Drum => SampleClass::Percussion, // shouldn't reach here
516 - BroadClass::Bass => SampleClass::Bass,
517 - BroadClass::Vocal => SampleClass::Vocal,
518 - BroadClass::Synth => SampleClass::Synth,
519 - BroadClass::Pad => SampleClass::Pad,
520 - BroadClass::Misc => SampleClass::Misc,
521 - BroadClass::Noise => SampleClass::Noise,
522 - BroadClass::Music => SampleClass::Music,
523 - BroadClass::Ambience => SampleClass::Ambience,
524 - BroadClass::Impact => SampleClass::Impact,
525 - BroadClass::Foley => SampleClass::Foley,
526 - BroadClass::Texture => SampleClass::Texture,
527 - }
528 - }
529 -
530 - // ── Layer 2: Random Forest inference ──
531 -
532 - /// Run Layer 2 classification using a model and its class mapping.
533 - ///
534 - /// Returns (SampleClass, confidence) where confidence is the vote fraction.
535 - /// If the model has no trees, returns the fallback class with 0 confidence.
536 - fn predict_with_model(
537 - model: &RandomForestModel,
538 - classes: &[SampleClass],
539 - fallback: SampleClass,
540 - features: &[f64; NUM_FEATURES],
541 - ) -> (SampleClass, f64) {
542 - if model.trees.is_empty() {
543 - return (fallback, 0.0);
544 - }
545 -
546 - let mut votes = vec![0u32; model.num_classes as usize];
547 - for tree in &model.trees {
548 - let class_id = tree.predict(features) as usize;
549 - if class_id < votes.len() {
550 - votes[class_id] += 1;
551 - }
552 - }
553 -
554 - let total = model.trees.len() as f64;
555 - let (best_class_id, &best_count) = votes
556 - .iter()
557 - .enumerate()
558 - .max_by_key(|(_, count)| **count)
559 - .unwrap_or((0, &0));
560 -
561 - let confidence = best_count as f64 / total;
562 - let class = classes
563 - .get(best_class_id)
564 - .copied()
565 - .unwrap_or(fallback);
566 -
567 - (class, confidence)
568 - }
569 -
570 256 // ── Main entry point ──
571 257
572 - /// Two-layer ML classifier.
258 + /// Classify a sample into a `SampleClass` using the rule-based threshold tree.
573 259 ///
574 - /// Layer 1 (rule-based) determines broad class. Layer 2 (Random Forest) provides
575 - /// fine-grained sub-classification for Drum, Bass, Vocal, and Synth classes.
576 - /// If a Layer 2 model is not trained (empty trees), falls back to the broad class.
260 + /// The trained Random Forest layer was retired in the Phase 0 rework; this now
261 + /// delegates to `classify_full`. Confidence is reported as `0.0` to signal a
262 + /// rule-based (non-probabilistic) result — the same signal the prior no-model
263 + /// fallback emitted, which downstream tag suggestion already handles.
577 264 #[instrument(skip_all)]
578 265 pub fn classify_ml(input: &ClassifyInput) -> ClassificationResult {
579 - let drum_model = layer2_model();
580 -
581 - // If no drum model at all, fall back entirely to rule-based
582 - if drum_model.trees.is_empty() {
583 - return ClassificationResult {
584 - class: classify_full(input),
585 - confidence: 0.0,
586 - };
587 - }
588 -
589 - let (broad, broad_conf) = classify_broad(input);
590 - let features = input.to_feature_array();
591 -
592 - match broad {
593 - BroadClass::Drum => {
594 - let (class, conf) = predict_with_model(drum_model, &DRUM_CLASSES, SampleClass::Percussion, &features);
595 - ClassificationResult { class, confidence: conf }
596 - }
597 - BroadClass::Bass => {
598 - let model = layer2_bass_model();
599 - if model.trees.is_empty() {
600 - ClassificationResult { class: SampleClass::Bass, confidence: broad_conf }
601 - } else {
602 - let (class, conf) = predict_with_model(model, &BASS_CLASSES, SampleClass::Bass, &features);
603 - ClassificationResult { class, confidence: conf }
604 - }
605 - }
606 - BroadClass::Vocal => {
607 - let model = layer2_vocal_model();
608 - if model.trees.is_empty() {
609 - ClassificationResult { class: SampleClass::Vocal, confidence: broad_conf }
610 - } else {
611 - let (class, conf) = predict_with_model(model, &VOCAL_CLASSES, SampleClass::Vocal, &features);
612 - ClassificationResult { class, confidence: conf }
613 - }
614 - }
615 - BroadClass::Synth => {
616 - let model = layer2_synth_model();
617 - if model.trees.is_empty() {
618 - ClassificationResult { class: SampleClass::Synth, confidence: broad_conf }
619 - } else {
620 - let (class, conf) = predict_with_model(model, &SYNTH_CLASSES, SampleClass::Synth, &features);
621 - ClassificationResult { class, confidence: conf }
622 - }
623 - }
624 - _ => ClassificationResult {
625 - class: broad_to_sample_class(broad),
626 - confidence: broad_conf,
627 - },
266 + ClassificationResult {
267 + class: classify_full(input),
268 + confidence: 0.0,
628 269 }
629 270 }
630 271
@@ -1051,60 +692,6 @@ mod tests {
1051 692 }
1052 693
1053 694 #[test]
1054 - fn tree_node_prediction() {
1055 - let tree = TreeNode::Split {
1056 - feature: 1,
1057 - threshold: 1000.0,
1058 - left: Box::new(TreeNode::Leaf { class: 0 }), // kick (low centroid)
1059 - right: Box::new(TreeNode::Leaf { class: 2 }), // hihat (high centroid)
1060 - };
1061 - let mut features = [0.0; NUM_FEATURES];
1062 - features[1] = 500.0; // centroid below threshold
1063 - assert_eq!(tree.predict(&features), 0);
1064 - features[1] = 5000.0; // centroid above threshold
1065 - assert_eq!(tree.predict(&features), 2);
1066 - }
1067 -
1068 - #[test]
1069 - fn broad_classifier_detects_drums() {
1070 - let input = ClassifyInput {
1071 - duration: 0.3,
1072 - centroid: 600.0,
1073 - flatness: 0.15,
1074 - zcr: 0.04,
1075 - onset_strength: 50.0,
1076 - bandwidth: 500.0,
1077 - centroid_variance: 10_000.0,
1078 - crest_factor: 5.0,
1079 - attack_time: 0.003,
1080 - mfcc_means: [0.0; 13],
1081 - mfcc_variances: [0.0; 13],
1082 - };
1083 - let (broad, conf) = classify_broad(&input);
1084 - assert_eq!(broad, BroadClass::Drum);
1085 - assert!(conf >= 0.8);
1086 - }
1087 -
1088 - #[test]
1089 - fn broad_classifier_detects_noise() {
1090 - let input = ClassifyInput {
1091 - duration: 2.0,
1092 - centroid: 5000.0,
1093 - flatness: 0.8,
1094 - zcr: 0.3,
1095 - onset_strength: 10.0,
1096 - bandwidth: 5000.0,
1097 - centroid_variance: 100_000.0,
1098 - crest_factor: 1.5,
1099 - attack_time: 0.5,
1100 - mfcc_means: [0.0; 13],
1101 - mfcc_variances: [0.0; 13],
1102 - };
1103 - let (broad, _) = classify_broad(&input);
1104 - assert_eq!(broad, BroadClass::Noise);
1105 - }
1106 -
1107 - #[test]
1108 695 fn smart_skip_drum_classes_skip_bpm_key() {
1109 696 // All drum sub-classes should skip BPM/key
1110 697 for class in [
@@ -1178,35 +765,6 @@ mod tests {
1178 765 }
1179 766
1180 767 #[test]
1181 - fn classify_ml_bass_routes_to_sub_class() {
1182 - // Bass-like input: low centroid, tonal, sustained
1183 - let input = ClassifyInput {
1184 - duration: 3.0,
1185 - centroid: 200.0,
Lines truncated
M crates/audiofiles-core/src/analysis/mod.rs +181 -25
@@ -75,6 +75,44 @@ pub struct AnalysisResult {
75 75 pub attack_time: Option<f64>,
76 76 /// ML classifier confidence (0.0-1.0). 0.0 when using rule-based fallback.
77 77 pub classification_confidence: Option<f64>,
78 + /// The 35-element feature vector (9 scalar + 26 MFCC), persisted to
79 + /// `sample_features` as the foundation for the rules + k-NN tag pipeline.
80 + /// Non-finite components are sanitized to 0.0 at construction.
81 + #[serde(default)]
82 + pub feature_vector: Option<Vec<f64>>,
83 + /// Version of the feature-extraction layout that produced `feature_vector`
84 + /// (`classify::FEATURE_VERSION`). Stale versions are recomputed, not mixed.
85 + #[serde(default)]
86 + pub feature_version: Option<u32>,
87 + }
88 +
89 + // ── Smart-skip thresholds (cheap-feature gating) ──
90 + //
91 + // Re-keyed off raw features in the Phase 0 classifier rework (was SampleClass-based,
92 + // which broke once the trained classifier was retired and could wrongly skip on a
93 + // misread class). Skip is an optimization: skip only when clearly pointless, otherwise
94 + // run. Thresholds are module consts for now; promote to AnalysisConfig if per-call
95 + // tuning is ever needed.
96 +
97 + /// Minimum duration (s) for BPM/loop detection to be meaningful — shorter clips are
98 + /// one-shots/hits/chops with no establishable tempo.
99 + const SMART_SKIP_MIN_BPM_DURATION: f64 = 1.0;
100 + /// Minimum duration (s) for key detection to be reliable.
101 + const SMART_SKIP_MIN_KEY_DURATION: f64 = 0.4;
102 + /// Maximum spectral flatness for key detection — above this the signal is
103 + /// noise-like / broadband percussion with no pitch.
104 + const SMART_SKIP_MAX_KEY_FLATNESS: f64 = 0.5;
105 +
106 + /// Whether BPM/loop detection is worth running, from cheap features.
107 + fn should_detect_bpm(duration: f64) -> bool {
108 + duration >= SMART_SKIP_MIN_BPM_DURATION
109 + }
110 +
111 + /// Whether key detection is worth running, from cheap features. Unknown flatness
112 + /// (spectral stage off) defaults to running.
113 + fn should_detect_key(duration: f64, flatness: Option<f64>) -> bool {
114 + duration >= SMART_SKIP_MIN_KEY_DURATION
115 + && flatness.is_none_or(|f| f <= SMART_SKIP_MAX_KEY_FLATNESS)
78 116 }
79 117
80 118 /// Run all configured analyses on a single sample file.
@@ -139,6 +177,8 @@ pub fn analyze_sample(
139 177 crest_factor: None,
140 178 attack_time: None,
141 179 classification_confidence: None,
180 + feature_vector: None,
181 + feature_version: None,
142 182 };
143 183
144 184 // Basic loudness (always fast — uses full signal)
@@ -167,39 +207,46 @@ pub fn analyze_sample(
167 207 result.spectral_bandwidth = Some(features.bandwidth);
168 208 result.centroid_variance = Some(features.centroid_variance);
169 209
170 - // Classification requires spectral + waveform features
171 - if config.classify {
172 - // Compute MFCCs from STFT magnitude frames
173 - let mfcc_features =
174 - mfcc::compute_mfccs(&magnitude_frames, decoded.sample_rate, 1024);
175 -
176 - let input = classify::ClassifyInput::with_mfccs(
177 - &features,
178 - decoded.duration,
179 - result.crest_factor.unwrap_or(0.0),
180 - result.attack_time.unwrap_or(0.0),
181 - &mfcc_features,
182 - );
210 + // Assemble the 35-feature vector (foundation for persistence + the rules/k-NN
211 + // pipeline). MFCCs reuse the STFT magnitude frames. Non-finite components are
212 + // sanitized to 0.0 so the vector serializes cleanly and stays k-NN-safe.
213 + let mfcc_features =
214 + mfcc::compute_mfccs(&magnitude_frames, decoded.sample_rate, 1024);
215 + let input = classify::ClassifyInput::with_mfccs(
216 + &features,
217 + decoded.duration,
218 + result.crest_factor.unwrap_or(0.0),
219 + result.attack_time.unwrap_or(0.0),
220 + &mfcc_features,
221 + );
222 + result.feature_vector = Some(
223 + input
224 + .to_feature_array()
225 + .iter()
226 + .map(|v| if v.is_finite() { *v } else { 0.0 })
227 + .collect(),
228 + );
229 + result.feature_version = Some(classify::FEATURE_VERSION);
183 230
231 + // Rule-based classification (interim bridge until the rules + k-NN pipeline lands).
232 + if config.classify {
184 233 let ml_result = classify::classify_ml(&input);
185 234 result.classification = Some(ml_result.class);
186 235 result.classification_confidence = Some(ml_result.confidence);
187 236 }
188 237 }
189 238
190 - // Smart skip: use classification to decide if BPM/key/loop make sense.
191 - // Drums, impacts, noise, foley, ambience, and textures skip these expensive stages.
239 + // Smart skip: gate the expensive BPM/key/loop stages on cheap raw features
240 + // (duration + spectral flatness) rather than the classification label, so the gate
241 + // survives the classifier's removal and never wrongly skips on a misread class.
192 242 let (want_bpm, want_key, want_loop) = if config.smart_skip {
193 - if let Some(ref class) = result.classification {
194 - (
195 - config.bpm && class.has_rhythm(),
196 - config.key && class.has_pitch(),
197 - config.loop_detect && class.has_rhythm(),
198 - )
199 - } else {
200 - // No classification result — run everything requested
201 - (config.bpm, config.key, config.loop_detect)
202 - }
243 + let dur = decoded.duration;
244 + let bpm_worthy = should_detect_bpm(dur);
245 + (
246 + config.bpm && bpm_worthy,
247 + config.key && should_detect_key(dur, result.spectral_flatness),
248 + config.loop_detect && bpm_worthy,
249 + )
203 250 } else {
204 251 (config.bpm, config.key, config.loop_detect)
205 252 };
@@ -278,6 +325,17 @@ pub fn save_analysis(db: &Database, result: &AnalysisResult) -> Result<(), CoreE
278 325 ],
279 326 )?;
280 327
328 + // Persist the feature vector (foundation for the rules + k-NN tag pipeline).
329 + if let (Some(vector), Some(version)) = (&result.feature_vector, result.feature_version) {
330 + let vector_json = serde_json::to_string(vector)
331 + .map_err(|e| CoreError::Serialization(e.to_string()))?;
332 + db.conn().execute(
333 + "INSERT OR REPLACE INTO sample_features (hash, feat_version, vector, computed_at)
334 + VALUES (?1, ?2, ?3, ?4)",
335 + rusqlite::params![result.hash, version, vector_json, now],
336 + )?;
337 + }
338 +
281 339 if let Some(ref envelope) = result.fingerprint {
282 340 fingerprint::save_fingerprint(
283 341 db,
@@ -330,6 +388,8 @@ pub fn load_analysis(db: &Database, hash: &str) -> Option<AnalysisResult> {
330 388 attack_time: row.get(19)?,
331 389 classification_confidence: row.get(20)?,
332 390 fingerprint: None,
391 + feature_vector: None,
392 + feature_version: None,
333 393 })
334 394 },
335 395 )
@@ -365,6 +425,8 @@ mod tests {
365 425 crest_factor: None,
366 426 attack_time: None,
367 427 classification_confidence: None,
428 + feature_vector: None,
429 + feature_version: None,
368 430 };
369 431 assert_eq!(result.hash, "abc123");
370 432 assert_eq!(result.sample_rate, 48000);
@@ -402,6 +464,8 @@ mod tests {
402 464 crest_factor: Some(4.5),
403 465 attack_time: Some(0.005),
404 466 classification_confidence: Some(0.87),
467 + feature_vector: Some(vec![0.0; 35]),
468 + feature_version: Some(1),
405 469 };
406 470 assert_eq!(result.peak_db, Some(-0.5));
407 471 assert_eq!(result.rms_db, Some(-12.0));
@@ -420,4 +484,96 @@ mod tests {
420 484 assert_eq!(result.crest_factor, Some(4.5));
421 485 assert_eq!(result.attack_time, Some(0.005));
422 486 }
487 +
488 + fn minimal_result(hash: &str) -> AnalysisResult {
489 + AnalysisResult {
490 + hash: hash.to_string(),
491 + duration: 1.0,
492 + sample_rate: 44100,
493 + channels: 1,
494 + peak_db: None,
495 + rms_db: None,
496 + lufs: None,
497 + bpm: None,
498 + musical_key: None,
499 + is_loop: None,
500 + spectral_centroid: None,
501 + spectral_flatness: None,
502 + spectral_rolloff: None,
503 + zero_crossing_rate: None,
504 + onset_strength: None,
505 + classification: None,
506 + fingerprint: None,
507 + spectral_bandwidth: None,
508 + centroid_variance: None,
509 + crest_factor: None,
510 + attack_time: None,
511 + classification_confidence: None,
512 + feature_vector: None,
513 + feature_version: None,
514 + }
515 + }
516 +
517 + #[test]
518 + fn save_analysis_persists_feature_vector() {
519 + let db = Database::open_in_memory().unwrap();
520 + db.conn()
521 + .execute(
522 + "INSERT INTO samples (hash, original_name, file_extension, file_size, import_date, last_modified) \
523 + VALUES ('feat1', 'k.wav', 'wav', 1, 0, 0)",
524 + [],
525 + )
526 + .unwrap();
527 +
528 + let mut result = minimal_result("feat1");
529 + result.feature_vector = Some((0..35).map(|i| i as f64).collect());
530 + result.feature_version = Some(classify::FEATURE_VERSION);
531 + save_analysis(&db, &result).unwrap();
532 +
533 + let (ver, vector_json): (u32, String) = db
534 + .conn()
535 + .query_row(
536 + "SELECT feat_version, vector FROM sample_features WHERE hash = 'feat1'",
537 + [],
538 + |r| Ok((r.get(0)?, r.get(1)?)),
539 + )
540 + .unwrap();
541 + assert_eq!(ver, classify::FEATURE_VERSION);
542 + let parsed: Vec<f64> = serde_json::from_str(&vector_json).unwrap();
543 + assert_eq!(parsed.len(), 35);
544 + assert_eq!(parsed[34], 34.0);
545 + }
546 +
547 + #[test]
548 + fn save_analysis_skips_features_when_absent() {
549 + let db = Database::open_in_memory().unwrap();
550 + db.conn()
551 + .execute(
552 + "INSERT INTO samples (hash, original_name, file_extension, file_size, import_date, last_modified) \
553 + VALUES ('feat2', 'k.wav', 'wav', 1, 0, 0)",
554 + [],
555 + )
556 + .unwrap();
557 + // No feature_vector set — sample_features must stay empty.
558 + save_analysis(&db, &minimal_result("feat2")).unwrap();
559 + let count: i64 = db
560 + .conn()
561 + .query_row("SELECT COUNT(*) FROM sample_features WHERE hash = 'feat2'", [], |r| r.get(0))
562 + .unwrap();
563 + assert_eq!(count, 0);
564 + }
565 +
566 + #[test]
567 + fn smart_skip_gates_on_cheap_features() {
568 + // BPM/loop: short one-shots skip, longer clips run.
569 + assert!(!should_detect_bpm(0.3));
570 + assert!(should_detect_bpm(1.5));
571 + // Key: noise-like flatness skips, tonal runs.
572 + assert!(!should_detect_key(2.0, Some(0.8)));
573 + assert!(should_detect_key(2.0, Some(0.2)));
574 + // Too brief skips key regardless of flatness.
575 + assert!(!should_detect_key(0.2, Some(0.1)));
576 + // Unknown flatness (spectral off) defaults to running when long enough.
577 + assert!(should_detect_key(2.0, None));
578 + }
423 579 }
M crates/audiofiles-core/src/analysis/suggest.rs +2
@@ -216,6 +216,8 @@ mod tests {
216 216 crest_factor: Some(4.5),
217 217 attack_time: Some(0.003),
218 218 classification_confidence: None,
219 + feature_vector: None,
220 + feature_version: None,
219 221 }
220 222 }
221 223
M crates/audiofiles-core/src/db.rs +49 -6
@@ -1117,6 +1117,47 @@ BEGIN
1117 1117 END;
1118 1118 "#;
1119 1119
1120 + const MIGRATION_020: &str = r#"
1121 + -- Phase 0 of the hybrid tag classifier: persist the 35-element feature vector
1122 + -- (9 scalar + 26 MFCC) per sample as the foundation for the rules + k-NN pipeline.
1123 + -- The vector is deterministic DSP (non-reversible to audio), stored as a JSON array
1124 + -- of f64. feat_version stamps the extraction layout so stale vectors can be recomputed
1125 + -- rather than silently mixed.
1126 + CREATE TABLE IF NOT EXISTS sample_features (
1127 + hash TEXT PRIMARY KEY REFERENCES samples(hash) ON DELETE CASCADE,
1128 + feat_version INTEGER NOT NULL,
1129 + vector TEXT NOT NULL,
1130 + computed_at INTEGER NOT NULL
1131 + );
1132 + CREATE INDEX IF NOT EXISTS idx_sample_features_version ON sample_features(feat_version);
1133 +
1134 + -- Sync triggers (mirror audio_analysis: cleartext hash row_id, JSON payload).
1135 + CREATE TRIGGER IF NOT EXISTS sync_sample_features_insert AFTER INSERT ON sample_features
1136 + WHEN (SELECT value FROM sync_state WHERE key = 'applying_remote') != '1'
1137 + BEGIN
1138 + INSERT INTO sync_changelog (table_name, op, row_id, data)
1139 + VALUES ('sample_features', 'INSERT', NEW.hash,
1140 + json_object('hash', NEW.hash, 'feat_version', NEW.feat_version,
1141 + 'vector', NEW.vector, 'computed_at', NEW.computed_at));
1142 + END;
1143 +
1144 + CREATE TRIGGER IF NOT EXISTS sync_sample_features_update AFTER UPDATE ON sample_features
1145 + WHEN (SELECT value FROM sync_state WHERE key = 'applying_remote') != '1'
1146 + BEGIN
1147 + INSERT INTO sync_changelog (table_name, op, row_id, data)
1148 + VALUES ('sample_features', 'UPDATE', NEW.hash,
1149 + json_object('hash', NEW.hash, 'feat_version', NEW.feat_version,
1150 + 'vector', NEW.vector, 'computed_at', NEW.computed_at));
1151 + END;
1152 +
1153 + CREATE TRIGGER IF NOT EXISTS sync_sample_features_delete AFTER DELETE ON sample_features
1154 + WHEN (SELECT value FROM sync_state WHERE key = 'applying_remote') != '1'
1155 + BEGIN
1156 + INSERT INTO sync_changelog (table_name, op, row_id, data)
1157 + VALUES ('sample_features', 'DELETE', OLD.hash, NULL);
1158 + END;
1159 + "#;
1160 +
1120 1161 /// Register `hash_row_id(salt, key) -> TEXT` as a deterministic SQLite
1121 1162 /// function on the given connection. Used by the M018 sync triggers so the
1122 1163 /// `sync_changelog.row_id` field never carries cleartext content (tag strings,
@@ -1216,6 +1257,7 @@ impl Database {
1216 1257 MIGRATION_017,
1217 1258 MIGRATION_018,
1218 1259 MIGRATION_019,
1260 + MIGRATION_020,
1219 1261 ];
1220 1262
1221 1263 for (i, sql) in MIGRATIONS.iter().enumerate() {
@@ -1373,6 +1415,7 @@ mod tests {
1373 1415 "collections",
1374 1416 "edit_history",
1375 1417 "fingerprints",
1418 + "sample_features",
1376 1419 "samples",
1377 1420 "sync_changelog",
1378 1421 "sync_state",
@@ -1392,7 +1435,7 @@ mod tests {
1392 1435 .conn()
1393 1436 .query_row("PRAGMA user_version", [], |row| row.get(0))
1394 1437 .unwrap();
1395 - assert_eq!(version, 19);
1438 + assert_eq!(version, 20);
1396 1439 }
1397 1440
1398 1441 #[test]
@@ -1403,7 +1446,7 @@ mod tests {
1403 1446 .conn()
1404 1447 .query_row("PRAGMA user_version", [], |row| row.get(0))
1405 1448 .unwrap();
1406 - assert_eq!(version, 19);
1449 + assert_eq!(version, 20);
1407 1450 }
1408 1451
1409 1452 /// Open a fresh file-backed DB, close, reopen. The second open re-enters
@@ -1422,7 +1465,7 @@ mod tests {
1422 1465 .conn()
1423 1466 .query_row("PRAGMA user_version", [], |row| row.get(0))
1424 1467 .unwrap();
1425 - assert_eq!(version, 19);
1468 + assert_eq!(version, 20);
1426 1469 }
1427 1470
1428 1471 /// Simulates the worst-case recovery path: a prior partial migration left
@@ -1466,7 +1509,7 @@ mod tests {
1466 1509 .conn()
1467 1510 .query_row("PRAGMA user_version", [], |row| row.get(0))
1468 1511 .unwrap();
1469 - assert_eq!(version, 19);
1512 + assert_eq!(version, 20);
1470 1513 }
1471 1514
1472 1515 /// M018 contract: the `sync_changelog.row_id` for sensitive tables must
@@ -1688,7 +1731,7 @@ mod tests {
1688 1731 let initial_version: i32 = conn
1689 1732 .query_row("PRAGMA user_version", [], |row| row.get(0))
1690 1733 .unwrap();
1691 - assert_eq!(initial_version, 19);
1734 + assert_eq!(initial_version, 20);
1692 1735
1693 1736 let batch = format!(
1694 1737 "BEGIN;\n{}\nPRAGMA user_version = 999;\nCOMMIT;",
@@ -1751,7 +1794,7 @@ mod tests {
1751 1794 .conn()
1752 1795 .query_row("PRAGMA user_version", [], |row| row.get(0))
1753 1796 .unwrap();
1754 - assert_eq!(version, 19);
1797 + assert_eq!(version, 20);
1755 1798 }
1756 1799
1757 1800 #[test]
M crates/audiofiles-core/src/similarity.rs +2
@@ -494,6 +494,8 @@ mod tests {
494 494 crest_factor: Some(3.0),
495 495 attack_time: Some(0.01),
496 496 classification_confidence: None,
497 + feature_vector: None,
498 + feature_version: None,
497 499 };
498 500 analysis::save_analysis(db, &result).unwrap();
499 501 }
M crates/audiofiles-core/src/test_helpers.rs +2
@@ -56,6 +56,8 @@ pub fn insert_sample_with_analysis(
56 56 crest_factor: None,
57 57 attack_time: None,
58 58 classification_confidence: None,
59 + feature_vector: None,
60 + feature_version: None,
59 61 };
60 62 crate::analysis::save_analysis(db, &result).unwrap();
61 63
M crates/audiofiles-sync/src/service/mod.rs +4
@@ -21,6 +21,7 @@ pub(crate) const MAX_CHANGELOG_ENTRIES: i64 = 10_000;
21 21 pub(crate) const UPSERT_ORDER: &[&str] = &[
22 22 "vfs",
23 23 "samples",
24 + "sample_features",
24 25 "collections",
25 26 "vfs_nodes",
26 27 "audio_analysis",
@@ -39,6 +40,7 @@ pub(crate) const DELETE_ORDER: &[&str] = &[
39 40 "audio_analysis",
40 41 "vfs_nodes",
41 42 "collections",
43 + "sample_features",
42 44 "samples",
43 45 "vfs",
44 46 ];
@@ -64,6 +66,7 @@ pub(crate) fn table_columns(table: &str) -> Option<&'static [&'static str]> {
64 66 "centroid_variance", "crest_factor", "attack_time",
65 67 "classification_confidence",
66 68 ]),
69 + "sample_features" => Some(&["hash", "feat_version", "vector", "computed_at"]),
67 70 "vfs" => Some(&["id", "name", "created_at", "modified_at", "sync_files"]),
68 71 "vfs_nodes" => Some(&[
69 72 "id", "vfs_id", "parent_id", "name", "node_type",
@@ -85,6 +88,7 @@ pub(crate) fn table_columns(table: &str) -> Option<&'static [&'static str]> {
85 88 pub(crate) fn pk_columns(table: &str) -> &'static [&'static str] {
86 89 match table {
87 90 "samples" => &["hash"],
91 + "sample_features" => &["hash"],
88 92 "audio_analysis" => &["hash"],
89 93 "vfs" => &["id"],
90 94 "vfs_nodes" => &["id"],
M crates/audiofiles-sync/src/service/state.rs +28
@@ -24,6 +24,7 @@ pub fn create_initial_snapshot(conn: &Connection) -> Result<i64> {
24 24
25 25 let table_queries: &[(&str, &str)] = &[
26 26 ("samples", "SELECT hash, json_object('hash', hash, 'original_name', original_name, 'file_extension', file_extension, 'file_size', file_size, 'import_date', import_date, 'last_modified', last_modified, 'cloud_only', cloud_only, 'duration', duration) FROM samples"),
27 + ("sample_features", "SELECT hash, json_object('hash', hash, 'feat_version', feat_version, 'vector', vector, 'computed_at', computed_at) FROM sample_features"),
27 28 ("audio_analysis", "SELECT hash, json_object('hash', hash, 'bpm', bpm, 'musical_key', musical_key, 'duration', duration, 'sample_rate', sample_rate, 'channels', channels, 'peak_db', peak_db, 'rms_db', rms_db, 'is_loop', is_loop, 'spectral_centroid', spectral_centroid, 'onset_strength', onset_strength, 'analyzed_at', analyzed_at, 'lufs', lufs, 'spectral_flatness', spectral_flatness, 'spectral_rolloff', spectral_rolloff, 'zero_crossing_rate', zero_crossing_rate, 'classification', classification, 'spectral_bandwidth', spectral_bandwidth, 'centroid_variance', centroid_variance, 'crest_factor', crest_factor, 'attack_time', attack_time, 'classification_confidence', classification_confidence) FROM audio_analysis"),
28 29 ("vfs", "SELECT CAST(id AS TEXT), json_object('id', id, 'name', name, 'created_at', created_at, 'modified_at', modified_at, 'sync_files', sync_files) FROM vfs"),
29 30 ("vfs_nodes", "SELECT CAST(id AS TEXT), json_object('id', id, 'vfs_id', vfs_id, 'parent_id', parent_id, 'name', name, 'node_type', node_type, 'sample_hash', sample_hash, 'created_at', created_at) FROM vfs_nodes"),
@@ -366,6 +367,33 @@ mod tests {
366 367 }
367 368
368 369 #[test]
370 + fn sample_features_insert_fires_trigger() {
371 + let db = setup_test_db();
372 + let conn = db.conn();
373 + insert_sample(conn, "hf", "kick.wav", "wav");
374 + clear_changelog(conn);
375 +
376 + conn.execute(
377 + "INSERT INTO sample_features (hash, feat_version, vector, computed_at) \
378 + VALUES ('hf', 1, '[1.0,2.0]', 100)",
379 + [],
380 + ).unwrap();
381 +
382 + assert_eq!(changelog_count(conn, Some("sample_features"), Some("INSERT")), 1);
383 +
384 + let data: String = conn.query_row(
385 + "SELECT data FROM sync_changelog WHERE table_name = 'sample_features'",
386 + [],
387 + |row| row.get(0),
388 + ).unwrap();
389 + let parsed: serde_json::Value = serde_json::from_str(&data).unwrap();
390 + assert_eq!(parsed["hash"], "hf");
391 + assert_eq!(parsed["feat_version"], 1);
392 + // The JSON-array vector embeds as a string payload.
393 + assert_eq!(parsed["vector"], "[1.0,2.0]");
394 + }
395 +
396 + #[test]
369 397 fn collection_member_insert_fires_trigger() {
370 398 let db = setup_test_db();
371 399 let conn = db.conn();
D crates/audiofiles-train/Cargo.toml -15
@@ -1,15 +0,0 @@
1 - [package]
2 - name = "audiofiles-train"
3 - version = "0.5.0"
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 }
D crates/audiofiles-train/src/main.rs -500
@@ -1,680 +0,0 @@
1 - //! Random Forest training binary for audiofiles Layer 2 classification.
2 - //!
3 - //! Supports training separate models for drum, bass, vocal, and synth sub-classes.
4 - //! Scans labeled samples from a training directory, extracts 35-feature vectors,
5 - //! trains a Random Forest, runs 5-fold stratified cross-validation, and serializes
6 - //! the model to the appropriate JSON file.
7 - //!
8 - //! Usage:
9 - //! cargo run -p audiofiles-train -- --target drum [/path/to/data]
10 - //! cargo run -p audiofiles-train -- --target bass [/path/to/data]
11 - //! cargo run -p audiofiles-train -- --target vocal [/path/to/data]
12 - //! cargo run -p audiofiles-train -- --target synth [/path/to/data]
13 -
14 - use std::collections::HashMap;
15 - use std::path::PathBuf;
16 -
17 - use audiofiles_core::analysis::classify::{RandomForestModel, TreeNode, NUM_FEATURES};
18 - use audiofiles_core::analysis::config::AnalysisConfig;
19 - use audiofiles_core::analysis::{self, mfcc, spectral};
20 - use rand::seq::SliceRandom;
21 - use rand::{Rng, SeedableRng};
22 - use rayon::prelude::*;
23 -
24 - // ── Target configuration ──
25 -
26 - /// Per-target training config: class names, label→ID mapping, output filename.
27 - struct TargetConfig {
28 - name: &'static str,
29 - class_names: Vec<&'static str>,
30 - model_filename: &'static str,
31 - }
32 -
33 - fn target_config(target: &str) -> TargetConfig {
34 - match target {
35 - "drum" => TargetConfig {
36 - name: "drum",
37 - class_names: vec!["kick", "snare", "hihat", "cymbal", "clap", "tom", "percussion"],
38 - model_filename: "layer2_drum.json",
39 - },
40 - "bass" => TargetConfig {
41 - name: "bass",
42 - class_names: vec!["guitar-bass", "synth-bass", "sub-bass"],
43 - model_filename: "layer2_bass.json",
44 - },
45 - "vocal" => TargetConfig {
46 - name: "vocal",
47 - class_names: vec!["vocal-chop", "vocal-phrase", "vocal-choir"],
48 - model_filename: "layer2_vocal.json",
49 - },
50 - "synth" => TargetConfig {
51 - name: "synth",
52 - class_names: vec!["synth-lead", "synth-stab", "synth-pluck", "synth-chord"],
53 - model_filename: "layer2_synth.json",
54 - },
55 - _ => {
56 - eprintln!("Unknown target: {target}");
57 - eprintln!("Valid targets: drum, bass, vocal, synth");
58 - std::process::exit(1);
59 - }
60 - }
61 - }
62 -
63 - /// Map a folder name to a class ID for the given target config.
64 - fn label_to_class(label: &str, config: &TargetConfig) -> Option<u8> {
65 - config
66 - .class_names
67 - .iter()
68 - .position(|&name| name == label)
69 - .map(|i| i as u8)
70 - }
71 -
72 - // ── Feature extraction ──
73 -
74 - /// Extract 35-feature vector from an audio file.
75 - fn extract_features(path: &std::path::Path) -> Option<[f64; NUM_FEATURES]> {
76 - let config = AnalysisConfig {
77 - loudness: true,
78 - spectral: true,
79 - bpm: false,
80 - key: false,
81 - loop_detect: false,
82 - classify: false,
83 - fingerprint: false,
84 - auto_suggest_tags: false,
85 - max_analysis_seconds: Some(5.0),
86 - smart_skip: false,
87 - };
88 -
89 - let decoded = analysis::decode::decode_to_mono(path).ok()?;
90 -
91 - let capped: &[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 -
98 - let crest_factor = analysis::basic::crest_factor(&decoded.samples);
99 - let attack_time = analysis::basic::attack_time(&decoded.samples, decoded.sample_rate);
100 -
101 - let (features, magnitude_frames) =
102 - spectral::compute_spectral_features_with_frames(capped, decoded.sample_rate);
103 -
104 - let mfcc_features = mfcc::compute_mfccs(&magnitude_frames, decoded.sample_rate, 1024);
105 -
106 - let input = audiofiles_core::analysis::classify::ClassifyInput::with_mfccs(
107 - &features,
108 - decoded.duration,
109 - crest_factor,
110 - attack_time,
111 - &mfcc_features,
112 - );
113 -
114 - Some(input.to_feature_array())
115 - }
116 -
117 - // ── Random Forest training ──
118 -
119 - /// Gini impurity for a set of class counts.
120 - fn gini_impurity(counts: &[u32], total: u32) -> f64 {
121 - if total == 0 {
122 - return 0.0;
123 - }
124 - let t = total as f64;
125 - 1.0 - counts.iter().map(|&c| (c as f64 / t).powi(2)).sum::<f64>()
126 - }
127 -
128 - /// Find the majority class in a label slice.
129 - fn majority_class(labels: &[u8], num_classes: usize) -> u8 {
130 - let mut counts = vec![0u32; num_classes];
131 - for &l in labels {
132 - if (l as usize) < num_classes {
133 - counts[l as usize] += 1;
134 - }
135 - }
136 - counts
137 - .iter()
138 - .enumerate()
139 - .max_by_key(|(_, c)| **c)
140 - .map(|(i, _)| i as u8)
141 - .unwrap_or(0)
142 - }
143 -
144 - /// Train a single decision tree on a dataset with random feature selection.
145 - fn train_tree(
146 - data: &[[f64; NUM_FEATURES]],
147 - labels: &[u8],
148 - num_classes: usize,
149 - max_depth: usize,
150 - min_leaf: usize,
151 - features_per_split: usize,
152 - rng: &mut impl Rng,
153 - ) -> TreeNode {
154 - train_tree_recursive(data, labels, num_classes, max_depth, min_leaf, features_per_split, rng)
155 - }
156 -
157 - fn train_tree_recursive(
158 - data: &[[f64; NUM_FEATURES]],
159 - labels: &[u8],
160 - num_classes: usize,
161 - depth: usize,
162 - min_leaf: usize,
163 - features_per_split: usize,
164 - rng: &mut impl Rng,
165 - ) -> TreeNode {
166 - if depth == 0 || data.len() <= min_leaf {
167 - return TreeNode::Leaf {
168 - class: majority_class(labels, num_classes),
169 - };
170 - }
171 -
172 - let first = labels[0];
173 - if labels.iter().all(|&l| l == first) {
174 - return TreeNode::Leaf { class: first };
175 - }
176 -
177 - let mut all_features: Vec<usize> = (0..NUM_FEATURES).collect();
178 - all_features.shuffle(rng);
179 - let candidates = &all_features[..features_per_split.min(NUM_FEATURES)];
180 -
181 - let mut best_gini = f64::MAX;
182 - let mut best_feature = 0;
183 - let mut best_threshold = 0.0;
184 -
185 - for &feat_idx in candidates {
186 - let mut values: Vec<f64> = data.iter().map(|row| row[feat_idx]).collect();
187 - values.sort_by(|a, b| a.total_cmp(b));
188 - values.dedup();
189 -
190 - if values.len() < 2 {
191 - continue;
192 - }
193 -
194 - let max_thresholds = 200;
195 - let step = if values.len() > max_thresholds + 1 {
196 - values.len() / max_thresholds
197 - } else {
198 - 1
199 - };
200 -
201 - let mut i = 0;
202 - while i + 1 < values.len() {
203 - let threshold = (values[i] + values[i + 1]) / 2.0;
204 -
205 - let mut left_counts = vec![0u32; num_classes];
206 - let mut right_counts = vec![0u32; num_classes];
207 - let mut left_total = 0u32;
208 - let mut right_total = 0u32;
209 -
210 - for (row, &label) in data.iter().zip(labels.iter()) {
211 - if row[feat_idx] <= threshold {
212 - left_counts[label as usize] += 1;
213 - left_total += 1;
214 - } else {
215 - right_counts[label as usize] += 1;
216 - right_total += 1;
217 - }
218 - }
219 -
220 - if left_total < min_leaf as u32 || right_total < min_leaf as u32 {
221 - i += step;
222 - continue;
223 - }
224 -
225 - let total = (left_total + right_total) as f64;
226 - let weighted_gini = (left_total as f64 / total)
227 - * gini_impurity(&left_counts, left_total)
228 - + (right_total as f64 / total)
229 - * gini_impurity(&right_counts, right_total);
230 -
231 - if weighted_gini < best_gini {
232 - best_gini = weighted_gini;
233 - best_feature = feat_idx;
234 - best_threshold = threshold;
235 - }
236 -
237 - i += step;
238 - }
239 - }
240 -
241 - if best_gini == f64::MAX {
242 - return TreeNode::Leaf {
243 - class: majority_class(labels, num_classes),
244 - };
245 - }
246 -
247 - let mut left_data = Vec::new();
248 - let mut left_labels = Vec::new();
249 - let mut right_data = Vec::new();
250 - let mut right_labels = Vec::new();
251 -
252 - for (row, &label) in data.iter().zip(labels.iter()) {
253 - if row[best_feature] <= best_threshold {
254 - left_data.push(*row);
255 - left_labels.push(label);
256 - } else {
257 - right_data.push(*row);
258 - right_labels.push(label);
259 - }
260 - }
261 -
262 - TreeNode::Split {
263 - feature: best_feature,
264 - threshold: best_threshold,
265 - left: Box::new(train_tree_recursive(
266 - &left_data,
267 - &left_labels,
268 - num_classes,
269 - depth - 1,
270 - min_leaf,
271 - features_per_split,
272 - rng,
273 - )),
274 - right: Box::new(train_tree_recursive(
275 - &right_data,
276 - &right_labels,
277 - num_classes,
278 - depth - 1,
279 - min_leaf,
280 - features_per_split,
281 - rng,
282 - )),
283 - }
284 - }
285 -
286 - /// Train a Random Forest: bootstrap sampling + random feature selection per tree.
287 - fn train_random_forest(
288 - data: &[[f64; NUM_FEATURES]],
289 - labels: &[u8],
290 - num_classes: usize,
291 - n_trees: usize,
292 - max_depth: usize,
293 - min_leaf: usize,
294 - ) -> Vec<TreeNode> {
295 - let features_per_split = (NUM_FEATURES as f64).sqrt() as usize; // sqrt(35) ≈ 6
296 -
297 - (0..n_trees)
298 - .into_par_iter()
299 - .map(|i| {
300 - let mut rng = rand::rngs::StdRng::seed_from_u64(42 + i as u64);
301 - let n = data.len();
302 -
303 - let mut boot_data = Vec::with_capacity(n);
304 - let mut boot_labels = Vec::with_capacity(n);
305 - for _ in 0..n {
306 - let idx = rng.random_range(0..n);
307 - boot_data.push(data[idx]);
308 - boot_labels.push(labels[idx]);
309 - }
310 -
311 - train_tree(
312 - &boot_data,
313 - &boot_labels,
314 - num_classes,
315 - max_depth,
316 - min_leaf,
317 - features_per_split,
318 - &mut rng,
319 - )
320 - })
321 - .collect()
322 - }
323 -
324 - /// Predict using a forest of trees. Returns (class, confidence).
325 - fn predict_forest(trees: &[TreeNode], num_classes: usize, features: &[f64; NUM_FEATURES]) -> (u8, f64) {
326 - let mut votes = vec![0u32; num_classes];
327 - for tree in trees {
328 - let class = tree.predict(features);
329 - if (class as usize) < num_classes {
330 - votes[class as usize] += 1;
331 - }
332 - }
333 -
334 - let total = trees.len() as f64;
335 - let (best_class, &best_count) = votes
336 - .iter()
337 - .enumerate()
338 - .max_by_key(|(_, c)| **c)
339 - .unwrap_or((0, &0));
340 -
341 - (best_class as u8, best_count as f64 / total)
342 - }
343 -
344 - // ── Cross-validation ──
345 -
346 - /// Stratified K-fold cross-validation.
347 - fn cross_validate(
348 - data: &[[f64; NUM_FEATURES]],
349 - labels: &[u8],
350 - class_names: &[&str],
351 - k: usize,
352 - n_trees: usize,
353 - max_depth: usize,
354 - min_leaf: usize,
355 - ) {
356 - let num_classes = class_names.len();
357 - println!("\n{k}-fold stratified cross-validation:");
358 - println!("{}", "=".repeat(60));
359 -
360 - let mut class_indices: Vec<Vec<usize>> = vec![Vec::new(); num_classes];
361 - for (i, &label) in labels.iter().enumerate() {
362 - class_indices[label as usize].push(i);
363 - }
364 -
365 - let mut rng = rand::rngs::StdRng::seed_from_u64(123);
366 - for indices in &mut class_indices {
367 - indices.shuffle(&mut rng);
368 - }
369 -
370 - let mut folds: Vec<Vec<usize>> = vec![Vec::new(); k];
371 - for indices in &class_indices {
372 - for (i, &idx) in indices.iter().enumerate() {
373 - folds[i % k].push(idx);
374 - }
375 - }
376 -
377 - let mut all_correct = 0usize;
378 - let mut all_total = 0usize;
379 - let mut per_class_tp = vec![0u32; num_classes];
380 - let mut per_class_fp = vec![0u32; num_classes];
381 - let mut per_class_fn = vec![0u32; num_classes];
382 -
383 - for fold in 0..k {
384 - let test_indices = &folds[fold];
385 - let train_indices: Vec<usize> = (0..k)
386 - .filter(|&f| f != fold)
387 - .flat_map(|f| folds[f].iter().copied())
388 - .collect();
389 -
390 - let train_data: Vec<[f64; NUM_FEATURES]> =
391 - train_indices.iter().map(|&i| data[i]).collect();
392 - let train_labels: Vec<u8> = train_indices.iter().map(|&i| labels[i]).collect();
393 -
394 - let trees = train_random_forest(&train_data, &train_labels, num_classes, n_trees, max_depth, min_leaf);
395 -
396 - let mut fold_correct = 0;
397 - for &test_idx in test_indices {
398 - let (predicted, _conf) = predict_forest(&trees, num_classes, &data[test_idx]);
399 - let actual = labels[test_idx];
400 -
401 - if predicted == actual {
402 - fold_correct += 1;
403 - per_class_tp[actual as usize] += 1;
404 - } else {
405 - per_class_fp[predicted as usize] += 1;
406 - per_class_fn[actual as usize] += 1;
407 - }
408 - }
409 -
410 - let fold_acc = fold_correct as f64 / test_indices.len() as f64 * 100.0;
411 - println!(" Fold {}: {:.1}% ({}/{})", fold + 1, fold_acc, fold_correct, test_indices.len());
412 -
413 - all_correct += fold_correct;
414 - all_total += test_indices.len();
415 - }
416 -
417 - let overall_acc = all_correct as f64 / all_total as f64 * 100.0;
418 - println!("\n Overall: {:.1}% ({}/{})", overall_acc, all_correct, all_total);
419 -
420 - println!("\n Per-class metrics:");
421 - println!(" {:<14} {:>9} {:>9} {:>9}", "Class", "Precision", "Recall", "F1");
422 - for c in 0..num_classes {
423 - let tp = per_class_tp[c] as f64;
424 - let fp = per_class_fp[c] as f64;
425 - let fn_ = per_class_fn[c] as f64;
426 -
427 - let precision = if tp + fp > 0.0 { tp / (tp + fp) } else { 0.0 };
428 - let recall = if tp + fn_ > 0.0 { tp / (tp + fn_) } else { 0.0 };
429 - let f1 = if precision + recall > 0.0 {
430 - 2.0 * precision * recall / (precision + recall)
431 - } else {
432 - 0.0
433 - };
434 -
435 - println!(
436 - " {:<14} {:>8.1}% {:>8.1}% {:>8.1}%",
437 - class_names[c],
438 - precision * 100.0,
439 - recall * 100.0,
440 - f1 * 100.0
441 - );
442 - }
443 -
444 - println!("{}", "=".repeat(60));
445 - }
446 -
447 - // ── Main ──
448 -
449 - fn main() {
450 - let args: Vec<String> = std::env::args().skip(1).collect();
451 -
452 - // Parse --target flag
453 - let mut target = "drum";
454 - let mut data_path: Option<PathBuf> = None;
455 - let mut i = 0;
456 - while i < args.len() {
457 - match args[i].as_str() {
458 - "--target" => {
459 - i += 1;
460 - if i < args.len() {
461 - target = Box::leak(args[i].clone().into_boxed_str());
462 - } else {
463 - eprintln!("--target requires a value (drum, bass, vocal, synth)");
464 - std::process::exit(1);
465 - }
466 - }
467 - "--help" | "-h" => {
468 - println!("Usage: audiofiles-train [--target drum|bass|vocal|synth] [DATA_PATH]");
469 - println!();
470 - println!("Targets:");
471 - println!(" drum 7 classes: kick, snare, hihat, cymbal, clap, tom, percussion");
472 - println!(" bass 3 classes: guitar-bass, synth-bass, sub-bass");
473 - println!(" vocal 3 classes: vocal-chop, vocal-phrase, vocal-choir");
474 - println!(" synth 4 classes: synth-lead, synth-stab, synth-pluck, synth-chord");
475 - println!();
476 - println!("DATA_PATH defaults to samples/training/<target>/");
477 - return;
478 - }
479 - other => {
480 - if !other.starts_with('-') {
481 - data_path = Some(PathBuf::from(other));
482 - }
483 - }
484 - }
485 - i += 1;
486 - }
487 -
488 - let config = target_config(target);
489 - let num_classes = config.class_names.len();
490 -
491 - println!("Training Layer 2 {} classifier ({} classes)", config.name, num_classes);
492 - println!("Classes: {}", config.class_names.join(", "));
493 -
494 - let test_data = data_path.unwrap_or_else(|| {
495 - PathBuf::from(env!("CARGO_MANIFEST_DIR"))
496 - .parent()
497 - .unwrap()
498 - .parent()
499 - .unwrap()
500 - .join(format!("samples/training/{}", config.name))
Lines truncated
M docs/database_schema.md +17 -2
@@ -1,6 +1,6 @@
1 1 # audiofiles Database Schema
2 2
3 - SQLite schema reference. 19 inline migrations. Migrations are embedded as Rust string constants in `crates/audiofiles-core/src/db.rs` and applied via `PRAGMA user_version` tracking -- not separate SQL files.
3 + SQLite schema reference. 20 inline migrations. Migrations are embedded as Rust string constants in `crates/audiofiles-core/src/db.rs` and applied via `PRAGMA user_version` tracking -- not separate SQL files.
4 4
5 5 ## Domain Map
6 6
@@ -69,6 +69,19 @@ Spectral, temporal, and ML analysis results. One row per sample. FK to samples v
69 69
70 70 Indexes: `bpm`, `musical_key`, `duration`, `classification`.
71 71
72 + ### sample_features
73 + The 35-element feature vector (9 scalar + 26 MFCC) per sample. Migration 020. Foundation
74 + for the rules + k-NN tag pipeline; synced across a user's own devices. One row per sample.
75 +
76 + | Column | Type | Notes |
77 + |--------|------|-------|
78 + | `hash` | TEXT PK FK | -> samples (CASCADE) |
79 + | `feat_version` | INTEGER | Feature-extraction layout version (`FEATURE_VERSION`); stale rows are recomputed, not mixed |
80 + | `vector` | TEXT | JSON array of 35 f64 (non-finite components sanitized to 0.0) |
81 + | `computed_at` | INTEGER | Unix timestamp |
82 +
83 + Index: `feat_version`.
84 +
72 85 ### waveform_data
73 86 Pre-computed waveform visualizations. Migration 004.
74 87
@@ -230,7 +243,7 @@ Indexes: `source_hash`, `result_hash`.
230 243 - **Sync-excluded keys:** `user_config` sync triggers skip keys matching `sync_%` to avoid syncing sync-internal state
231 244 - **Cloud-only samples:** `samples.cloud_only` flag allows local blob eviction while keeping metadata and cloud copy
232 245 - **Hashed row IDs (M018):** sensitive `sync_changelog.row_id` values go through `hash_row_id(row_id_salt, canonical_key)` so the server never sees raw sample hashes or tag strings. DELETE triggers also emit the canonical PK into the encrypted `data` field so pull-side replay doesn't need to parse row_id.
233 - - **Synced tables:** `samples`, `audio_analysis`, `vfs`, `vfs_nodes`, `tags`, `collections`, `collection_members`, `user_config`, `edit_history`
246 + - **Synced tables:** `samples`, `sample_features`, `audio_analysis`, `vfs`, `vfs_nodes`, `tags`, `collections`, `collection_members`, `user_config`, `edit_history`
234 247
235 248 ## Key Indexes
236 249
@@ -262,3 +275,5 @@ Indexes: `source_hash`, `result_hash`.
262 275 | 016 | Exclude `loose_files` user_config key from sync (security: server can't flip the mode) |
263 276 | 017 | Rename `unsafe_mode` user_config key to `loose_files` (trigger recreation only; row-copy lives in main.rs) |
264 277 | 018 | Hash `sync_changelog.row_id` for sensitive tables; DELETE triggers emit canonical PK in `data`; per-user `row_id_salt` in sync_state |
278 + | 019 | `samples.deleted_at` soft-delete tombstone + partial index; seed `sample_tombstone_retain_days`; re-emit samples sync triggers |
279 + | 020 | `sample_features` table (persisted 35-feature vector) + sync triggers; retired the embedded RF classifier models |
M docs/ml_classifier.md +59 -136
@@ -1,172 +1,95 @@
1 - # audiofiles -- ML Classification System
1 + # audiofiles -- Sample Classification
2 2
3 - Two-layer system that classifies audio samples into 16 categories. Layer 1 uses rule-based heuristics for broad classification. Layer 2 uses a 200-tree Random Forest for fine-grained drum sub-classification.
3 + audiofiles classifies samples from deterministic DSP features only. No trained model
4 + ships in the binary: the feature extraction is plain signal measurement, and tagging is
5 + driven by the user's own library. This keeps the classifier free of any training-data
6 + copyright surface.
4 7
5 - ## Architecture
8 + The system is being built out in phases toward a hybrid tag pipeline — a deterministic
9 + rules layer plus an exemplar k-NN layer learned from the user's library, feeding one
10 + provenance-tracked tag resolution step. The sections below describe what exists today.
11 +
12 + ## What exists today
6 13
7 14 ```
8 15 Audio file
9 - ↓ decode (Symphonia → mono f32)
10 - ↓ feature extraction (9 spectral + 26 MFCC = 35 features)
11 - ↓
12 - Layer 1: classify_broad() ← rule-based heuristics
13 - ├─ Drum → Layer 2: predict_layer2() ← Random Forest (200 trees)
14 - │ └─ Kick / Snare / HiHat / Cymbal / Percussion
15 - └─ Non-drum → return directly
16 - └─ Bass / Vocal / Synth / Pad / Noise / Music / Ambience / Impact / Foley / Texture / Misc
16 + -> decode (Symphonia -> mono f32)
17 + -> feature extraction (9 spectral/basic + 26 MFCC = 35 features)
18 + -> classify_full() rule-based threshold tree -> SampleClass
19 + -> persist 35-feature vector (sample_features) + classification (audio_analysis)
17 20 ```
18 21
19 - ### Layer 1: Rule-Based Broad Classifier
20 -
21 - `classify_broad()` in `crates/audiofiles-core/src/analysis/classify.rs`
22 -
23 - Routes samples into broad categories using spectral and waveform features:
24 -
25 - | Rule | Condition | Category |
26 - |------|-----------|----------|
27 - | Noise | flatness > 0.7 | Noise |
28 - | Drum | duration < 2.0 AND (attack < 0.05 OR crest > 2.5) | Drum → Layer 2 |
29 - | Bass | centroid < 400 AND flatness < 0.15 | Bass |
30 - | Ambience | duration > 5.0 AND low centroid_variance AND 0.15 < flatness < 0.5 | Ambience |
31 - | Impact | crest > 10.0 AND attack < 0.005 | Impact |
32 - | Texture | duration > 2.0 AND centroid_variance > 500,000 | Texture |
22 + ### Rule-based classification (interim)
33 23
34 - Rules are evaluated in priority order. Confidence values range 0.75--0.95 depending on how strongly the sample matches.
24 + `classify_full()` in `crates/audiofiles-core/src/analysis/classify.rs` assigns a
25 + `SampleClass` from a priority-ordered threshold tree over cheap DSP features (duration,
26 + spectral centroid/flatness/rolloff/ZCR/bandwidth, crest factor, attack time). Rules are
27 + evaluated in order; the first match wins. This is an interim bridge: it is scheduled to be
28 + superseded by the user-editable rules layer, at which point the hardcoded thresholds retire.
35 29
36 - ### Layer 2: Random Forest Drum Classifier
30 + The trained Random Forest models that previously refined drum/bass/vocal/synth
31 + sub-classes were removed. The captured thresholds and the full taxonomy are archived in
32 + `_private/docs/audiofiles/design-user-classifier.md` for reference.
37 33
38 - `predict_layer2()` in `crates/audiofiles-core/src/analysis/classify.rs`
34 + ### Persisted feature vector
39 35
40 - - **Model**: 200 decision trees, majority vote
41 - - **Classes**: Kick (0), Snare (1), HiHat (2), Cymbal (3), Percussion (4)
42 - - **Confidence**: fraction of trees voting for the majority class (e.g., 0.85 = 170/200 agreed)
43 - - **Fallback**: if the model file has empty trees, reverts to `classify_full()` (16-class rule-based)
36 + Every analyzed sample's 35-feature vector is stored in the `sample_features` table
37 + (`hash`, `feat_version`, `vector` as a JSON array, `computed_at`). It is the foundation
38 + for the forthcoming rules + k-NN tag pipeline, syncs across a user's own devices, and is
39 + stamped with `FEATURE_VERSION` so a change to the extraction layout invalidates stale
40 + vectors rather than silently mixing incompatible feature spaces.
44 41
45 - ### Graceful Degradation
42 + ### Smart-skip
46 43
47 - If `layer2_drum.json` contains an empty trees vector, the system falls back to `classify_full()` -- a comprehensive 16-class rule-based classifier covering all categories. The app never crashes on classification.
44 + The expensive BPM/key/loop stages are gated on cheap raw features rather than the
45 + classification label: BPM/loop run only for clips long enough to carry tempo; key runs
46 + only for clips that are long enough and not noise-like (high spectral flatness). The gate
47 + skips only the clearly-pointless cases and otherwise runs, so it never wrongly skips on a
48 + misread class.
48 49
49 - ---
50 + ## Feature vector
50 51
51 - ## Feature Vector
52 + 35 features: 9 scalar + 13 MFCC means + 13 MFCC variances.
52 53
53 - 35 features total: 9 scalar + 13 MFCC means + 13 MFCC variances.
54 -
55 - ### Scalar Features (indices 0--8)
54 + ### Scalar features (indices 0--8)
56 55
57 56 | Index | Feature | Source | Description |
58 57 |-------|---------|--------|-------------|
59 58 | 0 | duration | basic.rs | Total length in seconds |
60 59 | 1 | centroid | spectral.rs | Spectral center of mass in Hz |
61 - | 2 | flatness | spectral.rs | 0.0 (pure tone) to 1.0 (white noise), geometric/arithmetic mean of magnitudes |
62 - | 3 | zcr | spectral.rs | Zero-crossing rate (fraction of sign changes per sample) |
63 - | 4 | onset_strength | spectral.rs | Sum of positive spectral flux across STFT frames |
60 + | 2 | flatness | spectral.rs | 0.0 (pure tone) to 1.0 (white noise) |
61 + | 3 | zcr | spectral.rs | Zero-crossing rate |
62 + | 4 | onset_strength | spectral.rs | Sum of positive spectral flux across frames |
64 63 | 5 | bandwidth | spectral.rs | Spectral standard deviation around centroid in Hz |
65 - | 6 | centroid_variance | spectral.rs | Variance of per-frame centroids (high = evolving spectrum) |
66 - | 7 | crest_factor | basic.rs | Peak / RMS in linear domain (high > 8 = impacts) |
67 - | 8 | attack_time | basic.rs | Time to reach 90% of peak amplitude in seconds |
64 + | 6 | centroid_variance | spectral.rs | Variance of per-frame centroids (spectral evolution) |
65 + | 7 | crest_factor | basic.rs | Peak / RMS in linear domain |
66 + | 8 | attack_time | basic.rs | Time to 90% of peak amplitude in seconds |
68 67
69 - ### MFCC Features (indices 9--34)
68 + ### MFCC features (indices 9--34)
70 69
71 70 | Indices | Feature | Description |
72 71 |---------|---------|-------------|
73 - | 9--21 | MFCC means | Mean of first 13 MFCCs across all STFT frames |
74 - | 22--34 | MFCC variances | Variance of first 13 MFCCs across all STFT frames |
75 -
76 - MFCC computation: 26-bin mel filterbank applied to STFT magnitude frames, log energy transform, DCT-II, keep first 13 coefficients.
77 -
78 - ### STFT Parameters
79 -
80 - - FFT size: 2048 points with Hann window
81 - - Hop size: 512 samples
82 -
83 - ---
84 -
85 - ## Training Pipeline
86 -
87 - Binary: `crates/audiofiles-train/src/main.rs` (not built by default).
88 -
89 - ### Data
90 -
91 - - Source: `~/Git/Drums/test_data/` with subdirectories per class
92 - - Classes: `kick/`, `snare/`, `hihat/`, `cymbal/`, `clap/`, `tom/`, `percussion/`
93 - - Class mapping: kick→0, snare→1, hihat→2, cymbal→3, clap/tom/percussion→4
94 - - Dataset: 4,343 labeled drum samples
95 -
96 - ### Algorithm
97 -
98 - - **200 decision trees**, each trained on a bootstrap sample (random with replacement)
99 - - **Max depth**: 25 levels per tree
100 - - **Min leaf**: 3 samples minimum per leaf node
101 - - **Features per split**: sqrt(35) = ~6 random features sampled per split decision
102 - - **Split criterion**: Gini impurity
103 - - **Parallelism**: Trees trained in parallel via rayon
104 -
105 - ### Evaluation
106 -
107 - - **5-fold stratified cross-validation** (preserves class distribution)
108 - - **94.4% strict accuracy** on 4,343 samples
109 - - Per-class precision, recall, and F1 computed across all folds
110 -
111 - ### Output
112 -
113 - - Model file: `crates/audiofiles-core/models/layer2_drum.json` (4.0 MB)
114 - - Format: JSON array of 200 trees + class metadata
115 - - Each tree node is either a `Split { feature, threshold, left, right }` or `Leaf { class }`
116 -
117 - ---
118 -
119 - ## Model Loading
120 -
121 - The model is embedded at compile time and deserialized lazily on first use:
122 -
123 - ```rust
124 - static LAYER2_MODEL: OnceLock<RandomForestModel> = OnceLock::new();
125 -
126 - fn layer2_model() -> &'static RandomForestModel {
127 - LAYER2_MODEL.get_or_init(|| {
128 - serde_json::from_slice(LAYER2_MODEL_BYTES)
129 - .expect("embedded Layer 2 model is invalid JSON")
130 - })
131 - }
132 - ```
133 -
134 - - `include_bytes!` embeds `layer2_drum.json` into the binary
135 - - `OnceLock` ensures deserialization happens exactly once
136 - - After init, all subsequent calls return a static reference (zero cost)
137 -
138 - ---
139 -
140 - ## Database Integration
141 -
142 - Classification results are stored in the `audio_analysis` table:
143 -
144 - | Column | Type | Description |
145 - |--------|------|-------------|
146 - | classification | TEXT | SampleClass as lowercase string (e.g., "kick") |
147 - | classification_confidence | REAL | 0.0--1.0; RF vote fraction for drums, heuristic confidence for non-drums |
148 -
149 - ---
150 -
151 - ## Retraining
72 + | 9--21 | MFCC means | Mean of the first 13 MFCCs across STFT frames |
73 + | 22--34 | MFCC variances | Variance of the first 13 MFCCs across STFT frames |
152 74
153 - To retrain the model with new or updated training data:
75 + MFCCs: mel filterbank over STFT magnitude frames, log-energy, DCT-II, first 13 coefficients.
76 + Non-finite components are sanitized to 0.0 before persistence.
154 77
155 - 1. Organize labeled samples in `~/Git/Drums/test_data/{class}/`
156 - 2. Run `cargo run -p audiofiles-train`
157 - 3. The binary outputs cross-validation metrics and writes `layer2_drum.json`
158 - 4. Rebuild audiofiles to embed the updated model
78 + ## Database integration
159 79
160 - ---
80 + | Table | Columns | Description |
81 + |-------|---------|-------------|
82 + | audio_analysis | classification, classification_confidence | `SampleClass` string; confidence 0.0 for the rule-based path |
83 + | sample_features | hash, feat_version, vector, computed_at | The persisted 35-feature vector (JSON array) |
161 84
162 - ## Key Files
85 + ## Key files
163 86
164 87 | What | Where |
165 88 |------|-------|
166 - | Two-layer classifier | `crates/audiofiles-core/src/analysis/classify.rs` |
89 + | Rule-based classifier + taxonomy | `crates/audiofiles-core/src/analysis/classify.rs` |
90 + | Analysis orchestrator + smart-skip | `crates/audiofiles-core/src/analysis/mod.rs` |
167 91 | Spectral features | `crates/audiofiles-core/src/analysis/spectral.rs` |
168 92 | MFCC computation | `crates/audiofiles-core/src/analysis/mfcc.rs` |
169 93 | Crest factor, attack time | `crates/audiofiles-core/src/analysis/basic.rs` |
170 - | Training pipeline | `crates/audiofiles-train/src/main.rs` |
171 - | Embedded model | `crates/audiofiles-core/models/layer2_drum.json` |
172 - | Analysis orchestrator | `crates/audiofiles-core/src/analysis/mod.rs` |
94 + | Feature-vector schema (migration 020) | `crates/audiofiles-core/src/db.rs` |
95 + | Full design + retired-heuristics reference | `_private/docs/audiofiles/design-user-classifier.md` |