aprender-core 0.29.1

Next-generation machine learning library in pure Rust
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
pub(crate) use super::*;

// ========== NG11: Output length matches requested buffer size ==========

#[test]
fn test_ng11_output_length_1024() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();
    let mut buffer = vec![0.0; 1024];
    gen.generate(&mut buffer).unwrap();
    assert_eq!(buffer.len(), 1024);
}

#[test]
fn test_ng11_output_length_256() {
    let config = NoiseConfig::brown().with_buffer_size(256).unwrap();
    let mut gen = NoiseGenerator::new(config).unwrap();
    let mut buffer = vec![0.0; 256];
    gen.generate(&mut buffer).unwrap();
    assert_eq!(buffer.len(), 256);
}

#[test]
fn test_ng11_output_length_2048() {
    let config = NoiseConfig::brown().with_buffer_size(2048).unwrap();
    let mut gen = NoiseGenerator::new(config).unwrap();
    let mut buffer = vec![0.0; 2048];
    gen.generate(&mut buffer).unwrap();
    assert_eq!(buffer.len(), 2048);
}

#[test]
fn test_ng11_buffer_size_mismatch_error() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();
    let mut buffer = vec![0.0; 512]; // Wrong size
    let result = gen.generate(&mut buffer);
    assert!(result.is_err());
    match result.unwrap_err() {
        NoiseError::BufferSizeMismatch { expected, actual } => {
            assert_eq!(expected, 1024);
            assert_eq!(actual, 512);
        }
        _ => panic!("Expected BufferSizeMismatch error"),
    }
}

// ========== NG12: Output values bounded to [-1.0, 1.0] ==========

#[test]
fn test_ng12_output_bounded() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();

    for _ in 0..100 {
        let mut buffer = vec![0.0; 1024];
        gen.generate(&mut buffer).unwrap();

        for (i, &sample) in buffer.iter().enumerate() {
            assert!(
                sample >= -1.0 && sample <= 1.0,
                "Sample[{}] = {} out of bounds",
                i,
                sample
            );
        }
    }
}

#[test]
fn test_ng12_output_bounded_white_noise() {
    let config = NoiseConfig::white();
    let mut gen = NoiseGenerator::new(config).unwrap();

    for _ in 0..50 {
        let mut buffer = vec![0.0; 1024];
        gen.generate(&mut buffer).unwrap();

        for &sample in &buffer {
            assert!(sample >= -1.0 && sample <= 1.0);
        }
    }
}

#[test]
fn test_ng12_output_bounded_with_modulation() {
    let config = NoiseConfig::brown().with_modulation(1.0, 5.0).unwrap();
    let mut gen = NoiseGenerator::new(config).unwrap();

    for _ in 0..50 {
        let mut buffer = vec![0.0; 1024];
        gen.generate(&mut buffer).unwrap();

        for &sample in &buffer {
            assert!(sample >= -1.0 && sample <= 1.0);
        }
    }
}

// ========== NG13: No NaN or Inf in output ==========

#[test]
fn test_ng13_no_nan_inf() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();

    for _ in 0..100 {
        let mut buffer = vec![0.0; 1024];
        gen.generate(&mut buffer).unwrap();

        for (i, &sample) in buffer.iter().enumerate() {
            assert!(!sample.is_nan(), "NaN detected at index {}", i);
            assert!(!sample.is_infinite(), "Infinity detected at index {}", i);
        }
    }
}

#[test]
fn test_ng13_no_nan_inf_all_noise_types() {
    for noise_type in [
        NoiseConfig::white(),
        NoiseConfig::pink(),
        NoiseConfig::brown(),
        NoiseConfig::blue(),
        NoiseConfig::violet(),
    ] {
        let mut gen = NoiseGenerator::new(noise_type).unwrap();

        for _ in 0..20 {
            let mut buffer = vec![0.0; 1024];
            gen.generate(&mut buffer).unwrap();

            for &sample in &buffer {
                assert!(!sample.is_nan());
                assert!(!sample.is_infinite());
            }
        }
    }
}

#[test]
fn test_ng13_no_nan_inf_extreme_config() {
    let config = NoiseConfig::new(super::super::config::NoiseType::Custom(12.0))
        .with_texture(1.0)
        .unwrap()
        .with_modulation(1.0, 10.0)
        .unwrap();

    let mut gen = NoiseGenerator::new(config).unwrap();

    for _ in 0..50 {
        let mut buffer = vec![0.0; 1024];
        gen.generate(&mut buffer).unwrap();

        for &sample in &buffer {
            assert!(sample.is_finite());
        }
    }
}

// ========== NG14: Config update takes effect within one buffer ==========

#[test]
fn test_ng14_config_update_effective() {
    let config1 = NoiseConfig::white();
    let mut gen = NoiseGenerator::new(config1).unwrap();

    // Generate with white noise config
    let mut buffer1 = vec![0.0; 1024];
    gen.generate(&mut buffer1).unwrap();

    // Update to brown noise
    let config2 = NoiseConfig::brown();
    gen.update_config(config2).unwrap();

    // Generate with new config
    let mut buffer2 = vec![0.0; 1024];
    gen.generate(&mut buffer2).unwrap();

    // Config should be updated
    assert_eq!(
        gen.config().noise_type,
        super::super::config::NoiseType::Brown
    );
}

#[test]
fn test_ng14_config_update_validates() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();

    // Invalid config should fail
    let mut bad_config = NoiseConfig::white();
    bad_config.buffer_size = 100; // Invalid
    let result = gen.update_config(bad_config);
    assert!(result.is_err());
}

#[test]
fn test_ng14_config_update_buffer_size_change() {
    let config1 = NoiseConfig::brown().with_buffer_size(1024).unwrap();
    let mut gen = NoiseGenerator::new(config1).unwrap();

    // Generate with 1024
    let mut buffer1 = vec![0.0; 1024];
    gen.generate(&mut buffer1).unwrap();

    // Update to different buffer size
    let config2 = NoiseConfig::brown().with_buffer_size(512).unwrap();
    gen.update_config(config2).unwrap();

    // Generate with new buffer size
    let mut buffer2 = vec![0.0; 512];
    gen.generate(&mut buffer2).unwrap();
    assert_eq!(buffer2.len(), 512);
}

// ========== NG15: Continuous generation produces seamless audio (no clicks) ==========

#[test]
fn test_ng15_no_clicks_continuous() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();

    let mut prev_last_sample = 0.0f32;
    let max_discontinuity = 0.5; // Maximum allowed jump between buffers

    for i in 0..100 {
        let mut buffer = vec![0.0; 1024];
        gen.generate(&mut buffer).unwrap();

        if i > 0 {
            let first_sample = buffer[0];
            let delta = (first_sample - prev_last_sample).abs();
            assert!(
                delta < max_discontinuity,
                "Click detected at buffer {}: delta = {} (prev={}, curr={})",
                i,
                delta,
                prev_last_sample,
                first_sample
            );
        }

        prev_last_sample = *buffer.last().unwrap();
    }
}

#[test]
fn test_ng15_no_clicks_within_buffer() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();

    // For spectral synthesis with random phases, sample-to-sample correlation
    // differs from time-domain integration. The perceptually relevant property
    // is the spectral shape, not adjacent sample smoothness.
    //
    // This test verifies the signal doesn't have catastrophic discontinuities
    // (e.g., full-scale jumps from -1 to +1 on every sample). A reasonable upper
    // bound is that no more than 50% of transitions should be "large" (>0.5).
    let large_jump_threshold = 0.5;

    for _ in 0..10 {
        let mut buffer = vec![0.0; 1024];
        gen.generate(&mut buffer).unwrap();

        let large_jumps: usize = (1..buffer.len())
            .filter(|&j| (buffer[j] - buffer[j - 1]).abs() > large_jump_threshold)
            .count();

        // Sanity check: should not have more than 50% large jumps
        // Spectral synthesis naturally has more transitions than time-domain noise,
        // but shouldn't be pathologically discontinuous
        assert!(
            large_jumps < buffer.len() / 2,
            "Pathologically discontinuous signal: {}/{} large jumps",
            large_jumps,
            buffer.len()
        );
    }
}

// ========== Falsification tests (NG-F1 to NG-F5) ==========

#[test]
fn test_ng_f1_cannot_produce_nan_inf() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();

    for _ in 0..1000 {
        let mut buf = vec![0.0; 1024];
        gen.generate(&mut buf).unwrap();
        for &sample in &buf {
            assert!(!sample.is_nan(), "NaN detected");
            assert!(!sample.is_infinite(), "Infinity detected");
        }
    }
}

#[test]
fn test_ng_f2_cannot_exceed_amplitude() {
    let config = NoiseConfig::white();
    let mut gen = NoiseGenerator::new(config).unwrap();

    for _ in 0..1000 {
        let mut buf = vec![0.0; 1024];
        gen.generate(&mut buf).unwrap();
        for &sample in &buf {
            assert!(
                (-1.0..=1.0).contains(&sample),
                "Sample {} outside [-1, 1]",
                sample
            );
        }
    }
}

#[test]
fn test_ng_f3_no_discontinuities() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();

    let mut prev_sample = 0.0;
    let threshold = 0.5;

    for _ in 0..100 {
        let mut buf = vec![0.0; 1024];
        gen.generate(&mut buf).unwrap();
        let delta = (buf[0] - prev_sample).abs();
        assert!(delta < threshold, "Click detected: delta={}", delta);
        prev_sample = *buf.last().unwrap();
    }
}

#[test]
fn test_ng_f5_not_silent() {
    let config = NoiseConfig::white();
    let mut gen = NoiseGenerator::new(config).unwrap();

    let mut buf = vec![0.0; 1024];
    gen.generate(&mut buf).unwrap();

    let energy: f32 = buf.iter().map(|x| x * x).sum();
    assert!(energy > 0.01, "Output is silent: energy = {}", energy);
}

// ========== Additional generator tests ==========

#[test]
fn test_iterator_interface() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();

    // Take 5 buffers
    let buffers: Vec<Vec<f32>> = gen.by_ref().take(5).collect();

    assert_eq!(buffers.len(), 5);
    for buffer in &buffers {
        assert_eq!(buffer.len(), 1024);
    }
}

#[test]
fn test_time_advances() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();

    assert!((gen.time() - 0.0).abs() < f64::EPSILON);

    let mut buffer = vec![0.0; 1024];
    gen.generate(&mut buffer).unwrap();

    // Time should advance by buffer_size / sample_rate
    let expected_time = 1024.0 / 44100.0;
    assert!((gen.time() - expected_time).abs() < 0.0001);
}

#[test]
fn test_sample_counter() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();

    assert_eq!(gen.sample_counter(), 0);

    let mut buffer = vec![0.0; 1024];
    gen.generate(&mut buffer).unwrap();
    assert_eq!(gen.sample_counter(), 1024);

    gen.generate(&mut buffer).unwrap();
    assert_eq!(gen.sample_counter(), 2048);
}

#[test]
fn test_reset() {
    let config = NoiseConfig::brown();
    let mut gen = NoiseGenerator::new(config).unwrap();

    // Advance state
    let mut buffer = vec![0.0; 1024];
    for _ in 0..10 {
        gen.generate(&mut buffer).unwrap();
    }

    assert!(gen.time() > 0.0);
    assert!(gen.sample_counter() > 0);

    gen.reset();

    assert!((gen.time() - 0.0).abs() < f64::EPSILON);
    assert_eq!(gen.sample_counter(), 0);
}

#[test]
fn test_invalid_config_rejected() {
    let mut config = NoiseConfig::brown();
    config.buffer_size = 100; // Invalid
    let result = NoiseGenerator::new(config);
    assert!(result.is_err());
}

// ========== NG16-NG18: Spectral slope verification ==========

/// Helper: Compute average power in frequency band
pub(super) fn compute_band_power(
    samples: &[f32],
    sample_rate: u32,
    low_hz: f32,
    high_hz: f32,
) -> f32 {
    use rustfft::{num_complex::Complex, FftPlanner};

    let n = samples.len();
    let mut planner = FftPlanner::new();
    let fft = planner.plan_fft_forward(n);

    let mut buffer: Vec<Complex<f32>> = samples.iter().map(|&s| Complex::new(s, 0.0)).collect();
    fft.process(&mut buffer);

    let freq_resolution = sample_rate as f32 / n as f32;
    let low_bin = (low_hz / freq_resolution).floor() as usize;
    let high_bin = (high_hz / freq_resolution).ceil() as usize;

    let power: f32 = buffer[low_bin..high_bin.min(n / 2)]
        .iter()
        .map(|c| c.norm_sqr())
        .sum();

    power / (high_bin - low_bin).max(1) as f32
}

#[path = "generator_spectral_tests.rs"]
mod generator_spectral_tests;