yagi 0.1.3

Batteries-included DSP library
Documentation
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
453
454
455
456
457
458
459
460
use crate::error::{Error, Result};
use crate::buffer::Window;
use crate::dotprod::DotProd;
use crate::filter;
use num_traits::Zero;
use std::f32::consts::PI;

use num_complex::Complex32;

/// Finite impulse response (FIR) Hilbert transform
/// 
/// 2:1 real-to-complex decimator
/// 
/// 1:2 complex-to-real interpolator
#[derive(Clone, Debug)]
pub struct FirHilbertFilter {
    m: usize,           // filter semi-length, h_len = 4*m+1
    hq: Vec<f32>,       // quadrature filter coefficients
    w0: Window<f32>,    // input buffer (even samples)
    w1: Window<f32>,    // input buffer (odd samples)
    w2: Window<f32>,    // additional buffers needed exclusively for real-to-complex filter operations
    w3: Window<f32>,    // additional buffers needed exclusively for real-to-complex filter operations
    toggle: bool,       // toggle for real-to-complex/complex-to-real operation
}

impl FirHilbertFilter {
    /// Create a new FIR Hilbert transform object with a particular filter
    /// semi-length and desired stop-band attenuation.
    /// 
    /// # Arguments
    /// 
    /// * `m` - filter semi-length, delay is 2*m+1
    /// * `as_` - filter stop-band attenuation \[dB\]
    /// 
    /// # Returns
    ///
    /// A new FIR Hilbert transform object
    pub fn new(m: usize, as_: f32) -> Result<Self> {
        if m < 2 {
            return Err(Error::Config("filter semi-length (m) must be at least 2".into()));
        }

        let h_len = 4 * m + 1;
        let mut hc = vec![Complex32::zero(); h_len];
        let hq_len = 2 * m;
        let mut hq = vec![0.0; hq_len];
        let as_ = as_.abs();

        // compute filter coefficients for half-band filter
        let mut h = filter::fir_design_kaiser(h_len, 0.25, as_, 0.0)?;

        // alternate sign of non-zero elements
        for i in 0..h_len {
            let t = i as f32 - (h_len - 1) as f32 / 2.0;
            hc[i] = h[i] * Complex32::from_polar(1.0, 0.5 * PI * t);
            h[i] = hc[i].im;
        }

        // resample, reverse direction
        let mut j = 0;
        for i in (1..h_len).step_by(2) {
            hq[j] = h[h_len - i - 1].clone();
            j += 1;
        }

        // create windows for upper and lower polyphase filter branches
        let w0 = Window::new(2 * m)?;
        let w1 = Window::new(2 * m)?;
        let w2 = Window::new(2 * m)?;
        let w3 = Window::new(2 * m)?;

        let mut q = Self {
            m,
            hq,
            w0,
            w1,
            w2,
            w3,
            toggle: false,
        };

        q.reset();
        Ok(q)
    }

    /// Reset the internal state of the filter
    pub fn reset(&mut self) {
        self.w0.reset();
        self.w1.reset();
        self.w2.reset();
        self.w3.reset();
        self.toggle = false;
    }

    /// Execute the Hilbert transform (real-to-complex)
    /// 
    /// # Arguments
    /// 
    /// * `x` - real-valued input sample
    /// 
    /// # Returns
    /// 
    /// A complex-valued output sample
    pub fn r2c_execute(&mut self, x: f32) -> Result<Complex32> {
        let yi;  // in-phase component
        let yq;  // quadrature component

        if !self.toggle {
            // push sample into upper branch
            self.w0.push(x);

            // upper branch (delay)
            yi = self.w0.index(self.m - 1)?;

            // lower branch (filter)
            let r = self.w1.read();

            // execute dot product
            yq = self.hq.dotprod(r);
        } else {
            // push sample into lower branch
            self.w1.push(x);

            // upper branch (delay)
            yi = self.w1.index(self.m - 1)?;

            // lower branch (filter)
            let r = self.w0.read();

            // execute dot product
            yq = self.hq.dotprod(r);
        }

        self.toggle = !self.toggle;

        Ok(Complex32::new(yi, yq))
    }

    /// Execute the Hilbert transform (complex-to-real)
    /// 
    /// # Arguments
    /// 
    /// * `x` - complex-valued input sample
    /// 
    /// # Returns
    /// 
    /// A tuple of two real-valued output samples
    ///    (lower side-band retained, upper side-band retained)
    pub fn c2r_execute(&mut self, x: Complex32) -> Result<(f32, f32)> {
        let yi;  // in-phase component
        let yq;

        if !self.toggle {
            // push samples into appropriate buffers
            self.w0.push(x.re);
            self.w1.push(x.im);

            // delay branch
            yi = self.w0.index(self.m - 1)?;

            // filter branch
            let r = self.w3.read();
            yq = self.hq.dotprod(r);
        } else {
            // push samples into appropriate buffers
            self.w2.push(x.re);
            self.w3.push(x.im);

            // delay branch
            yi = self.w2.index(self.m - 1)?;

            // filter branch
            let r = self.w1.read();
            yq = self.hq.dotprod(r);
        }

        self.toggle = !self.toggle;

        Ok((yi + yq, yi - yq))
    }

    /// Execute the Hilbert transform decimator (real-to-complex)
    /// 
    /// # Arguments
    /// 
    /// * `x` - real-valued input array, [size: 2 x 1]
    /// 
    /// # Returns
    /// 
    /// A complex-valued output sample
    pub fn decim_execute(&mut self, x: &[f32]) -> Result<Complex32> {
        let yi;  // in-phase component
        let yq;  // quadrature component

        // compute quadrature component (filter branch)
        self.w1.push(x[0]);
        let r = self.w1.read();
        yq = self.hq.dotprod(r);

        // delay branch
        self.w0.push(x[1]);
        yi = self.w0.index(self.m - 1)?;

        // set return value
        let v = Complex32::new(yi, yq);
        let y = if self.toggle { -v } else { v };

        // toggle flag
        self.toggle = !self.toggle;
        Ok(y)
    }

    /// Execute the Hilbert transform decimator (real-to-complex) on a block of samples
    /// 
    /// # Arguments
    /// 
    /// * `x` - real-valued input array, [size: 2*n x 1]
    /// * `n` - number of output samples
    /// * `y` - complex-valued output array, [size: n x 1]
    pub fn decim_execute_block(&mut self, x: &[f32], n: usize, y: &mut [Complex32]) -> Result<()> {
        for i in 0..n {
            y[i] = self.decim_execute(&x[2*i..2*i+2])?;
        }
        Ok(())
    }

    /// Execute the Hilbert transform interpolator (complex-to-real)
    /// 
    /// # Arguments
    /// 
    /// * `x` - complex-valued input sample
    /// * `y` - real-valued output array, [size: 2 x 1]
    pub fn interp_execute(&mut self, x: Complex32, y: &mut [f32]) -> Result<()> {
        let vi = if self.toggle { -x.re } else { x.re };
        let vq = if self.toggle { -x.im } else { x.im };

        // compute delay branch
        self.w0.push(vq.into());
        y[0] = self.w0.index(self.m - 1)?;

        // compute filter branch
        self.w1.push(vi.into());
        let r = self.w1.read();
        y[1] = self.hq.dotprod(r);

        self.toggle = !self.toggle;
        Ok(())
    }

    /// Execute the Hilbert transform interpolator (complex-to-real) on a block of samples
    /// 
    /// # Arguments
    /// 
    /// * `x` - complex-valued input array, [size: n x 1]
    /// * `n` - number of output samples
    /// * `y` - real-valued output array, [size: 2*n x 1]
    pub fn interp_execute_block(&mut self, x: &[Complex32], n: usize, y: &mut [f32]) -> Result<()> {
        for i in 0..n {
            self.interp_execute(x[i], &mut y[2*i..2*i+2])?;
        }
        Ok(())
    }
}

#[cfg(test)]
mod tests {
    use super::*;
    use test_macro::autotest_annotate;
    use crate::utility::test_helpers::{PsdRegion, validate_psd_signal, validate_psd_signalf};
    use approx::assert_relative_eq;

    #[test]
    #[autotest_annotate(autotest_firhilbf_decim)]
    fn test_firhilbf_decim() {
        let x: [f32; 32] = [
            1.0000,  0.7071,  0.0000, -0.7071, -1.0000, -0.7071, -0.0000,  0.7071,
            1.0000,  0.7071,  0.0000, -0.7071, -1.0000, -0.7071, -0.0000,  0.7071,
            1.0000,  0.7071,  0.0000, -0.7071, -1.0000, -0.7071, -0.0000,  0.7071,
            1.0000,  0.7071, -0.0000, -0.7071, -1.0000, -0.7071, -0.0000,  0.7071
        ];

        let test: [Complex32; 16] = [
            Complex32::new(0.0000, -0.0055), Complex32::new(-0.0000,  0.0231), Complex32::new(0.0000, -0.0605), Complex32::new(-0.0000,  0.1459),
            Complex32::new(0.0000, -0.5604), Complex32::new(-0.7071, -0.7669), Complex32::new(-0.7071,  0.7294), Complex32::new(0.7071,  0.7008),
            Complex32::new(0.7071, -0.7064), Complex32::new(-0.7071, -0.7064), Complex32::new(-0.7071,  0.7064), Complex32::new(0.7071,  0.7064),
            Complex32::new(0.7071, -0.7064), Complex32::new(-0.7071, -0.7064), Complex32::new(-0.7071,  0.7064), Complex32::new(0.7071,  0.7064)
        ];

        let mut y = [Complex32::new(0.0, 0.0); 16];
        let m = 5;   // h_len = 4*m+1 = 21
        let mut ht = FirHilbertFilter::new(m, 60.0).unwrap();
        let tol = 0.005;

        // run decimator
        for i in 0..16 {
            y[i] = ht.decim_execute(&x[2*i..2*i+2]).unwrap();
        }

        // run validation
        for i in 0..16 {
            assert_relative_eq!(y[i].re, test[i].re, epsilon = tol);
            assert_relative_eq!(y[i].im, test[i].im, epsilon = tol);
        }
    }

    #[test]
    #[autotest_annotate(autotest_firhilbf_interp)]
    fn test_firhilbf_interp() {
        let x: [Complex32; 16] = [
            Complex32::new(1.0000, 0.0000), Complex32::new(-0.0000, -1.0000), Complex32::new(-1.0000, 0.0000), Complex32::new(0.0000, 1.0000),
            Complex32::new(1.0000, -0.0000), Complex32::new(-0.0000, -1.0000), Complex32::new(-1.0000, 0.0000), Complex32::new(0.0000, 1.0000),
            Complex32::new(1.0000, -0.0000), Complex32::new(-0.0000, -1.0000), Complex32::new(-1.0000, 0.0000), Complex32::new(0.0000, 1.0000),
            Complex32::new(1.0000, -0.0000), Complex32::new(0.0000, -1.0000), Complex32::new(-1.0000, 0.0000), Complex32::new(0.0000, 1.0000)
        ];

        let test: [f32; 32] = [
            0.0000, -0.0055, -0.0000, -0.0231, -0.0000, -0.0605, -0.0000, -0.1459,
            -0.0000, -0.5604, -0.0000, 0.7669, 1.0000, 0.7294, 0.0000, -0.7008,
            -1.0000, -0.7064, -0.0000, 0.7064, 1.0000, 0.7064, 0.0000, -0.7064,
            -1.0000, -0.7064, -0.0000, 0.7064, 1.0000, 0.7064, 0.0000, -0.7064
        ];

        let mut y = [0.0; 32];
        let m = 5;   // h_len = 4*m+1 = 21
        let mut ht = FirHilbertFilter::new(m, 60.0).unwrap();
        let tol = 0.005;

        // run interpolator
        for i in 0..16 {
            ht.interp_execute(x[i], &mut y[2*i..2*i+2]).unwrap();
        }

        // run validation
        for i in 0..32 {
            assert_relative_eq!(y[i], test[i], epsilon = tol);
        }
    }

    #[test]
    #[autotest_annotate(autotest_firhilbf_psd)]
    fn test_firhilbf_psd() {
        let tol: f32 = 1.0;  // error tolerance [dB]
        let bw: f32 = 0.4;   // pulse bandwidth
        let as_: f32 = 60.0; // transform stop-band suppression
        let p: usize = 40;   // pulse semi-length
        let m: usize = 25;   // Transform delay

        // create transform
        let mut q = FirHilbertFilter::new(m, as_).unwrap();

        let h_len: usize = 2 * p + 1; // pulse length
        let num_samples: usize = h_len + 2 * m + 8;

        let mut buf_0 = vec![Complex32::new(0.0, 0.0); num_samples];
        let mut buf_1 = vec![0.0f32; num_samples * 2];
        let mut buf_2 = vec![Complex32::new(0.0, 0.0); num_samples];

        // generate the baseband signal (filter pulse)
        let w: f32 = 0.36 * bw; // pulse bandwidth
        let h = filter::fir_design_kaiser(h_len, w, 80.0, 0.0).unwrap();
        for i in 0..num_samples {
            buf_0[i] = Complex32::new(if i < h_len { 2.0 * w * h[i] } else { 0.0 }, 0.0);
        }

        // run interpolation
        q.interp_execute_block(&buf_0, num_samples, &mut buf_1).unwrap();

        // clear object
        q.reset();

        // run decimation
        q.decim_execute_block(&buf_1, num_samples, &mut buf_2).unwrap();

        // verify input spectrum
        let regions_orig = vec![
            PsdRegion { fmin: -0.5,    fmax: -0.5*bw, pmin: 0.0, pmax: -as_+tol, test_lo: false, test_hi: true },
            PsdRegion { fmin: -0.3*bw, fmax: 0.3*bw,  pmin: -1.0, pmax: 1.0,     test_lo: true,  test_hi: true },
            PsdRegion { fmin: 0.5*bw,  fmax: 0.5,     pmin: 0.0, pmax: -as_+tol, test_lo: false, test_hi: true },
        ];
        assert!(validate_psd_signal(&buf_0, &regions_orig).unwrap());

        // verify interpolated spectrum
        let regions_interp = vec![
            PsdRegion { fmin: -0.5,           fmax: -0.25-0.25*bw, pmin: 0.0, pmax: -as_+tol, test_lo: false, test_hi: true },
            PsdRegion { fmin: -0.25-0.15*bw,  fmax: -0.25+0.15*bw, pmin: -1.0, pmax: 1.0,     test_lo: true,  test_hi: true },
            PsdRegion { fmin: -0.25+0.25*bw,  fmax: 0.25-0.25*bw,  pmin: 0.0, pmax: -as_+tol, test_lo: false, test_hi: true },
            PsdRegion { fmin: 0.25-0.15*bw,   fmax: 0.25+0.15*bw,  pmin: -1.0, pmax: 1.0,     test_lo: true,  test_hi: true },
            PsdRegion { fmin: 0.25+0.25*bw,   fmax: 0.5,           pmin: 0.0, pmax: -as_+tol, test_lo: false, test_hi: true },
        ];
        assert!(validate_psd_signalf(&buf_1, &regions_interp).unwrap());

        // verify decimated spectrum (using same regions as original)
        assert!(validate_psd_signal(&buf_2, &regions_orig).unwrap());
    }

    #[test]
    #[autotest_annotate(autotest_firhilbf_invalid_config)]
    fn test_firhilb_invalid_config() {
        // check that object returns None for invalid configurations
        assert!(FirHilbertFilter::new(0, 60.0).is_err()); // m too small
        assert!(FirHilbertFilter::new(1, 60.0).is_err()); // m too small

        // create proper object but test invalid internal configurations
        // let q = FirHilb::create(12, 60.0).unwrap();
        // q is automatically dropped at the end of scope
    }

    #[test]
    #[autotest_annotate(autotest_firhilbf_copy_interp)]
    fn test_firhilb_copy_interp() {
        let mut q0 = FirHilbertFilter::new(12, 120.0).unwrap();

        // run interpolator on random data
        let mut y0 = [0.0; 2];
        let mut y1 = [0.0; 2];
        for _ in 0..80 {
            let x = Complex32::new(crate::random::randnf(), crate::random::randnf());
            q0.interp_execute(x, &mut y0).unwrap();
        }

        // copy object
        let mut q1 = q0.clone();

        for _ in 0..80 {
            let x = Complex32::new(crate::random::randnf(), crate::random::randnf());
            q0.interp_execute(x, &mut y0).unwrap();
            q1.interp_execute(x, &mut y1).unwrap();
            assert_relative_eq!(y0[0], y1[0]);
            assert_relative_eq!(y0[1], y1[1]);
        }
    }

    #[test]
    #[autotest_annotate(autotest_firhilbf_copy_decim)]
    fn test_firhilb_copy_decim() {
        let mut q0 = FirHilbertFilter::new(12, 120.0).unwrap();

        // run decimator on random data
        let mut x = [0.0; 2];
        let mut y0;
        let mut y1;
        for _ in 0..80 {
            x[0] = crate::random::randnf();
            x[1] = crate::random::randnf();
            q0.decim_execute(&x).unwrap();
        }

        // copy object
        let mut q1 = q0.clone();

        for _ in 0..80 {
            x[0] = crate::random::randnf();
            x[1] = crate::random::randnf();
            y0 = q0.decim_execute(&x).unwrap();
            y1 = q1.decim_execute(&x).unwrap();
            assert_relative_eq!(y0.re, y1.re);
            assert_relative_eq!(y0.im, y1.im);
        }
    }
}