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1 /*
2 * SpanDSP - a series of DSP components for telephony
4 * echo.c - A line echo canceller. This code is being developed
5 * against and partially complies with G168.
7 * Written by Steve Underwood <steveu@coppice.org>
8 * and David Rowe <david_at_rowetel_dot_com>
10 * Copyright (C) 2001, 2003 Steve Underwood, 2007 David Rowe
12 * Based on a bit from here, a bit from there, eye of toad, ear of
13 * bat, 15 years of failed attempts by David and a few fried brain
14 * cells.
16 * All rights reserved.
18 * This program is free software; you can redistribute it and/or modify
19 * it under the terms of the GNU General Public License version 2, as
20 * published by the Free Software Foundation.
22 * This program is distributed in the hope that it will be useful,
23 * but WITHOUT ANY WARRANTY; without even the implied warranty of
24 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
25 * GNU General Public License for more details.
27 * You should have received a copy of the GNU General Public License
28 * along with this program; if not, write to the Free Software
29 * Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA.
32 /*! \file */
34 /* Implementation Notes
35 David Rowe
36 April 2007
38 This code started life as Steve's NLMS algorithm with a tap
39 rotation algorithm to handle divergence during double talk. I
40 added a Geigel Double Talk Detector (DTD) [2] and performed some
41 G168 tests. However I had trouble meeting the G168 requirements,
42 especially for double talk - there were always cases where my DTD
43 failed, for example where near end speech was under the 6dB
44 threshold required for declaring double talk.
46 So I tried a two path algorithm [1], which has so far given better
47 results. The original tap rotation/Geigel algorithm is available
48 in SVN http://svn.rowetel.com/software/oslec/tags/before_16bit.
49 It's probably possible to make it work if some one wants to put some
50 serious work into it.
52 At present no special treatment is provided for tones, which
53 generally cause NLMS algorithms to diverge. Initial runs of a
54 subset of the G168 tests for tones (e.g ./echo_test 6) show the
55 current algorithm is passing OK, which is kind of surprising. The
56 full set of tests needs to be performed to confirm this result.
58 One other interesting change is that I have managed to get the NLMS
59 code to work with 16 bit coefficients, rather than the original 32
60 bit coefficents. This reduces the MIPs and storage required.
61 I evaulated the 16 bit port using g168_tests.sh and listening tests
62 on 4 real-world samples.
64 I also attempted the implementation of a block based NLMS update
65 [2] but although this passes g168_tests.sh it didn't converge well
66 on the real-world samples. I have no idea why, perhaps a scaling
67 problem. The block based code is also available in SVN
68 http://svn.rowetel.com/software/oslec/tags/before_16bit. If this
69 code can be debugged, it will lead to further reduction in MIPS, as
70 the block update code maps nicely onto DSP instruction sets (it's a
71 dot product) compared to the current sample-by-sample update.
73 Steve also has some nice notes on echo cancellers in echo.h
75 References:
77 [1] Ochiai, Areseki, and Ogihara, "Echo Canceller with Two Echo
78 Path Models", IEEE Transactions on communications, COM-25,
79 No. 6, June
80 1977.
81 http://www.rowetel.com/images/echo/dual_path_paper.pdf
83 [2] The classic, very useful paper that tells you how to
84 actually build a real world echo canceller:
85 Messerschmitt, Hedberg, Cole, Haoui, Winship, "Digital Voice
86 Echo Canceller with a TMS320020,
87 http://www.rowetel.com/images/echo/spra129.pdf
89 [3] I have written a series of blog posts on this work, here is
90 Part 1: http://www.rowetel.com/blog/?p=18
92 [4] The source code http://svn.rowetel.com/software/oslec/
94 [5] A nice reference on LMS filters:
95 http://en.wikipedia.org/wiki/Least_mean_squares_filter
97 Credits:
99 Thanks to Steve Underwood, Jean-Marc Valin, and Ramakrishnan
100 Muthukrishnan for their suggestions and email discussions. Thanks
101 also to those people who collected echo samples for me such as
102 Mark, Pawel, and Pavel.
105 #include <linux/kernel.h>
106 #include <linux/module.h>
107 #include <linux/slab.h>
109 #include "echo.h"
111 #define MIN_TX_POWER_FOR_ADAPTION 64
112 #define MIN_RX_POWER_FOR_ADAPTION 64
113 #define DTD_HANGOVER 600 /* 600 samples, or 75ms */
114 #define DC_LOG2BETA 3 /* log2() of DC filter Beta */
117 /* adapting coeffs using the traditional stochastic descent (N)LMS algorithm */
119 #ifdef __bfin__
120 static inline void lms_adapt_bg(struct oslec_state *ec, int clean,
121 int shift)
123 int i, j;
124 int offset1;
125 int offset2;
126 int factor;
127 int exp;
128 int16_t *phist;
129 int n;
131 if (shift > 0)
132 factor = clean << shift;
133 else
134 factor = clean >> -shift;
136 /* Update the FIR taps */
138 offset2 = ec->curr_pos;
139 offset1 = ec->taps - offset2;
140 phist = &ec->fir_state_bg.history[offset2];
142 /* st: and en: help us locate the assembler in echo.s */
144 /* asm("st:"); */
145 n = ec->taps;
146 for (i = 0, j = offset2; i < n; i++, j++) {
147 exp = *phist++ * factor;
148 ec->fir_taps16[1][i] += (int16_t) ((exp + (1 << 14)) >> 15);
150 /* asm("en:"); */
152 /* Note the asm for the inner loop above generated by Blackfin gcc
153 4.1.1 is pretty good (note even parallel instructions used):
155 R0 = W [P0++] (X);
156 R0 *= R2;
157 R0 = R0 + R3 (NS) ||
158 R1 = W [P1] (X) ||
159 nop;
160 R0 >>>= 15;
161 R0 = R0 + R1;
162 W [P1++] = R0;
164 A block based update algorithm would be much faster but the
165 above can't be improved on much. Every instruction saved in
166 the loop above is 2 MIPs/ch! The for loop above is where the
167 Blackfin spends most of it's time - about 17 MIPs/ch measured
168 with speedtest.c with 256 taps (32ms). Write-back and
169 Write-through cache gave about the same performance.
174 IDEAS for further optimisation of lms_adapt_bg():
176 1/ The rounding is quite costly. Could we keep as 32 bit coeffs
177 then make filter pluck the MS 16-bits of the coeffs when filtering?
178 However this would lower potential optimisation of filter, as I
179 think the dual-MAC architecture requires packed 16 bit coeffs.
181 2/ Block based update would be more efficient, as per comments above,
182 could use dual MAC architecture.
184 3/ Look for same sample Blackfin LMS code, see if we can get dual-MAC
185 packing.
187 4/ Execute the whole e/c in a block of say 20ms rather than sample
188 by sample. Processing a few samples every ms is inefficient.
191 #else
192 static inline void lms_adapt_bg(struct oslec_state *ec, int clean,
193 int shift)
195 int i;
197 int offset1;
198 int offset2;
199 int factor;
200 int exp;
202 if (shift > 0)
203 factor = clean << shift;
204 else
205 factor = clean >> -shift;
207 /* Update the FIR taps */
209 offset2 = ec->curr_pos;
210 offset1 = ec->taps - offset2;
212 for (i = ec->taps - 1; i >= offset1; i--) {
213 exp = (ec->fir_state_bg.history[i - offset1] * factor);
214 ec->fir_taps16[1][i] += (int16_t) ((exp + (1 << 14)) >> 15);
216 for (; i >= 0; i--) {
217 exp = (ec->fir_state_bg.history[i + offset2] * factor);
218 ec->fir_taps16[1][i] += (int16_t) ((exp + (1 << 14)) >> 15);
221 #endif
223 static inline int top_bit(unsigned int bits)
225 if (bits == 0)
226 return -1;
227 else
228 return (int)fls((int32_t)bits)-1;
231 struct oslec_state *oslec_create(int len, int adaption_mode)
233 struct oslec_state *ec;
234 int i;
236 ec = kzalloc(sizeof(*ec), GFP_KERNEL);
237 if (!ec)
238 return NULL;
240 ec->taps = len;
241 ec->log2taps = top_bit(len);
242 ec->curr_pos = ec->taps - 1;
244 for (i = 0; i < 2; i++) {
245 ec->fir_taps16[i] =
246 kcalloc(ec->taps, sizeof(int16_t), GFP_KERNEL);
247 if (!ec->fir_taps16[i])
248 goto error_oom;
251 fir16_create(&ec->fir_state, ec->fir_taps16[0], ec->taps);
252 fir16_create(&ec->fir_state_bg, ec->fir_taps16[1], ec->taps);
254 for (i = 0; i < 5; i++)
255 ec->xvtx[i] = ec->yvtx[i] = ec->xvrx[i] = ec->yvrx[i] = 0;
257 ec->cng_level = 1000;
258 oslec_adaption_mode(ec, adaption_mode);
260 ec->snapshot = kcalloc(ec->taps, sizeof(int16_t), GFP_KERNEL);
261 if (!ec->snapshot)
262 goto error_oom;
264 ec->cond_met = 0;
265 ec->Pstates = 0;
266 ec->Ltxacc = ec->Lrxacc = ec->Lcleanacc = ec->Lclean_bgacc = 0;
267 ec->Ltx = ec->Lrx = ec->Lclean = ec->Lclean_bg = 0;
268 ec->tx_1 = ec->tx_2 = ec->rx_1 = ec->rx_2 = 0;
269 ec->Lbgn = ec->Lbgn_acc = 0;
270 ec->Lbgn_upper = 200;
271 ec->Lbgn_upper_acc = ec->Lbgn_upper << 13;
273 return ec;
275 error_oom:
276 for (i = 0; i < 2; i++)
277 kfree(ec->fir_taps16[i]);
279 kfree(ec);
280 return NULL;
282 EXPORT_SYMBOL_GPL(oslec_create);
284 void oslec_free(struct oslec_state *ec)
286 int i;
288 fir16_free(&ec->fir_state);
289 fir16_free(&ec->fir_state_bg);
290 for (i = 0; i < 2; i++)
291 kfree(ec->fir_taps16[i]);
292 kfree(ec->snapshot);
293 kfree(ec);
295 EXPORT_SYMBOL_GPL(oslec_free);
297 void oslec_adaption_mode(struct oslec_state *ec, int adaption_mode)
299 ec->adaption_mode = adaption_mode;
301 EXPORT_SYMBOL_GPL(oslec_adaption_mode);
303 void oslec_flush(struct oslec_state *ec)
305 int i;
307 ec->Ltxacc = ec->Lrxacc = ec->Lcleanacc = ec->Lclean_bgacc = 0;
308 ec->Ltx = ec->Lrx = ec->Lclean = ec->Lclean_bg = 0;
309 ec->tx_1 = ec->tx_2 = ec->rx_1 = ec->rx_2 = 0;
311 ec->Lbgn = ec->Lbgn_acc = 0;
312 ec->Lbgn_upper = 200;
313 ec->Lbgn_upper_acc = ec->Lbgn_upper << 13;
315 ec->nonupdate_dwell = 0;
317 fir16_flush(&ec->fir_state);
318 fir16_flush(&ec->fir_state_bg);
319 ec->fir_state.curr_pos = ec->taps - 1;
320 ec->fir_state_bg.curr_pos = ec->taps - 1;
321 for (i = 0; i < 2; i++)
322 memset(ec->fir_taps16[i], 0, ec->taps * sizeof(int16_t));
324 ec->curr_pos = ec->taps - 1;
325 ec->Pstates = 0;
327 EXPORT_SYMBOL_GPL(oslec_flush);
329 void oslec_snapshot(struct oslec_state *ec)
331 memcpy(ec->snapshot, ec->fir_taps16[0], ec->taps * sizeof(int16_t));
333 EXPORT_SYMBOL_GPL(oslec_snapshot);
335 /* Dual Path Echo Canceller */
337 int16_t oslec_update(struct oslec_state *ec, int16_t tx, int16_t rx)
339 int32_t echo_value;
340 int clean_bg;
341 int tmp, tmp1;
344 * Input scaling was found be required to prevent problems when tx
345 * starts clipping. Another possible way to handle this would be the
346 * filter coefficent scaling.
349 ec->tx = tx;
350 ec->rx = rx;
351 tx >>= 1;
352 rx >>= 1;
355 * Filter DC, 3dB point is 160Hz (I think), note 32 bit precision
356 * required otherwise values do not track down to 0. Zero at DC, Pole
357 * at (1-Beta) on real axis. Some chip sets (like Si labs) don't
358 * need this, but something like a $10 X100P card does. Any DC really
359 * slows down convergence.
361 * Note: removes some low frequency from the signal, this reduces the
362 * speech quality when listening to samples through headphones but may
363 * not be obvious through a telephone handset.
365 * Note that the 3dB frequency in radians is approx Beta, e.g. for Beta
366 * = 2^(-3) = 0.125, 3dB freq is 0.125 rads = 159Hz.
369 if (ec->adaption_mode & ECHO_CAN_USE_RX_HPF) {
370 tmp = rx << 15;
373 * Make sure the gain of the HPF is 1.0. This can still
374 * saturate a little under impulse conditions, and it might
375 * roll to 32768 and need clipping on sustained peak level
376 * signals. However, the scale of such clipping is small, and
377 * the error due to any saturation should not markedly affect
378 * the downstream processing.
380 tmp -= (tmp >> 4);
382 ec->rx_1 += -(ec->rx_1 >> DC_LOG2BETA) + tmp - ec->rx_2;
385 * hard limit filter to prevent clipping. Note that at this
386 * stage rx should be limited to +/- 16383 due to right shift
387 * above
389 tmp1 = ec->rx_1 >> 15;
390 if (tmp1 > 16383)
391 tmp1 = 16383;
392 if (tmp1 < -16383)
393 tmp1 = -16383;
394 rx = tmp1;
395 ec->rx_2 = tmp;
398 /* Block average of power in the filter states. Used for
399 adaption power calculation. */
402 int new, old;
404 /* efficient "out with the old and in with the new" algorithm so
405 we don't have to recalculate over the whole block of
406 samples. */
407 new = (int)tx * (int)tx;
408 old = (int)ec->fir_state.history[ec->fir_state.curr_pos] *
409 (int)ec->fir_state.history[ec->fir_state.curr_pos];
410 ec->Pstates +=
411 ((new - old) + (1 << (ec->log2taps-1))) >> ec->log2taps;
412 if (ec->Pstates < 0)
413 ec->Pstates = 0;
416 /* Calculate short term average levels using simple single pole IIRs */
418 ec->Ltxacc += abs(tx) - ec->Ltx;
419 ec->Ltx = (ec->Ltxacc + (1 << 4)) >> 5;
420 ec->Lrxacc += abs(rx) - ec->Lrx;
421 ec->Lrx = (ec->Lrxacc + (1 << 4)) >> 5;
423 /* Foreground filter */
425 ec->fir_state.coeffs = ec->fir_taps16[0];
426 echo_value = fir16(&ec->fir_state, tx);
427 ec->clean = rx - echo_value;
428 ec->Lcleanacc += abs(ec->clean) - ec->Lclean;
429 ec->Lclean = (ec->Lcleanacc + (1 << 4)) >> 5;
431 /* Background filter */
433 echo_value = fir16(&ec->fir_state_bg, tx);
434 clean_bg = rx - echo_value;
435 ec->Lclean_bgacc += abs(clean_bg) - ec->Lclean_bg;
436 ec->Lclean_bg = (ec->Lclean_bgacc + (1 << 4)) >> 5;
438 /* Background Filter adaption */
440 /* Almost always adap bg filter, just simple DT and energy
441 detection to minimise adaption in cases of strong double talk.
442 However this is not critical for the dual path algorithm.
444 ec->factor = 0;
445 ec->shift = 0;
446 if ((ec->nonupdate_dwell == 0)) {
447 int P, logP, shift;
449 /* Determine:
451 f = Beta * clean_bg_rx/P ------ (1)
453 where P is the total power in the filter states.
455 The Boffins have shown that if we obey (1) we converge
456 quickly and avoid instability.
458 The correct factor f must be in Q30, as this is the fixed
459 point format required by the lms_adapt_bg() function,
460 therefore the scaled version of (1) is:
462 (2^30) * f = (2^30) * Beta * clean_bg_rx/P
463 factor = (2^30) * Beta * clean_bg_rx/P ----- (2)
465 We have chosen Beta = 0.25 by experiment, so:
467 factor = (2^30) * (2^-2) * clean_bg_rx/P
469 (30 - 2 - log2(P))
470 factor = clean_bg_rx 2 ----- (3)
472 To avoid a divide we approximate log2(P) as top_bit(P),
473 which returns the position of the highest non-zero bit in
474 P. This approximation introduces an error as large as a
475 factor of 2, but the algorithm seems to handle it OK.
477 Come to think of it a divide may not be a big deal on a
478 modern DSP, so its probably worth checking out the cycles
479 for a divide versus a top_bit() implementation.
482 P = MIN_TX_POWER_FOR_ADAPTION + ec->Pstates;
483 logP = top_bit(P) + ec->log2taps;
484 shift = 30 - 2 - logP;
485 ec->shift = shift;
487 lms_adapt_bg(ec, clean_bg, shift);
490 /* very simple DTD to make sure we dont try and adapt with strong
491 near end speech */
493 ec->adapt = 0;
494 if ((ec->Lrx > MIN_RX_POWER_FOR_ADAPTION) && (ec->Lrx > ec->Ltx))
495 ec->nonupdate_dwell = DTD_HANGOVER;
496 if (ec->nonupdate_dwell)
497 ec->nonupdate_dwell--;
499 /* Transfer logic */
501 /* These conditions are from the dual path paper [1], I messed with
502 them a bit to improve performance. */
504 if ((ec->adaption_mode & ECHO_CAN_USE_ADAPTION) &&
505 (ec->nonupdate_dwell == 0) &&
506 /* (ec->Lclean_bg < 0.875*ec->Lclean) */
507 (8 * ec->Lclean_bg < 7 * ec->Lclean) &&
508 /* (ec->Lclean_bg < 0.125*ec->Ltx) */
509 (8 * ec->Lclean_bg < ec->Ltx)) {
510 if (ec->cond_met == 6) {
512 * BG filter has had better results for 6 consecutive
513 * samples
515 ec->adapt = 1;
516 memcpy(ec->fir_taps16[0], ec->fir_taps16[1],
517 ec->taps * sizeof(int16_t));
518 } else
519 ec->cond_met++;
520 } else
521 ec->cond_met = 0;
523 /* Non-Linear Processing */
525 ec->clean_nlp = ec->clean;
526 if (ec->adaption_mode & ECHO_CAN_USE_NLP) {
528 * Non-linear processor - a fancy way to say "zap small
529 * signals, to avoid residual echo due to (uLaw/ALaw)
530 * non-linearity in the channel.".
533 if ((16 * ec->Lclean < ec->Ltx)) {
535 * Our e/c has improved echo by at least 24 dB (each
536 * factor of 2 is 6dB, so 2*2*2*2=16 is the same as
537 * 6+6+6+6=24dB)
539 if (ec->adaption_mode & ECHO_CAN_USE_CNG) {
540 ec->cng_level = ec->Lbgn;
543 * Very elementary comfort noise generation.
544 * Just random numbers rolled off very vaguely
545 * Hoth-like. DR: This noise doesn't sound
546 * quite right to me - I suspect there are some
547 * overlfow issues in the filtering as it's too
548 * "crackly".
549 * TODO: debug this, maybe just play noise at
550 * high level or look at spectrum.
553 ec->cng_rndnum =
554 1664525U * ec->cng_rndnum + 1013904223U;
555 ec->cng_filter =
556 ((ec->cng_rndnum & 0xFFFF) - 32768 +
557 5 * ec->cng_filter) >> 3;
558 ec->clean_nlp =
559 (ec->cng_filter * ec->cng_level * 8) >> 14;
561 } else if (ec->adaption_mode & ECHO_CAN_USE_CLIP) {
562 /* This sounds much better than CNG */
563 if (ec->clean_nlp > ec->Lbgn)
564 ec->clean_nlp = ec->Lbgn;
565 if (ec->clean_nlp < -ec->Lbgn)
566 ec->clean_nlp = -ec->Lbgn;
567 } else {
569 * just mute the residual, doesn't sound very
570 * good, used mainly in G168 tests
572 ec->clean_nlp = 0;
574 } else {
576 * Background noise estimator. I tried a few
577 * algorithms here without much luck. This very simple
578 * one seems to work best, we just average the level
579 * using a slow (1 sec time const) filter if the
580 * current level is less than a (experimentally
581 * derived) constant. This means we dont include high
582 * level signals like near end speech. When combined
583 * with CNG or especially CLIP seems to work OK.
585 if (ec->Lclean < 40) {
586 ec->Lbgn_acc += abs(ec->clean) - ec->Lbgn;
587 ec->Lbgn = (ec->Lbgn_acc + (1 << 11)) >> 12;
592 /* Roll around the taps buffer */
593 if (ec->curr_pos <= 0)
594 ec->curr_pos = ec->taps;
595 ec->curr_pos--;
597 if (ec->adaption_mode & ECHO_CAN_DISABLE)
598 ec->clean_nlp = rx;
600 /* Output scaled back up again to match input scaling */
602 return (int16_t) ec->clean_nlp << 1;
604 EXPORT_SYMBOL_GPL(oslec_update);
606 /* This function is seperated from the echo canceller is it is usually called
607 as part of the tx process. See rx HP (DC blocking) filter above, it's
608 the same design.
610 Some soft phones send speech signals with a lot of low frequency
611 energy, e.g. down to 20Hz. This can make the hybrid non-linear
612 which causes the echo canceller to fall over. This filter can help
613 by removing any low frequency before it gets to the tx port of the
614 hybrid.
616 It can also help by removing and DC in the tx signal. DC is bad
617 for LMS algorithms.
619 This is one of the classic DC removal filters, adjusted to provide
620 sufficient bass rolloff to meet the above requirement to protect hybrids
621 from things that upset them. The difference between successive samples
622 produces a lousy HPF, and then a suitably placed pole flattens things out.
623 The final result is a nicely rolled off bass end. The filtering is
624 implemented with extended fractional precision, which noise shapes things,
625 giving very clean DC removal.
628 int16_t oslec_hpf_tx(struct oslec_state *ec, int16_t tx)
630 int tmp, tmp1;
632 if (ec->adaption_mode & ECHO_CAN_USE_TX_HPF) {
633 tmp = tx << 15;
636 * Make sure the gain of the HPF is 1.0. The first can still
637 * saturate a little under impulse conditions, and it might
638 * roll to 32768 and need clipping on sustained peak level
639 * signals. However, the scale of such clipping is small, and
640 * the error due to any saturation should not markedly affect
641 * the downstream processing.
643 tmp -= (tmp >> 4);
645 ec->tx_1 += -(ec->tx_1 >> DC_LOG2BETA) + tmp - ec->tx_2;
646 tmp1 = ec->tx_1 >> 15;
647 if (tmp1 > 32767)
648 tmp1 = 32767;
649 if (tmp1 < -32767)
650 tmp1 = -32767;
651 tx = tmp1;
652 ec->tx_2 = tmp;
655 return tx;
657 EXPORT_SYMBOL_GPL(oslec_hpf_tx);
659 MODULE_LICENSE("GPL");
660 MODULE_AUTHOR("David Rowe");
661 MODULE_DESCRIPTION("Open Source Line Echo Canceller");
662 MODULE_VERSION("0.3.0");