aboutsummaryrefslogtreecommitdiff
path: root/src/or/circuitmux_ewma.c
blob: e1964d23830a39ea86730c946452e481ada69dc2 (plain)
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
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
/* * Copyright (c) 2012, The Tor Project, Inc. */
/* See LICENSE for licensing information */

/**
 * \file circuitmux_ewma.c
 * \brief EWMA circuit selection as a circuitmux_t policy
 **/

#define TOR_CIRCUITMUX_EWMA_C_

#include <math.h>

#include "or.h"
#include "circuitmux.h"
#include "circuitmux_ewma.h"
#include "networkstatus.h"

/*** EWMA parameter #defines ***/

/** How long does a tick last (seconds)? */
#define EWMA_TICK_LEN 10

/** The default per-tick scale factor, if it hasn't been overridden by a
 * consensus or a configuration setting.  zero means "disabled". */
#define EWMA_DEFAULT_HALFLIFE 0.0

/*** Some useful constant #defines ***/

/*DOCDOC*/
#define EPSILON 0.00001
/*DOCDOC*/
#define LOG_ONEHALF -0.69314718055994529

/*** EWMA structures ***/

typedef struct cell_ewma_s cell_ewma_t;
typedef struct ewma_policy_data_s ewma_policy_data_t;
typedef struct ewma_policy_circ_data_s ewma_policy_circ_data_t;

/**
 * The cell_ewma_t structure keeps track of how many cells a circuit has
 * transferred recently.  It keeps an EWMA (exponentially weighted moving
 * average) of the number of cells flushed from the circuit queue onto a
 * connection in channel_flush_from_first_active_circuit().
 */

struct cell_ewma_s {
  /** The last 'tick' at which we recalibrated cell_count.
   *
   * A cell sent at exactly the start of this tick has weight 1.0. Cells sent
   * since the start of this tick have weight greater than 1.0; ones sent
   * earlier have less weight. */
  unsigned int last_adjusted_tick;
  /** The EWMA of the cell count. */
  double cell_count;
  /** True iff this is the cell count for a circuit's previous
   * channel. */
  unsigned int is_for_p_chan : 1;
  /** The position of the circuit within the OR connection's priority
   * queue. */
  int heap_index;
};

struct ewma_policy_data_s {
  circuitmux_policy_data_t base_;

  /**
   * Priority queue of cell_ewma_t for circuits with queued cells waiting
   * for room to free up on the channel that owns this circuitmux.  Kept
   * in heap order according to EWMA.  This was formerly in channel_t, and
   * in or_connection_t before that.
   */
  smartlist_t *active_circuit_pqueue;

  /**
   * The tick on which the cell_ewma_ts in active_circuit_pqueue last had
   * their ewma values rescaled.  This was formerly in channel_t, and in
   * or_connection_t before that.
   */
  unsigned int active_circuit_pqueue_last_recalibrated;
};

struct ewma_policy_circ_data_s {
  circuitmux_policy_circ_data_t base_;

  /**
   * The EWMA count for the number of cells flushed from this circuit
   * onto this circuitmux.  Used to determine which circuit to flush
   * from next.  This was formerly in circuit_t and or_circuit_t.
   */
  cell_ewma_t cell_ewma;

  /**
   * Pointer back to the circuit_t this is for; since we're separating
   * out circuit selection policy like this, we can't attach cell_ewma_t
   * to the circuit_t any more, so we can't use SUBTYPE_P directly to a
   * circuit_t like before; instead get it here.
   */
  circuit_t *circ;
};

#define EWMA_POL_DATA_MAGIC 0x2fd8b16aU
#define EWMA_POL_CIRC_DATA_MAGIC 0x761e7747U

/*** Downcasts for the above types ***/

static ewma_policy_data_t *
TO_EWMA_POL_DATA(circuitmux_policy_data_t *);

static ewma_policy_circ_data_t *
TO_EWMA_POL_CIRC_DATA(circuitmux_policy_circ_data_t *);

/**
 * Downcast a circuitmux_policy_data_t to an ewma_policy_data_t and assert
 * if the cast is impossible.
 */

static INLINE ewma_policy_data_t *
TO_EWMA_POL_DATA(circuitmux_policy_data_t *pol)
{
  if (!pol) return NULL;
  else {
    tor_assert(pol->magic == EWMA_POL_DATA_MAGIC);
    return DOWNCAST(ewma_policy_data_t, pol);
  }
}

/**
 * Downcast a circuitmux_policy_circ_data_t to an ewma_policy_circ_data_t
 * and assert if the cast is impossible.
 */

static INLINE ewma_policy_circ_data_t *
TO_EWMA_POL_CIRC_DATA(circuitmux_policy_circ_data_t *pol)
{
  if (!pol) return NULL;
  else {
    tor_assert(pol->magic == EWMA_POL_CIRC_DATA_MAGIC);
    return DOWNCAST(ewma_policy_circ_data_t, pol);
  }
}

/*** Static declarations for circuitmux_ewma.c ***/

static void add_cell_ewma(ewma_policy_data_t *pol, cell_ewma_t *ewma);
static int compare_cell_ewma_counts(const void *p1, const void *p2);
static unsigned cell_ewma_tick_from_timeval(const struct timeval *now,
                                            double *remainder_out);
static circuit_t * cell_ewma_to_circuit(cell_ewma_t *ewma);
static INLINE double get_scale_factor(unsigned from_tick, unsigned to_tick);
static cell_ewma_t * pop_first_cell_ewma(ewma_policy_data_t *pol);
static void remove_cell_ewma(ewma_policy_data_t *pol, cell_ewma_t *ewma);
static void scale_single_cell_ewma(cell_ewma_t *ewma, unsigned cur_tick);
static void scale_active_circuits(ewma_policy_data_t *pol,
                                  unsigned cur_tick);

/*** Circuitmux policy methods ***/

static circuitmux_policy_data_t * ewma_alloc_cmux_data(circuitmux_t *cmux);
static void ewma_free_cmux_data(circuitmux_t *cmux,
                                circuitmux_policy_data_t *pol_data);
static circuitmux_policy_circ_data_t *
ewma_alloc_circ_data(circuitmux_t *cmux, circuitmux_policy_data_t *pol_data,
                     circuit_t *circ, cell_direction_t direction,
                     unsigned int cell_count);
static void
ewma_free_circ_data(circuitmux_t *cmux,
                    circuitmux_policy_data_t *pol_data,
                    circuit_t *circ,
                    circuitmux_policy_circ_data_t *pol_circ_data);
static void
ewma_notify_circ_active(circuitmux_t *cmux,
                        circuitmux_policy_data_t *pol_data,
                        circuit_t *circ,
                        circuitmux_policy_circ_data_t *pol_circ_data);
static void
ewma_notify_circ_inactive(circuitmux_t *cmux,
                          circuitmux_policy_data_t *pol_data,
                          circuit_t *circ,
                          circuitmux_policy_circ_data_t *pol_circ_data);
static void
ewma_notify_xmit_cells(circuitmux_t *cmux,
                       circuitmux_policy_data_t *pol_data,
                       circuit_t *circ,
                       circuitmux_policy_circ_data_t *pol_circ_data,
                       unsigned int n_cells);
static circuit_t *
ewma_pick_active_circuit(circuitmux_t *cmux,
                         circuitmux_policy_data_t *pol_data);

/*** EWMA global variables ***/

/** The per-tick scale factor to be used when computing cell-count EWMA
 * values.  (A cell sent N ticks before the start of the current tick
 * has value ewma_scale_factor ** N.)
 */
static double ewma_scale_factor = 0.1;
/* DOCDOC ewma_enabled */
static int ewma_enabled = 0;

/*** EWMA circuitmux_policy_t method table ***/

circuitmux_policy_t ewma_policy = {
  /*.alloc_cmux_data =*/ ewma_alloc_cmux_data,
  /*.free_cmux_data =*/ ewma_free_cmux_data,
  /*.alloc_circ_data =*/ ewma_alloc_circ_data,
  /*.free_circ_data =*/ ewma_free_circ_data,
  /*.notify_circ_active =*/ ewma_notify_circ_active,
  /*.notify_circ_inactive =*/ ewma_notify_circ_inactive,
  /*.notify_set_n_cells =*/ NULL, /* EWMA doesn't need this */
  /*.notify_xmit_cells =*/ ewma_notify_xmit_cells,
  /*.pick_active_circuit =*/ ewma_pick_active_circuit
};

/*** EWMA method implementations using the below EWMA helper functions ***/

/**
 * Allocate an ewma_policy_data_t and upcast it to a circuitmux_policy_data_t;
 * this is called when setting the policy on a circuitmux_t to ewma_policy.
 */

static circuitmux_policy_data_t *
ewma_alloc_cmux_data(circuitmux_t *cmux)
{
  ewma_policy_data_t *pol = NULL;

  tor_assert(cmux);

  pol = tor_malloc_zero(sizeof(*pol));
  pol->base_.magic = EWMA_POL_DATA_MAGIC;
  pol->active_circuit_pqueue = smartlist_new();
  pol->active_circuit_pqueue_last_recalibrated = cell_ewma_get_tick();

  return TO_CMUX_POL_DATA(pol);
}

/**
 * Free an ewma_policy_data_t allocated with ewma_alloc_cmux_data()
 */

static void
ewma_free_cmux_data(circuitmux_t *cmux,
                    circuitmux_policy_data_t *pol_data)
{
  ewma_policy_data_t *pol = NULL;

  tor_assert(cmux);
  if (!pol_data) return;

  pol = TO_EWMA_POL_DATA(pol_data);

  smartlist_free(pol->active_circuit_pqueue);
  tor_free(pol);
}

/**
 * Allocate an ewma_policy_circ_data_t and upcast it to a
 * circuitmux_policy_data_t; this is called when attaching a circuit to a
 * circuitmux_t with ewma_policy.
 */

static circuitmux_policy_circ_data_t *
ewma_alloc_circ_data(circuitmux_t *cmux,
                     circuitmux_policy_data_t *pol_data,
                     circuit_t *circ,
                     cell_direction_t direction,
                     unsigned int cell_count)
{
  ewma_policy_circ_data_t *cdata = NULL;

  tor_assert(cmux);
  tor_assert(pol_data);
  tor_assert(circ);
  tor_assert(direction == CELL_DIRECTION_OUT ||
             direction == CELL_DIRECTION_IN);
  /* Shut the compiler up */
  tor_assert(cell_count == cell_count);

  cdata = tor_malloc_zero(sizeof(*cdata));
  cdata->base_.magic = EWMA_POL_CIRC_DATA_MAGIC;
  cdata->circ = circ;

  /*
   * Initialize the cell_ewma_t structure (formerly in
   * init_circuit_base())
   */
  cdata->cell_ewma.last_adjusted_tick = cell_ewma_get_tick();
  cdata->cell_ewma.cell_count = 0.0;
  cdata->cell_ewma.heap_index = -1;
  if (direction == CELL_DIRECTION_IN) {
    cdata->cell_ewma.is_for_p_chan = 1;
  } else {
    cdata->cell_ewma.is_for_p_chan = 0;
  }

  return TO_CMUX_POL_CIRC_DATA(cdata);
}

/**
 * Free an ewma_policy_circ_data_t allocated with ewma_alloc_circ_data()
 */

static void
ewma_free_circ_data(circuitmux_t *cmux,
                    circuitmux_policy_data_t *pol_data,
                    circuit_t *circ,
                    circuitmux_policy_circ_data_t *pol_circ_data)

{
  ewma_policy_circ_data_t *cdata = NULL;

  tor_assert(cmux);
  tor_assert(circ);
  tor_assert(pol_data);

  if (!pol_circ_data) return;

  cdata = TO_EWMA_POL_CIRC_DATA(pol_circ_data);

  tor_free(cdata);
}

/**
 * Handle circuit activation; this inserts the circuit's cell_ewma into
 * the active_circuits_pqueue.
 */

static void
ewma_notify_circ_active(circuitmux_t *cmux,
                        circuitmux_policy_data_t *pol_data,
                        circuit_t *circ,
                        circuitmux_policy_circ_data_t *pol_circ_data)
{
  ewma_policy_data_t *pol = NULL;
  ewma_policy_circ_data_t *cdata = NULL;

  tor_assert(cmux);
  tor_assert(pol_data);
  tor_assert(circ);
  tor_assert(pol_circ_data);

  pol = TO_EWMA_POL_DATA(pol_data);
  cdata = TO_EWMA_POL_CIRC_DATA(pol_circ_data);

  add_cell_ewma(pol, &(cdata->cell_ewma));
}

/**
 * Handle circuit deactivation; this removes the circuit's cell_ewma from
 * the active_circuits_pqueue.
 */

static void
ewma_notify_circ_inactive(circuitmux_t *cmux,
                          circuitmux_policy_data_t *pol_data,
                          circuit_t *circ,
                          circuitmux_policy_circ_data_t *pol_circ_data)
{
  ewma_policy_data_t *pol = NULL;
  ewma_policy_circ_data_t *cdata = NULL;

  tor_assert(cmux);
  tor_assert(pol_data);
  tor_assert(circ);
  tor_assert(pol_circ_data);

  pol = TO_EWMA_POL_DATA(pol_data);
  cdata = TO_EWMA_POL_CIRC_DATA(pol_circ_data);

  remove_cell_ewma(pol, &(cdata->cell_ewma));
}

/**
 * Update cell_ewma for this circuit after we've sent some cells, and
 * remove/reinsert it in the queue.  This used to be done (brokenly,
 * see bug 6816) in channel_flush_from_first_active_circuit().
 */

static void
ewma_notify_xmit_cells(circuitmux_t *cmux,
                       circuitmux_policy_data_t *pol_data,
                       circuit_t *circ,
                       circuitmux_policy_circ_data_t *pol_circ_data,
                       unsigned int n_cells)
{
  ewma_policy_data_t *pol = NULL;
  ewma_policy_circ_data_t *cdata = NULL;
  unsigned int tick;
  double fractional_tick, ewma_increment;
  /* The current (hi-res) time */
  struct timeval now_hires;
  cell_ewma_t *cell_ewma, *tmp;

  tor_assert(cmux);
  tor_assert(pol_data);
  tor_assert(circ);
  tor_assert(pol_circ_data);
  tor_assert(n_cells > 0);

  pol = TO_EWMA_POL_DATA(pol_data);
  cdata = TO_EWMA_POL_CIRC_DATA(pol_circ_data);

  /* Rescale the EWMAs if needed */
  tor_gettimeofday_cached(&now_hires);
  tick = cell_ewma_tick_from_timeval(&now_hires, &fractional_tick);

  if (tick != pol->active_circuit_pqueue_last_recalibrated) {
    scale_active_circuits(pol, tick);
  }

  /* How much do we adjust the cell count in cell_ewma by? */
  ewma_increment =
    ((double)(n_cells)) * pow(ewma_scale_factor, -fractional_tick);

  /* Do the adjustment */
  cell_ewma = &(cdata->cell_ewma);
  cell_ewma->cell_count += ewma_increment;

  /*
   * Since we just sent on this circuit, it should be at the head of
   * the queue.  Pop the head, assert that it matches, then re-add.
   */
  tmp = pop_first_cell_ewma(pol);
  tor_assert(tmp == cell_ewma);
  add_cell_ewma(pol, cell_ewma);
}

/**
 * Pick the preferred circuit to send from; this will be the one with
 * the lowest EWMA value in the priority queue.  This used to be done
 * in channel_flush_from_first_active_circuit().
 */

static circuit_t *
ewma_pick_active_circuit(circuitmux_t *cmux,
                         circuitmux_policy_data_t *pol_data)
{
  ewma_policy_data_t *pol = NULL;
  circuit_t *circ = NULL;
  cell_ewma_t *cell_ewma = NULL;

  tor_assert(cmux);
  tor_assert(pol_data);

  pol = TO_EWMA_POL_DATA(pol_data);

  if (smartlist_len(pol->active_circuit_pqueue) > 0) {
    /* Get the head of the queue */
    cell_ewma = smartlist_get(pol->active_circuit_pqueue, 0);
    circ = cell_ewma_to_circuit(cell_ewma);
  }

  return circ;
}

/** Helper for sorting cell_ewma_t values in their priority queue. */
static int
compare_cell_ewma_counts(const void *p1, const void *p2)
{
  const cell_ewma_t *e1 = p1, *e2 = p2;

  if (e1->cell_count < e2->cell_count)
    return -1;
  else if (e1->cell_count > e2->cell_count)
    return 1;
  else
    return 0;
}

/** Given a cell_ewma_t, return a pointer to the circuit containing it. */
static circuit_t *
cell_ewma_to_circuit(cell_ewma_t *ewma)
{
  ewma_policy_circ_data_t *cdata = NULL;

  tor_assert(ewma);
  cdata = SUBTYPE_P(ewma, ewma_policy_circ_data_t, cell_ewma);
  tor_assert(cdata);

  return cdata->circ;
}

/* ==== Functions for scaling cell_ewma_t ====

   When choosing which cells to relay first, we favor circuits that have been
   quiet recently.  This gives better latency on connections that aren't
   pushing lots of data, and makes the network feel more interactive.

   Conceptually, we take an exponentially weighted mean average of the number
   of cells a circuit has sent, and allow active circuits (those with cells to
   relay) to send cells in reverse order of their exponentially-weighted mean
   average (EWMA) cell count.  [That is, a cell sent N seconds ago 'counts'
   F^N times as much as a cell sent now, for 0<F<1.0, and we favor the
   circuit that has sent the fewest cells]

   If 'double' had infinite precision, we could do this simply by counting a
   cell sent at startup as having weight 1.0, and a cell sent N seconds later
   as having weight F^-N.  This way, we would never need to re-scale
   any already-sent cells.

   To prevent double from overflowing, we could count a cell sent now as
   having weight 1.0 and a cell sent N seconds ago as having weight F^N.
   This, however, would mean we'd need to re-scale *ALL* old circuits every
   time we wanted to send a cell.

   So as a compromise, we divide time into 'ticks' (currently, 10-second
   increments) and say that a cell sent at the start of a current tick is
   worth 1.0, a cell sent N seconds before the start of the current tick is
   worth F^N, and a cell sent N seconds after the start of the current tick is
   worth F^-N.  This way we don't overflow, and we don't need to constantly
   rescale.
 */

/** Given a timeval <b>now</b>, compute the cell_ewma tick in which it occurs
 * and the fraction of the tick that has elapsed between the start of the tick
 * and <b>now</b>.  Return the former and store the latter in
 * *<b>remainder_out</b>.
 *
 * These tick values are not meant to be shared between Tor instances, or used
 * for other purposes. */

static unsigned
cell_ewma_tick_from_timeval(const struct timeval *now,
                            double *remainder_out)
{
  unsigned res = (unsigned) (now->tv_sec / EWMA_TICK_LEN);
  /* rem */
  double rem = (now->tv_sec % EWMA_TICK_LEN) +
    ((double)(now->tv_usec)) / 1.0e6;
  *remainder_out = rem / EWMA_TICK_LEN;
  return res;
}

/** Tell the caller whether ewma_enabled is set */
int
cell_ewma_enabled(void)
{
  return ewma_enabled;
}

/** Compute and return the current cell_ewma tick. */
unsigned int
cell_ewma_get_tick(void)
{
  return ((unsigned)approx_time() / EWMA_TICK_LEN);
}

/** Adjust the global cell scale factor based on <b>options</b> */
void
cell_ewma_set_scale_factor(const or_options_t *options,
                           const networkstatus_t *consensus)
{
  int32_t halflife_ms;
  double halflife;
  const char *source;
  if (options && options->CircuitPriorityHalflife >= -EPSILON) {
    halflife = options->CircuitPriorityHalflife;
    source = "CircuitPriorityHalflife in configuration";
  } else if (consensus && (halflife_ms = networkstatus_get_param(
                 consensus, "CircuitPriorityHalflifeMsec",
                 -1, -1, INT32_MAX)) >= 0) {
    halflife = ((double)halflife_ms)/1000.0;
    source = "CircuitPriorityHalflifeMsec in consensus";
  } else {
    halflife = EWMA_DEFAULT_HALFLIFE;
    source = "Default value";
  }

  if (halflife <= EPSILON) {
    /* The cell EWMA algorithm is disabled. */
    ewma_scale_factor = 0.1;
    ewma_enabled = 0;
    log_info(LD_OR,
             "Disabled cell_ewma algorithm because of value in %s",
             source);
  } else {
    /* convert halflife into halflife-per-tick. */
    halflife /= EWMA_TICK_LEN;
    /* compute per-tick scale factor. */
    ewma_scale_factor = exp( LOG_ONEHALF / halflife );
    ewma_enabled = 1;
    log_info(LD_OR,
             "Enabled cell_ewma algorithm because of value in %s; "
             "scale factor is %f per %d seconds",
             source, ewma_scale_factor, EWMA_TICK_LEN);
  }
}

/** Return the multiplier necessary to convert the value of a cell sent in
 * 'from_tick' to one sent in 'to_tick'. */
static INLINE double
get_scale_factor(unsigned from_tick, unsigned to_tick)
{
  /* This math can wrap around, but that's okay: unsigned overflow is
     well-defined */
  int diff = (int)(to_tick - from_tick);
  return pow(ewma_scale_factor, diff);
}

/** Adjust the cell count of <b>ewma</b> so that it is scaled with respect to
 * <b>cur_tick</b> */
static void
scale_single_cell_ewma(cell_ewma_t *ewma, unsigned cur_tick)
{
  double factor = get_scale_factor(ewma->last_adjusted_tick, cur_tick);
  ewma->cell_count *= factor;
  ewma->last_adjusted_tick = cur_tick;
}

/** Adjust the cell count of every active circuit on <b>chan</b> so
 * that they are scaled with respect to <b>cur_tick</b> */
static void
scale_active_circuits(ewma_policy_data_t *pol, unsigned cur_tick)
{
  double factor;

  tor_assert(pol);
  tor_assert(pol->active_circuit_pqueue);

  factor =
    get_scale_factor(
      pol->active_circuit_pqueue_last_recalibrated,
      cur_tick);
  /** Ordinarily it isn't okay to change the value of an element in a heap,
   * but it's okay here, since we are preserving the order. */
  SMARTLIST_FOREACH_BEGIN(
      pol->active_circuit_pqueue,
      cell_ewma_t *, e) {
    tor_assert(e->last_adjusted_tick ==
               pol->active_circuit_pqueue_last_recalibrated);
    e->cell_count *= factor;
    e->last_adjusted_tick = cur_tick;
  } SMARTLIST_FOREACH_END(e);
  pol->active_circuit_pqueue_last_recalibrated = cur_tick;
}

/** Rescale <b>ewma</b> to the same scale as <b>pol</b>, and add it to
 * <b>pol</b>'s priority queue of active circuits */
static void
add_cell_ewma(ewma_policy_data_t *pol, cell_ewma_t *ewma)
{
  tor_assert(pol);
  tor_assert(pol->active_circuit_pqueue);
  tor_assert(ewma);
  tor_assert(ewma->heap_index == -1);

  scale_single_cell_ewma(
      ewma,
      pol->active_circuit_pqueue_last_recalibrated);

  smartlist_pqueue_add(pol->active_circuit_pqueue,
                       compare_cell_ewma_counts,
                       STRUCT_OFFSET(cell_ewma_t, heap_index),
                       ewma);
}

/** Remove <b>ewma</b> from <b>pol</b>'s priority queue of active circuits */
static void
remove_cell_ewma(ewma_policy_data_t *pol, cell_ewma_t *ewma)
{
  tor_assert(pol);
  tor_assert(pol->active_circuit_pqueue);
  tor_assert(ewma);
  tor_assert(ewma->heap_index != -1);

  smartlist_pqueue_remove(pol->active_circuit_pqueue,
                          compare_cell_ewma_counts,
                          STRUCT_OFFSET(cell_ewma_t, heap_index),
                          ewma);
}

/** Remove and return the first cell_ewma_t from pol's priority queue of
 * active circuits.  Requires that the priority queue is nonempty. */
static cell_ewma_t *
pop_first_cell_ewma(ewma_policy_data_t *pol)
{
  tor_assert(pol);
  tor_assert(pol->active_circuit_pqueue);

  return smartlist_pqueue_pop(pol->active_circuit_pqueue,
                              compare_cell_ewma_counts,
                              STRUCT_OFFSET(cell_ewma_t, heap_index));
}