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[tor-commits] [tor/master] Move all EWMA code into circuitmux.c and implement circuitmux_policy_t methods using it



commit bbb2c31d26f2eb1ad46433bcfd321d960a6c7862
Author: Andrea Shepard <andrea@xxxxxxxxxxxxxx>
Date:   Mon Oct 1 01:54:42 2012 -0700

    Move all EWMA code into circuitmux.c and implement circuitmux_policy_t methods using it
---
 src/or/circuitmux_ewma.c |  666 ++++++++++++++++++++++++++++++++++++++++++++++
 src/or/circuitmux_ewma.h |   12 +-
 2 files changed, 677 insertions(+), 1 deletions(-)

diff --git a/src/or/circuitmux_ewma.c b/src/or/circuitmux_ewma.c
index b31e908..6d4fcc9 100644
--- a/src/or/circuitmux_ewma.c
+++ b/src/or/circuitmux_ewma.c
@@ -6,7 +6,673 @@
  * \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->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_data_t *pol = NULL;
+  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);
+
+  pol = TO_EWMA_POL_DATA(pol_data);
+
+  cdata = tor_malloc_zero(sizeof(*cdata));
+  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_data_t *pol = NULL;
+  ewma_policy_circ_data_t *cdata = NULL;
+
+  tor_assert(cmux);
+  tor_assert(circ);
+  tor_assert(pol_data);
+  pol = TO_EWMA_POL_DATA(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;
+}
+
+/** 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));
+}
 
diff --git a/src/or/circuitmux_ewma.h b/src/or/circuitmux_ewma.h
index fcbe298..0968461 100644
--- a/src/or/circuitmux_ewma.h
+++ b/src/or/circuitmux_ewma.h
@@ -12,7 +12,17 @@
 #include "or.h"
 #include "circuitmux.h"
 
-/* TODO */
+/* Everything but circuitmux_ewma.c should see this extern */
+#ifndef _TOR_CIRCUITMUX_EWMA_C
+
+extern circuitmux_policy_t ewma_policy;
+
+#endif /* !(_TOR_CIRCUITMUX_EWMA_C) */
+
+/* Externally visible EWMA functions */
+unsigned int cell_ewma_get_tick(void);
+void cell_ewma_set_scale_factor(const or_options_t *options,
+                                const networkstatus_t *consensus);
 
 #endif /* _TOR_CIRCUITMUX_EWMA_H */
 



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