@@ -429,14 +429,14 @@ void bch2_time_stats_to_text(struct printbuf *out, struct time_stats *stats)
prt_tab(out);
bch2_pr_time_units_aligned(out, d_mean);
prt_tab(out);
- bch2_pr_time_units_aligned(out, mean_and_variance_weighted_get_mean(stats->duration_stats_weighted));
+ bch2_pr_time_units_aligned(out, mean_and_variance_weighted_get_mean(stats->duration_stats_weighted, TIME_STATS_MV_WEIGHT));
prt_newline(out);
prt_printf(out, "stddev:");
prt_tab(out);
bch2_pr_time_units_aligned(out, d_stddev);
prt_tab(out);
- bch2_pr_time_units_aligned(out, mean_and_variance_weighted_get_stddev(stats->duration_stats_weighted));
+ bch2_pr_time_units_aligned(out, mean_and_variance_weighted_get_stddev(stats->duration_stats_weighted, TIME_STATS_MV_WEIGHT));
printbuf_indent_sub(out, 2);
prt_newline(out);
@@ -452,14 +452,14 @@ void bch2_time_stats_to_text(struct printbuf *out, struct time_stats *stats)
prt_tab(out);
bch2_pr_time_units_aligned(out, f_mean);
prt_tab(out);
- bch2_pr_time_units_aligned(out, mean_and_variance_weighted_get_mean(stats->freq_stats_weighted));
+ bch2_pr_time_units_aligned(out, mean_and_variance_weighted_get_mean(stats->freq_stats_weighted, TIME_STATS_MV_WEIGHT));
prt_newline(out);
prt_printf(out, "stddev:");
prt_tab(out);
bch2_pr_time_units_aligned(out, f_stddev);
prt_tab(out);
- bch2_pr_time_units_aligned(out, mean_and_variance_weighted_get_stddev(stats->freq_stats_weighted));
+ bch2_pr_time_units_aligned(out, mean_and_variance_weighted_get_stddev(stats->freq_stats_weighted, TIME_STATS_MV_WEIGHT));
printbuf_indent_sub(out, 2);
prt_newline(out);
@@ -154,8 +154,6 @@ struct mean_and_variance {
/* expontentially weighted variant */
struct mean_and_variance_weighted {
- bool init;
- u8 weight; /* base 2 logarithim */
s64 mean;
u64 variance;
};
@@ -192,10 +190,14 @@ s64 mean_and_variance_get_mean(struct mean_and_variance s);
u64 mean_and_variance_get_variance(struct mean_and_variance s1);
u32 mean_and_variance_get_stddev(struct mean_and_variance s);
-void mean_and_variance_weighted_update(struct mean_and_variance_weighted *s, s64 v);
+void mean_and_variance_weighted_update(struct mean_and_variance_weighted *s,
+ s64 v, bool initted, u8 weight);
-s64 mean_and_variance_weighted_get_mean(struct mean_and_variance_weighted s);
-u64 mean_and_variance_weighted_get_variance(struct mean_and_variance_weighted s);
-u32 mean_and_variance_weighted_get_stddev(struct mean_and_variance_weighted s);
+s64 mean_and_variance_weighted_get_mean(struct mean_and_variance_weighted s,
+ u8 weight);
+u64 mean_and_variance_weighted_get_variance(struct mean_and_variance_weighted s,
+ u8 weight);
+u32 mean_and_variance_weighted_get_stddev(struct mean_and_variance_weighted s,
+ u8 weight);
#endif // MEAN_AND_VAIRANCE_H_
@@ -79,6 +79,10 @@ struct time_stats {
struct mean_and_variance duration_stats;
struct mean_and_variance freq_stats;
+
+/* default weight for weighted mean and variance calculations */
+#define TIME_STATS_MV_WEIGHT 8
+
struct mean_and_variance_weighted duration_stats_weighted;
struct mean_and_variance_weighted freq_stats_weighted;
struct time_stat_buffer __percpu *buffer;
@@ -102,14 +102,17 @@ EXPORT_SYMBOL_GPL(mean_and_variance_get_stddev);
* mean_and_variance_weighted_update() - exponentially weighted variant of mean_and_variance_update()
* @s: mean and variance number of samples and their sums
* @x: new value to include in the &mean_and_variance_weighted
+ * @initted: caller must track whether this is the first use or not
+ * @weight: ewma weight
*
* see linked pdf: function derived from equations 140-143 where alpha = 2^w.
* values are stored bitshifted for performance and added precision.
*/
-void mean_and_variance_weighted_update(struct mean_and_variance_weighted *s, s64 x)
+void mean_and_variance_weighted_update(struct mean_and_variance_weighted *s,
+ s64 x, bool initted, u8 weight)
{
// previous weighted variance.
- u8 w = s->weight;
+ u8 w = weight;
u64 var_w0 = s->variance;
// new value weighted.
s64 x_w = x << w;
@@ -118,45 +121,50 @@ void mean_and_variance_weighted_update(struct mean_and_variance_weighted *s, s64
// new mean weighted.
s64 u_w1 = s->mean + diff;
- if (!s->init) {
+ if (!initted) {
s->mean = x_w;
s->variance = 0;
} else {
s->mean = u_w1;
s->variance = ((var_w0 << w) - var_w0 + ((diff_w * (x_w - u_w1)) >> w)) >> w;
}
- s->init = true;
}
EXPORT_SYMBOL_GPL(mean_and_variance_weighted_update);
/**
* mean_and_variance_weighted_get_mean() - get mean from @s
* @s: mean and variance number of samples and their sums
+ * @weight: ewma weight
*/
-s64 mean_and_variance_weighted_get_mean(struct mean_and_variance_weighted s)
+s64 mean_and_variance_weighted_get_mean(struct mean_and_variance_weighted s,
+ u8 weight)
{
- return fast_divpow2(s.mean, s.weight);
+ return fast_divpow2(s.mean, weight);
}
EXPORT_SYMBOL_GPL(mean_and_variance_weighted_get_mean);
/**
* mean_and_variance_weighted_get_variance() -- get variance from @s
* @s: mean and variance number of samples and their sums
+ * @weight: ewma weight
*/
-u64 mean_and_variance_weighted_get_variance(struct mean_and_variance_weighted s)
+u64 mean_and_variance_weighted_get_variance(struct mean_and_variance_weighted s,
+ u8 weight)
{
// always positive don't need fast divpow2
- return s.variance >> s.weight;
+ return s.variance >> weight;
}
EXPORT_SYMBOL_GPL(mean_and_variance_weighted_get_variance);
/**
* mean_and_variance_weighted_get_stddev() - get standard deviation from @s
* @s: mean and variance number of samples and their sums
+ * @weight: ewma weight
*/
-u32 mean_and_variance_weighted_get_stddev(struct mean_and_variance_weighted s)
+u32 mean_and_variance_weighted_get_stddev(struct mean_and_variance_weighted s,
+ u8 weight)
{
- return int_sqrt64(mean_and_variance_weighted_get_variance(s));
+ return int_sqrt64(mean_and_variance_weighted_get_variance(s, weight));
}
EXPORT_SYMBOL_GPL(mean_and_variance_weighted_get_stddev);
@@ -30,53 +30,59 @@ static void mean_and_variance_basic_test(struct kunit *test)
static void mean_and_variance_weighted_test(struct kunit *test)
{
- struct mean_and_variance_weighted s = { .weight = 2 };
+ struct mean_and_variance_weighted s = { };
- mean_and_variance_weighted_update(&s, 10);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s), 10);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s), 0);
+ mean_and_variance_weighted_update(&s, 10, false, 2);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s, 2), 10);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s, 2), 0);
- mean_and_variance_weighted_update(&s, 20);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s), 12);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s), 18);
+ mean_and_variance_weighted_update(&s, 20, true, 2);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s, 2), 12);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s, 2), 18);
- mean_and_variance_weighted_update(&s, 30);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s), 16);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s), 72);
+ mean_and_variance_weighted_update(&s, 30, true, 2);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s, 2), 16);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s, 2), 72);
- s = (struct mean_and_variance_weighted) { .weight = 2 };
+ s = (struct mean_and_variance_weighted) { };
- mean_and_variance_weighted_update(&s, -10);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s), -10);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s), 0);
+ mean_and_variance_weighted_update(&s, -10, false, 2);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s, 2), -10);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s, 2), 0);
- mean_and_variance_weighted_update(&s, -20);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s), -12);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s), 18);
+ mean_and_variance_weighted_update(&s, -20, true, 2);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s, 2), -12);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s, 2), 18);
- mean_and_variance_weighted_update(&s, -30);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s), -16);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s), 72);
+ mean_and_variance_weighted_update(&s, -30, true, 2);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s, 2), -16);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s, 2), 72);
}
static void mean_and_variance_weighted_advanced_test(struct kunit *test)
{
- struct mean_and_variance_weighted s = { .weight = 8 };
+ struct mean_and_variance_weighted s = { };
+ bool initted = false;
s64 i;
- for (i = 10; i <= 100; i += 10)
- mean_and_variance_weighted_update(&s, i);
+ for (i = 10; i <= 100; i += 10) {
+ mean_and_variance_weighted_update(&s, i, initted, 8);
+ initted = true;
+ }
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s), 11);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s), 107);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s, 8), 11);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s, 8), 107);
- s = (struct mean_and_variance_weighted) { .weight = 8 };
+ s = (struct mean_and_variance_weighted) { };
+ initted = false;
- for (i = -10; i >= -100; i -= 10)
- mean_and_variance_weighted_update(&s, i);
+ for (i = -10; i >= -100; i -= 10) {
+ mean_and_variance_weighted_update(&s, i, initted, 8);
+ initted = true;
+ }
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s), -11);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s), 107);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(s, 8), -11);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_variance(s, 8), 107);
}
static void do_mean_and_variance_test(struct kunit *test,
@@ -91,26 +97,26 @@ static void do_mean_and_variance_test(struct kunit *test,
s64 *weighted_stddev)
{
struct mean_and_variance mv = {};
- struct mean_and_variance_weighted vw = { .weight = weight };
+ struct mean_and_variance_weighted vw = { };
for (unsigned i = 0; i < initial_n; i++) {
mean_and_variance_update(&mv, initial_value);
- mean_and_variance_weighted_update(&vw, initial_value);
+ mean_and_variance_weighted_update(&vw, initial_value, false, weight);
KUNIT_EXPECT_EQ(test, mean_and_variance_get_mean(mv), initial_value);
KUNIT_EXPECT_EQ(test, mean_and_variance_get_stddev(mv), 0);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(vw), initial_value);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_stddev(vw),0);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(vw, weight), initial_value);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_stddev(vw, weight),0);
}
for (unsigned i = 0; i < n; i++) {
mean_and_variance_update(&mv, data[i]);
- mean_and_variance_weighted_update(&vw, data[i]);
+ mean_and_variance_weighted_update(&vw, data[i], true, weight);
KUNIT_EXPECT_EQ(test, mean_and_variance_get_mean(mv), mean[i]);
KUNIT_EXPECT_EQ(test, mean_and_variance_get_stddev(mv), stddev[i]);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(vw), weighted_mean[i]);
- KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_stddev(vw),weighted_stddev[i]);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_mean(vw, weight), weighted_mean[i]);
+ KUNIT_EXPECT_EQ(test, mean_and_variance_weighted_get_stddev(vw, weight),weighted_stddev[i]);
}
KUNIT_EXPECT_EQ(test, mv.n, initial_n + n);
@@ -70,13 +70,15 @@ static inline void time_stats_update_one(struct time_stats *stats,
u64 start, u64 end)
{
u64 duration, freq;
+ bool initted = stats->last_event != 0;
if (time_after64(end, start)) {
struct quantiles *quantiles = time_stats_to_quantiles(stats);
duration = end - start;
mean_and_variance_update(&stats->duration_stats, duration);
- mean_and_variance_weighted_update(&stats->duration_stats_weighted, duration);
+ mean_and_variance_weighted_update(&stats->duration_stats_weighted,
+ duration, initted, TIME_STATS_MV_WEIGHT);
stats->max_duration = max(stats->max_duration, duration);
stats->min_duration = min(stats->min_duration, duration);
stats->total_duration += duration;
@@ -88,7 +90,8 @@ static inline void time_stats_update_one(struct time_stats *stats,
if (stats->last_event && time_after64(end, stats->last_event)) {
freq = end - stats->last_event;
mean_and_variance_update(&stats->freq_stats, freq);
- mean_and_variance_weighted_update(&stats->freq_stats_weighted, freq);
+ mean_and_variance_weighted_update(&stats->freq_stats_weighted,
+ freq, initted, TIME_STATS_MV_WEIGHT);
stats->max_freq = max(stats->max_freq, freq);
stats->min_freq = min(stats->min_freq, freq);
}
@@ -121,15 +124,11 @@ void __time_stats_update(struct time_stats *stats, u64 start, u64 end)
{
unsigned long flags;
- WARN_ONCE(!stats->duration_stats_weighted.weight ||
- !stats->freq_stats_weighted.weight,
- "uninitialized time_stats");
-
if (!stats->buffer) {
spin_lock_irqsave(&stats->lock, flags);
time_stats_update_one(stats, start, end);
- if (mean_and_variance_weighted_get_mean(stats->freq_stats_weighted) < 32 &&
+ if (mean_and_variance_weighted_get_mean(stats->freq_stats_weighted, TIME_STATS_MV_WEIGHT) < 32 &&
stats->duration_stats.n > 1024)
stats->buffer =
alloc_percpu_gfp(struct time_stat_buffer,
@@ -219,12 +218,12 @@ void time_stats_to_seq_buf(struct seq_buf *out, struct time_stats *stats,
seq_buf_printf(out, " mean: ");
seq_buf_time_units_aligned(out, d_mean);
- seq_buf_time_units_aligned(out, mean_and_variance_weighted_get_mean(stats->duration_stats_weighted));
+ seq_buf_time_units_aligned(out, mean_and_variance_weighted_get_mean(stats->duration_stats_weighted, TIME_STATS_MV_WEIGHT));
seq_buf_printf(out, "\n");
seq_buf_printf(out, " stddev: ");
seq_buf_time_units_aligned(out, d_stddev);
- seq_buf_time_units_aligned(out, mean_and_variance_weighted_get_stddev(stats->duration_stats_weighted));
+ seq_buf_time_units_aligned(out, mean_and_variance_weighted_get_stddev(stats->duration_stats_weighted, TIME_STATS_MV_WEIGHT));
seq_buf_printf(out, "\n");
seq_buf_printf(out, "time between events\n");
@@ -239,12 +238,12 @@ void time_stats_to_seq_buf(struct seq_buf *out, struct time_stats *stats,
seq_buf_printf(out, " mean: ");
seq_buf_time_units_aligned(out, f_mean);
- seq_buf_time_units_aligned(out, mean_and_variance_weighted_get_mean(stats->freq_stats_weighted));
+ seq_buf_time_units_aligned(out, mean_and_variance_weighted_get_mean(stats->freq_stats_weighted, TIME_STATS_MV_WEIGHT));
seq_buf_printf(out, "\n");
seq_buf_printf(out, " stddev: ");
seq_buf_time_units_aligned(out, f_stddev);
- seq_buf_time_units_aligned(out, mean_and_variance_weighted_get_stddev(stats->freq_stats_weighted));
+ seq_buf_time_units_aligned(out, mean_and_variance_weighted_get_stddev(stats->freq_stats_weighted, TIME_STATS_MV_WEIGHT));
seq_buf_printf(out, "\n");
if (quantiles) {
@@ -276,8 +275,6 @@ EXPORT_SYMBOL_GPL(time_stats_exit);
void time_stats_init(struct time_stats *stats)
{
memset(stats, 0, sizeof(*stats));
- stats->duration_stats_weighted.weight = 8;
- stats->freq_stats_weighted.weight = 8;
stats->min_duration = U64_MAX;
stats->min_freq = U64_MAX;
stats->start_time = local_clock() & ~TIME_STATS_HAVE_QUANTILES;