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Date: Wed, 20 Oct 2010 17:23:36 +0900
From: Bruno Randolf <br1@...fach.org>
To: randy.dunlap@...cle.com, br1@...fach.org,
akpm@...ux-foundation.org, kevin.granade@...il.com
Cc: Lars_Ericsson@...ia.com, blp@...stanford.edu,
linux-kernel@...r.kernel.org
Subject: [PATCH v3] Add generic exponentially weighted moving average (EWMA)
function
This adds generic functions for calculating Exponentially Weighted Moving
Averages (EWMA). This implementation makes use of a structure which keeps the
EWMA parameters and a scaled up internal representation to reduce rounding
errors.
The original idea for this implementation came from the rt2x00 driver
(rt2x00link.c). I would like to use it in several places in the mac80211 and
ath5k code and I hope it can be useful in many other places in the kernel code.
Signed-off-by: Bruno Randolf <br1@...fach.org>
--
v3: Addressing Andrew Mortons comments: Implement in lib/average.c and make
access and initalization functions. Use unsigned int for values. Rename
functions to ewma_* since there might be other moving average
implementations which are not exponentially weighted.
v2: Renamed 'samples' to 'weight'. Added more documentation. Use avg_val
pointer. Add a WARN_ON_ONCE for invalid values of 'weight'. Divide
and round up/down.
---
include/linux/average.h | 32 +++++++++++++++++++++++++
lib/Makefile | 2 +-
lib/average.c | 59 +++++++++++++++++++++++++++++++++++++++++++++++
3 files changed, 92 insertions(+), 1 deletions(-)
create mode 100644 include/linux/average.h
create mode 100644 lib/average.c
diff --git a/include/linux/average.h b/include/linux/average.h
new file mode 100644
index 0000000..56bef6c
--- /dev/null
+++ b/include/linux/average.h
@@ -0,0 +1,32 @@
+#ifndef _LINUX_AVERAGE_H
+#define _LINUX_AVERAGE_H
+
+#include <linux/kernel.h>
+
+/* Exponentially weighted moving average (EWMA) */
+
+/* For more documentation see lib/average.c */
+
+struct ewma {
+ unsigned int internal;
+ unsigned int factor;
+ unsigned int weight;
+};
+
+extern struct ewma* ewma_init(struct ewma *avg, const unsigned int factor,
+ const unsigned int weight);
+
+extern struct ewma* ewma_add(struct ewma *avg, const unsigned int val);
+
+/**
+ * ewma_get() - Get average value
+ * @avg: Average structure
+ *
+ * Returns the average value held in @avg.
+ */
+static inline unsigned int ewma_get(const struct ewma *avg)
+{
+ return DIV_ROUND_CLOSEST(avg->internal, avg->factor);
+}
+
+#endif /* _LINUX_AVERAGE_H */
diff --git a/lib/Makefile b/lib/Makefile
index e6a3763..f66acf7 100644
--- a/lib/Makefile
+++ b/lib/Makefile
@@ -21,7 +21,7 @@ lib-y += kobject.o kref.o klist.o
obj-y += bcd.o div64.o sort.o parser.o halfmd4.o debug_locks.o random32.o \
bust_spinlocks.o hexdump.o kasprintf.o bitmap.o scatterlist.o \
- string_helpers.o gcd.o lcm.o list_sort.o uuid.o
+ string_helpers.o gcd.o lcm.o list_sort.o uuid.o average.o
ifeq ($(CONFIG_DEBUG_KOBJECT),y)
CFLAGS_kobject.o += -DDEBUG
diff --git a/lib/average.c b/lib/average.c
new file mode 100644
index 0000000..081a8fd
--- /dev/null
+++ b/lib/average.c
@@ -0,0 +1,59 @@
+/*
+ * lib/average.c
+ *
+ * This source code is licensed under the GNU General Public License,
+ * Version 2. See the file COPYING for more details.
+ */
+
+#include <linux/module.h>
+#include <linux/average.h>
+
+/**
+ * DOC: Exponentially Weighted Moving Average (EWMA)
+ *
+ * These are generic functions for calculating Exponentially Weighted Moving
+ * Averages (EWMA). We keep a structure with the EWMA parameters and a scaled
+ * up internal representation of the average value to prevent rounding errors.
+ * The factor for scaling up and the exponential weight (or decay rate) have to
+ * be specified thru the init fuction. The structure should not be accessed
+ * directly but only thru the helper functions.
+ */
+
+/**
+ * ewma_init() - Initialize EWMA parameters
+ * @avg: Average structure
+ * @factor: Factor to use for the scaled up internal value. The maximum value
+ * of averages can be UINT_MAX/(factor*weight).
+ * @weight: Exponential weight, or decay rate. This defines how fast the
+ * influence of older values decreases. Has to be bigger than 1.
+ *
+ * Initialize the EWMA parameters for a given struct ewma @avg.
+ */
+struct ewma*
+ewma_init(struct ewma *avg, const unsigned int factor,
+ const unsigned int weight)
+{
+ WARN_ON(weight <= 1 || factor == 0);
+ avg->weight = weight;
+ avg->factor = factor;
+ return avg;
+}
+EXPORT_SYMBOL(ewma_init);
+
+/**
+ * ewma_add() - Exponentially weighted moving average (EWMA)
+ * @avg: Average structure
+ * @val: Current value
+ *
+ * Add a sample to the average.
+ */
+struct ewma*
+ewma_add(struct ewma *avg, const unsigned int val)
+{
+ avg->internal = avg->internal ?
+ (((avg->internal * (avg->weight - 1)) +
+ (val * avg->factor)) / avg->weight) :
+ (val * avg->factor);
+ return avg;
+}
+EXPORT_SYMBOL(ewma_add);
--
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