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authorMathias Stearn <mathias@10gen.com>2013-09-17 18:44:35 -0400
committerMathias Stearn <mathias@10gen.com>2015-06-09 16:33:21 -0400
commitac0ff84d3fd4c127af8cbcea560d3793a3c3f131 (patch)
treedf75f10bd8a8da3db7b074b15dcec38935ff6992 /src
parenta5fae81a6bd8c25cd2508c9b303ac1a1c9c18011 (diff)
downloadmongo-ac0ff84d3fd4c127af8cbcea560d3793a3c3f131.tar.gz
SERVER-5044 Standard Deviation accumulator operators
Diffstat (limited to 'src')
-rw-r--r--src/mongo/db/SConscript1
-rw-r--r--src/mongo/db/pipeline/accumulator.h20
-rw-r--r--src/mongo/db/pipeline/accumulator_std_dev.cpp117
-rw-r--r--src/mongo/db/pipeline/document_source_group.cpp2
4 files changed, 140 insertions, 0 deletions
diff --git a/src/mongo/db/SConscript b/src/mongo/db/SConscript
index 5d809eba476..4bc47d99f8a 100644
--- a/src/mongo/db/SConscript
+++ b/src/mongo/db/SConscript
@@ -436,6 +436,7 @@ coredbEnv.Library(
"pipeline/accumulator_last.cpp",
"pipeline/accumulator_min_max.cpp",
"pipeline/accumulator_push.cpp",
+ "pipeline/accumulator_std_dev.cpp",
"pipeline/accumulator_sum.cpp",
"pipeline/dependencies.cpp",
"pipeline/document_source.cpp",
diff --git a/src/mongo/db/pipeline/accumulator.h b/src/mongo/db/pipeline/accumulator.h
index f7ef68e07a7..0e1c6db431b 100644
--- a/src/mongo/db/pipeline/accumulator.h
+++ b/src/mongo/db/pipeline/accumulator.h
@@ -188,4 +188,24 @@ namespace mongo {
double _total;
long long _count;
};
+
+
+ class AccumulatorStdDev : public Accumulator {
+ public:
+ virtual void processInternal(const Value& input, bool merging);
+ virtual Value getValue(bool toBeMerged) const;
+ virtual const char* getOpName() const;
+ virtual void reset();
+
+ static boost::intrusive_ptr<Accumulator> createSamp();
+ static boost::intrusive_ptr<Accumulator> createPop();
+
+ private:
+ explicit AccumulatorStdDev(bool isSamp);
+
+ const bool _isSamp;
+ long long _count;
+ double _mean;
+ double _m2; // Running sum of squares of delta from mean. Named to match algorithm.
+ };
}
diff --git a/src/mongo/db/pipeline/accumulator_std_dev.cpp b/src/mongo/db/pipeline/accumulator_std_dev.cpp
new file mode 100644
index 00000000000..76957c3d112
--- /dev/null
+++ b/src/mongo/db/pipeline/accumulator_std_dev.cpp
@@ -0,0 +1,117 @@
+/**
+ * Copyright (c) 2011 10gen Inc.
+ *
+ * This program is free software: you can redistribute it and/or modify
+ * it under the terms of the GNU Affero General Public License, version 3,
+ * as published by the Free Software Foundation.
+ *
+ * This program is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ * GNU Affero General Public License for more details.
+ *
+ * You should have received a copy of the GNU Affero General Public License
+ * along with this program. If not, see <http://www.gnu.org/licenses/>.
+ *
+ * As a special exception, the copyright holders give permission to link the
+ * code of portions of this program with the OpenSSL library under certain
+ * conditions as described in each individual source file and distribute
+ * linked combinations including the program with the OpenSSL library. You
+ * must comply with the GNU Affero General Public License in all respects for
+ * all of the code used other than as permitted herein. If you modify file(s)
+ * with this exception, you may extend this exception to your version of the
+ * file(s), but you are not obligated to do so. If you do not wish to do so,
+ * delete this exception statement from your version. If you delete this
+ * exception statement from all source files in the program, then also delete
+ * it in the license file.
+ */
+
+#include "mongo/platform/basic.h"
+
+#include "mongo/db/pipeline/accumulator.h"
+#include "mongo/db/pipeline/document.h"
+#include "mongo/db/pipeline/expression_context.h"
+#include "mongo/db/pipeline/value.h"
+
+namespace mongo {
+ using boost::intrusive_ptr;
+
+ void AccumulatorStdDev::processInternal(const Value& input, bool merging) {
+ if (!merging) {
+ // non numeric types have no impact on standard deviation
+ if (!input.numeric())
+ return;
+
+ const double val = input.getDouble();
+
+ // This is an implementation of the following algorithm:
+ // http://en.wikipedia.org/wiki/Algorithms_for_calculating_variance#Online_algorithm
+ _count += 1;
+ const double delta = val - _mean;
+ _mean += delta / _count;
+ _m2 += delta * (val - _mean);
+ }
+ else {
+ // This is what getValue(true) produced below.
+ verify(input.getType() == Object);
+ const double m2 = input["m2"].getDouble();
+ const double mean = input["mean"].getDouble();
+ const long long count = input["count"].getLong();
+
+ if (count == 0)
+ return; // This partition had no data to contribute.
+
+ // This is an implementation of the following algorithm:
+ // http://en.wikipedia.org/wiki/Algorithms_for_calculating_variance#Parallel_algorithm
+ const double delta = mean - _mean;
+ const long long newCount = count + _count;
+
+ _mean = ((_count * _mean) + (count * mean)) / newCount;
+ _m2 += m2 + (delta * delta * (double(_count) * count / newCount));
+ _count = newCount;
+ }
+ }
+
+ Value AccumulatorStdDev::getValue(bool toBeMerged) const {
+ if (!toBeMerged) {
+ const long long adjustedCount = (_isSamp ? _count - 1 : _count);
+ if (adjustedCount <= 0)
+ return Value(BSONNULL); // standard deviation not well defined in this case
+
+ return Value(sqrt(_m2 / adjustedCount));
+ }
+ else {
+ return Value(DOC("m2" << _m2
+ << "mean" << _mean
+ << "count" << _count));
+ }
+ }
+
+ intrusive_ptr<Accumulator> AccumulatorStdDev::createSamp() {
+ return new AccumulatorStdDev(true);
+ }
+
+ intrusive_ptr<Accumulator> AccumulatorStdDev::createPop() {
+ return new AccumulatorStdDev(false);
+ }
+
+ AccumulatorStdDev::AccumulatorStdDev(bool isSamp)
+ : _isSamp(isSamp)
+ , _count(0)
+ , _mean(0)
+ , _m2(0)
+ {
+ // This is a fixed size Accumulator so we never need to update this
+ _memUsageBytes = sizeof(*this);
+ }
+
+ void AccumulatorStdDev::reset() {
+ _count = 0;
+ _mean = 0;
+ _m2 = 0;
+ }
+
+ const char *AccumulatorStdDev::getOpName() const {
+ return (_isSamp ? "$stdDevSamp" : "$stdDevPop");
+ }
+}
diff --git a/src/mongo/db/pipeline/document_source_group.cpp b/src/mongo/db/pipeline/document_source_group.cpp
index 5003211e932..8305225a467 100644
--- a/src/mongo/db/pipeline/document_source_group.cpp
+++ b/src/mongo/db/pipeline/document_source_group.cpp
@@ -241,6 +241,8 @@ namespace mongo {
{"$max", AccumulatorMinMax::createMax},
{"$min", AccumulatorMinMax::createMin},
{"$push", AccumulatorPush::create},
+ {"$stdDevPop", AccumulatorStdDev::createPop},
+ {"$stdDevSamp", AccumulatorStdDev::createSamp},
{"$sum", AccumulatorSum::create},
};