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authorNathan Binkert <nate@binkert.org>2011-01-10 11:11:17 -0800
committerNathan Binkert <nate@binkert.org>2011-01-10 11:11:17 -0800
commit8e262adf4fcc009776810b9795f907fcd468591c (patch)
treeddd1b9449a4979b0f7c93d5823e3ed70f5b1a862 /src
parentb9ddc1a7262abe747eaf77118c2c6992617d4e91 (diff)
downloadgem5-8e262adf4fcc009776810b9795f907fcd468591c.tar.xz
stats: Add a histogram statistic type
Diffstat (limited to 'src')
-rw-r--r--src/base/statistics.cc83
-rw-r--r--src/base/statistics.hh163
-rw-r--r--src/base/stats/info.hh2
-rw-r--r--src/base/stats/text.cc12
-rw-r--r--src/unittest/stattest.cc112
5 files changed, 365 insertions, 7 deletions
diff --git a/src/base/statistics.cc b/src/base/statistics.cc
index 1e108298a..95402a221 100644
--- a/src/base/statistics.cc
+++ b/src/base/statistics.cc
@@ -236,6 +236,89 @@ Vector2dInfo::enable()
y_subnames.resize(y);
}
+void
+HistStor::grow_out()
+{
+ int size = cvec.size();
+ int zero = size / 2; // round down!
+ int top_half = zero + (size - zero + 1) / 2; // round up!
+ int bottom_half = (size - zero) / 2; // round down!
+
+ // grow down
+ int low_pair = zero - 1;
+ for (int i = zero - 1; i >= bottom_half; i--) {
+ cvec[i] = cvec[low_pair];
+ if (low_pair - 1 >= 0)
+ cvec[i] += cvec[low_pair - 1];
+ low_pair -= 2;
+ }
+ assert(low_pair == 0 || low_pair == -1 || low_pair == -2);
+
+ for (int i = bottom_half - 1; i >= 0; i--)
+ cvec[i] = Counter();
+
+ // grow up
+ int high_pair = zero;
+ for (int i = zero; i < top_half; i++) {
+ cvec[i] = cvec[high_pair];
+ if (high_pair + 1 < size)
+ cvec[i] += cvec[high_pair + 1];
+ high_pair += 2;
+ }
+ assert(high_pair == size || high_pair == size + 1);
+
+ for (int i = top_half; i < size; i++)
+ cvec[i] = Counter();
+
+ max_bucket *= 2;
+ min_bucket *= 2;
+ bucket_size *= 2;
+}
+
+void
+HistStor::grow_convert()
+{
+ int size = cvec.size();
+ int half = (size + 1) / 2; // round up!
+ //bool even = (size & 1) == 0;
+
+ int pair = size - 1;
+ for (int i = size - 1; i >= half; --i) {
+ cvec[i] = cvec[pair];
+ if (pair - 1 >= 0)
+ cvec[i] += cvec[pair - 1];
+ pair -= 2;
+ }
+
+ for (int i = half - 1; i >= 0; i--)
+ cvec[i] = Counter();
+
+ min_bucket = -max_bucket;// - (even ? bucket_size : 0);
+ bucket_size *= 2;
+}
+
+void
+HistStor::grow_up()
+{
+ int size = cvec.size();
+ int half = (size + 1) / 2; // round up!
+
+ int pair = 0;
+ for (int i = 0; i < half; i++) {
+ cvec[i] = cvec[pair];
+ if (pair + 1 < size)
+ cvec[i] += cvec[pair + 1];
+ pair += 2;
+ }
+ assert(pair == size || pair == size + 1);
+
+ for (int i = half; i < size; i++)
+ cvec[i] = Counter();
+
+ max_bucket *= 2;
+ bucket_size *= 2;
+}
+
Formula::Formula()
{
}
diff --git a/src/base/statistics.hh b/src/base/statistics.hh
index 529871dc4..579a7908e 100644
--- a/src/base/statistics.hh
+++ b/src/base/statistics.hh
@@ -1435,6 +1435,146 @@ class DistStor
};
/**
+ * Templatized storage and interface for a histogram stat.
+ */
+class HistStor
+{
+ public:
+ /** The parameters for a distribution stat. */
+ struct Params : public DistParams
+ {
+ /** The number of buckets.. */
+ size_type buckets;
+
+ Params() : DistParams(Hist) {}
+ };
+
+ private:
+ /** The minimum value to track. */
+ Counter min_bucket;
+ /** The maximum value to track. */
+ Counter max_bucket;
+ /** The number of entries in each bucket. */
+ Counter bucket_size;
+
+ /** The current sum. */
+ Counter sum;
+ /** The sum of squares. */
+ Counter squares;
+ /** The number of samples. */
+ Counter samples;
+ /** Counter for each bucket. */
+ VCounter cvec;
+
+ public:
+ HistStor(Info *info)
+ : cvec(safe_cast<const Params *>(info->storageParams)->buckets)
+ {
+ reset(info);
+ }
+
+ void grow_up();
+ void grow_out();
+ void grow_convert();
+
+ /**
+ * Add a value to the distribution for the given number of times.
+ * @param val The value to add.
+ * @param number The number of times to add the value.
+ */
+ void
+ sample(Counter val, int number)
+ {
+ assert(min_bucket < max_bucket);
+ if (val < min_bucket) {
+ if (min_bucket == 0)
+ grow_convert();
+
+ while (val < min_bucket)
+ grow_out();
+ } else if (val >= max_bucket + bucket_size) {
+ if (min_bucket == 0) {
+ while (val >= max_bucket + bucket_size)
+ grow_up();
+ } else {
+ while (val >= max_bucket + bucket_size)
+ grow_out();
+ }
+ }
+
+ size_type index =
+ (int64_t)std::floor((val - min_bucket) / bucket_size);
+
+ assert(index >= 0 && index < size());
+ cvec[index] += number;
+
+ sum += val * number;
+ squares += val * val * number;
+ samples += number;
+ }
+
+ /**
+ * Return the number of buckets in this distribution.
+ * @return the number of buckets.
+ */
+ size_type size() const { return cvec.size(); }
+
+ /**
+ * Returns true if any calls to sample have been made.
+ * @return True if any values have been sampled.
+ */
+ bool
+ zero() const
+ {
+ return samples == Counter();
+ }
+
+ void
+ prepare(Info *info, DistData &data)
+ {
+ const Params *params = safe_cast<const Params *>(info->storageParams);
+
+ assert(params->type == Hist);
+ data.type = params->type;
+ data.min = min_bucket;
+ data.max = max_bucket + bucket_size - 1;
+ data.bucket_size = bucket_size;
+
+ data.min_val = min_bucket;
+ data.max_val = max_bucket;
+
+ int buckets = params->buckets;
+ data.cvec.resize(buckets);
+ for (off_type i = 0; i < buckets; ++i)
+ data.cvec[i] = cvec[i];
+
+ data.sum = sum;
+ data.squares = squares;
+ data.samples = samples;
+ }
+
+ /**
+ * Reset stat value to default
+ */
+ void
+ reset(Info *info)
+ {
+ const Params *params = safe_cast<const Params *>(info->storageParams);
+ min_bucket = 0;
+ max_bucket = params->buckets - 1;
+ bucket_size = 1;
+
+ size_type size = cvec.size();
+ for (off_type i = 0; i < size; ++i)
+ cvec[i] = Counter();
+
+ sum = Counter();
+ squares = Counter();
+ samples = Counter();
+ }
+};
+
+/**
* Templatized storage and interface for a distribution that calculates mean
* and variance.
*/
@@ -2294,6 +2434,29 @@ class Distribution : public DistBase<Distribution, DistStor>
};
/**
+ * A simple histogram stat.
+ * @sa Stat, DistBase, HistStor
+ */
+class Histogram : public DistBase<Histogram, HistStor>
+{
+ public:
+ /**
+ * Set the parameters of this histogram. @sa HistStor::Params
+ * @param size The number of buckets in the histogram
+ * @return A reference to this histogram.
+ */
+ Histogram &
+ init(size_type size)
+ {
+ HistStor::Params *params = new HistStor::Params;
+ params->buckets = size;
+ this->setParams(params);
+ this->doInit();
+ return this->self();
+ }
+};
+
+/**
* Calculates the mean and variance of all the samples.
* @sa DistBase, SampleStor
*/
diff --git a/src/base/stats/info.hh b/src/base/stats/info.hh
index 421ed4a55..b1c05eed1 100644
--- a/src/base/stats/info.hh
+++ b/src/base/stats/info.hh
@@ -164,7 +164,7 @@ class VectorInfo : public Info
virtual Result total() const = 0;
};
-enum DistType { Deviation, Dist };
+enum DistType { Deviation, Dist, Hist };
struct DistData
{
diff --git a/src/base/stats/text.cc b/src/base/stats/text.cc
index 576f7e5d4..385b92a1a 100644
--- a/src/base/stats/text.cc
+++ b/src/base/stats/text.cc
@@ -377,11 +377,11 @@ DistPrint::operator()(ostream &stream) const
size_t size = data.cvec.size();
Result total = 0.0;
- if (data.underflow != NAN)
+ if (data.type == Dist && data.underflow != NAN)
total += data.underflow;
for (off_type i = 0; i < size; ++i)
total += data.cvec[i];
- if (data.overflow != NAN)
+ if (data.type == Dist && data.overflow != NAN)
total += data.overflow;
if (total) {
@@ -389,7 +389,7 @@ DistPrint::operator()(ostream &stream) const
print.cdf = 0.0;
}
- if (data.underflow != NAN) {
+ if (data.type == Dist && data.underflow != NAN) {
print.name = base + "underflows";
print.update(data.underflow, total);
print(stream);
@@ -410,7 +410,7 @@ DistPrint::operator()(ostream &stream) const
print(stream);
}
- if (data.overflow != NAN) {
+ if (data.type == Dist && data.overflow != NAN) {
print.name = base + "overflows";
print.update(data.overflow, total);
print(stream);
@@ -419,13 +419,13 @@ DistPrint::operator()(ostream &stream) const
print.pdf = NAN;
print.cdf = NAN;
- if (data.min_val != NAN) {
+ if (data.type == Dist && data.min_val != NAN) {
print.name = base + "min_value";
print.value = data.min_val;
print(stream);
}
- if (data.max_val != NAN) {
+ if (data.type == Dist && data.max_val != NAN) {
print.name = base + "max_value";
print.value = data.max_val;
print(stream);
diff --git a/src/unittest/stattest.cc b/src/unittest/stattest.cc
index b676ed9bd..529511c71 100644
--- a/src/unittest/stattest.cc
+++ b/src/unittest/stattest.cc
@@ -134,6 +134,18 @@ main(int argc, char *argv[])
Vector2d s16;
Value s17;
Value s18;
+ Histogram h01;
+ Histogram h02;
+ Histogram h03;
+ Histogram h04;
+ Histogram h05;
+ Histogram h06;
+ Histogram h07;
+ Histogram h08;
+ Histogram h09;
+ Histogram h10;
+ Histogram h11;
+ Histogram h12;
Formula f1;
Formula f2;
@@ -266,6 +278,77 @@ main(int argc, char *argv[])
.desc("this is stat 18")
;
+ h01
+ .init(11)
+ .name("Histogram01")
+ .desc("this is histogram 1")
+ ;
+
+ h02
+ .init(10)
+ .name("Histogram02")
+ .desc("this is histogram 2")
+ ;
+
+ h03
+ .init(11)
+ .name("Histogram03")
+ .desc("this is histogram 3")
+ ;
+
+ h04
+ .init(10)
+ .name("Histogram04")
+ .desc("this is histogram 4")
+ ;
+
+ h05
+ .init(11)
+ .name("Histogram05")
+ .desc("this is histogram 5")
+ ;
+
+ h06
+ .init(10)
+ .name("Histogram06")
+ .desc("this is histogram 6")
+ ;
+
+ h07
+ .init(11)
+ .name("Histogram07")
+ .desc("this is histogram 7")
+ ;
+
+ h08
+ .init(10)
+ .name("Histogram08")
+ .desc("this is histogram 8")
+ ;
+
+ h09
+ .init(11)
+ .name("Histogram09")
+ .desc("this is histogram 9")
+ ;
+
+ h10
+ .init(10)
+ .name("Histogram10")
+ .desc("this is histogram 10")
+ ;
+
+ h11
+ .init(11)
+ .name("Histogram11")
+ .desc("this is histogram 11")
+ ;
+
+ h12
+ .init(10)
+ .name("Histogram12")
+ .desc("this is histogram 12")
+ ;
f1
.name("Formula1")
@@ -544,6 +627,35 @@ main(int argc, char *argv[])
s6.sample(102);
s12.sample(100);
+ for (int i = 0; i < 100; i++) {
+ h01.sample(i);
+ h02.sample(i);
+ }
+
+ for (int i = -100; i < 100; i++) {
+ h03.sample(i);
+ h04.sample(i);
+ }
+
+ for (int i = -100; i < 1000; i++) {
+ h05.sample(i);
+ h06.sample(i);
+ }
+
+ for (int i = 100; i >= -1000; i--) {
+ h07.sample(i);
+ h08.sample(i);
+ }
+
+ for (int i = 0; i <= 1023; i++) {
+ h09.sample(i);
+ h10.sample(i);
+ }
+
+ for (int i = -1024; i <= 1023; i++) {
+ h11.sample(i);
+ h12.sample(i);
+ }
prepare();