stats: Add a histogram statistic type

This commit is contained in:
Nathan Binkert 2011-01-10 11:11:17 -08:00
parent b9ddc1a726
commit 8e262adf4f
5 changed files with 365 additions and 7 deletions

View file

@ -236,6 +236,89 @@ Vector2dInfo::enable()
y_subnames.resize(y); 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() Formula::Formula()
{ {
} }

View file

@ -1434,6 +1434,146 @@ 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 * Templatized storage and interface for a distribution that calculates mean
* and variance. * and variance.
@ -2293,6 +2433,29 @@ 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. * Calculates the mean and variance of all the samples.
* @sa DistBase, SampleStor * @sa DistBase, SampleStor

View file

@ -164,7 +164,7 @@ class VectorInfo : public Info
virtual Result total() const = 0; virtual Result total() const = 0;
}; };
enum DistType { Deviation, Dist }; enum DistType { Deviation, Dist, Hist };
struct DistData struct DistData
{ {

View file

@ -377,11 +377,11 @@ DistPrint::operator()(ostream &stream) const
size_t size = data.cvec.size(); size_t size = data.cvec.size();
Result total = 0.0; Result total = 0.0;
if (data.underflow != NAN) if (data.type == Dist && data.underflow != NAN)
total += data.underflow; total += data.underflow;
for (off_type i = 0; i < size; ++i) for (off_type i = 0; i < size; ++i)
total += data.cvec[i]; total += data.cvec[i];
if (data.overflow != NAN) if (data.type == Dist && data.overflow != NAN)
total += data.overflow; total += data.overflow;
if (total) { if (total) {
@ -389,7 +389,7 @@ DistPrint::operator()(ostream &stream) const
print.cdf = 0.0; print.cdf = 0.0;
} }
if (data.underflow != NAN) { if (data.type == Dist && data.underflow != NAN) {
print.name = base + "underflows"; print.name = base + "underflows";
print.update(data.underflow, total); print.update(data.underflow, total);
print(stream); print(stream);
@ -410,7 +410,7 @@ DistPrint::operator()(ostream &stream) const
print(stream); print(stream);
} }
if (data.overflow != NAN) { if (data.type == Dist && data.overflow != NAN) {
print.name = base + "overflows"; print.name = base + "overflows";
print.update(data.overflow, total); print.update(data.overflow, total);
print(stream); print(stream);
@ -419,13 +419,13 @@ DistPrint::operator()(ostream &stream) const
print.pdf = NAN; print.pdf = NAN;
print.cdf = NAN; print.cdf = NAN;
if (data.min_val != NAN) { if (data.type == Dist && data.min_val != NAN) {
print.name = base + "min_value"; print.name = base + "min_value";
print.value = data.min_val; print.value = data.min_val;
print(stream); print(stream);
} }
if (data.max_val != NAN) { if (data.type == Dist && data.max_val != NAN) {
print.name = base + "max_value"; print.name = base + "max_value";
print.value = data.max_val; print.value = data.max_val;
print(stream); print(stream);

View file

@ -134,6 +134,18 @@ main(int argc, char *argv[])
Vector2d s16; Vector2d s16;
Value s17; Value s17;
Value s18; 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 f1;
Formula f2; Formula f2;
@ -266,6 +278,77 @@ main(int argc, char *argv[])
.desc("this is stat 18") .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 f1
.name("Formula1") .name("Formula1")
@ -544,6 +627,35 @@ main(int argc, char *argv[])
s6.sample(102); s6.sample(102);
s12.sample(100); 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(); prepare();