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#include "histogram.h" | ||
#include <math.h> | ||
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const double Histogram::kBucketLimit[kNumBuckets] = { | ||
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1e200, | ||
}; | ||
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void Histogram::Clear() { | ||
min = kBucketLimit[kNumBuckets - 1]; | ||
max = 0; | ||
num = 0; | ||
sum = 0; | ||
sumsquares = 0; | ||
for (int i = 0; i < kNumBuckets; i++) { | ||
buckets[i] = 0; | ||
} | ||
} | ||
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void Histogram::Add(double value) { | ||
// Linear search is fast enough for our usage in db_bench | ||
int b = 0; | ||
while (b < kNumBuckets - 1 && kBucketLimit[b] <= value) { | ||
b++; | ||
} | ||
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buckets[b] += 1.0; | ||
if (min > value) min = value; | ||
if (max < value) max = value; | ||
num++; | ||
sum += value; | ||
sumsquares += (value * value); | ||
} | ||
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void Histogram::Merge(const Histogram& other) { | ||
if (other.min < min) min = other.min; | ||
if (other.max > max) max = other.max; | ||
num += other.num; | ||
sum += other.sum; | ||
sumsquares += other.sumsquares; | ||
for (int b = 0; b < kNumBuckets; b++) { | ||
buckets[b] += other.buckets[b]; | ||
} | ||
} | ||
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double Histogram::Median() const { return Percentile(50.0); } | ||
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double Histogram::Percentile(double p) const { | ||
double threshold = num * (p / 100.0); | ||
double sum = 0; | ||
for (int b = 0; b < kNumBuckets; b++) { | ||
sum += buckets[b]; | ||
if (sum >= threshold) { | ||
// Scale linearly within this bucket | ||
double left_point = (b == 0) ? 0 : kBucketLimit[b - 1]; | ||
double right_point = kBucketLimit[b]; | ||
double left_sum = sum - buckets[b]; | ||
double right_sum = sum; | ||
double pos = (threshold - left_sum) / (right_sum - left_sum); | ||
double r = left_point + (right_point - left_point) * pos; | ||
if (r < min) r = min; | ||
if (r > max) r = max; | ||
return r; | ||
} | ||
} | ||
return max; | ||
} | ||
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double Histogram::Average() const { | ||
if (num == 0.0) return 0; | ||
return sum / num; | ||
} | ||
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double Histogram::StandardDeviation() const { | ||
if (num == 0.0) return 0; | ||
double variance = (sumsquares * num - sum * sum) / (num * num); | ||
return sqrt(variance); | ||
} | ||
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std::string Histogram::ToString() const { | ||
std::string r; | ||
char buf[200]; | ||
snprintf(buf, sizeof(buf), "Count: %.0f Average: %.4f StdDev: %.2f\n", num, | ||
Average(), StandardDeviation()); | ||
r.append(buf); | ||
snprintf(buf, sizeof(buf), "Min: %.4f Median: %.4f Max: %.4f\n", | ||
(num == 0.0 ? 0.0 : min), Median(), max); | ||
r.append(buf); | ||
r.append("------------------------------------------------------\n"); | ||
const double mult = 100.0 / num; | ||
double sum = 0; | ||
for (int b = 0; b < kNumBuckets; b++) { | ||
if (buckets[b] <= 0.0) continue; | ||
sum += buckets[b]; | ||
snprintf(buf, sizeof(buf), "[ %7.0f, %7.0f ) %7.0f %7.3f%% %7.3f%% ", | ||
((b == 0) ? 0.0 : kBucketLimit[b - 1]), // left | ||
kBucketLimit[b], // right | ||
buckets[b], // count | ||
mult * buckets[b], // percentage | ||
mult * sum); // cumulative percentage | ||
r.append(buf); | ||
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// Add hash marks based on percentage; 20 marks for 100%. | ||
int marks = static_cast<int>(20 * (buckets[b] / num) + 0.5); | ||
r.append(marks, '#'); | ||
r.push_back('\n'); | ||
} | ||
return r; | ||
} |
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#pragma once | ||
#include <string> | ||
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class Histogram { | ||
public: | ||
Histogram() {} | ||
~Histogram() {} | ||
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void Clear(); | ||
void Add(double value); | ||
void Merge(const Histogram& other); | ||
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std::string ToString() const; | ||
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private: | ||
enum { kNumBuckets = 154 }; | ||
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double Median() const; | ||
double Percentile(double p) const; | ||
double Average() const; | ||
double StandardDeviation() const; | ||
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static const double kBucketLimit[kNumBuckets]; | ||
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double min; | ||
double max; | ||
double num; | ||
double sum; | ||
double sumsquares; | ||
double buckets[kNumBuckets]; | ||
}; |
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