/* * Copyright (C) 2013 The Android Open Source Project * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #ifndef ART_LIBARTBASE_BASE_HISTOGRAM_H_ #define ART_LIBARTBASE_BASE_HISTOGRAM_H_ #include <string> #include <vector> #include <android-base/macros.h> namespace art { // Creates a data histogram for a better understanding of statistical data. // Histogram analysis goes beyond simple mean and standard deviation to provide // percentiles values, describing where the $% of the input data lies. // Designed to be simple and used with timing logger in art. template <class Value> class Histogram { const double kAdjust; const size_t kInitialBucketCount; public: class CumulativeData { friend class Histogram<Value>; std::vector<uint64_t> freq_; std::vector<double> perc_; }; // Used by the cumulative timing logger to search the histogram set using for an existing split // with the same name using CumulativeLogger::HistogramComparator. explicit Histogram(const char* name); // This is the expected constructor when creating new Histograms. Histogram(const char* name, Value initial_bucket_width, size_t max_buckets = 100); void AddValue(Value); void AdjustAndAddValue(Value); // Add a value after dividing it by kAdjust. // Builds the cumulative distribution function from the frequency data. // Accumulative summation of frequencies. // cumulative_freq[i] = sum(frequency[j] : 0 < j < i ) // Accumulative summation of percentiles; which is the frequency / SampleSize // cumulative_perc[i] = sum(frequency[j] / SampleSize : 0 < j < i ) void CreateHistogram(CumulativeData* data) const; // Reset the cumulative values, next time CreateHistogram is called it will recreate the cache. void Reset(); double Mean() const; double Variance() const; double Percentile(double per, const CumulativeData& data) const; void PrintConfidenceIntervals(std::ostream& os, double interval, const CumulativeData& data) const; void PrintMemoryUse(std::ostream& os) const; void PrintBins(std::ostream& os, const CumulativeData& data) const; void DumpBins(std::ostream& os) const; Value GetRange(size_t bucket_idx) const; size_t GetBucketCount() const; uint64_t SampleSize() const { return sample_size_; } Value Sum() const { return sum_; } Value AdjustedSum() const { return sum_ * kAdjust; } Value Min() const { return min_value_added_; } Value Max() const { return max_value_added_; } Value BucketWidth() const { return bucket_width_; } const std::string& Name() const { return name_; } private: void Initialize(); size_t FindBucket(Value val) const; void BucketiseValue(Value val); // Add more buckets to the histogram to fill in a new value that exceeded // the max_read_value_. void GrowBuckets(Value val); std::string name_; // Maximum number of buckets. const size_t max_buckets_; // Number of samples placed in histogram. size_t sample_size_; // Width of the bucket range. The lower the value is the more accurate // histogram percentiles are. Grows adaptively when we hit max buckets. Value bucket_width_; // How many occurrences of values fall within a bucket at index i where i covers the range // starting at min_ + i * bucket_width_ with size bucket_size_. std::vector<uint32_t> frequency_; // Summation of all the elements inputed by the user. Value sum_; // Minimum value that can fit in the histogram. Fixed to zero for now. Value min_; // Maximum value that can fit in the histogram, grows adaptively. Value max_; // Summation of the values entered. Used to calculate variance. Value sum_of_squares_; // Maximum value entered in the histogram. Value min_value_added_; // Minimum value entered in the histogram. Value max_value_added_; DISALLOW_COPY_AND_ASSIGN(Histogram); }; } // namespace art #endif // ART_LIBARTBASE_BASE_HISTOGRAM_H_