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packages/leann-backend-diskann/third_party/DiskANN/include/percentile_stats.h
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packages/leann-backend-diskann/third_party/DiskANN/include/percentile_stats.h
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// Copyright (c) Microsoft Corporation. All rights reserved.
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// Licensed under the MIT license.
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#pragma once
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#include <cstddef>
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#include <cstdint>
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#include <fstream>
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#include <functional>
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#ifdef _WINDOWS
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#include <numeric>
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#endif
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#include <string>
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#include <vector>
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#include "distance.h"
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#include "parameters.h"
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namespace diskann
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{
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struct QueryStats
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{
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float total_us = 0; // total time to process query in micros
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float io_us = 0; // total time spent in IO
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float cpu_us = 0; // total time spent in CPU
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unsigned n_4k = 0; // # of 4kB reads
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unsigned n_8k = 0; // # of 8kB reads
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unsigned n_12k = 0; // # of 12kB reads
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unsigned n_ios = 0; // total # of IOs issued
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unsigned read_size = 0; // total # of bytes read
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unsigned n_cmps_saved = 0; // # cmps saved
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unsigned n_cmps = 0; // # cmps
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unsigned n_cache_hits = 0; // # cache_hits
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unsigned n_hops = 0; // # search hops
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};
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template <typename T>
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inline T get_percentile_stats(QueryStats *stats, uint64_t len, float percentile,
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const std::function<T(const QueryStats &)> &member_fn)
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{
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std::vector<T> vals(len);
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for (uint64_t i = 0; i < len; i++)
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{
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vals[i] = member_fn(stats[i]);
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}
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std::sort(vals.begin(), vals.end(), [](const T &left, const T &right) { return left < right; });
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auto retval = vals[(uint64_t)(percentile * len)];
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vals.clear();
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return retval;
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}
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template <typename T>
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inline double get_mean_stats(QueryStats *stats, uint64_t len, const std::function<T(const QueryStats &)> &member_fn)
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{
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double avg = 0;
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for (uint64_t i = 0; i < len; i++)
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{
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avg += (double)member_fn(stats[i]);
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}
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return avg / len;
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}
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} // namespace diskann
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