tdigest.h 1.9 KB
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/*
 * Copyright (c) 2019 TAOS Data, Inc. <jhtao@taosdata.com>
 *
 * This program is free software: you can use, redistribute, and/or modify
 * it under the terms of the GNU Affero General Public License, version 3
 * or later ("AGPL"), as published by the Free Software Foundation.
 *
 * This program is distributed in the hope that it will be useful, but WITHOUT
 * ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or
 * FITNESS FOR A PARTICULAR PURPOSE.
 *
 * You should have received a copy of the GNU Affero General Public License
 * along with this program. If not, see <http://www.gnu.org/licenses/>.
 */

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/*
 * include/tdigest.c
 *
 * Copyright (c) 2016, Usman Masood <usmanm at fastmail dot fm>
 */

#ifndef TDIGEST_H
#define TDIGEST_H

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#ifndef M_PI
#define M_PI        3.14159265358979323846264338327950288   /* pi             */
#endif

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#define ADDITION_CENTROID_NUM 2
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#define COMPRESSION 400
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#define GET_CENTROID(compression)  (ceil(compression * M_PI / 2) + 1 + ADDITION_CENTROID_NUM)
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#define GET_THRESHOLD(compression) (7.5 + 0.37 * compression - 2e-4 * pow(compression, 2))
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#define TDIGEST_SIZE(compression)  (sizeof(TDigest) + sizeof(SCentroid)*GET_CENTROID(compression) + sizeof(SPt)*GET_THRESHOLD(compression))
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typedef struct SCentroid {
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    double mean;
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    int64_t weight;
}SCentroid;
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typedef struct SPt {
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    double value;
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    int64_t weight;
}SPt;
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typedef struct TDigest {
    double compression;
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    int32_t threshold;
    int64_t size;
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    int64_t total_weight;
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    double min;
    double max;

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    int32_t num_buffered_pts;
    SPt *buffered_pts;
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    int32_t num_centroids;
    SCentroid *centroids;
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}TDigest;

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TDigest *tdigestNewFrom(void* pBuf, int32_t compression);
void tdigestAdd(TDigest *t, double x, int64_t w);
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void tdigestMerge(TDigest *t1, TDigest *t2);
double tdigestQuantile(TDigest *t, double q);
void tdigestCompress(TDigest *t);
void tdigestFreeFrom(TDigest *t);
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void tdigestCopy(TDigest* dst, TDigest* src);
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#endif /* TDIGEST_H */