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fmsketch.go 3.01 KB
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Jack Yu 提交于 2018-05-05 22:36 . remove useless alias (#6473)
// Copyright 2017 PingCAP, Inc.
//
// 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,
// See the License for the specific language governing permissions and
// limitations under the License.
package statistics
import (
"hash"
"github.com/juju/errors"
"github.com/pingcap/tidb/sessionctx/stmtctx"
"github.com/pingcap/tidb/types"
"github.com/pingcap/tidb/util/codec"
"github.com/pingcap/tipb/go-tipb"
"github.com/spaolacci/murmur3"
)
// FMSketch is used to count the number of distinct elements in a set.
type FMSketch struct {
hashset map[uint64]bool
mask uint64
maxSize int
hashFunc hash.Hash64
}
// NewFMSketch returns a new FM sketch.
func NewFMSketch(maxSize int) *FMSketch {
return &FMSketch{
hashset: make(map[uint64]bool),
maxSize: maxSize,
hashFunc: murmur3.New64(),
}
}
// NDV returns the ndv of the sketch.
func (s *FMSketch) NDV() int64 {
return int64(s.mask+1) * int64(len(s.hashset))
}
func (s *FMSketch) insertHashValue(hashVal uint64) {
if (hashVal & s.mask) != 0 {
return
}
s.hashset[hashVal] = true
if len(s.hashset) > s.maxSize {
s.mask = s.mask*2 + 1
for key := range s.hashset {
if (key & s.mask) != 0 {
delete(s.hashset, key)
}
}
}
}
// InsertValue inserts a value into the FM sketch.
func (s *FMSketch) InsertValue(sc *stmtctx.StatementContext, value types.Datum) error {
bytes, err := codec.EncodeValue(sc, nil, value)
if err != nil {
return errors.Trace(err)
}
s.hashFunc.Reset()
_, err = s.hashFunc.Write(bytes)
if err != nil {
return errors.Trace(err)
}
s.insertHashValue(s.hashFunc.Sum64())
return nil
}
func buildFMSketch(sc *stmtctx.StatementContext, values []types.Datum, maxSize int) (*FMSketch, int64, error) {
s := NewFMSketch(maxSize)
for _, value := range values {
err := s.InsertValue(sc, value)
if err != nil {
return nil, 0, errors.Trace(err)
}
}
return s, s.NDV(), nil
}
func (s *FMSketch) mergeFMSketch(rs *FMSketch) {
if s.mask < rs.mask {
s.mask = rs.mask
for key := range s.hashset {
if (key & s.mask) != 0 {
delete(s.hashset, key)
}
}
}
for key := range rs.hashset {
s.insertHashValue(key)
}
}
// FMSketchToProto converts FMSketch to its protobuf representation.
func FMSketchToProto(s *FMSketch) *tipb.FMSketch {
protoSketch := new(tipb.FMSketch)
protoSketch.Mask = s.mask
for val := range s.hashset {
protoSketch.Hashset = append(protoSketch.Hashset, val)
}
return protoSketch
}
// FMSketchFromProto converts FMSketch from its protobuf representation.
func FMSketchFromProto(protoSketch *tipb.FMSketch) *FMSketch {
sketch := &FMSketch{
hashset: make(map[uint64]bool),
mask: protoSketch.Mask,
}
for _, val := range protoSketch.Hashset {
sketch.hashset[val] = true
}
return sketch
}
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