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This commit is contained in:
542
index/scorch/mergeplan/merge_plan.go
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542
index/scorch/mergeplan/merge_plan.go
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@@ -0,0 +1,542 @@
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// Copyright (c) 2017 Couchbase, Inc.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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||||
// Package mergeplan provides a segment merge planning approach that's
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// inspired by Lucene's TieredMergePolicy.java and descriptions like
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// http://blog.mikemccandless.com/2011/02/visualizing-lucenes-segment-merges.html
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package mergeplan
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import (
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"errors"
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"fmt"
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"math"
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"sort"
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"strings"
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)
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// A Segment represents the information that the planner needs to
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// calculate segment merging.
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type Segment interface {
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// Unique id of the segment -- used for sorting.
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Id() uint64
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// Full segment size (the size before any logical deletions).
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FullSize() int64
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// Size of the live data of the segment; i.e., FullSize() minus
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// any logical deletions.
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LiveSize() int64
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HasVector() bool
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// Size of the persisted segment file.
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FileSize() int64
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// Size of the persisted segment file
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// accounting for any logical deletions.
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LiveFileSize() int64
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}
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// Plan() will functionally compute a merge plan. A segment will be
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// assigned to at most a single MergeTask in the output MergePlan. A
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// segment not assigned to any MergeTask means the segment should
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// remain unmerged.
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func Plan(segments []Segment, o *MergePlanOptions) (*MergePlan, error) {
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return plan(segments, o)
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}
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// A MergePlan is the result of the Plan() API.
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//
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// The planner doesn't know how or whether these tasks are executed --
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// that's up to a separate merge execution system, which might execute
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// these tasks concurrently or not, and which might execute all the
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// tasks or not.
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type MergePlan struct {
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Tasks []*MergeTask
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}
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// A MergeTask represents several segments that should be merged
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// together into a single segment.
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type MergeTask struct {
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Segments []Segment
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}
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// The MergePlanOptions is designed to be reusable between planning calls.
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type MergePlanOptions struct {
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// Max # segments per logarithmic tier, or max width of any
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// logarithmic "step". Smaller values mean more merging but fewer
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// segments. Should be >= SegmentsPerMergeTask, else you'll have
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// too much merging.
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MaxSegmentsPerTier int
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// Max size of any segment produced after merging. Actual
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// merging, however, may produce segment sizes different than the
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// planner's predicted sizes.
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MaxSegmentSize int64
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// Max size (in bytes) of the persisted segment file that contains the
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// vectors. This is used to prevent merging of segments that
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// contain vectors that are too large.
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MaxSegmentFileSize int64
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// The growth factor for each tier in a staircase of idealized
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// segments computed by CalcBudget().
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TierGrowth float64
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// The number of segments in any resulting MergeTask. e.g.,
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// len(result.Tasks[ * ].Segments) == SegmentsPerMergeTask.
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SegmentsPerMergeTask int
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// Small segments are rounded up to this size, i.e., treated as
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// equal (floor) size for consideration. This is to prevent lots
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// of tiny segments from resulting in a long tail in the index.
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FloorSegmentSize int64
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// Small segments' file size are rounded up to this size to prevent lot
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// of tiny segments causing a long tail in the index.
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FloorSegmentFileSize int64
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// Controls how aggressively merges that reclaim more deletions
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// are favored. Higher values will more aggressively target
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// merges that reclaim deletions, but be careful not to go so high
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// that way too much merging takes place; a value of 3.0 is
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// probably nearly too high. A value of 0.0 means deletions don't
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// impact merge selection.
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ReclaimDeletesWeight float64
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// Optional, defaults to mergeplan.CalcBudget().
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CalcBudget func(totalSize int64, firstTierSize int64,
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o *MergePlanOptions) (budgetNumSegments int)
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// Optional, defaults to mergeplan.ScoreSegments().
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ScoreSegments func(segments []Segment, o *MergePlanOptions) float64
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// Optional.
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Logger func(string)
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}
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// Returns the higher of the input or FloorSegmentSize.
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func (o *MergePlanOptions) RaiseToFloorSegmentSize(s int64) int64 {
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if s > o.FloorSegmentSize {
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return s
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}
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return o.FloorSegmentSize
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}
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func (o *MergePlanOptions) RaiseToFloorSegmentFileSize(s int64) int64 {
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if s > o.FloorSegmentFileSize {
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return s
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}
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return o.FloorSegmentFileSize
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}
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func (o *MergePlanOptions) BudgetCurrency() BudgetCurrency {
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if o.FloorSegmentFileSize > 0 {
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return FileSizeBudget
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}
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return LiveSizeBudget
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}
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// MaxSegmentSizeLimit represents the maximum size of a segment,
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// this limit comes with hit-1 optimisation/max encoding limit uint31.
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const MaxSegmentSizeLimit = 1<<31 - 1
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// ErrMaxSegmentSizeTooLarge is returned when the size of the segment
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// exceeds the MaxSegmentSizeLimit
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var ErrMaxSegmentSizeTooLarge = errors.New("MaxSegmentSize exceeds the size limit")
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// DefaultMergePlanOptions suggests the default options.
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var DefaultMergePlanOptions = MergePlanOptions{
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MaxSegmentsPerTier: 10,
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MaxSegmentSize: 5000000,
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MaxSegmentFileSize: 4 * 1024 * 1024 * 1024, // 4GiB
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TierGrowth: 10.0,
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SegmentsPerMergeTask: 10,
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FloorSegmentSize: 2000,
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ReclaimDeletesWeight: 2.0,
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}
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// SingleSegmentMergePlanOptions helps in creating a
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// single segment index.
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var SingleSegmentMergePlanOptions = MergePlanOptions{
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MaxSegmentsPerTier: 1,
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MaxSegmentSize: 1 << 30,
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MaxSegmentFileSize: 1 << 40,
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TierGrowth: 1.0,
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SegmentsPerMergeTask: 10,
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FloorSegmentSize: 1 << 30,
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ReclaimDeletesWeight: 2.0,
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FloorSegmentFileSize: 1 << 40,
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}
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// -------------------------------------------
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// BudgetCurrency is the currency used for budget
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// calculations in the merge planner.
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type BudgetCurrency int
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const (
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// FileSizeBudget uses the file size
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// of the segments to determine the budget.
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FileSizeBudget BudgetCurrency = iota
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// LiveSizeBudget uses the live size
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// of the segments to determine the budget.
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LiveSizeBudget
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)
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var ErrUnknownCurrency = errors.New("unknown budget currency")
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// -------------------------------------------
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// rosterCandidate is a potential roster of segments considered while
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// planning, along with its computed score.
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type rosterCandidate struct {
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segments []Segment
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score float64 // Lower is better.
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}
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func (c *rosterCandidate) betterThan(other *rosterCandidate) bool {
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ourSegmentCount := c.count()
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otherSegmentCount := other.count()
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// if we have more than one segment and the other has only one, and that
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// one segment is fully live, then we are better than the other.
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if ourSegmentCount > 1 && otherSegmentCount == 1 {
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solo := other.segments[0]
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if solo.LiveSize() == solo.FullSize() {
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return true
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}
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}
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// if we have only one segment and the other has more than one, and that
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// one segment is fully live, then we are worse than the other.
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if ourSegmentCount == 1 && otherSegmentCount > 1 {
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solo := c.segments[0]
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if solo.LiveSize() == solo.FullSize() {
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return false
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}
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}
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return c.score < other.score
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}
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func (c *rosterCandidate) count() int {
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return len(c.segments)
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}
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// -------------------------------------------
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func plan(segmentsIn []Segment, o *MergePlanOptions) (*MergePlan, error) {
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if len(segmentsIn) <= 1 {
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return nil, nil
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}
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if o == nil {
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o = &DefaultMergePlanOptions
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}
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segments := append([]Segment(nil), segmentsIn...) // Copy.
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sort.Sort(byLiveSizeDescending(segments))
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var minLiveSize int64 = math.MaxInt64
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var minLiveFileSize int64 = math.MaxInt64
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var eligibles []Segment
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var eligiblesLiveSize int64
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var eligiblesLiveFileSize int64
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for _, segment := range segments {
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liveSize := segment.LiveSize()
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liveFileSize := segment.LiveFileSize()
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if minLiveSize > liveSize {
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minLiveSize = liveSize
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}
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if minLiveFileSize > liveFileSize {
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minLiveFileSize = liveFileSize
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}
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isEligible := liveSize < o.MaxSegmentSize/2
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// An eligible segment (based on #documents) may be too large
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// and thus need a stricter check based on the file size.
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// This is particularly important for segments that contain
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// vectors.
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if segment.HasVector() {
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isEligible = isEligible && liveFileSize < o.MaxSegmentFileSize/2
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}
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// Only small-enough segments are eligible.
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if isEligible {
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eligibles = append(eligibles, segment)
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eligiblesLiveSize += liveSize
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eligiblesLiveFileSize += liveFileSize
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}
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}
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calcBudget := o.CalcBudget
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if calcBudget == nil {
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calcBudget = CalcBudget
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}
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currency := o.BudgetCurrency()
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var budgetNumSegments int
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switch currency {
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case FileSizeBudget:
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minLiveFileSize = o.RaiseToFloorSegmentFileSize(minLiveFileSize)
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budgetNumSegments = calcBudget(eligiblesLiveFileSize, minLiveFileSize, o)
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case LiveSizeBudget:
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minLiveSize = o.RaiseToFloorSegmentSize(minLiveSize)
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budgetNumSegments = calcBudget(eligiblesLiveSize, minLiveSize, o)
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||||
default:
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return nil, ErrUnknownCurrency
|
||||
}
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||||
|
||||
scoreSegments := o.ScoreSegments
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if scoreSegments == nil {
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||||
scoreSegments = ScoreSegments
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||||
}
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rv := &MergePlan{}
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||||
var empties []Segment
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for _, eligible := range eligibles {
|
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if eligible.LiveSize() <= 0 {
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||||
empties = append(empties, eligible)
|
||||
}
|
||||
}
|
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if len(empties) > 0 {
|
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rv.Tasks = append(rv.Tasks, &MergeTask{Segments: empties})
|
||||
eligibles = removeSegments(eligibles, empties)
|
||||
}
|
||||
|
||||
numMergeTasks := 0
|
||||
|
||||
// While we're over budget, keep looping, which might produce
|
||||
// another MergeTask.
|
||||
for len(eligibles) > 0 && (len(eligibles)+numMergeTasks) > budgetNumSegments {
|
||||
// Track the current best candidate as we examine and score
|
||||
// potential rosters of merges.
|
||||
var best *rosterCandidate
|
||||
|
||||
for startIdx := 0; startIdx < len(eligibles); startIdx++ {
|
||||
var roster []Segment
|
||||
var rosterLiveSize int64
|
||||
var rosterLiveFileSize int64
|
||||
|
||||
for idx := startIdx; idx < len(eligibles) && len(roster) < o.SegmentsPerMergeTask; idx++ {
|
||||
eligible := eligibles[idx]
|
||||
|
||||
liveSize := eligible.LiveSize()
|
||||
|
||||
if rosterLiveSize+liveSize >= o.MaxSegmentSize {
|
||||
continue
|
||||
}
|
||||
|
||||
if eligible.HasVector() {
|
||||
liveFileSize := eligible.LiveFileSize()
|
||||
|
||||
if rosterLiveFileSize+liveFileSize >= o.MaxSegmentFileSize {
|
||||
continue
|
||||
}
|
||||
|
||||
rosterLiveFileSize += liveFileSize
|
||||
}
|
||||
|
||||
roster = append(roster, eligible)
|
||||
|
||||
rosterLiveSize += liveSize
|
||||
}
|
||||
|
||||
if len(roster) > 0 {
|
||||
rosterScore := scoreSegments(roster, o)
|
||||
|
||||
candidate := &rosterCandidate{
|
||||
segments: roster,
|
||||
score: rosterScore,
|
||||
}
|
||||
|
||||
if best == nil || candidate.betterThan(best) {
|
||||
best = candidate
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
if best == nil {
|
||||
return rv, nil
|
||||
}
|
||||
|
||||
bestRoster := best.segments
|
||||
|
||||
// create tasks with valid merges - i.e. there should be at least 2 non-empty segments
|
||||
// or the bestRoster should have 1 segment with deletes to reclaim.
|
||||
if len(bestRoster) > 1 || bestRoster[0].LiveSize() < bestRoster[0].FullSize() {
|
||||
rv.Tasks = append(rv.Tasks, &MergeTask{Segments: bestRoster})
|
||||
numMergeTasks++
|
||||
}
|
||||
|
||||
eligibles = removeSegments(eligibles, bestRoster)
|
||||
}
|
||||
|
||||
return rv, nil
|
||||
}
|
||||
|
||||
// Compute the number of segments that would be needed to cover the
|
||||
// totalSize, by climbing up a logarithmically growing staircase of
|
||||
// segment tiers.
|
||||
func CalcBudget(totalSize int64, firstTierSize int64, o *MergePlanOptions) (
|
||||
budgetNumSegments int) {
|
||||
tierSize := firstTierSize
|
||||
if tierSize < 1 {
|
||||
tierSize = 1
|
||||
}
|
||||
|
||||
maxSegmentsPerTier := o.MaxSegmentsPerTier
|
||||
if maxSegmentsPerTier < 1 {
|
||||
maxSegmentsPerTier = 1
|
||||
}
|
||||
|
||||
tierGrowth := o.TierGrowth
|
||||
if tierGrowth < 1.0 {
|
||||
tierGrowth = 1.0
|
||||
}
|
||||
|
||||
for totalSize > 0 {
|
||||
segmentsInTier := float64(totalSize) / float64(tierSize)
|
||||
if segmentsInTier < float64(maxSegmentsPerTier) {
|
||||
budgetNumSegments += int(math.Ceil(segmentsInTier))
|
||||
break
|
||||
}
|
||||
|
||||
budgetNumSegments += maxSegmentsPerTier
|
||||
totalSize -= int64(maxSegmentsPerTier) * tierSize
|
||||
tierSize = int64(float64(tierSize) * tierGrowth)
|
||||
}
|
||||
|
||||
return budgetNumSegments
|
||||
}
|
||||
|
||||
// Of note, removeSegments() keeps the ordering of the results stable.
|
||||
func removeSegments(segments []Segment, toRemove []Segment) []Segment {
|
||||
rv := make([]Segment, 0, len(segments)-len(toRemove))
|
||||
OUTER:
|
||||
for _, segment := range segments {
|
||||
for _, r := range toRemove {
|
||||
if segment == r {
|
||||
continue OUTER
|
||||
}
|
||||
}
|
||||
rv = append(rv, segment)
|
||||
}
|
||||
return rv
|
||||
}
|
||||
|
||||
// Smaller result score is better.
|
||||
func ScoreSegments(segments []Segment, o *MergePlanOptions) float64 {
|
||||
var totBeforeSize int64
|
||||
var totAfterSize int64
|
||||
var totAfterSizeFloored int64
|
||||
|
||||
for _, segment := range segments {
|
||||
totBeforeSize += segment.FullSize()
|
||||
totAfterSize += segment.LiveSize()
|
||||
totAfterSizeFloored += o.RaiseToFloorSegmentSize(segment.LiveSize())
|
||||
}
|
||||
|
||||
if totBeforeSize <= 0 || totAfterSize <= 0 || totAfterSizeFloored <= 0 {
|
||||
return 0
|
||||
}
|
||||
|
||||
// Roughly guess the "balance" of the segments -- whether the
|
||||
// segments are about the same size.
|
||||
balance :=
|
||||
float64(o.RaiseToFloorSegmentSize(segments[0].LiveSize())) /
|
||||
float64(totAfterSizeFloored)
|
||||
|
||||
// Gently favor smaller merges over bigger ones. We don't want to
|
||||
// make the exponent too large else we end up with poor merges of
|
||||
// small segments in order to avoid the large merges.
|
||||
score := balance * math.Pow(float64(totAfterSize), 0.05)
|
||||
|
||||
// Strongly favor merges that reclaim deletes.
|
||||
nonDelRatio := float64(totAfterSize) / float64(totBeforeSize)
|
||||
|
||||
score *= math.Pow(nonDelRatio, o.ReclaimDeletesWeight)
|
||||
|
||||
return score
|
||||
}
|
||||
|
||||
// ------------------------------------------
|
||||
|
||||
// ToBarChart returns an ASCII rendering of the segments and the plan.
|
||||
// The barMax is the max width of the bars in the bar chart.
|
||||
func ToBarChart(prefix string, barMax int, segments []Segment, plan *MergePlan) string {
|
||||
rv := make([]string, 0, len(segments))
|
||||
|
||||
var maxFullSize int64
|
||||
for _, segment := range segments {
|
||||
if maxFullSize < segment.FullSize() {
|
||||
maxFullSize = segment.FullSize()
|
||||
}
|
||||
}
|
||||
if maxFullSize < 0 {
|
||||
maxFullSize = 1
|
||||
}
|
||||
|
||||
for _, segment := range segments {
|
||||
barFull := int(segment.FullSize())
|
||||
barLive := int(segment.LiveSize())
|
||||
|
||||
if maxFullSize > int64(barMax) {
|
||||
barFull = int(float64(barMax) * float64(barFull) / float64(maxFullSize))
|
||||
barLive = int(float64(barMax) * float64(barLive) / float64(maxFullSize))
|
||||
}
|
||||
|
||||
barKind := " "
|
||||
barChar := "."
|
||||
|
||||
if plan != nil {
|
||||
TASK_LOOP:
|
||||
for taski, task := range plan.Tasks {
|
||||
for _, taskSegment := range task.Segments {
|
||||
if taskSegment == segment {
|
||||
barKind = "*"
|
||||
barChar = fmt.Sprintf("%d", taski)
|
||||
break TASK_LOOP
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
bar :=
|
||||
strings.Repeat(barChar, barLive)[0:barLive] +
|
||||
strings.Repeat("x", barFull-barLive)[0:barFull-barLive]
|
||||
|
||||
rv = append(rv, fmt.Sprintf("%s %5d: %5d /%5d - %s %s", prefix,
|
||||
segment.Id(),
|
||||
segment.LiveSize(),
|
||||
segment.FullSize(),
|
||||
barKind, bar))
|
||||
}
|
||||
|
||||
return strings.Join(rv, "\n")
|
||||
}
|
||||
|
||||
// ValidateMergePlannerOptions validates the merge planner options
|
||||
func ValidateMergePlannerOptions(options *MergePlanOptions) error {
|
||||
if options.MaxSegmentSize > MaxSegmentSizeLimit {
|
||||
return ErrMaxSegmentSizeTooLarge
|
||||
}
|
||||
return nil
|
||||
}
|
||||
1127
index/scorch/mergeplan/merge_plan_test.go
Normal file
1127
index/scorch/mergeplan/merge_plan_test.go
Normal file
File diff suppressed because it is too large
Load Diff
28
index/scorch/mergeplan/sort.go
Normal file
28
index/scorch/mergeplan/sort.go
Normal file
@@ -0,0 +1,28 @@
|
||||
// Copyright (c) 2017 Couchbase, 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,
|
||||
// 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.
|
||||
|
||||
package mergeplan
|
||||
|
||||
type byLiveSizeDescending []Segment
|
||||
|
||||
func (a byLiveSizeDescending) Len() int { return len(a) }
|
||||
|
||||
func (a byLiveSizeDescending) Swap(i, j int) { a[i], a[j] = a[j], a[i] }
|
||||
|
||||
func (a byLiveSizeDescending) Less(i, j int) bool {
|
||||
if a[i].LiveSize() != a[j].LiveSize() {
|
||||
return a[i].LiveSize() > a[j].LiveSize()
|
||||
}
|
||||
return a[i].Id() < a[j].Id()
|
||||
}
|
||||
Reference in New Issue
Block a user