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367 lines
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Markdown
367 lines
18 KiB
Markdown
- Feature Name: Virtual sstables
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- Status: in-progress
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- Start Date: 2022-10-27
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- Authors: Arjun Nair
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- RFC PR: https://github.com/cockroachdb/pebble/pull/2116
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- Pebble Issues:
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https://github.com/cockroachdb/pebble/issues/1683
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** Design Draft**
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# Summary
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The RFC outlines the design to enable virtualizing of physical sstables
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in Pebble.
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A virtual sstable has no associated physical data on disk, and is instead backed
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by an existing physical sstable. Each physical sstable may be shared by one, or
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more than one virtual sstable.
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Initially, the design will be used to lower the read-amp and the write-amp
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caused by certain ingestions. Sometimes, ingestions are unable to place incoming
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files, which have no data overlap with other files in the lsm, lower in the lsm
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because of file boundary overlap with files in the lsm. In this case, we are
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forced to place files higher in the lsm, sometimes in L0, which can cause higher
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read-amp and unnecessary write-amp as the file is moved lower down the lsm. See
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https://github.com/cockroachdb/cockroach/issues/80589 for the problem occurring
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in practice.
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Eventually, the design will also be used for the disaggregated storage masking
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use-case: https://github.com/cockroachdb/cockroach/pull/70419/files.
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This document describes the design of virtual sstables in Pebble with enough
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detail to aid the implementation and code review.
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# Design
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### Ingestion
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When an sstable is ingested into Pebble, we try to place it in the lowest level
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without any data overlap, or any file boundary overlap. We can make use of
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virtual sstables in the cases where we're forced to place the ingested sstable
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at a higher level due to file boundary overlap, but no data overlap.
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```
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s2
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ingest: [i-j-------n]
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s1
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L6: [e---g-----------------p---r]
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a b c d e f g h i j k l m n o p q r s t u v w x y z
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```
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Consider the sstable s1 in L6 and the ingesting sstable s2. It is clear that
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the file boundaries of s1 and s2 overlap, but there is no data overlap as shown
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in the diagram. Currently, we will be forced to ingest the sstable s2 into a
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level higher than L6. With virtual sstables, we can split the existing sstable
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s1 into two sstables s3 and s4 as shown in the following diagram.
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```
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s3 s2 s4
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L6: [e---g]-[i-j-------n]-[p---r]
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a b c d e f g h i j k l m n o p q r s t u v w x y z
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```
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The sstable s1 will be deleted from the lsm. If s1 was a physical sstable, then
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we will keep the file on disk as long as we need to so that it can back the
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virtual sstables.
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There are cases where the ingesting sstables have no data overlap with existing
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sstables, but we can't make use of virtual sstables. Consider:
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```
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s2
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ingest: [f-----i-j-------n]
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s1
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L6: [e---g-----------------p---r]
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a b c d e f g h i j k l m n o p q r s t u v w x y z
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```
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We cannot use virtual sstables in the above scenario for two reasons:
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1. We don't have a quick method of detecting no data overlap.
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2. We will be forced to split the sstable in L6 into more than two virtual
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sstables, but we want to avoid many small virtual sstables in the lsm.
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Note that in Cockroach, the easier-to-solve case happens very regularly when an
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sstable spans a range boundary (which pebble has no knowledge of), and we ingest
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a snapshot of a range in between the two already-present ranges.
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slide in between two existing sstables is more likely to happen. It occurs when
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we ingest a snapshot of a range in between two already present ranges.
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`ingestFindTargetLevel` changes:
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- The `ingestFindTargetLevel` function is used to determine the target level
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of the file which is being ingested. Currently, this function returns an `int`
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which is the target level for the ingesting file. Two additional return
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parameters, `[]manifest.NewFileEntry` and `*manifest.DeletedFileEntry`, will be
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added to the function.
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- If `ingestFindTargetLevel` decides to split an existing sstable into virtual
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sstables, then it will return new and deleted entries. Otherwise, it will only
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return the target level of the ingesting file.
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- Within the `ingestFindTargetLevel` function, the `overlapWithIterator`
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function is used to quickly detect data overlap. In the case with file
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boundary overlap, but no data overlap, in the lowest possible level, we will
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split the existing sstable into virtual sstables and generate the
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`NewFileEntry`s and the `DeletedFileEntry`. The `FilemetaData` section
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describes how the various fields in the `FilemetaData` will be computed for
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the newly created virtual sstables.
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- Note that we will not split physical sstables into virtual sstables in L0 for
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the use case described in this RFC. The benefit of doing so would be to reduce
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the number of L0 sublevels, but the cost would be additional implementation
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complexity(see the `FilemetaData` section). We also want to avoid too many
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virtual sstables in the lsm as they can lead to space amp(see `Compaction`
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section). However, in the future, for the disaggregated storage masking case,
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we would need to support ingestion and use of virtual sstables in L0.
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- Note that we may need an upper bound on the number of times an sstable is
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split into smaller virtual sstables. We can further reduce the risk of many
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small sstables:
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1. For CockroachDB's snapshot ingestion, there is one large sst (up to 512MB)
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and many tiny ones. We can choose the apply this splitting logic only for
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the large sst. It is ok for the tiny ssts to be ingested into L0.
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2. Split only if the ingested sst is at least half the size of the sst being
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split. So if we have a smaller ingested sst, we will pick a higher level to
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split at (where the ssts are smaller). The lifetime of virtual ssts at a
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higher level is smaller, so there is lower risk of littering the LSM with
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long-lived small virtual ssts.
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3. For disaggregated storage implementation, we can avoid masking for tiny
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sstables being ingested and instead write a range delete like we currently
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do. Precise details on the masking use case are out of the scope of this
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RFC.
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`ingestApply` changes:
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- The new and deleted file entries returned by the `ingestFindTargetLevel`
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function will be added to the version edit in `ingestApply`.
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- We will appropriately update the `levelMetrics` based on the new information
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returned by `ingestFindTargetLevel`.
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### `FilemetaData` changes
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Each virtual sstables will have a unique file metadata value associated with it.
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The metadata may be borrowed from the backing physical sstable, or it may be
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unique to the virtual sstable.
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This rfc lists out the fields in the `FileMetadata` struct with information on
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how each field will be populated.
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`Atomic.AllowedSeeks`: Field is used for read triggered compactions, and we can
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populate this field for each virtual sstable since virtual sstables can be
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picked for compactions.
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`Atomic.statsValid`: We can set this to true(`1`) when the virtual sstable is
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created. On virtual sstable creation we will estimate the table stats of the
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virtual sstable based on the table stats of the physical sstable. We can also
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set this to `0` and let the table stats job asynchronously compute the stats.
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`refs`: The will be turned into a pointer which will be shared by the
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virtual/physical sstables. See the deletion section of the RFC to learn how the
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`refs` count will be used.
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`FileNum`: We could give each virtual sstable its own file number or share
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the file number between all the virtual sstables. In the former case, the virtual
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sstables will be distinguished by the file number, and will have an additional
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metadata field to indicate the file number of the parent sstable. In the latter
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case, we can use a few of the most significant bits of the 64 bit file number to
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distinguish the virtual sstables.
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The benefit of using a single file number for each virtual sstable, is that we
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don't need to use additional space to store the file number of the backing
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physical sstable.
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It might make sense to give each virtual sstable its own file number. Virtual
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sstables are picked for compactions, and compactions and compaction picking
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expect a unique file number for each of the files which it is compacting.
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For example, read compactions will use the file number of the file to determine
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if a file picked for compaction has already been compacted, the version edit
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will expect a different file number for each virtual sstable, etc.
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There are direct references to the `FilemetaData.FileNum` throughout Pebble. For
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example, the file number is accessed when the the `DB.Checkpoint` function is
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called. This function iterates through the files in each level of the lsm,
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constructs the filepath using the file number, and reads the file from disk. In
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such cases, it is important to exclude virtual sstables.
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`Size`: We compute this using linear interpolation on the number of blocks in
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the parent sstable and the number of blocks in the newly created virtual sstable.
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`SmallestSeqNum/LargestSeqNum`: These fields depend on the parent sstable,
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but we would need to perform a scan of the physical sstable to compute these
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accurately for the virtual sstable upon creation. Instead, we could convert
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these fields into lower and upper bounds of the sequence numbers in a file.
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These fields are used for l0 sublevels, pebble tooling, delete compaction hints,
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and a lot of plumbing. We don't need to worry about the L0 sublevels use case
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because we won't have virtual sstables in L0 for the use case in this RFC. For
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the rest of the use cases we can use lower bound for the smallest seq number,
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and an upper bound for the largest seq number work.
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TODO(bananabrick): Add more detail for any delete compaction hint changes if
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necessary.
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`Smallest/Largest`: These, along with the smallest/largest ranges for the range
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and point keys can be computed upon virtual sstable creation. Precisely, these
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can be computed when we try and detect data overlap in the `overlapWithIterator`
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function during ingestion.
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`Stats`: `TableStats` will either be computed upon virtual sstable creation
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using linear interpolation on the block counts of the virtual/physical sstables
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or asynchronously using the file bounds of the virtual sstable.
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`PhysicalState`: We can add an additional struct with state associated with
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physical ssts which have been virtualized.
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```
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type PhysicalState struct {
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// Total refs across all virtual ssts * versions. That is, if the same virtual
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// sst is present in multiple versions, it may have multiple refs, if the
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// btree node is not the same.
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totalRefs int32
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// Number of virtual ssts in the latest version that refer to this physical
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// SST. Will be 1 if there is only a physical sst, or there is only 1 virtual
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// sst referencing this physical sst.
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// INVARIANT: refsInLatestVersion <= totalRefs
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// refsInLatestVersion == 0 is a zombie sstable.
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refsInLatestVersion int32
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fileSize uint64
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// If sst is not virtualized and in latest version
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// virtualSizeSumInLatestVersion == fileSize. If
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// virtualSizeSumInLatestVersion > 0 and
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// virtualSizeSumInLatestVersion/fileSize is very small, the corresponding
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// virtual sst(s) should be candidates for compaction. These candidates can be
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// tracked via btree annotations. Incrementlly updated in
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// BulkVersionEdit.Apply, when updating refsInLatestVersion.
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virtualSizeSumInLatestVersion uint64
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}
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```
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The `Deletion` section and the `Compactions` section describe why we need to
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store the `PhysicalState`.
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### Deletion of physical and virtual sstables
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We want to ensure that the physical sstable is only deleted from disk when no
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version references it, and when there are no virtual sstables which are backed
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by the physical sstable.
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Since `FilemetaData.refs` is a pointer which is shared by the physical and
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virtual sstables, the physical sstable won't be deleted when it is removed
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from the latest version as the `FilemetaData.refs` will have been increased
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when the virtual sstable is added to a version. Therefore, we only need to
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ensure that the physical sstable is eventually deleted when there are no
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versions which reference it.
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Sstables are deleted from disk by the `DB.doDeleteObsoleteFiles` function which
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looks for files to delete in the the `DB.mu.versions.obsoleteTables` slice.
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So we need to ensure that any physical sstable which was virtualized is added to
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the obsolete tables list iff `FilemetaData.refs` is 0.
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Sstable are added to the obsolete file list when a `Version` is unrefed and
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when `DB.scanObsoleteFiles` is called when Pebble is opened.
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When a `Version` is unrefed, sstables referenced by it are only added to the
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obsolete table list if the `FilemetaData.refs` hits 0 for the sstable. With
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virtual sstables, we can have a case where the last version which directly
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references a physical sstable is unrefed, but the physical sstable is not added
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to the obsolete table list because its `FilemetaData.refs` count is not 0
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because of indirect references through virtual sstables. Since the last Version
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which directly references the physical sstable is deleted, the physical sstable
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will never get added to the obsolete table list. Since virtual sstables keep
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track of their parent physical sstable, we can just add the physical sstable to
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the obsolete table list when the last virtual sstable which references it is
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deleted.
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`DB.scanObsoleteFiles` will delete any file which isn't referenced by the
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`VersionSet.versions` list. So, it's possible that a physical sstable associated
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with a virtual sstable will be deleted. This problem can be fixed by a small
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tweak in the `d.mu.versions.addLiveFileNums` to treat the parent sstable of
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a virtual sstable as a live file.
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Deleted files still referenced by older versions are considered zombie sstables.
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We can extend the definition of zombie sstables to be any sstable which is not
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directly, or indirectly through virtual sstables, referenced by the latest
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version. See the `PhysicalState` subsection of the `FilemetaData` section
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where we describe how the references in the latest version will be tracked.
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### Reading from virtual sstables
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Since virtual sstables do not exist on disk, we will have to redirect reads
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to the physical sstable which backs the virtual sstable.
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All reads to the physical files go through the table cache which opens the file
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on disk and creates a `Reader` for the reads. The table cache currently creates
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a `FileNum` -> `Reader` mapping for the physical sstables.
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Most of the functions in table cache API take the file metadata of the file as
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a parameter. Examples include `newIters`, `newRangeKeyIter`, `withReader`, etc.
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Each of these functions then calls a subsequent function on the sstable
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`Reader`.
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In the `Reader` API, some functions only really need to be called on physical
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sstables, whereas some functions need to be called on both physical and virtual
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sstables. For example, the `Reader.EstimateDiskUsage` usage function, or the
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`Reader.Layout` function only need to be called on physical sstables, whereas,
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some function like, `Reader.NewIter`, and `Reader.NewCompactionIter` need to
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work with virtual sstables.
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We could either have an abstraction over the physical sstable `Reader` per
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virtual sstable, or update the `Reader` API to accept file bounds of the
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sstable. In the latter case, we would create one `Reader` on the physical
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sstable for all of the virtual sstables, and update the `Reader` API to accept
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the file bounds of the sstable.
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Changes required to share a `Reader` on the physical sstable among the virtual
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sstable:
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- If the file metadata of the virtual sstable is passed into the table cache, on
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a table cache miss, the table cache will load the Reader for the physical
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sstable. This step can be performed in the `tableCacheValue.load` function. On
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a table cache hit, the file number of the parent sstable will be used to fetch
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the appropriate sstable `Reader`.
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- The `Reader` api will be updated to support reads from virtual sstables. For
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example, the `NewCompactionIter` function will take additional
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`lower,upper []byte` parameters.
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Updates to iterators:
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- `Reader.NewIter` already has `lower,upper []byte` parameters so this requires
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no change.
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- Add `lower,upper` fields to the `Reader.NewCompactionIter`. The function
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initializes single level and two level iterators, and we can pass in the
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`lower,upper` values to those. TODO(bananabrick): Make sure that the value
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of `bytesIterated` in the compaction iterator is still accurate.
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- `Reader.NewRawRangeKeyIter/NewRawRangeDelIter`: We need to add `lower/upper`
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fields to the functions. Both iterators make use of a `fragmentBlockIter`. We
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could filter keys above the `fragmentBlockIter` or add filtering within the
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`fragmentBlockIter`. To add filtering within the `fragmentBlockIter` we will
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initialize it with two additional `lower/upper []byte` fields.
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- We would need to update the `SetBounds` logic for the sstable iterators to
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never set bounds for the iterators outside the virtual sstable bounds. This
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could lead to keys outside the virtual sstable bounds, but inside the physical
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sstable bounds, to be surfaced.
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TODO(bananabrick): Add a section about sstable properties, if necessary.
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### Compactions
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Virtual sstables can be picked for compactions. If the `FilemetaData` and the
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iterator stack changes work, then compaction shouldn't require much, if any,
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additional work.
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Virtual sstables which are picked for compactions may cause space amplification.
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For example, if we have two virtual sstables `a` and `b` in L5, backed by a
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physical sstable `c`, and the sstable `a` is picked for a compaction. We will
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write some additional data into L6, but we won't delete sstable `c` because
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sstable `b` still refers to it. In the worst case, sstable `b` will never be
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picked for compaction and will never be compacted into and we'll have permanent
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space amplification. We should try prioritize compaction of sstable `b` to
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prevent such a scenario.
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See the `PhysicalState` subsection in the `FilemetaData` section to see how
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we'll store compaction picking metrics to reduce virtual sstable space-amp.
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### `VersionEdit` decode/encode
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Any additional fields added to the `FilemetaData` need to be supported in the
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version edit `decode/encode` functions.
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