mirror of
https://github.com/google/leveldb.git
synced 2024-11-24 04:12:14 +08:00
173 lines
7.7 KiB
Markdown
173 lines
7.7 KiB
Markdown
## Files
|
|
|
|
The implementation of leveldb is similar in spirit to the representation of a
|
|
single [Bigtable tablet (section 5.3)](https://research.google/pubs/pub27898/).
|
|
However the organization of the files that make up the representation is
|
|
somewhat different and is explained below.
|
|
|
|
Each database is represented by a set of files stored in a directory. There are
|
|
several different types of files as documented below:
|
|
|
|
### Log files
|
|
|
|
A log file (*.log) stores a sequence of recent updates. Each update is appended
|
|
to the current log file. When the log file reaches a pre-determined size
|
|
(approximately 4MB by default), it is converted to a sorted table (see below)
|
|
and a new log file is created for future updates.
|
|
|
|
A copy of the current log file is kept in an in-memory structure (the
|
|
`memtable`). This copy is consulted on every read so that read operations
|
|
reflect all logged updates.
|
|
|
|
## Sorted tables
|
|
|
|
A sorted table (*.ldb) stores a sequence of entries sorted by key. Each entry is
|
|
either a value for the key, or a deletion marker for the key. (Deletion markers
|
|
are kept around to hide obsolete values present in older sorted tables).
|
|
|
|
The set of sorted tables are organized into a sequence of levels. The sorted
|
|
table generated from a log file is placed in a special **young** level (also
|
|
called level-0). When the number of young files exceeds a certain threshold
|
|
(currently four), all of the young files are merged together with all of the
|
|
overlapping level-1 files to produce a sequence of new level-1 files (we create
|
|
a new level-1 file for every 2MB of data.)
|
|
|
|
Files in the young level may contain overlapping keys. However files in other
|
|
levels have distinct non-overlapping key ranges. Consider level number L where
|
|
L >= 1. When the combined size of files in level-L exceeds (10^L) MB (i.e., 10MB
|
|
for level-1, 100MB for level-2, ...), one file in level-L, and all of the
|
|
overlapping files in level-(L+1) are merged to form a set of new files for
|
|
level-(L+1). These merges have the effect of gradually migrating new updates
|
|
from the young level to the largest level using only bulk reads and writes
|
|
(i.e., minimizing expensive seeks).
|
|
|
|
### Manifest
|
|
|
|
A MANIFEST file lists the set of sorted tables that make up each level, the
|
|
corresponding key ranges, and other important metadata. A new MANIFEST file
|
|
(with a new number embedded in the file name) is created whenever the database
|
|
is reopened. The MANIFEST file is formatted as a log, and changes made to the
|
|
serving state (as files are added or removed) are appended to this log.
|
|
|
|
### Current
|
|
|
|
CURRENT is a simple text file that contains the name of the latest MANIFEST
|
|
file.
|
|
|
|
### Info logs
|
|
|
|
Informational messages are printed to files named LOG and LOG.old.
|
|
|
|
### Others
|
|
|
|
Other files used for miscellaneous purposes may also be present (LOCK, *.dbtmp).
|
|
|
|
## Level 0
|
|
|
|
When the log file grows above a certain size (4MB by default):
|
|
Create a brand new memtable and log file and direct future updates here.
|
|
|
|
In the background:
|
|
|
|
1. Write the contents of the previous memtable to an sstable.
|
|
2. Discard the memtable.
|
|
3. Delete the old log file and the old memtable.
|
|
4. Add the new sstable to the young (level-0) level.
|
|
|
|
## Compactions
|
|
|
|
When the size of level L exceeds its limit, we compact it in a background
|
|
thread. The compaction picks a file from level L and all overlapping files from
|
|
the next level L+1. Note that if a level-L file overlaps only part of a
|
|
level-(L+1) file, the entire file at level-(L+1) is used as an input to the
|
|
compaction and will be discarded after the compaction. Aside: because level-0
|
|
is special (files in it may overlap each other), we treat compactions from
|
|
level-0 to level-1 specially: a level-0 compaction may pick more than one
|
|
level-0 file in case some of these files overlap each other.
|
|
|
|
A compaction merges the contents of the picked files to produce a sequence of
|
|
level-(L+1) files. We switch to producing a new level-(L+1) file after the
|
|
current output file has reached the target file size (2MB). We also switch to a
|
|
new output file when the key range of the current output file has grown enough
|
|
to overlap more than ten level-(L+2) files. This last rule ensures that a later
|
|
compaction of a level-(L+1) file will not pick up too much data from
|
|
level-(L+2).
|
|
|
|
The old files are discarded and the new files are added to the serving state.
|
|
|
|
Compactions for a particular level rotate through the key space. In more detail,
|
|
for each level L, we remember the ending key of the last compaction at level L.
|
|
The next compaction for level L will pick the first file that starts after this
|
|
key (wrapping around to the beginning of the key space if there is no such
|
|
file).
|
|
|
|
Compactions drop overwritten values. They also drop deletion markers if there
|
|
are no higher numbered levels that contain a file whose range overlaps the
|
|
current key.
|
|
|
|
### Timing
|
|
|
|
Level-0 compactions will read up to four 1MB files from level-0, and at worst
|
|
all the level-1 files (10MB). I.e., we will read 14MB and write 14MB.
|
|
|
|
Other than the special level-0 compactions, we will pick one 2MB file from level
|
|
L. In the worst case, this will overlap ~ 12 files from level L+1 (10 because
|
|
level-(L+1) is ten times the size of level-L, and another two at the boundaries
|
|
since the file ranges at level-L will usually not be aligned with the file
|
|
ranges at level-L+1). The compaction will therefore read 26MB and write 26MB.
|
|
Assuming a disk IO rate of 100MB/s (ballpark range for modern drives), the worst
|
|
compaction cost will be approximately 0.5 second.
|
|
|
|
If we throttle the background writing to something small, say 10% of the full
|
|
100MB/s speed, a compaction may take up to 5 seconds. If the user is writing at
|
|
10MB/s, we might build up lots of level-0 files (~50 to hold the 5*10MB). This
|
|
may significantly increase the cost of reads due to the overhead of merging more
|
|
files together on every read.
|
|
|
|
Solution 1: To reduce this problem, we might want to increase the log switching
|
|
threshold when the number of level-0 files is large. Though the downside is that
|
|
the larger this threshold, the more memory we will need to hold the
|
|
corresponding memtable.
|
|
|
|
Solution 2: We might want to decrease write rate artificially when the number of
|
|
level-0 files goes up.
|
|
|
|
Solution 3: We work on reducing the cost of very wide merges. Perhaps most of
|
|
the level-0 files will have their blocks sitting uncompressed in the cache and
|
|
we will only need to worry about the O(N) complexity in the merging iterator.
|
|
|
|
### Number of files
|
|
|
|
Instead of always making 2MB files, we could make larger files for larger levels
|
|
to reduce the total file count, though at the expense of more bursty
|
|
compactions. Alternatively, we could shard the set of files into multiple
|
|
directories.
|
|
|
|
An experiment on an ext3 filesystem on Feb 04, 2011 shows the following timings
|
|
to do 100K file opens in directories with varying number of files:
|
|
|
|
|
|
| Files in directory | Microseconds to open a file |
|
|
|-------------------:|----------------------------:|
|
|
| 1000 | 9 |
|
|
| 10000 | 10 |
|
|
| 100000 | 16 |
|
|
|
|
So maybe even the sharding is not necessary on modern filesystems?
|
|
|
|
## Recovery
|
|
|
|
* Read CURRENT to find name of the latest committed MANIFEST
|
|
* Read the named MANIFEST file
|
|
* Clean up stale files
|
|
* We could open all sstables here, but it is probably better to be lazy...
|
|
* Convert log chunk to a new level-0 sstable
|
|
* Start directing new writes to a new log file with recovered sequence#
|
|
|
|
## Garbage collection of files
|
|
|
|
`RemoveObsoleteFiles()` is called at the end of every compaction and at the end
|
|
of recovery. It finds the names of all files in the database. It deletes all log
|
|
files that are not the current log file. It deletes all table files that are not
|
|
referenced from some level and are not the output of an active compaction.
|