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Lucy::Docs::FileFormat(3pm) - phpMan
Lucy::Docs::FileFormat(3) User Contributed Perl Documentation Lucy::Docs::FileFormat(3)
NAME
Lucy::Docs::FileFormat - Overview of index file format.
OVERVIEW
It is not necessary to understand the current implementation details of the index file
format in order to use Apache Lucy effectively, but it may be helpful if you are
interested in tweaking for high performance, exotic usage, or debugging and development.
On a file system, an index is a directory. The files inside have a hierarchical
relationship: an index is made up of "segments", each of which is an independent inverted
index with its own subdirectory; each segment is made up of several component parts.
[index]--|
|--snapshot_XXX.json
|--schema_XXX.json
|--write.lock
|
|--seg_1--|
| |--segmeta.json
| |--cfmeta.json
| |--cf.dat-------|
| |--[lexicon]
| |--[postings]
| |--[documents]
| |--[highlight]
| |--[deletions]
|
|--seg_2--|
| |--segmeta.json
| |--cfmeta.json
| |--cf.dat-------|
| |--[lexicon]
| |--[postings]
| |--[documents]
| |--[highlight]
| |--[deletions]
|
|--[...]--|
Write-once philosophy
All segment directory names consist of the string "seg_" followed by a number in base 36:
seg_1, seg_5m, seg_p9s2 and so on, with higher numbers indicating more recent segments.
Once a segment is finished and committed, its name is never re-used and its files are
never modified.
Old segments become obsolete and can be removed when their data has been consolidated into
new segments during the process of segment merging and optimization. A fully-optimized
index has only one segment.
Top-level entries
There are a handful of "top-level" files and directories which belong to the entire index
rather than to a particular segment.
snapshot_XXX.json
A "snapshot" file, e.g. "snapshot_m7p.json", is list of index files and directories.
Because index files, once written, are never modified, the list of entries in a snapshot
defines a point-in-time view of the data in an index.
Like segment directories, snapshot files also utilize the unique-base-36-number naming
convention; the higher the number, the more recent the file. The appearance of a new
snapshot file within the index directory constitutes an index update. While a new segment
is being written new files may be added to the index directory, but until a new snapshot
file gets written, a Searcher opening the index for reading won't know about them.
schema_XXX.json
The schema file is a Schema object describing the index's format, serialized as JSON. It,
too, is versioned, and a given snapshot file will reference one and only one schema file.
locks
By default, only one indexing process may safely modify the index at any given time.
Processes reserve an index by laying claim to the "write.lock" file within the "locks/"
directory. A smattering of other lock files may be used from time to time, as well.
A segment's component parts
By default, each segment has up to five logical components: lexicon, postings, document
storage, highlight data, and deletions. Binary data from these components gets stored in
virtual files within the "cf.dat" compound file; metadata is stored in a shared
"segmeta.json" file.
segmeta.json
The segmeta.json file is a central repository for segment metadata. In addition to
information such as document counts and field numbers, it also warehouses arbitrary
metadata on behalf of individual index components.
Lexicon
Each indexed field gets its own lexicon in each segment. The exact files involved depend
on the field's type, but generally speaking there will be two parts. First, there's a
primary "lexicon-XXX.dat" file which houses a complete term list associating terms with
corpus frequency statistics, postings file locations, etc. Second, one or more "lexicon
index" files may be present which contain periodic samples from the primary lexicon file
to facilitate fast lookups.
Postings
"Posting" is a technical term from the field of information retrieval, defined as a single
instance of a one term indexing one document. If you are looking at the index in the back
of a book, and you see that "freedom" is referenced on pages 8, 86, and 240, that would be
three postings, which taken together form a "posting list". The same terminology applies
to an index in electronic form.
Each segment has one postings file per indexed field. When a search is performed for a
single term, first that term is looked up in the lexicon. If the term exists in the
segment, the record in the lexicon will contain information about which postings file to
look at and where to look.
The first thing any posting record tells you is a document id. By iterating over all the
postings associated with a term, you can find all the documents that match that term, a
process which is analogous to looking up page numbers in a book's index. However, each
posting record typically contains other information in addition to document id, e.g. the
positions at which the term occurs within the field.
Documents
The document storage section is a simple database, organized into two files:
· documents.dat - Serialized documents.
· documents.ix - Document storage index, a solid array of 64-bit integers where each
integer location corresponds to a document id, and the value at that location points
at a file position in the documents.dat file.
Highlight data
The files which store data used for excerpting and highlighting are organized similarly to
the files used to store documents.
· highlight.dat - Chunks of serialized highlight data, one per doc id.
· highlight.ix - Highlight data index -- as with the "documents.ix" file, a solid array
of 64-bit file pointers.
Deletions
When a document is "deleted" from a segment, it is not actually purged right away; it is
merely marked as "deleted" via a deletions file. Deletions files contains bit vectors
with one bit for each document in the segment; if bit #254 is set then document 254 is
deleted, and if that document turns up in a search it will be masked out.
It is only when a segment's contents are rewritten to a new segment during the segment-
merging process that deleted documents truly go away.
Compound Files
If you peer inside an index directory, you won't actually find any files named
"documents.dat", "highlight.ix", etc. unless there is an indexing process underway. What
you will find instead is one "cf.dat" and one "cfmeta.json" file per segment.
To minimize the need for file descriptors at search-time, all per-segment binary data
files are concatenated together in "cf.dat" at the close of each indexing session.
Information about where each file begins and ends is stored in "cfmeta.json". When the
segment is opened for reading, a single file descriptor per "cf.dat" file can be shared
among several readers.
A Typical Search
Here's a simplified narrative, dramatizing how a search for "freedom" against a given
segment plays out:
1. The searcher asks the relevant Lexicon Index, "Do you know anything about 'freedom'?"
Lexicon Index replies, "Can't say for sure, but if the main Lexicon file does,
'freedom' is probably somewhere around byte 21008".
2. The main Lexicon tells the searcher "One moment, let me scan our records... Yes, we
have 2 documents which contain 'freedom'. You'll find them in seg_6/postings-4.dat
starting at byte 66991."
3. The Postings file says "Yep, we have 'freedom', all right! Document id 40 has 1
'freedom', and document 44 has 8. If you need to know more, like if any 'freedom' is
part of the phrase 'freedom of speech', ask me about positions!
4. If the searcher is only looking for 'freedom' in isolation, that's where it stops. It
now knows enough to assign the documents scores against "freedom", with the 8-freedom
document likely ranking higher than the single-freedom document.
perl v5.20.2 2015-12-01 Lucy::Docs::FileFormat(3)
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