File Index
This documentation is for an unreleased version of Apache Paimon. We recommend you use the latest stable version.

File index #

Define file-index.${index_type}.columns, Paimon will create its corresponding index file for each file. If the index file is too small, it will be stored directly in the manifest, or in the directory of the data file. Each data file corresponds to an index file, which has a separate file definition and can contain different types of indexes with multiple columns.

Index File #

File index file format. Put all column and offset in the header.

 ______________________________________    _____________________
|     magic    |version|head length  |
|--------------------------------------|
|            column number             |
|--------------------------------------|
|   column 1        | index number    |
|--------------------------------------|
|  index name 1 |start pos |length   |
|--------------------------------------|
|  index name 2 |start pos |length   |
|--------------------------------------|
|  index name 3 |start pos |length   |
|--------------------------------------|            HEAD
|   column 2        | index number    |
|--------------------------------------|
|  index name 1 |start pos |length   |
|--------------------------------------|
|  index name 2 |start pos |length   |
|--------------------------------------|
|  index name 3 |start pos |length   |
|--------------------------------------|
|                 ...                  |
|--------------------------------------|
|                 ...                  |
|--------------------------------------|
|  redundant length |redundant bytes  |
|--------------------------------------|    ---------------------
|                BODY                  |
|                BODY                  |
|                BODY                  |             BODY
|                BODY                  |
|______________________________________|    _____________________
*
magic:                            8 bytes long, value is 1493475289347502L, BIG_ENDIAN
version:                          4 bytes int, BIG_ENDIAN
head length:                      4 bytes int, BIG_ENDIAN
column number:                    4 bytes int, BIG_ENDIAN
column x name:                    2 bytes short BIG_ENDIAN and Java modified-utf-8
index number:                     4 bytes int (how many column items below), BIG_ENDIAN
index name x:                     2 bytes short BIG_ENDIAN and Java modified-utf-8
start pos:                        4 bytes int, BIG_ENDIAN
length:                           4 bytes int, BIG_ENDIAN
redundant length:                 4 bytes int (for compatibility with later versions, in this version, content is zero)
redundant bytes:                  var bytes (for compatibility with later version, in this version, is empty)
BODY:                             column index bytes + column index bytes + column index bytes + .......

Index: BloomFilter #

Define 'file-index.bloom-filter.columns'.

Content of bloom filter index is simple:

  • numHashFunctions 4 bytes int, BIG_ENDIAN
  • bloom filter bytes

This class use (64-bits) long hash. Store the num hash function (one integer) and bit set bytes only. Hash bytes type (like varchar, binary, etc.) using xx hash, hash numeric type by specified number hash.

Index: Bitmap #

  • file-index.bitmap.columns: specify the columns that need bitmap index.
  • file-index.bitmap.version: specify the bitmap index format version, default version is 1, latest version is 2.
  • file-index.bitmap.<column_name>.index-block-size: to config secondary index block size, default value is 16kb.

Bitmap file index format (V2):


Bitmap file index format (V2)
+-------------------------------------------------+-----------------
| version (1 byte) = 2                           |
+-------------------------------------------------+
| row count (4 bytes int)                        |
+-------------------------------------------------+
| non-null value bitmap number (4 bytes int)     |
+-------------------------------------------------+
| has null value (1 byte)                        |
+-------------------------------------------------+
| null value offset (4 bytes if has null value)  |       HEAD
+-------------------------------------------------+
| null bitmap length (4 bytes if has null value) |
+-------------------------------------------------+
| bitmap index block number (4 bytes int)        |
+-------------------------------------------------+
| value 1 | offset 1                             |
+-------------------------------------------------+
| value 2 | offset 2                             |
+-------------------------------------------------+
| ...                                            |
+-------------------------------------------------+
| bitmap body offset (4 bytes int)               |
+-------------------------------------------------+-----------------
| bitmap index block 1                           |
+-------------------------------------------------+
| bitmap index block 2                           |  INDEX BLOCKS
+-------------------------------------------------+
| ...                                            |
+-------------------------------------------------+-----------------
| serialized bitmap 1                            |
+-------------------------------------------------+
| serialized bitmap 2                            |
+-------------------------------------------------+  BITMAP BLOCKS
| serialized bitmap 3                            |
+-------------------------------------------------+
| ...                                            |
+-------------------------------------------------+-----------------

index block format:
+-------------------------------------------------+
| entry number (4 bytes int)                     |
+-------------------------------------------------+
| value 1 | offset 1 | length 1                  |
+-------------------------------------------------+
| value 2 | offset 2 | length 2                  |
+-------------------------------------------------+
| ...                                            |
+-------------------------------------------------+

value x:                       var bytes for any data type (as bitmap identifier)
offset:                        4 bytes int (when it is negative, it represents that there is only one value
                                 and its position is the inverse of the negative value)
length:                        4 bytes int
  

(Legacy) Bitmap file index format (V1):


Bitmap file index format (V1)
+-------------------------------------------------+-----------------
| version (1 byte)                                |
+-------------------------------------------------+
| row count (4 bytes int)                         |
+-------------------------------------------------+
| non-null value bitmap number (4 bytes int)      |
+-------------------------------------------------+
| has null value (1 byte)                         |
+-------------------------------------------------+
| null value offset (4 bytes if has null value)   |       HEAD
+-------------------------------------------------+
| value 1 | offset 1                              |
+-------------------------------------------------+
| value 2 | offset 2                              |
+-------------------------------------------------+
| value 3 | offset 3                              |
+-------------------------------------------------+
| ...                                             |
+-------------------------------------------------+-----------------
| serialized bitmap 1                             |
+-------------------------------------------------+
| serialized bitmap 2                             |
+-------------------------------------------------+       BODY
| serialized bitmap 3                             |
+-------------------------------------------------+
| ...                                             |
+-------------------------------------------------+-----------------
*
value x:                       var bytes for any data type (as bitmap identifier)
offset:                        4 bytes int (when it is negative, it represents that there is only one value
                                 and its position is the inverse of the negative value)

Integers are all BIG_ENDIAN. Integer are all BIG_ENDIAN. In the paimon version that supports v2, the bitmap index version defaults to v2.

Bitmap only support the following data type:

Paimon Data Type Supported
TinyIntType true
SmallIntType true
IntType true
BigIntType true
DateType true
TimeType true
LocalZonedTimestampType true
TimestampType true
CharType true
VarCharType true
StringType true
BooleanType true

Index: Bit-Slice Index Bitmap #

BSI file index is a numeric range index, used to accelerate range query, it can be used with bitmap index.

Define 'file-index.bsi.columns'.

BSI file index format (V1):

BSI file index format (V1)
+-------------------------------------------------+
| version (1 byte)                                |
+-------------------------------------------------+
| row count (4 bytes int)                         |
+-------------------------------------------------+
| has positive value (1 byte)                     |
+-------------------------------------------------+
| positive BSI serialized (if has positive value) |       
+-------------------------------------------------+
| has negative value (1 byte)                     |
+-------------------------------------------------+
| negative BSI serialized (if has negative value) |       
+-------------------------------------------------+

BSI serialized format (V1):

BSI serialized format (V1)
+-------------------------------------------------+
| version (1 byte)                                |
+-------------------------------------------------+
| min value (8 bytes long)                        |
+-------------------------------------------------+
| max value (8 bytes long)                        |
+-------------------------------------------------+
| serialized existence bitmap                     |       
+-------------------------------------------------+
| bit slice bitmap count (4 bytes int)            |
+-------------------------------------------------+
| serialized bit 0 bitmap                         |
+-------------------------------------------------+
| serialized bit 1 bitmap                         |
+-------------------------------------------------+
| serialized bit 2 bitmap                         |
+-------------------------------------------------+
| ...                                             |
+-------------------------------------------------+

BSI only support the following data type:

Paimon Data Type Supported
TinyIntType true
SmallIntType true
IntType true
BigIntType true
DateType true
LocalZonedTimestamp true
TimestampType true
DecimalType(precision, scale) true
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