featurebase/docs/architecture.md

1.5 KiB

+++ title = "Architecture" +++

Architecture

Roaring bitmap storage format

Bitmaps are persisted to disk using a file format very similar to the Roaring Bitmap format spec. Pilosa's format uses 64-bit IDs, so it is not binary-compatible with the spec. Some parts of the format are simpler, and an additional section is included. Specific differences include:

  • The cookie is always bytes 0-3; the container count is always bytes 4-7, never bytes 2-3.
  • The cookie includes file format version in bytes 2-3 (currently equal to zero).
  • The offset header section is always included.
  • RLE runs are serialized as [start, last], not [start, length].
  • After the container storage section is an operation log, of unspecified length.

roaring file format diagram

All values are little-endian. The first two bytes of the cookie is 12346 when the file contains no RLE containers, or 12347 when it does. In the no-RLE case, the runFlagBitset is absent. Otherwise the format is identical in both cases. Container types are determined by their cardinality - a container with 4096 or more values is a bitmap, a container with fewer is an array or RLE container. A high bit in runFlagBitset indicates an RLE container.

Storing the runFlagBitset in a separate section, indicated by the cookie value, keeps this format backward compatible with older storage versions that do not support RLE containers.