Expand description
Vortex’s BtrBlocks-inspired adaptive compression framework.
This crate provides a sophisticated multi-level compression system that adaptively selects optimal compression schemes based on data characteristics. The compressor analyzes arrays to determine the best encoding strategy, supporting cascaded compression with multiple encoding layers for maximum efficiency.
§Key Features
- Adaptive Compression: Automatically selects the best compression scheme based on data patterns
- Type-Specific Compressors: Specialized compression for integers, floats, strings, and temporal data
- Cascaded Encoding: Multiple compression layers can be applied for optimal results
- Statistical Analysis: Uses data sampling and statistics to predict compression ratios
- Recursive Structure Handling: Compresses nested structures like structs and lists
§Example
use vortex_btrblocks::BtrBlocksCompressor;
use vortex_array::Array;
let compressor = BtrBlocksCompressor::default();
// let compressed = compressor.compress(&array)?;Structs§
- BtrBlocks
Compressor - The main compressor type implementing BtrBlocks-inspired compression.
- Float
Compressor Compressorfor floating-point numbers.- Float
Stats - Array of floating-point numbers and relevant stats for compression.
- Generate
Stats Options - Configures how stats are generated.
- IntCompressor
Compressorfor signed and unsigned integers.- Integer
Stats - Array of integers and relevant stats for compression.
- String
Compressor Compressorfor strings.- String
Stats - Array of variable-length byte arrays, and relevant stats for compression.
Traits§
- Compressor
- A compressor for a particular input type.
- Compressor
Stats - Stats for the compressor.
- Scheme
- Top-level compression scheme trait.
Functions§
- compress_
temporal - Compress a temporal array into a
DateTimePartsArray. - float_
dictionary_ encode - Compresses a floating-point array into a dictionary arrays according to attached stats.
- integer_
dictionary_ encode - Compresses an integer array into a dictionary arrays according to attached stats.