Expand description
§liquid-cache
Storage layer providing byte caching and liquid array data structures.
This library provides one way to insert into the cache and three ways to read from it:
- read as Arrow array
- read with selection pushdown
- read with predicate pushdown
All reads use async APIs that handle I/O internally.
Below are four concise, runnable examples showcasing these core operations.
§1) Insert
use liquid_cache::cache::{LiquidCacheBuilder, EntryID}; use arrow::array::UInt64Array; use std::sync::Arc; tokio_test::block_on(async { let storage = LiquidCacheBuilder::new().build(); let entry_id = EntryID::from(42); let arrow_array = Arc::new(UInt64Array::from_iter_values(0..1000)); // Insert once; replacement/placement is handled by the cache policy storage.insert(entry_id, arrow_array.clone()).await; assert!(storage.is_cached(&entry_id)); });§2) Read as Arrow
use liquid_cache::cache::{LiquidCacheBuilder, EntryID}; use arrow::array::UInt64Array; use std::sync::Arc; tokio_test::block_on(async { let storage = LiquidCacheBuilder::new().build(); let entry_id = EntryID::from(7); let arrow_array = Arc::new(UInt64Array::from_iter_values(0..16)); storage.insert(entry_id, arrow_array.clone()).await; // Move data to disk so the read will demonstrate async I/O storage.flush_all_to_disk(); // Read asynchronously let retrieved = storage.get(&entry_id).await.unwrap(); assert_eq!(retrieved.as_ref(), arrow_array.as_ref()); });§3) Read with selection & predicate pushdown
use liquid_cache::cache::{LiquidCacheBuilder, EntryID}; use arrow::array::{BooleanArray, StringArray}; use arrow::buffer::BooleanBuffer; use datafusion::logical_expr::Operator; use datafusion::physical_plan::expressions::{BinaryExpr, Column, Literal}; use datafusion::physical_plan::PhysicalExpr; use datafusion::scalar::ScalarValue; use std::sync::Arc; tokio_test::block_on(async { let storage = LiquidCacheBuilder::new().build(); let entry_id = EntryID::from(8); let data = Arc::new(StringArray::from(vec![ Some("apple"), Some("banana"), None, Some("apple"), Some("cherry"), ])); storage.insert(entry_id, data.clone()).await; // Move data to disk so the read will demonstrate async I/O storage.flush_all_to_disk(); let selection = BooleanBuffer::from(vec![true, true, false, true, true]); let expr: Arc<dyn PhysicalExpr> = Arc::new(BinaryExpr::new( Arc::new(Column::new("col", 0)), Operator::Eq, Arc::new(Literal::new(ScalarValue::Utf8(Some("apple".to_string())))), )); // Read with predicate pushdown let result = storage .eval_predicate(&entry_id, &expr) .with_selection(&selection) .await .unwrap(); let mask = match result { Ok(mask) => mask, Err(filtered) => { // Fallback path when the predicate cannot be evaluated inside the cache. BooleanArray::from( filtered .as_any() .downcast_ref::<StringArray>() .unwrap() .iter() .map(|value| Some(value == Some("apple"))) .collect::<Vec<_>>(), ) } }; let expected_mask = BooleanArray::from(vec![Some(true), Some(false), Some(true), Some(false)]); assert_eq!(mask, expected_mask); });Re-exports§
pub use cache::cache_policies;pub use cache::hydration_policies;pub use liquid_cache_common as common;
Modules§
- cache
- Cache layer for liquid cache.
- liquid_
array - LiquidArray is the core data structure of LiquidCache. You should not use this module directly. Instead, use
liquid_cache_datafusion_serverorliquid_cache_datafusion_clientto interact with LiquidCache. - utils
- Utility functions for the storage module.
Structs§
- Byte
Cache - Byte cache for liquid cache, act like a object store.