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.