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Add additional documentation and examples to ArrayAccessor (#6141)
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alamb authored Aug 1, 2024
1 parent c14ade2 commit bf1a9ec
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79 changes: 75 additions & 4 deletions arrow-array/src/array/mod.rs
Original file line number Diff line number Diff line change
Expand Up @@ -437,13 +437,84 @@ impl<'a, T: Array> Array for &'a T {

/// A generic trait for accessing the values of an [`Array`]
///
/// This trait helps write specialized implementations of algorithms for
/// different array types. Specialized implementations allow the compiler
/// to optimize the code for the specific array type, which can lead to
/// significant performance improvements.
///
/// # Example
/// For example, to write three different implementations of a string length function
/// for [`StringArray`], [`LargeStringArray`], and [`StringViewArray`], you can write
///
/// ```
/// # use std::sync::Arc;
/// # use arrow_array::{ArrayAccessor, ArrayRef, ArrowPrimitiveType, OffsetSizeTrait, PrimitiveArray};
/// # use arrow_buffer::ArrowNativeType;
/// # use arrow_array::cast::AsArray;
/// # use arrow_array::iterator::ArrayIter;
/// # use arrow_array::types::{Int32Type, Int64Type};
/// # use arrow_schema::{ArrowError, DataType};
/// /// This function takes a dynamically typed `ArrayRef` and calls
/// /// calls one of three specialized implementations
/// fn character_length(arg: ArrayRef) -> Result<ArrayRef, ArrowError> {
/// match arg.data_type() {
/// DataType::Utf8 => {
/// // downcast the ArrayRef to a StringArray and call the specialized implementation
/// let string_array = arg.as_string::<i32>();
/// character_length_general::<Int32Type, _>(string_array)
/// }
/// DataType::LargeUtf8 => {
/// character_length_general::<Int64Type, _>(arg.as_string::<i64>())
/// }
/// DataType::Utf8View => {
/// character_length_general::<Int32Type, _>(arg.as_string_view())
/// }
/// _ => Err(ArrowError::InvalidArgumentError("Unsupported data type".to_string())),
/// }
/// }
///
/// /// A generic implementation of the character_length function
/// /// This function uses the `ArrayAccessor` trait to access the values of the array
/// /// so the compiler can generated specialized implementations for different array types
/// ///
/// /// Returns a new array with the length of each string in the input array
/// /// * Int32Array for Utf8 and Utf8View arrays (lengths are 32-bit integers)
/// /// * Int64Array for LargeUtf8 arrays (lengths are 64-bit integers)
/// ///
/// /// This is generic on the type of the primitive array (different string arrays have
/// /// different lengths) and the type of the array accessor (different string arrays
/// /// have different ways to access the values)
/// fn character_length_general<'a, T: ArrowPrimitiveType, V: ArrayAccessor<Item = &'a str>>(
/// array: V,
/// ) -> Result<ArrayRef, ArrowError>
/// where
/// T::Native: OffsetSizeTrait,
/// {
/// let iter = ArrayIter::new(array);
/// // Create a Int32Array / Int64Array with the length of each string
/// let result = iter
/// .map(|string| {
/// string.map(|string: &str| {
/// T::Native::from_usize(string.chars().count())
/// .expect("should not fail as string.chars will always return integer")
/// })
/// })
/// .collect::<PrimitiveArray<T>>();
///
/// /// Return the result as a new ArrayRef (dynamically typed)
/// Ok(Arc::new(result) as ArrayRef)
/// }
/// ```
///
/// # Validity
///
/// An [`ArrayAccessor`] must always return a well-defined value for an index that is
/// within the bounds `0..Array::len`, including for null indexes where [`Array::is_null`] is true.
/// An [`ArrayAccessor`] must always return a well-defined value for an index
/// that is within the bounds `0..Array::len`, including for null indexes where
/// [`Array::is_null`] is true.
///
/// The value at null indexes is unspecified, and implementations must not rely on a specific
/// value such as [`Default::default`] being returned, however, it must not be undefined
/// The value at null indexes is unspecified, and implementations must not rely
/// on a specific value such as [`Default::default`] being returned, however, it
/// must not be undefined
pub trait ArrayAccessor: Array {
/// The Arrow type of the element being accessed.
type Item: Send + Sync;
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26 changes: 18 additions & 8 deletions arrow/src/lib.rs
Original file line number Diff line number Diff line change
Expand Up @@ -40,8 +40,10 @@
//! assert_eq!(array.values(), &[1, 0, 3])
//! ```
//!
//! It is also possible to write generic code. For example, the following is generic over
//! all primitively typed arrays
//! It is also possible to write generic code for different concrete types.
//! For example, since the following function is generic over all primitively
//! typed arrays, when invoked the Rust compiler will generate specialized implementations
//! with optimized code for each concrete type.
//!
//! ```rust
//! # use std::iter::Sum;
Expand All @@ -60,7 +62,10 @@
//! assert_eq!(sum(&TimestampNanosecondArray::from(vec![1, 2, 3])), 6);
//! ```
//!
//! And the following is generic over all arrays with comparable values
//! And the following uses [`ArrayAccessor`] to implement a generic function
//! over all arrays with comparable values.
//!
//! [`ArrayAccessor`]: array::ArrayAccessor
//!
//! ```rust
//! # use arrow::array::{ArrayAccessor, ArrayIter, Int32Array, StringArray};
Expand All @@ -81,10 +86,11 @@
//!
//! # Type Erasure / Trait Objects
//!
//! It is often the case that code wishes to handle any type of array, without necessarily knowing
//! its concrete type. This use-case is catered for by a combination of [`Array`]
//! and [`DataType`](datatypes::DataType), with the former providing a type-erased container for
//! the array, and the latter identifying the concrete type of array.
//! It is common to write code that handles any type of array, without necessarily
//! knowing its concrete type. This is done using the [`Array`] trait and using
//! [`DataType`] to determine the appropriate `downcast_ref`.
//!
//! [`DataType`]: datatypes::DataType
//!
//! ```rust
//! # use arrow::array::{Array, Float32Array};
Expand All @@ -96,14 +102,18 @@
//!
//! fn impl_dyn(array: &dyn Array) {
//! match array.data_type() {
//! // downcast `dyn Array` to concrete `StringArray`
//! DataType::Utf8 => impl_string(array.as_any().downcast_ref().unwrap()),
//! // downcast `dyn Array` to concrete `Float32Array`
//! DataType::Float32 => impl_f32(array.as_any().downcast_ref().unwrap()),
//! _ => unimplemented!()
//! }
//! }
//! ```
//!
//! To facilitate downcasting, the [`AsArray`](crate::array::AsArray) extension trait can be used
//! You can use the [`AsArray`] extension trait to facilitate downcasting:
//!
//! [`AsArray`]: crate::array::AsArray
//!
//! ```rust
//! # use arrow::array::{Array, Float32Array, AsArray};
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