-
Notifications
You must be signed in to change notification settings - Fork 1.1k
Perf: Add prefix compare for inlined compare and change use of inline_value to inline it to a u128 #7748
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Perf: Add prefix compare for inlined compare and change use of inline_value to inline it to a u128 #7748
Changes from 20 commits
5968c4f
061243c
59ede5b
e673331
b805dfe
5980297
6fb2f84
3428523
1b5a1da
8d4da6a
52c2fc3
c8c7038
7194e8d
1a858a1
442402b
96fd53a
9580de1
5f80dc7
039e38b
918a789
153cf85
d650fb3
File filter
Filter by extension
Conversations
Jump to
Diff view
Diff view
There are no files selected for viewing
| Original file line number | Diff line number | Diff line change |
|---|---|---|
|
|
@@ -27,6 +27,7 @@ use arrow_schema::{ArrowError, DataType}; | |
| use core::str; | ||
| use num::ToPrimitive; | ||
| use std::any::Any; | ||
| use std::cmp::Ordering; | ||
| use std::fmt::Debug; | ||
| use std::marker::PhantomData; | ||
| use std::sync::Arc; | ||
|
|
@@ -539,25 +540,30 @@ impl<T: ByteViewType + ?Sized> GenericByteViewArray<T> { | |
| left_idx: usize, | ||
| right: &GenericByteViewArray<T>, | ||
| right_idx: usize, | ||
| ) -> std::cmp::Ordering { | ||
| ) -> Ordering { | ||
| let l_view = left.views().get_unchecked(left_idx); | ||
| let l_len = *l_view as u32; | ||
| let l_byte_view = ByteView::from(*l_view); | ||
|
|
||
| let r_view = right.views().get_unchecked(right_idx); | ||
| let r_len = *r_view as u32; | ||
| let r_byte_view = ByteView::from(*r_view); | ||
|
|
||
| if l_len <= MAX_INLINE_VIEW_LEN && r_len <= MAX_INLINE_VIEW_LEN { | ||
| let l_data = unsafe { GenericByteViewArray::<T>::inline_value(l_view, l_len as usize) }; | ||
| let r_data = unsafe { GenericByteViewArray::<T>::inline_value(r_view, r_len as usize) }; | ||
| return l_data.cmp(r_data); | ||
| let l_len = l_byte_view.length; | ||
| let r_len = r_byte_view.length; | ||
|
|
||
| if l_len <= 12 && r_len <= 12 { | ||
| return Self::inline_key_fast(*l_view).cmp(&Self::inline_key_fast(*r_view)); | ||
| } | ||
|
|
||
| // one of the string is larger than 12 bytes, | ||
| // we then try to compare the inlined data first | ||
| let l_inlined_data = unsafe { GenericByteViewArray::<T>::inline_value(l_view, 4) }; | ||
| let r_inlined_data = unsafe { GenericByteViewArray::<T>::inline_value(r_view, 4) }; | ||
| if r_inlined_data != l_inlined_data { | ||
| return l_inlined_data.cmp(r_inlined_data); | ||
|
|
||
| // Note: In theory, ByteView is only used for string which is larger than 12 bytes, | ||
| // but we can still use it to get the inlined prefix for shorter strings. | ||
| // The prefix is always the first 4 bytes of the view, for both short and long strings. | ||
| let l_inlined_be = l_byte_view.prefix.swap_bytes(); | ||
| let r_inlined_be = r_byte_view.prefix.swap_bytes(); | ||
| if l_inlined_be != r_inlined_be { | ||
| return l_inlined_be.cmp(&r_inlined_be); | ||
| } | ||
|
|
||
| // unfortunately, we need to compare the full data | ||
|
|
@@ -566,6 +572,63 @@ impl<T: ByteViewType + ?Sized> GenericByteViewArray<T> { | |
|
|
||
| l_full_data.cmp(r_full_data) | ||
| } | ||
|
|
||
| /// Builds a 128-bit composite key for an inline value: | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Sorry -- I left comments for this function on the wrong PR: #7792 (comment) Basically I think it would be very helpful to explain what properties the resulting u128 has |
||
| /// | ||
| /// - High 96 bits: the inline data in big-endian byte order (for correct lexicographical sorting). | ||
| /// - Low 32 bits: the length in big-endian byte order, acting as a tiebreaker so shorter strings | ||
| /// (or those with fewer meaningful bytes) always numerically sort before longer ones. | ||
| /// | ||
| /// This function extracts the length and the 12-byte inline string data from the raw | ||
| /// little-endian `u128` representation, converts them to big-endian ordering, and packs them | ||
| /// into a single `u128` value suitable for fast, branchless comparisons. | ||
| /// | ||
| /// ### Why include length? | ||
| /// | ||
| /// A pure 96-bit content comparison can’t distinguish between two values whose inline bytes | ||
| /// compare equal—either because one is a true prefix of the other or because zero-padding | ||
| /// hides extra bytes. By tucking the 32-bit length into the lower bits, a single `u128` compare | ||
| /// handles both content and length in one go. | ||
| /// | ||
| /// Example: comparing "bar" (3 bytes) vs "bar\0" (4 bytes) | ||
| /// | ||
| /// | String | Bytes 0–4 (length LE) | Bytes 4–16 (data + padding) | | ||
| /// |------------|-----------------------|---------------------------------| | ||
| /// | `"bar"` | `03 00 00 00` | `62 61 72` + 9 × `00` | | ||
| /// | `"bar\0"`| `04 00 00 00` | `62 61 72 00` + 8 × `00` | | ||
| /// | ||
| /// Both inline parts become `62 61 72 00…00`, so they tie on content. The length field | ||
| /// then differentiates: | ||
| /// | ||
| /// ```text | ||
| /// key("bar") = 0x0000000000000000000062617200000003 | ||
| /// key("bar\0") = 0x0000000000000000000062617200000004 | ||
| /// ⇒ key("bar") < key("bar\0") | ||
| /// ``` | ||
| #[inline(always)] | ||
| pub fn inline_key_fast(raw: u128) -> u128 { | ||
| // Convert the raw u128 (little-endian) into bytes for manipulation | ||
| let raw_bytes = raw.to_le_bytes(); | ||
|
|
||
| // Extract the length (first 4 bytes), convert to big-endian u32, and promote to u128 | ||
| let len_le = &raw_bytes[0..4]; | ||
| let len_be = u32::from_le_bytes(len_le.try_into().unwrap()).to_be() as u128; | ||
|
|
||
| // Extract the inline string bytes (next 12 bytes), place them into the lower 12 bytes of a 16-byte array, | ||
| // padding the upper 4 bytes with zero to form a little-endian u128 value | ||
| let mut inline_bytes = [0u8; 16]; | ||
| inline_bytes[4..16].copy_from_slice(&raw_bytes[4..16]); | ||
|
|
||
| // Convert to big-endian to ensure correct lexical ordering | ||
| let inline_u128 = u128::from_le_bytes(inline_bytes).to_be(); | ||
|
|
||
| // Shift right by 32 bits to discard the zero padding (upper 4 bytes), | ||
| // so that the inline string occupies the high 96 bits | ||
| let inline_part = inline_u128 >> 32; | ||
|
|
||
| // Combine the inline string part (high 96 bits) and length (low 32 bits) into the final key | ||
| (inline_part << 32) | len_be | ||
alamb marked this conversation as resolved.
Show resolved
Hide resolved
|
||
| } | ||
| } | ||
|
|
||
| impl<T: ByteViewType + ?Sized> Debug for GenericByteViewArray<T> { | ||
|
|
@@ -874,7 +937,10 @@ impl From<Vec<Option<String>>> for StringViewArray { | |
| #[cfg(test)] | ||
| mod tests { | ||
| use crate::builder::{BinaryViewBuilder, StringViewBuilder}; | ||
| use crate::{Array, BinaryViewArray, StringViewArray}; | ||
| use crate::types::BinaryViewType; | ||
| use crate::{ | ||
| Array, BinaryViewArray, GenericBinaryArray, GenericByteViewArray, StringViewArray, | ||
| }; | ||
| use arrow_buffer::{Buffer, ScalarBuffer}; | ||
| use arrow_data::ByteView; | ||
|
|
||
|
|
@@ -1090,4 +1156,86 @@ mod tests { | |
| assert_eq!(array2, array2.clone()); | ||
| assert_eq!(array1, array2); | ||
| } | ||
|
|
||
| /// Integration tests for `inline_key_fast` covering: | ||
| /// | ||
| /// 1. Monotonic ordering across increasing lengths and lexical variations. | ||
| /// 2. Cross-check against `GenericBinaryArray` comparison to ensure semantic equivalence. | ||
| /// | ||
| /// This also includes a specific test for the “bar” vs. “bar\0” case, demonstrating why | ||
| /// the length field is required even when all inline bytes fit in 12 bytes. | ||
| #[test] | ||
| fn test_inline_key_fast_various_lengths_and_lexical() { | ||
| /// Helper to create a raw u128 value representing an inline ByteView | ||
| /// - `length`: number of meaningful bytes (≤ 12) | ||
| /// - `data`: the actual inline data | ||
| fn make_raw_inline(length: u32, data: &[u8]) -> u128 { | ||
| assert!(length as usize <= 12, "Inline length must be ≤ 12"); | ||
| assert!(data.len() == length as usize, "Data must match length"); | ||
|
|
||
| let mut raw_bytes = [0u8; 16]; | ||
| raw_bytes[0..4].copy_from_slice(&length.to_le_bytes()); // little-endian length | ||
| raw_bytes[4..(4 + data.len())].copy_from_slice(data); // inline data | ||
| u128::from_le_bytes(raw_bytes) | ||
| } | ||
|
|
||
| // Test inputs: include the specific "bar" vs "bar\0" case, plus length and lexical variations | ||
| let test_inputs: Vec<&[u8]> = vec![ | ||
| b"a", | ||
| b"aa", | ||
| b"aaa", | ||
| b"aab", | ||
| b"abcd", | ||
| b"abcde", | ||
| b"abcdef", | ||
| b"abcdefg", | ||
| b"abcdefgh", | ||
| b"abcdefghi", | ||
| b"abcdefghij", | ||
| b"abcdefghijk", | ||
| b"abcdefghijkl", // 12 bytes, max inline | ||
| b"bar", | ||
| b"bar\0", // special case to test length tiebreaker | ||
| b"xyy", | ||
| b"xyz", | ||
| ]; | ||
|
|
||
| // 1) Monotonic key order: content then length | ||
| let mut previous_key: Option<u128> = None; | ||
| for input in &test_inputs { | ||
| let raw = make_raw_inline(input.len() as u32, input); | ||
| let key = GenericByteViewArray::<BinaryViewType>::inline_key_fast(raw); | ||
| if let Some(prev) = previous_key { | ||
| assert!( | ||
| prev < key, | ||
| "Key for {input:?} (0x{prev:032x}) was not less than next key (0x{key:032x})", | ||
| ); | ||
| } | ||
| previous_key = Some(key); | ||
| } | ||
|
|
||
| // 2) Cross-check against GenericBinaryArray comparison | ||
|
||
| let array: GenericBinaryArray<i32> = | ||
| GenericBinaryArray::from(test_inputs.iter().map(|s| Some(*s)).collect::<Vec<_>>()); | ||
|
|
||
| for i in 0..array.len() - 1 { | ||
| let v1 = array.value(i); | ||
| let v2 = array.value(i + 1); | ||
| // Ensure lexical ordering matches | ||
| assert!(v1 < v2, "Array compare failed: {v1:?} !< {v2:?}"); | ||
| // Ensure fast key compare matches | ||
| let key1 = GenericByteViewArray::<BinaryViewType>::inline_key_fast(make_raw_inline( | ||
| v1.len() as u32, | ||
| v1, | ||
| )); | ||
| let key2 = GenericByteViewArray::<BinaryViewType>::inline_key_fast(make_raw_inline( | ||
| v2.len() as u32, | ||
| v2, | ||
| )); | ||
| assert!( | ||
| key1 < key2, | ||
| "Key compare failed: key({v1:?})=0x{key1:032x} !< key({v2:?})=0x{key2:032x}", | ||
| ); | ||
| } | ||
| } | ||
| } | ||
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
You can change this code below to use
(l_view >> 32) as u32as well (or ByteView if it generates the same code). It seems that is a bit faster for the prefix comparison:There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Good point @Dandandan , i will change to ByteView prefix.