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IN LIST: unify bitmap filter implementations #23035
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alamb
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geoffreyclaude:perf/in_list_unify_bitmap_filters
Jun 29, 2026
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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|
@@ -29,113 +29,106 @@ use std::hash::{Hash, Hasher}; | |
| use super::result::build_in_list_result; | ||
| use super::static_filter::{StaticFilter, handle_dictionary}; | ||
|
|
||
| /// Bitmap filter for O(1) set membership via single bit test. | ||
| /// Storage for the bits used by [`BitmapFilter`]. | ||
| /// | ||
| /// `UInt8` has only 256 possible values, so the filter stores membership in a | ||
| /// 256-bit bitmap instead of using a hash table. | ||
| pub(super) struct UInt8BitmapFilter { | ||
| null_count: usize, | ||
| bits: [u64; 4], | ||
| /// `BitmapFilter` represents an `IN` list with one bit for each possible | ||
| /// value, so membership checks become direct bit tests. This trait lets the | ||
| /// same filter code use different storage sizes for different integer widths. | ||
| pub(super) trait BitmapStorage: Send + Sync { | ||
| fn new_zeroed() -> Self; | ||
| fn set_bit(&mut self, index: usize); | ||
| fn get_bit(&self, index: usize) -> bool; | ||
| } | ||
|
|
||
| impl UInt8BitmapFilter { | ||
| pub(super) fn try_new(in_array: &ArrayRef) -> Result<Self> { | ||
| let prim_array = in_array.as_primitive_opt::<UInt8Type>().ok_or_else(|| { | ||
| exec_datafusion_err!("UInt8BitmapFilter: expected UInt8 array") | ||
| })?; | ||
| let mut bits = [0u64; 4]; | ||
| let mut set_bit = |v: u8| { | ||
| let index = usize::from(v); | ||
| bits[index / 64] |= 1u64 << (index % 64); | ||
| }; | ||
|
|
||
| let values = prim_array.values(); | ||
| match prim_array.nulls() { | ||
| None => { | ||
| for &v in values { | ||
| set_bit(v); | ||
| } | ||
| } | ||
| Some(nulls) => { | ||
| for i in | ||
| BitIndexIterator::new(nulls.validity(), nulls.offset(), nulls.len()) | ||
| { | ||
| set_bit(values[i]); | ||
| } | ||
| } | ||
| } | ||
| Ok(Self { | ||
| null_count: prim_array.null_count(), | ||
| bits, | ||
| }) | ||
| // `UInt8` has 256 possible values, 0 through 255. One bit per value takes | ||
| // 256 bits, which fits in four `u64` words. | ||
| impl BitmapStorage for [u64; 4] { | ||
|
alamb marked this conversation as resolved.
|
||
| #[inline] | ||
| fn new_zeroed() -> Self { | ||
| [0u64; 4] | ||
| } | ||
| #[inline] | ||
| fn set_bit(&mut self, index: usize) { | ||
| self[index / 64] |= 1u64 << (index % 64); | ||
| } | ||
|
|
||
| #[inline(always)] | ||
| fn check(&self, needle: u8) -> bool { | ||
| let index = needle as usize; | ||
| (self.bits[index / 64] >> (index % 64)) & 1 != 0 | ||
| fn get_bit(&self, index: usize) -> bool { | ||
| (self[index / 64] >> (index % 64)) & 1 != 0 | ||
| } | ||
| } | ||
|
|
||
| impl StaticFilter for UInt8BitmapFilter { | ||
| fn null_count(&self) -> usize { | ||
| self.null_count | ||
| // `UInt16` has 65,536 possible values. One bit per value takes 65,536 bits, | ||
| // which is 1,024 `u64` words, or 8 KiB. Box the array so the filter stores a | ||
| // pointer instead of carrying an 8 KiB array inline. | ||
| impl BitmapStorage for Box<[u64; 1024]> { | ||
|
alamb marked this conversation as resolved.
|
||
| #[inline] | ||
| fn new_zeroed() -> Self { | ||
| Box::new([0u64; 1024]) | ||
| } | ||
|
|
||
| fn contains(&self, v: &dyn Array, negated: bool) -> Result<BooleanArray> { | ||
| handle_dictionary!(self, v, negated); | ||
| let v = v.as_primitive_opt::<UInt8Type>().ok_or_else(|| { | ||
| exec_datafusion_err!("UInt8BitmapFilter: expected UInt8 array") | ||
| })?; | ||
| let input_values = v.values(); | ||
| Ok(build_in_list_result( | ||
| v.len(), | ||
| v.nulls(), | ||
| self.null_count > 0, | ||
| negated, | ||
| #[inline(always)] | ||
| |i| { | ||
| // SAFETY: `build_in_list_result` invokes this closure for | ||
| // indices in `0..v.len()`, which matches `input_values.len()`. | ||
| let needle = unsafe { *input_values.get_unchecked(i) }; | ||
| self.check(needle) | ||
| }, | ||
| )) | ||
| #[inline] | ||
| fn set_bit(&mut self, index: usize) { | ||
| self[index / 64] |= 1u64 << (index % 64); | ||
| } | ||
| #[inline(always)] | ||
| fn get_bit(&self, index: usize) -> bool { | ||
| (self[index / 64] >> (index % 64)) & 1 != 0 | ||
| } | ||
| } | ||
|
|
||
| /// Bitmap filter for O(1) `UInt16` set membership via single bit test. | ||
| /// Arrow primitive types supported by [`BitmapFilter`]. | ||
| /// | ||
| /// `UInt16` has 65,536 possible values, so the filter stores membership in an | ||
| /// 8 KiB heap-allocated bitmap instead of using a hash table. | ||
| pub(super) struct UInt16BitmapFilter { | ||
| /// Arrow already defines the Rust value type as `T::Native`. This trait only | ||
| /// supplies the bitmap storage size for the two integer domains that are small | ||
| /// enough to represent with one bit per possible value. | ||
| pub(super) trait BitmapFilterType: | ||
|
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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. 😍 |
||
| ArrowPrimitiveType + Send + Sync + 'static | ||
| { | ||
| type Storage: BitmapStorage; | ||
| } | ||
|
|
||
| /// `UInt8` has 256 possible values, so four `u64` words cover the full domain. | ||
| impl BitmapFilterType for UInt8Type { | ||
| type Storage = [u64; 4]; | ||
| } | ||
|
|
||
| /// `UInt16` has 65,536 possible values, so 1,024 `u64` words cover the full | ||
| /// domain. | ||
| impl BitmapFilterType for UInt16Type { | ||
| type Storage = Box<[u64; 1024]>; | ||
| } | ||
|
|
||
| /// `IN` filter backed by one bit per possible value. | ||
| /// | ||
| /// Building the filter scans the non-null values in the IN-list and turns on | ||
| /// the bit selected by each value. Evaluating input values checks the same bit | ||
| /// position. Null handling and `NOT IN` inversion are handled by | ||
| /// `build_in_list_result`. | ||
| pub(super) struct BitmapFilter<T: BitmapFilterType> { | ||
| null_count: usize, | ||
| bits: Box<[u64; 1024]>, | ||
| bits: T::Storage, | ||
| } | ||
|
|
||
| impl UInt16BitmapFilter { | ||
| impl<T> BitmapFilter<T> | ||
| where | ||
| T: BitmapFilterType, | ||
| { | ||
| pub(super) fn try_new(in_array: &ArrayRef) -> Result<Self> { | ||
| let prim_array = in_array.as_primitive_opt::<UInt16Type>().ok_or_else(|| { | ||
| exec_datafusion_err!("UInt16BitmapFilter: expected UInt16 array") | ||
| let prim_array = in_array.as_primitive_opt::<T>().ok_or_else(|| { | ||
| exec_datafusion_err!("BitmapFilter: expected {} array", T::DATA_TYPE) | ||
| })?; | ||
| let mut bits = Box::new([0u64; 1024]); | ||
| let mut set_bit = |v: u16| { | ||
| let index = usize::from(v); | ||
| bits[index / 64] |= 1u64 << (index % 64); | ||
| }; | ||
|
|
||
| let mut bits = T::Storage::new_zeroed(); | ||
| let values = prim_array.values(); | ||
| match prim_array.nulls() { | ||
| None => { | ||
| for &v in values { | ||
| set_bit(v); | ||
| bits.set_bit(v.as_usize()); | ||
| } | ||
| } | ||
| Some(nulls) => { | ||
| for i in | ||
| BitIndexIterator::new(nulls.validity(), nulls.offset(), nulls.len()) | ||
| { | ||
| set_bit(values[i]); | ||
| bits.set_bit(values[i].as_usize()); | ||
| } | ||
| } | ||
| } | ||
|
|
@@ -146,21 +139,23 @@ impl UInt16BitmapFilter { | |
| } | ||
|
|
||
| #[inline(always)] | ||
| fn check(&self, needle: u16) -> bool { | ||
| let index = needle as usize; | ||
| (self.bits[index / 64] >> (index % 64)) & 1 != 0 | ||
| fn check(&self, needle: T::Native) -> bool { | ||
| self.bits.get_bit(needle.as_usize()) | ||
| } | ||
| } | ||
|
|
||
| impl StaticFilter for UInt16BitmapFilter { | ||
| impl<T> StaticFilter for BitmapFilter<T> | ||
| where | ||
| T: BitmapFilterType, | ||
| { | ||
| fn null_count(&self) -> usize { | ||
| self.null_count | ||
| } | ||
|
|
||
| fn contains(&self, v: &dyn Array, negated: bool) -> Result<BooleanArray> { | ||
| handle_dictionary!(self, v, negated); | ||
| let v = v.as_primitive_opt::<UInt16Type>().ok_or_else(|| { | ||
| exec_datafusion_err!("UInt16BitmapFilter: expected UInt16 array") | ||
| let v = v.as_primitive_opt::<T>().ok_or_else(|| { | ||
| exec_datafusion_err!("BitmapFilter: expected {} array", T::DATA_TYPE) | ||
| })?; | ||
| let input_values = v.values(); | ||
| Ok(build_in_list_result( | ||
|
|
@@ -406,7 +401,7 @@ mod tests { | |
| #[test] | ||
| fn bitmap_filter_u8_handles_nulls() -> Result<()> { | ||
| let haystack: ArrayRef = Arc::new(UInt8Array::from(vec![Some(1), None, Some(3)])); | ||
| let filter = UInt8BitmapFilter::try_new(&haystack)?; | ||
| let filter = BitmapFilter::<UInt8Type>::try_new(&haystack)?; | ||
| let needles = UInt8Array::from(vec![Some(1), Some(2), None, Some(3)]); | ||
|
|
||
| assert_contains(&filter, &needles, vec![Some(true), None, None, Some(true)])?; | ||
|
|
@@ -421,7 +416,7 @@ mod tests { | |
| #[test] | ||
| fn bitmap_filter_u8_handles_dictionary_needles() -> Result<()> { | ||
| let haystack: ArrayRef = Arc::new(UInt8Array::from(vec![Some(1), None, Some(3)])); | ||
| let filter = UInt8BitmapFilter::try_new(&haystack)?; | ||
| let filter = BitmapFilter::<UInt8Type>::try_new(&haystack)?; | ||
|
|
||
| let keys = Int8Array::from(vec![Some(0), Some(1), None, Some(2)]); | ||
| let values = Arc::new(UInt8Array::from(vec![Some(1), Some(2), Some(3)])); | ||
|
|
@@ -438,7 +433,7 @@ mod tests { | |
| Some(1024), | ||
| Some(u16::MAX), | ||
| ])); | ||
| let filter = UInt16BitmapFilter::try_new(&haystack)?; | ||
| let filter = BitmapFilter::<UInt16Type>::try_new(&haystack)?; | ||
| let needles = | ||
| UInt16Array::from(vec![Some(0), Some(1), Some(1024), Some(u16::MAX), None]); | ||
|
|
||
|
|
||
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