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mod.rs
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mod binary_numeric;
mod compare;
mod is_constant;
mod is_sorted;
mod like;
use vortex_array::compute::{
BinaryNumericFn, CompareFn, FilterKernel, FilterKernelAdapter, IsConstantFn, IsSortedFn,
KernelRef, LikeFn, ScalarAtFn, SliceFn, TakeFn, filter, scalar_at, slice, take,
};
use vortex_array::vtable::ComputeVTable;
use vortex_array::{Array, ArrayComputeImpl, ArrayRef};
use vortex_error::VortexResult;
use vortex_mask::Mask;
use vortex_scalar::Scalar;
use crate::{DictArray, DictEncoding};
impl ArrayComputeImpl for DictArray {
const FILTER: Option<KernelRef> = FilterKernelAdapter(DictEncoding).some();
}
impl ComputeVTable for DictEncoding {
fn binary_numeric_fn(&self) -> Option<&dyn BinaryNumericFn<&dyn Array>> {
Some(self)
}
fn compare_fn(&self) -> Option<&dyn CompareFn<&dyn Array>> {
Some(self)
}
fn is_constant_fn(&self) -> Option<&dyn IsConstantFn<&dyn Array>> {
Some(self)
}
fn is_sorted_fn(&self) -> Option<&dyn IsSortedFn<&dyn Array>> {
Some(self)
}
fn like_fn(&self) -> Option<&dyn LikeFn<&dyn Array>> {
Some(self)
}
fn scalar_at_fn(&self) -> Option<&dyn ScalarAtFn<&dyn Array>> {
Some(self)
}
fn slice_fn(&self) -> Option<&dyn SliceFn<&dyn Array>> {
Some(self)
}
fn take_fn(&self) -> Option<&dyn TakeFn<&dyn Array>> {
Some(self)
}
}
impl ScalarAtFn<&DictArray> for DictEncoding {
fn scalar_at(&self, array: &DictArray, index: usize) -> VortexResult<Scalar> {
let dict_index: usize = scalar_at(array.codes(), index)?.as_ref().try_into()?;
scalar_at(array.values(), dict_index)
}
}
impl TakeFn<&DictArray> for DictEncoding {
fn take(&self, array: &DictArray, indices: &dyn Array) -> VortexResult<ArrayRef> {
let codes = take(array.codes(), indices)?;
DictArray::try_new(codes, array.values().clone()).map(|a| a.into_array())
}
}
impl FilterKernel for DictEncoding {
fn filter(&self, array: &DictArray, mask: &Mask) -> VortexResult<ArrayRef> {
let codes = filter(array.codes(), mask)?;
DictArray::try_new(codes, array.values().clone()).map(|a| a.into_array())
}
}
impl SliceFn<&DictArray> for DictEncoding {
// TODO(robert): Add function to trim the dictionary
fn slice(&self, array: &DictArray, start: usize, stop: usize) -> VortexResult<ArrayRef> {
DictArray::try_new(slice(array.codes(), start, stop)?, array.values().clone())
.map(|a| a.into_array())
}
}
#[cfg(test)]
mod test {
use vortex_array::accessor::ArrayAccessor;
use vortex_array::arrays::{ConstantArray, PrimitiveArray, VarBinArray, VarBinViewArray};
use vortex_array::compute::test_harness::test_mask;
use vortex_array::compute::{Operator, compare, scalar_at, slice};
use vortex_array::{Array, ArrayRef, ToCanonical};
use vortex_dtype::{DType, Nullability};
use vortex_scalar::Scalar;
use crate::builders::dict_encode;
#[test]
fn canonicalise_nullable_primitive() {
let values: Vec<Option<i32>> = (0..65)
.map(|i| match i % 3 {
0 => Some(42),
1 => Some(-9),
2 => None,
_ => unreachable!(),
})
.collect();
let dict = dict_encode(&PrimitiveArray::from_option_iter(values.clone())).unwrap();
let actual = dict.to_primitive().unwrap();
let expected: Vec<i32> = (0..65)
.map(|i| match i % 3 {
// Compressor puts 0 as a code for invalid values which we end up using in take
// thus invalid values on decompression turn into whatever is at 0th position in dictionary
0 | 2 => 42,
1 => -9,
_ => unreachable!(),
})
.collect();
assert_eq!(actual.as_slice::<i32>(), expected.as_slice());
let expected_valid_count = values.iter().filter(|x| x.is_some()).count();
assert_eq!(
actual.validity_mask().unwrap().true_count(),
expected_valid_count
);
}
#[test]
fn canonicalise_non_nullable_primitive_32_unique_values() {
let unique_values: Vec<i32> = (0..32).collect();
let expected: Vec<i32> = (0..1000).map(|i| unique_values[i % 32]).collect();
let dict = dict_encode(&PrimitiveArray::from_iter(expected.iter().copied())).unwrap();
let actual = dict.to_primitive().unwrap();
assert_eq!(actual.as_slice::<i32>(), expected.as_slice());
}
#[test]
fn canonicalise_non_nullable_primitive_100_unique_values() {
let unique_values: Vec<i32> = (0..100).collect();
let expected: Vec<i32> = (0..1000).map(|i| unique_values[i % 100]).collect();
let dict = dict_encode(&PrimitiveArray::from_iter(expected.iter().copied())).unwrap();
let actual = dict.to_primitive().unwrap();
assert_eq!(actual.as_slice::<i32>(), expected.as_slice());
}
#[test]
fn canonicalise_nullable_varbin() {
let reference = VarBinViewArray::from_iter(
vec![Some("a"), Some("b"), None, Some("a"), None, Some("b")],
DType::Utf8(Nullability::Nullable),
);
assert_eq!(reference.len(), 6);
let dict = dict_encode(&reference).unwrap();
let flattened_dict = dict.to_varbinview().unwrap();
assert_eq!(
flattened_dict
.with_iterator(|iter| iter
.map(|slice| slice.map(|s| s.to_vec()))
.collect::<Vec<_>>())
.unwrap(),
reference
.with_iterator(|iter| iter
.map(|slice| slice.map(|s| s.to_vec()))
.collect::<Vec<_>>())
.unwrap(),
);
}
fn sliced_dict_array() -> ArrayRef {
let reference = PrimitiveArray::from_option_iter([
Some(42),
Some(-9),
None,
Some(42),
Some(1),
Some(5),
]);
let dict = dict_encode(&reference).unwrap();
slice(&dict, 1, 4).unwrap()
}
#[test]
fn compare_sliced_dict() {
let sliced = sliced_dict_array();
let compared = compare(&sliced, &ConstantArray::new(42, 3), Operator::Eq).unwrap();
assert_eq!(
scalar_at(&compared, 0).unwrap(),
Scalar::bool(false, Nullability::Nullable)
);
assert_eq!(
scalar_at(&compared, 1).unwrap(),
Scalar::null(DType::Bool(Nullability::Nullable))
);
assert_eq!(
scalar_at(&compared, 2).unwrap(),
Scalar::bool(true, Nullability::Nullable)
);
}
#[test]
fn test_mask_dict_array() {
let array = dict_encode(&PrimitiveArray::from_iter([2, 0, 2, 0, 10]).into_array()).unwrap();
test_mask(&array);
let array = dict_encode(
&PrimitiveArray::from_option_iter([Some(2), None, Some(2), Some(0), Some(10)])
.into_array(),
)
.unwrap();
test_mask(&array);
let array = dict_encode(
&VarBinArray::from_iter(
[
Some("hello"),
None,
Some("hello"),
Some("good"),
Some("good"),
],
DType::Utf8(Nullability::Nullable),
)
.into_array(),
)
.unwrap();
test_mask(&array);
}
}