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@@ -48,4 +48,5 @@ pub mod cmp; | |
pub mod comparison; | ||
pub mod ord; | ||
pub mod partition; | ||
pub mod rank; | ||
pub mod sort; |
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@@ -0,0 +1,195 @@ | ||
// Licensed to the Apache Software Foundation (ASF) under one | ||
// or more contributor license agreements. See the NOTICE file | ||
// distributed with this work for additional information | ||
// regarding copyright ownership. The ASF licenses this file | ||
// to you under the Apache License, Version 2.0 (the | ||
// "License"); you may not use this file except in compliance | ||
// with the License. You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, | ||
// software distributed under the License is distributed on an | ||
// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
// KIND, either express or implied. See the License for the | ||
// specific language governing permissions and limitations | ||
// under the License. | ||
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use arrow_array::cast::AsArray; | ||
use arrow_array::types::*; | ||
use arrow_array::{downcast_primitive_array, Array, ArrowNativeTypeOp, GenericByteArray}; | ||
use arrow_buffer::NullBuffer; | ||
use arrow_schema::{ArrowError, DataType, SortOptions}; | ||
use std::cmp::Ordering; | ||
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/// Assigns a rank to each value in `array` based on its position in the sorted order | ||
/// | ||
/// Where values are equal, they will be assigned the highest of their ranks, | ||
/// leaving gaps in the overall rank assignment | ||
/// | ||
/// ``` | ||
/// # use arrow_array::StringArray; | ||
/// # use arrow_ord::rank::rank; | ||
/// let array = StringArray::from(vec![Some("foo"), None, Some("foo"), None, Some("bar")]); | ||
/// let ranks = rank(&array, None).unwrap(); | ||
/// assert_eq!(ranks, &[5, 2, 5, 2, 3]); | ||
/// ``` | ||
pub fn rank( | ||
array: &dyn Array, | ||
options: Option<SortOptions>, | ||
) -> Result<Vec<u32>, ArrowError> { | ||
let options = options.unwrap_or_default(); | ||
let ranks = downcast_primitive_array! { | ||
array => primitive_rank(array.values(), array.nulls(), options), | ||
DataType::Utf8 => bytes_rank(array.as_bytes::<Utf8Type>(), options), | ||
DataType::LargeUtf8 => bytes_rank(array.as_bytes::<LargeUtf8Type>(), options), | ||
DataType::Binary => bytes_rank(array.as_bytes::<BinaryType>(), options), | ||
DataType::LargeBinary => bytes_rank(array.as_bytes::<LargeBinaryType>(), options), | ||
d => return Err(ArrowError::ComputeError(format!("{d:?} not supported in rank"))) | ||
}; | ||
Ok(ranks) | ||
} | ||
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#[inline(never)] | ||
fn primitive_rank<T: ArrowNativeTypeOp>( | ||
values: &[T], | ||
nulls: Option<&NullBuffer>, | ||
options: SortOptions, | ||
) -> Vec<u32> { | ||
let len: u32 = values.len().try_into().unwrap(); | ||
let to_sort = match nulls.filter(|n| n.null_count() > 0) { | ||
Some(n) => n | ||
.valid_indices() | ||
.map(|idx| (values[idx], idx as u32)) | ||
.collect(), | ||
None => values.iter().copied().zip(0..len).collect(), | ||
}; | ||
rank_impl(values.len(), to_sort, options, T::compare, T::is_eq) | ||
} | ||
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#[inline(never)] | ||
fn bytes_rank<T: ByteArrayType>( | ||
array: &GenericByteArray<T>, | ||
options: SortOptions, | ||
) -> Vec<u32> { | ||
let to_sort: Vec<(&[u8], u32)> = match array.nulls().filter(|n| n.null_count() > 0) { | ||
Some(n) => n | ||
.valid_indices() | ||
.map(|idx| (array.value(idx).as_ref(), idx as u32)) | ||
.collect(), | ||
None => (0..array.len()) | ||
.map(|idx| (array.value(idx).as_ref(), idx as u32)) | ||
.collect(), | ||
}; | ||
rank_impl(array.len(), to_sort, options, Ord::cmp, PartialEq::eq) | ||
} | ||
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fn rank_impl<T, C, E>( | ||
len: usize, | ||
mut valid: Vec<(T, u32)>, | ||
options: SortOptions, | ||
compare: C, | ||
eq: E, | ||
) -> Vec<u32> | ||
where | ||
T: Copy, | ||
C: Fn(T, T) -> Ordering, | ||
E: Fn(T, T) -> bool, | ||
{ | ||
// We can use an unstable sort as we combine equal values later | ||
valid.sort_unstable_by(|a, b| compare(a.0, b.0)); | ||
if options.descending { | ||
valid.reverse(); | ||
} | ||
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let (mut valid_rank, null_rank) = match options.nulls_first { | ||
true => (len as u32, (len - valid.len()) as u32), | ||
false => (valid.len() as u32, len as u32), | ||
}; | ||
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let mut out: Vec<_> = vec![null_rank; len]; | ||
if let Some(v) = valid.last() { | ||
out[v.1 as usize] = valid_rank; | ||
} | ||
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let mut count = 1; // Number of values in rank | ||
for w in valid.windows(2).rev() { | ||
match eq(w[0].0, w[1].0) { | ||
true => { | ||
count += 1; | ||
out[w[0].1 as usize] = valid_rank; | ||
} | ||
false => { | ||
valid_rank -= count; | ||
count = 1; | ||
out[w[0].1 as usize] = valid_rank | ||
} | ||
} | ||
} | ||
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out | ||
} | ||
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#[cfg(test)] | ||
mod tests { | ||
use super::*; | ||
use arrow_array::*; | ||
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#[test] | ||
fn test_primitive() { | ||
let descending = SortOptions { | ||
descending: true, | ||
nulls_first: true, | ||
}; | ||
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let nulls_last = SortOptions { | ||
descending: false, | ||
nulls_first: false, | ||
}; | ||
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let nulls_last_descending = SortOptions { | ||
descending: true, | ||
nulls_first: false, | ||
}; | ||
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let a = Int32Array::from(vec![Some(1), Some(1), None, Some(3), Some(3), Some(4)]); | ||
let res = rank(&a, None).unwrap(); | ||
assert_eq!(res, &[3, 3, 1, 5, 5, 6]); | ||
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let res = rank(&a, Some(descending)).unwrap(); | ||
assert_eq!(res, &[6, 6, 1, 4, 4, 2]); | ||
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let res = rank(&a, Some(nulls_last)).unwrap(); | ||
assert_eq!(res, &[2, 2, 6, 4, 4, 5]); | ||
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let res = rank(&a, Some(nulls_last_descending)).unwrap(); | ||
assert_eq!(res, &[5, 5, 6, 3, 3, 1]); | ||
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// Test with non-zero null values | ||
let nulls = NullBuffer::from(vec![true, true, false, true, false, false]); | ||
let a = Int32Array::new(vec![1, 4, 3, 4, 5, 5].into(), Some(nulls)); | ||
let res = rank(&a, None).unwrap(); | ||
assert_eq!(res, &[4, 6, 3, 6, 3, 3]); | ||
} | ||
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#[test] | ||
fn test_bytes() { | ||
let v = vec!["foo", "fo", "bar", "bar"]; | ||
let values = StringArray::from(v.clone()); | ||
let res = rank(&values, None).unwrap(); | ||
assert_eq!(res, &[4, 3, 2, 2]); | ||
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let values = LargeStringArray::from(v.clone()); | ||
let res = rank(&values, None).unwrap(); | ||
assert_eq!(res, &[4, 3, 2, 2]); | ||
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let v: Vec<&[u8]> = vec![&[1, 2], &[0], &[1, 2, 3], &[1, 2]]; | ||
let values = LargeBinaryArray::from(v.clone()); | ||
let res = rank(&values, None).unwrap(); | ||
assert_eq!(res, &[3, 1, 4, 3]); | ||
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let values = BinaryArray::from(v); | ||
let res = rank(&values, None).unwrap(); | ||
assert_eq!(res, &[3, 1, 4, 3]); | ||
} | ||
} |
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