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mod groups;
use crate::prelude::*;
use crate::utils::CustomIterTools;
use num::Bounded;
use polars_arrow::trusted_len::PushUnchecked;
use std::borrow::Cow;
impl<T> ChunkedArray<T>
where
T: PolarsNumericType,
T::Native: Bounded + PartialOrd,
{
pub(crate) fn join_asof(&self, other: &Series) -> Result<Vec<Option<u32>>> {
let other = self.unpack_series_matching_type(other)?;
let mut rhs_iter = other.into_iter().peekable();
let mut tuples = Vec::with_capacity(self.len());
if self.null_count() > 0 {
return Err(PolarsError::ComputeError(
"keys of asof join should not have null values".into(),
));
}
if !(other.is_sorted_reverse() | other.is_sorted()) {
eprintln!("right key of asof join is not explicitly sorted, this may lead to unexpected results");
}
let mut rhs_idx = 0;
let mut previous_lhs_val: T::Native = Bounded::min_value();
let mut sorted = true;
for arr in self.downcast_iter() {
for &lhs_val in arr.values().as_slice() {
if lhs_val < previous_lhs_val {
sorted = false;
}
if lhs_val == previous_lhs_val {
tuples.push(Some(rhs_idx - 1));
continue;
}
previous_lhs_val = lhs_val;
loop {
match rhs_iter.next() {
Some(Some(rhs_val)) => {
if rhs_val > lhs_val {
if previous_lhs_val <= lhs_val {
if rhs_idx == 0 {
tuples.push(None);
} else {
tuples.push(Some(rhs_idx - 1));
}
}
rhs_idx += 1;
break;
}
rhs_idx += 1;
}
Some(None) => {
rhs_idx += 1;
}
None => {
let remaining = self.len() - tuples.len();
let item = tuples.last().map(|_| rhs_idx - 1);
let iter = std::iter::repeat(item)
.take(remaining)
.trust_my_length(remaining);
tuples.extend_trusted_len(iter);
return Ok(tuples);
}
}
}
}
}
if !sorted {
return Err(PolarsError::ComputeError(
"left key of asof join must be sorted".into(),
));
}
Ok(tuples)
}
}
impl DataFrame {
#[cfg_attr(docsrs, doc(cfg(feature = "asof_join")))]
pub fn join_asof(&self, other: &DataFrame, left_on: &str, right_on: &str) -> Result<DataFrame> {
let left_key = self.column(left_on)?;
let right_key = other.column(right_on)?;
let take_idx = left_key.join_asof(right_key)?;
if let Some(Some(idx)) = take_idx.last() {
assert!((*idx as usize) < other.height())
}
let other = if left_on == right_on {
Cow::Owned(other.drop(right_on)?)
} else {
Cow::Borrowed(other)
};
let right_df = unsafe {
other.take_opt_iter_unchecked(
take_idx
.into_iter()
.map(|opt_idx| opt_idx.map(|idx| idx as usize)),
)
};
self.finish_join(self.clone(), right_df, None)
}
}
#[cfg(test)]
mod test {
use super::*;
use crate::df;
#[test]
fn test_join_asof() -> Result<()> {
let left = df![
"a" => [1, 5, 10],
"left_val" => ["a", "b", "c"]
]?;
let right = df![
"b" => [1, 2, 3, 6, 7],
"right_val" => [1, 2, 3, 6, 7]
]?;
let out = left.join_asof(&right, "a", "b")?;
let expected = df![
"a" => [1, 5, 10],
"left_val" => ["a", "b", "c"],
"b" => [1, 3, 7],
"right_val" => [1, 3, 7]
]?;
assert!(out.frame_equal_missing(&expected));
let left = df![
"a" => [2, 5, 10, 12],
"left_val" => ["a", "b", "c", "d"]
]?;
let right = df![
"b" => [1, 2, 3],
"right_val" => [1, 2, 3]
]?;
let out = left.join_asof(&right, "a", "b")?;
let expected = df![
"a" => [2, 5, 10, 12],
"left_val" => ["a", "b", "c", "d"],
"b" => [Some(2), Some(3), Some(3), Some(3)],
"right_val" => [Some(2), Some(3), Some(3), Some(3)]
]?;
assert!(out.frame_equal_missing(&expected));
let left = df![
"a" => [-10, 5, 10],
"left_val" => ["a", "b", "c"]
]?;
let right = df![
"b" => [1, 2, 3, 6, 7]
]?;
let out = left.join_asof(&right, "a", "b")?;
let expected = df![
"a" => [-10, 5, 10],
"left_val" => ["a", "b", "c"],
"b" => [None, Some(3), Some(7)]
]?;
assert!(out.frame_equal_missing(&expected));
Ok(())
}
}