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perf: Improve rle_id
iteration performance and set sorted flags
#16893
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Original file line number | Diff line number | Diff line change |
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@@ -1,45 +1,53 @@ | ||
use polars_core::prelude::*; | ||
use polars_core::series::IsSorted; | ||
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||
/// Get the lengths of runs of identical values. | ||
pub fn rle(s: &Series) -> PolarsResult<Series> { | ||
let (s1, s2) = (s.slice(0, s.len() - 1), s.slice(1, s.len())); | ||
let s_neq = s1.not_equal_missing(&s2)?; | ||
let n_runs = s_neq.sum().unwrap() + 1; | ||
let n_runs = s_neq.sum().ok_or_else(|| polars_err!(InvalidOperation: "could not evaluate 'rle_id' on series of dtype: {}", s.dtype()))? + 1; | ||
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let mut lengths = Vec::<IdxSize>::with_capacity(n_runs as usize); | ||
lengths.push(1); | ||
let mut vals = Series::new_empty("value", s.dtype()); | ||
let vals = vals.extend(&s.head(Some(1)))?.extend(&s2.filter(&s_neq)?)?; | ||
let mut idx = 0; | ||
for v in s_neq.into_iter() { | ||
if v.unwrap() { | ||
idx += 1; | ||
lengths.push(1); | ||
} else { | ||
lengths[idx] += 1; | ||
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assert_eq!(s_neq.null_count(), 0); | ||
for arr in s_neq.downcast_iter() { | ||
for v in arr.values_iter() { | ||
if v { | ||
idx += 1; | ||
lengths.push(1) | ||
} else { | ||
lengths[idx] += 1; | ||
} | ||
} | ||
} | ||
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||
let outvals = vec![Series::from_vec("len", lengths), vals.to_owned()]; | ||
Ok(StructChunked::new("rle", &outvals)?.into_series()) | ||
Ok(StructChunked::new(s.name(), &outvals)?.into_series()) | ||
} | ||
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/// Similar to `rle`, but maps values to run IDs. | ||
pub fn rle_id(s: &Series) -> PolarsResult<Series> { | ||
if s.len() == 0 { | ||
return Ok(Series::new_empty("id", &IDX_DTYPE)); | ||
return Ok(Series::new_empty(s.name(), &IDX_DTYPE)); | ||
} | ||
let (s1, s2) = (s.slice(0, s.len() - 1), s.slice(1, s.len())); | ||
let s_neq = s1.not_equal_missing(&s2)?; | ||
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let mut out = Vec::<IdxSize>::with_capacity(s.len()); | ||
let mut last = 0; | ||
out.push(last); // Run numbers start at zero | ||
assert_eq!(s_neq.null_count(), 0); | ||
for a in s_neq.downcast_iter() { | ||
for aa in a.values_iter() { | ||
last += aa as IdxSize; | ||
out.push(last); | ||
} | ||
} | ||
Ok(Series::from_vec("id", out)) | ||
Ok(IdxCa::from_vec(s.name(), out) | ||
.with_sorted_flag(IsSorted::Ascending) | ||
.into_series()) | ||
} |
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We should always keep names.