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add cume_dist implementation (#1076)
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// 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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//! Defines physical expression for `cume_dist` that can evaluated | ||
//! at runtime during query execution | ||
use crate::error::Result; | ||
use crate::physical_plan::window_functions::PartitionEvaluator; | ||
use crate::physical_plan::{window_functions::BuiltInWindowFunctionExpr, PhysicalExpr}; | ||
use arrow::array::ArrayRef; | ||
use arrow::array::Float64Array; | ||
use arrow::datatypes::{DataType, Field}; | ||
use arrow::record_batch::RecordBatch; | ||
use std::any::Any; | ||
use std::iter; | ||
use std::ops::Range; | ||
use std::sync::Arc; | ||
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/// CumeDist calculates the cume_dist in the window function with order by | ||
#[derive(Debug)] | ||
pub struct CumeDist { | ||
name: String, | ||
} | ||
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/// Create a cume_dist window function | ||
pub fn cume_dist(name: String) -> CumeDist { | ||
CumeDist { name } | ||
} | ||
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impl BuiltInWindowFunctionExpr for CumeDist { | ||
/// Return a reference to Any that can be used for downcasting | ||
fn as_any(&self) -> &dyn Any { | ||
self | ||
} | ||
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fn field(&self) -> Result<Field> { | ||
let nullable = false; | ||
let data_type = DataType::Float64; | ||
Ok(Field::new(self.name(), data_type, nullable)) | ||
} | ||
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fn expressions(&self) -> Vec<Arc<dyn PhysicalExpr>> { | ||
vec![] | ||
} | ||
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fn name(&self) -> &str { | ||
&self.name | ||
} | ||
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fn create_evaluator( | ||
&self, | ||
_batch: &RecordBatch, | ||
) -> Result<Box<dyn PartitionEvaluator>> { | ||
Ok(Box::new(CumeDistEvaluator {})) | ||
} | ||
} | ||
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pub(crate) struct CumeDistEvaluator; | ||
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impl PartitionEvaluator for CumeDistEvaluator { | ||
fn include_rank(&self) -> bool { | ||
true | ||
} | ||
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fn evaluate_partition(&self, _partition: Range<usize>) -> Result<ArrayRef> { | ||
unreachable!( | ||
"cume_dist evaluation must be called with evaluate_partition_with_rank" | ||
) | ||
} | ||
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fn evaluate_partition_with_rank( | ||
&self, | ||
partition: Range<usize>, | ||
ranks_in_partition: &[Range<usize>], | ||
) -> Result<ArrayRef> { | ||
let scaler = (partition.end - partition.start) as f64; | ||
let result = Float64Array::from_iter_values( | ||
ranks_in_partition | ||
.iter() | ||
.scan(0_u64, |acc, range| { | ||
let len = range.end - range.start; | ||
*acc += len as u64; | ||
let value: f64 = (*acc as f64) / scaler; | ||
let result = iter::repeat(value).take(len); | ||
Some(result) | ||
}) | ||
.flatten(), | ||
); | ||
Ok(Arc::new(result)) | ||
} | ||
} | ||
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#[cfg(test)] | ||
mod tests { | ||
use super::*; | ||
use arrow::{array::*, datatypes::*}; | ||
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fn test_i32_result( | ||
expr: &CumeDist, | ||
data: Vec<i32>, | ||
partition: Range<usize>, | ||
ranks: Vec<Range<usize>>, | ||
expected: Vec<f64>, | ||
) -> Result<()> { | ||
let arr: ArrayRef = Arc::new(Int32Array::from(data)); | ||
let values = vec![arr]; | ||
let schema = Schema::new(vec![Field::new("arr", DataType::Int32, false)]); | ||
let batch = RecordBatch::try_new(Arc::new(schema), values.clone())?; | ||
let result = expr | ||
.create_evaluator(&batch)? | ||
.evaluate_with_rank(vec![partition], ranks)?; | ||
assert_eq!(1, result.len()); | ||
let result = result[0].as_any().downcast_ref::<Float64Array>().unwrap(); | ||
let result = result.values(); | ||
assert_eq!(expected, result); | ||
Ok(()) | ||
} | ||
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#[test] | ||
fn test_cume_dist() -> Result<()> { | ||
let r = cume_dist("arr".into()); | ||
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let expected = vec![0.0; 0]; | ||
test_i32_result(&r, vec![], 0..0, vec![], expected)?; | ||
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let expected = vec![1.0; 1]; | ||
test_i32_result(&r, vec![20; 1], 0..1, vec![0..1], expected)?; | ||
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let expected = vec![1.0; 2]; | ||
test_i32_result(&r, vec![20; 2], 0..2, vec![0..2], expected)?; | ||
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let expected = vec![0.5, 0.5, 1.0, 1.0]; | ||
test_i32_result(&r, vec![1, 1, 2, 2], 0..4, vec![0..2, 2..4], expected)?; | ||
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let expected = vec![0.25, 0.5, 0.75, 1.0]; | ||
test_i32_result( | ||
&r, | ||
vec![1, 2, 4, 5], | ||
0..4, | ||
vec![0..1, 1..2, 2..3, 3..4], | ||
expected, | ||
)?; | ||
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Ok(()) | ||
} | ||
} |
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