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// Licensed to the Apache Software Foundation (ASF) under one
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// 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.
//! Accumulator module contains the trait definition for aggregation function's accumulators.
use arrow::array::ArrayRef;
use datafusion_common::{DataFusionError, Result, ScalarValue};
use std::fmt::Debug;
/// An accumulator represents a stateful object that lives throughout the evaluation of multiple rows and
/// generically accumulates values.
///
/// An accumulator knows how to:
/// * update its state from inputs via `update_batch`
/// * convert its internal state to a vector of aggregate values
/// * update its state from multiple accumulators' states via `merge_batch`
/// * compute the final value from its internal state via `evaluate`
pub trait Accumulator: Send + Sync + Debug {
/// Returns the state of the accumulator at the end of the accumulation.
/// in the case of an average on which we track `sum` and `n`, this function should return a vector
/// of two values, sum and n.
fn state(&self) -> Result<Vec<AggregateState>>;
/// updates the accumulator's state from a vector of arrays.
fn update_batch(&mut self, values: &[ArrayRef]) -> Result<()>;
/// updates the accumulator's state from a vector of states.
fn merge_batch(&mut self, states: &[ArrayRef]) -> Result<()>;
/// returns its value based on its current state.
fn evaluate(&self) -> Result<ScalarValue>;
}
/// Representation of internal accumulator state. Accumulators can potentially have a mix of
/// scalar and array values. It may be desirable to add custom aggregator states here as well
/// in the future (perhaps `Custom(Box<dyn Any>)`?).
#[derive(Debug)]
pub enum AggregateState {
/// Simple scalar value. Note that `ScalarValue::List` can be used to pass multiple
/// values around
Scalar(ScalarValue),
/// Arrays can be used instead of `ScalarValue::List` and could potentially have better
/// performance with large data sets, although this has not been verified. It also allows
/// for use of arrow kernels with less overhead.
Array(ArrayRef),
}
impl AggregateState {
/// Access the aggregate state as a scalar value. An error will occur if the
/// state is not a scalar value.
pub fn as_scalar(&self) -> Result<&ScalarValue> {
match &self {
Self::Scalar(v) => Ok(v),
_ => Err(DataFusionError::Internal(
"AggregateState is not a scalar aggregate".to_string(),
)),
}
}
/// Access the aggregate state as an array value.
pub fn to_array(&self) -> ArrayRef {
match &self {
Self::Scalar(v) => v.to_array(),
Self::Array(array) => array.clone(),
}
}
}