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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.
//! Vectorized [`GroupsAccumulator`]
pub(crate) mod accumulate;
mod adapter;
pub use adapter::GroupsAccumulatorAdapter;
pub(crate) mod bool_op;
pub(crate) mod prim_op;
use arrow_array::{ArrayRef, BooleanArray};
use datafusion_common::Result;
/// Describes how many rows should be emitted during grouping.
#[derive(Debug, Clone, Copy)]
pub enum EmitTo {
/// Emit all groups
All,
/// Emit only the first `n` groups and shift all existing group
/// indexes down by `n`.
///
/// For example, if `n=10`, group_index `0, 1, ... 9` are emitted
/// and group indexes '`10, 11, 12, ...` become `0, 1, 2, ...`.
First(usize),
}
impl EmitTo {
/// Removes the number of rows from `v` required to emit the right
/// number of rows, returning a `Vec` with elements taken, and the
/// remaining values in `v`.
///
/// This avoids copying if Self::All
pub fn take_needed<T>(&self, v: &mut Vec<T>) -> Vec<T> {
match self {
Self::All => {
// Take the entire vector, leave new (empty) vector
std::mem::take(v)
}
Self::First(n) => {
// get end n+1,.. values into t
let mut t = v.split_off(*n);
// leave n+1,.. in v
std::mem::swap(v, &mut t);
t
}
}
}
}
/// `GroupAccumulator` implements a single aggregate (e.g. AVG) and
/// stores the state for *all* groups internally.
///
/// Each group is assigned a `group_index` by the hash table and each
/// accumulator manages the specific state, one per group_index.
///
/// group_indexes are contiguous (there aren't gaps), and thus it is
/// expected that each GroupAccumulator will use something like `Vec<..>`
/// to store the group states.
pub trait GroupsAccumulator: Send {
/// Updates the accumulator's state from its arguments, encoded as
/// a vector of [`ArrayRef`]s.
///
/// * `values`: the input arguments to the accumulator
///
/// * `group_indices`: To which groups do the rows in `values`
/// belong, group id)
///
/// * `opt_filter`: if present, only update aggregate state using
/// `values[i]` if `opt_filter[i]` is true
///
/// * `total_num_groups`: the number of groups (the largest
/// group_index is thus `total_num_groups - 1`).
///
/// Note that subsequent calls to update_batch may have larger
/// total_num_groups as new groups are seen.
fn update_batch(
&mut self,
values: &[ArrayRef],
group_indices: &[usize],
opt_filter: Option<&BooleanArray>,
total_num_groups: usize,
) -> Result<()>;
/// Returns the final aggregate value for each group as a single
/// `RecordBatch`, resetting the internal state.
///
/// The rows returned *must* be in group_index order: The value
/// for group_index 0, followed by 1, etc. Any group_index that
/// did not have values, should be null.
///
/// For example, a `SUM` accumulator maintains a running sum for
/// each group, and `evaluate` will produce that running sum as
/// its output for all groups, in group_index order
///
/// If `emit_to`` is [`EmitTo::All`], the accumulator should
/// return all groups and release / reset its internal state
/// equivalent to when it was first created.
///
/// If `emit_to` is [`EmitTo::First`], only the first `n` groups
/// should be emitted and the state for those first groups
/// removed. State for the remaining groups must be retained for
/// future use. The group_indices on subsequent calls to
/// `update_batch` or `merge_batch` will be shifted down by
/// `n`. See [`EmitTo::First`] for more details.
fn evaluate(&mut self, emit_to: EmitTo) -> Result<ArrayRef>;
/// Returns the intermediate aggregate state for this accumulator,
/// used for multi-phase grouping, resetting its internal state.
///
/// For example, `AVG` might return two arrays: `SUM` and `COUNT`
/// but the `MIN` aggregate would just return a single array.
///
/// Note more sophisticated internal state can be passed as
/// single `StructArray` rather than multiple arrays.
///
/// See [`Self::evaluate`] for details on the required output
/// order and `emit_to`.
fn state(&mut self, emit_to: EmitTo) -> Result<Vec<ArrayRef>>;
/// Merges intermediate state (the output from [`Self::state`])
/// into this accumulator's values.
///
/// For some aggregates (such as `SUM`), `merge_batch` is the same
/// as `update_batch`, but for some aggregates (such as `COUNT`,
/// where the partial counts must be summed) the operations
/// differ. See [`Self::state`] for more details on how state is
/// used and merged.
///
/// * `values`: arrays produced from calling `state` previously to the accumulator
///
/// Other arguments are the same as for [`Self::update_batch`];
fn merge_batch(
&mut self,
values: &[ArrayRef],
group_indices: &[usize],
opt_filter: Option<&BooleanArray>,
total_num_groups: usize,
) -> Result<()>;
/// Amount of memory used to store the state of this accumulator,
/// in bytes. This function is called once per batch, so it should
/// be `O(n)` to compute, not `O(num_groups)`
fn size(&self) -> usize;
}