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datafusion/core/src/physical_plan/aggregates/bounded_aggregate_stream.rs
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datafusion/core/src/physical_plan/aggregates/order/full.rs
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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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use crate::physical_expr::EmitTo; | ||
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/// Tracks grouping state when the data is ordered entirely by its | ||
/// group keys | ||
/// | ||
/// When the group values are sorted, as soon as we see group `n+1` we | ||
/// know we will never see any rows for group `n again and thus they | ||
/// can be emitted. | ||
/// | ||
/// ```text | ||
/// SUM(amt) GROUP BY id | ||
/// | ||
/// The input is sorted by id | ||
/// | ||
/// | ||
/// ┌─────┐ ┌──────────────────┐ | ||
/// │┌───┐│ │ ┌──────────────┐ │ ┏━━━━━━━━━━━━━━┓ | ||
/// ││ 0 ││ │ │ 123 │ │ ┌─────┃ 13 ┃ | ||
/// │└───┘│ │ └──────────────┘ │ │ ┗━━━━━━━━━━━━━━┛ | ||
/// │ ... │ │ ... │ │ | ||
/// │┌───┐│ │ ┌──────────────┐ │ │ current | ||
/// ││12 ││ │ │ 234 │ │ │ | ||
/// │├───┤│ │ ├──────────────┤ │ │ | ||
/// ││12 ││ │ │ 234 │ │ │ | ||
/// │├───┤│ │ ├──────────────┤ │ │ | ||
/// ││13 ││ │ │ 456 │◀┼───┘ | ||
/// │└───┘│ │ └──────────────┘ │ | ||
/// └─────┘ └──────────────────┘ | ||
/// | ||
/// group indices group_values current tracks the most | ||
/// (in group value recent group index | ||
/// order) | ||
/// ``` | ||
/// | ||
/// In the above diagram the current group is `13` groups `0..12` can | ||
/// be emitted. Group `13` can not be emitted because it may have more | ||
/// values in the next batch. | ||
#[derive(Debug)] | ||
pub(crate) struct GroupOrderingFull { | ||
state: State, | ||
/// Hash values for groups in 0..completed | ||
hashes: Vec<u64>, | ||
} | ||
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#[derive(Debug)] | ||
enum State { | ||
/// Have seen no input yet | ||
Start, | ||
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/// Have seen all groups with indexes less than `completed_index` | ||
InProgress { | ||
/// index of the current group for which values are being | ||
/// generated (can emit current - 1) | ||
current: usize, | ||
}, | ||
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/// Seen end of input, all groups can be emitted | ||
Complete, | ||
} | ||
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impl GroupOrderingFull { | ||
pub fn new() -> Self { | ||
Self { | ||
state: State::Start, | ||
hashes: vec![], | ||
} | ||
} | ||
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// How far can data be emitted? Returns None if no data can be | ||
// emitted | ||
pub fn emit_to(&self) -> Option<EmitTo> { | ||
match &self.state { | ||
State::Start => None, | ||
State::InProgress { current, .. } => { | ||
// Can not emit if we are still on the first row, | ||
// otherwise emit all rows prior to the current group | ||
if *current == 0 { | ||
None | ||
} else { | ||
Some(EmitTo::First(*current)) | ||
} | ||
} | ||
State::Complete { .. } => Some(EmitTo::All), | ||
} | ||
} | ||
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/// removes the first n groups from this ordering, shifting all | ||
/// existing indexes down by N and returns a reference to the | ||
/// updated hashes | ||
pub fn remove_groups(&mut self, n: usize) -> &[u64] { | ||
match &mut self.state { | ||
State::Start => panic!("invalid state: start"), | ||
State::InProgress { current } => { | ||
// shift down by n | ||
assert!(*current >= n); | ||
*current -= n; | ||
self.hashes.drain(0..n); | ||
} | ||
State::Complete { .. } => panic!("invalid state: complete"), | ||
}; | ||
&self.hashes | ||
} | ||
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/// Note that the input is complete so any outstanding groups are done as well | ||
pub fn input_done(&mut self) { | ||
self.state = match self.state { | ||
State::Start => State::Complete, | ||
State::InProgress { .. } => State::Complete, | ||
State::Complete => State::Complete, | ||
}; | ||
} | ||
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/// Called when new groups are added in a batch. See documentation | ||
/// on [`super::GroupOrdering::new_groups`] | ||
pub fn new_groups( | ||
&mut self, | ||
group_indices: &[usize], | ||
batch_hashes: &[u64], | ||
total_num_groups: usize, | ||
) { | ||
assert!(total_num_groups > 0); | ||
assert_eq!(group_indices.len(), batch_hashes.len()); | ||
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// copy any hash values | ||
self.hashes.resize(total_num_groups, 0); | ||
for (&group_index, &hash) in group_indices.iter().zip(batch_hashes.iter()) { | ||
self.hashes[group_index] = hash; | ||
} | ||
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let max_group_index = total_num_groups - 1; | ||
self.state = match self.state { | ||
State::Start => State::InProgress { | ||
current: max_group_index, | ||
}, | ||
State::InProgress { current } => { | ||
// expect to see new group indexes if we are called again | ||
assert!(current <= max_group_index, "{current} <= {max_group_index}"); | ||
State::InProgress { | ||
current: max_group_index, | ||
} | ||
} | ||
State::Complete { .. } => { | ||
panic!("Saw new group after input was complete"); | ||
} | ||
}; | ||
} | ||
} |
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datafusion/core/src/physical_plan/aggregates/order/mod.rs
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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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//! Order tracking for memory bounded grouping | ||
use arrow_array::ArrayRef; | ||
use arrow_schema::Schema; | ||
use datafusion_common::Result; | ||
use datafusion_physical_expr::EmitTo; | ||
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use super::{AggregationOrdering, GroupByOrderMode}; | ||
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mod full; | ||
mod partial; | ||
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pub(crate) use full::GroupOrderingFull; | ||
pub(crate) use partial::GroupOrderingPartial; | ||
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/// Group ordering state, if present, for each group in the hash | ||
/// table. | ||
#[derive(Debug)] | ||
pub(crate) enum GroupOrdering { | ||
/// Groups are not ordered | ||
None, | ||
/// Groups are orderd by some pre-set of the group keys | ||
Partial(GroupOrderingPartial), | ||
/// Groups are entirely contiguous, | ||
Full(GroupOrderingFull), | ||
} | ||
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impl GroupOrdering { | ||
/// Create a `GroupOrdering` for the ordering | ||
pub fn try_new( | ||
input_schema: &Schema, | ||
ordering: &AggregationOrdering, | ||
) -> Result<Self> { | ||
let AggregationOrdering { | ||
mode, | ||
order_indices, | ||
ordering, | ||
} = ordering; | ||
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Ok(match mode { | ||
GroupByOrderMode::None => GroupOrdering::None, | ||
GroupByOrderMode::PartiallyOrdered => { | ||
let partial = | ||
GroupOrderingPartial::try_new(input_schema, order_indices, ordering)?; | ||
GroupOrdering::Partial(partial) | ||
} | ||
GroupByOrderMode::FullyOrdered => { | ||
GroupOrdering::Full(GroupOrderingFull::new()) | ||
} | ||
}) | ||
} | ||
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// How far can data be emitted based on groups seen so far? | ||
// Returns `None` if nothing can be emitted at this point based on | ||
// ordering information | ||
pub fn emit_to(&self) -> Option<EmitTo> { | ||
match self { | ||
GroupOrdering::None => None, | ||
GroupOrdering::Partial(partial) => partial.emit_to(), | ||
GroupOrdering::Full(full) => full.emit_to(), | ||
} | ||
} | ||
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/// Updates the state the input is done | ||
pub fn input_done(&mut self) { | ||
match self { | ||
GroupOrdering::None => {} | ||
GroupOrdering::Partial(partial) => partial.input_done(), | ||
GroupOrdering::Full(full) => full.input_done(), | ||
} | ||
} | ||
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/// removes the first n groups from this ordering, shifting all | ||
/// existing indexes down by N and returns a reference to the | ||
/// updated hashes | ||
pub fn remove_groups(&mut self, n: usize) -> &[u64] { | ||
match self { | ||
GroupOrdering::None => &[], | ||
GroupOrdering::Partial(partial) => partial.remove_groups(n), | ||
GroupOrdering::Full(full) => full.remove_groups(n), | ||
} | ||
} | ||
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/// Called when new groups are added in a batch | ||
/// | ||
/// * `total_num_groups`: total number of groups (so max group_index is total_num_groups - 1). | ||
/// | ||
/// * `group_values`: The group key values for *each row* in the batch | ||
/// | ||
/// * `group_indices`: The indices for each row in the batch | ||
/// | ||
/// * `hashes`: The hash values for each row in the batch | ||
pub fn new_groups( | ||
&mut self, | ||
batch_group_values: &[ArrayRef], | ||
group_indices: &[usize], | ||
batch_hashes: &[u64], | ||
total_num_groups: usize, | ||
) -> Result<()> { | ||
match self { | ||
GroupOrdering::None => {} | ||
GroupOrdering::Partial(partial) => { | ||
partial.new_groups( | ||
batch_group_values, | ||
group_indices, | ||
batch_hashes, | ||
total_num_groups, | ||
)?; | ||
} | ||
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GroupOrdering::Full(full) => { | ||
full.new_groups(group_indices, batch_hashes, total_num_groups); | ||
} | ||
}; | ||
Ok(()) | ||
} | ||
} |
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