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// Copyright Materialize, Inc. and contributors. All rights reserved.
//
// Use of this software is governed by the Business Source License
// included in the LICENSE file.
//
// As of the Change Date specified in that file, in accordance with
// the Business Source License, use of this software will be governed
// by the Apache License, Version 2.0.
//! Type erased columnar structs.
use std::collections::BTreeMap;
use std::fmt::Debug;
use std::sync::Arc;
use arrow::array::{Array, BooleanBufferBuilder, NullArray, StructArray};
use arrow::buffer::NullBuffer;
use arrow::datatypes::{Field, Fields};
use mz_ore::assert_none;
use crate::columnar::sealed::{ColumnMut, ColumnRef};
use crate::columnar::{ColumnGet, ColumnPush, Data, DataType};
use crate::dyn_col::{DynColumnMut, DynColumnRef};
use crate::stats::{OptionStats, StatsFn, StructStats};
/// The schema of a "dynamic" columnar struct.
///
/// Here, _dynamic_ is used to mean that, unlike most [Data] impls, the columnar
/// schema of this type is not inferrable purely from the type. Instead, it
/// needs supplementary [crate::columnar::ColumnCfg].
///
/// This exists because, among other reasons, mz's `Row` type does not declare
/// the schema at the type level (as opposed to something like `Row(u64, i32)`).
///
/// TODO(parkmycar): Remove this and all `DynStruct*` friends once
/// [`crate::columnar::Schema2`] is fully flushed out.
#[derive(Debug, Clone)]
#[cfg_attr(debug_assertions, derive(PartialEq))]
pub struct DynStructCfg {
pub(crate) cols: Arc<Vec<(String, DataType, StatsFn)>>,
}
impl From<Vec<(String, DataType, StatsFn)>> for DynStructCfg {
fn from(value: Vec<(String, DataType, StatsFn)>) -> Self {
DynStructCfg {
cols: Arc::new(value),
}
}
}
/// A "dynamic" columnar struct.
///
/// See [DynStructCfg].
#[derive(Debug)]
pub struct DynStruct;
/// The [Data::Ref] type for [DynStruct].
#[derive(Debug)]
pub enum DynStructRef<'a> {
/// A sentinel to push the default value of each field in the struct.
Default,
/// A specific offset in a struct column.
Idx {
/// The offset.
idx: usize,
/// The fields of the struct column being referenced.
cols: &'a [DynColumnRef],
},
}
impl Default for DynStructRef<'_> {
fn default() -> Self {
DynStructRef::Default
}
}
/// A [crate::columnar::ColumnGet] impl for [DynStruct].
#[derive(Debug)]
pub struct DynStructCol {
pub(crate) len: usize,
pub(crate) cfg: DynStructCfg,
pub(crate) validity: Option<NullBuffer>,
pub(crate) cols: Vec<DynColumnRef>,
}
impl ColumnRef<DynStructCfg> for DynStructCol {
fn cfg(&self) -> &DynStructCfg {
&self.cfg
}
fn len(&self) -> usize {
self.len
}
fn to_arrow(&self) -> Arc<dyn Array> {
let array: Arc<dyn Array> = match self.to_arrow_struct() {
Some(array) => Arc::new(array),
None => Arc::new(NullArray::new(self.len)),
};
array
}
fn from_arrow(cfg: &DynStructCfg, array: &dyn Array) -> Result<Self, String> {
Self::from_arrow(cfg.clone(), array)
}
}
impl ColumnGet<DynStruct> for DynStructCol {
fn get<'a>(&'a self, idx: usize) -> DynStructRef<'a> {
// NB: For efficiency, production codepaths instead deconstruct the
// columnar struct into components via ColumnsRef, so this is unused. We
// keep it for completeness and also so that any future changes to the
// code consider it.
assert_none!(self.validity);
DynStructRef::Idx {
idx,
cols: &self.cols,
}
}
}
impl ColumnGet<Option<DynStruct>> for DynStructCol {
fn get<'a>(&'a self, idx: usize) -> Option<DynStructRef<'a>> {
// NB: For efficiency, production codepaths instead deconstruct the
// columnar struct into components via ColumnsRef, so this is unused. We
// keep it for completeness and also so that any future changes to the
// code consider it.
if self.validity.as_ref().map_or(true, |x| x.is_valid(idx)) {
Some(DynStructRef::Idx {
idx,
cols: &self.cols,
})
} else {
None
}
}
}
impl DynStructCol {
pub(crate) fn empty(cfg: DynStructCfg) -> Self {
DynStructCol {
len: 0,
cfg,
validity: None,
cols: Vec::new(),
}
}
fn cols(&self) -> impl Iterator<Item = (&str, &StatsFn, &DynColumnRef)> {
debug_assert_eq!(self.cfg.cols.len(), self.cols.len());
self.cfg
.cols
.iter()
.zip(self.cols.iter())
.map(|((name, _typ, stats_fn), col)| {
#[cfg(debug_assertions)]
{
assert_eq!(_typ, col.typ());
}
(name.as_str(), stats_fn, col)
})
}
/// Explodes this _non-optional_ struct column into its component fields.
///
/// Panics if this struct is optional.
pub fn as_ref(&self) -> ColumnsRef {
assert_none!(self.validity);
ColumnsRef {
validity: (),
cols: self
.cols()
.map(|(n, _s, c)| (n.into(), c.clone()))
.collect(),
}
}
/// Explodes this _optional_ struct column into its component fields and
/// validity.
///
/// If the column is actually non-option, succeeds and acts as if every
/// value is a Some.
pub fn as_opt_ref(&self) -> ColumnsRef<ValidityRef> {
ColumnsRef {
validity: ValidityRef(self.validity.clone()),
cols: self
.cols()
.map(|(n, _s, c)| (n.into(), c.clone()))
.collect(),
}
}
pub(crate) fn stats(&self, validity: ValidityRef) -> Result<OptionStats<StructStats>, String> {
let validity = match (validity.0.as_ref(), self.validity.as_ref()) {
(Some(_), Some(y)) => {
debug_assert!(validity.is_superset(Some(y)));
Some(y)
}
(Some(x), None) => Some(x),
(None, Some(y)) => Some(y),
(None, None) => None,
};
let mut cols = BTreeMap::new();
for (n, s, c) in self.cols() {
let stats = match s {
StatsFn::Default => c.stats_default(ValidityRef(validity.cloned())),
StatsFn::Custom(x) => x(c, ValidityRef(validity.cloned()))?,
};
cols.insert(n.to_owned(), stats);
}
let none = self.validity.as_ref().map_or(0, |x| x.null_count());
Ok(OptionStats {
none,
some: StructStats {
len: self.len(),
cols,
},
})
}
pub(crate) fn to_arrow_struct(&self) -> Option<StructArray> {
let (mut fields, mut arrays) = (Vec::new(), Vec::new());
for (name, _stats_fn, col) in self.cols() {
let (array, is_nullable) = col.to_arrow();
fields.push(Field::new(name, array.data_type().clone(), is_nullable));
arrays.push(array);
}
if fields.is_empty() {
return None;
}
Some(StructArray::new(
Fields::from(fields),
arrays,
self.validity.clone(),
))
}
/// Create a [`DynStructCol`] from an [`arrow::array::Array`].
pub fn from_arrow(cfg: DynStructCfg, array: &dyn Array) -> Result<Self, String> {
let array = array
.as_any()
.downcast_ref::<StructArray>()
.ok_or_else(|| format!("expected StructArray but was {:?}", array.data_type()))?;
let len = array.len();
let validity = array.logical_nulls();
let mut cols = Vec::new();
assert_eq!(cfg.cols.len(), array.num_columns());
for ((_name, typ, _stats_fn), array) in cfg.cols.iter().zip(array.columns()) {
let col = DynColumnRef::from_arrow(typ, array)?;
cols.push(col);
}
Ok(DynStructCol {
len,
cfg,
validity,
cols,
})
}
pub(crate) fn validate(&self) -> Result<(), String> {
if let Some(validity) = self.validity.as_ref() {
if self.len != validity.len() {
return Err(format!(
"validity len {} didn't match struct len {}",
validity.len(),
self.len()
));
}
}
for (name, _stats, col) in self.cols() {
if self.len != col.len() {
return Err(format!(
"col {} len {} didn't match struct len {}",
name,
col.len(),
self.len
));
}
}
Ok(())
}
}
/// A [crate::columnar::ColumnPush] impl for [DynStruct].
#[derive(Debug)]
pub struct DynStructMut {
cfg: DynStructCfg,
len: usize,
validity: Option<<bool as Data>::Mut>,
cols: Vec<DynColumnMut>,
}
impl ColumnMut<DynStructCfg> for DynStructMut {
fn new(cfg: &DynStructCfg) -> Self {
let cfg = cfg.clone();
let validity = None;
let cols = cfg
.cols
.iter()
.map(|(_name, typ, _stats_fn)| DynColumnMut::new_untyped(typ))
.collect();
DynStructMut {
cfg,
len: 0,
validity,
cols,
}
}
fn cfg(&self) -> &DynStructCfg {
&self.cfg
}
}
impl ColumnPush<DynStruct> for DynStructMut {
fn push<'a>(&mut self, val: DynStructRef<'a>) {
// NB: For efficiency, production codepaths instead deconstruct the
// columnar struct into components via ColumnsMut, so this is unused. We
// keep it for completeness and also so that any future changes to the
// code consider it.
assert_none!(self.validity);
self.push_cols(val);
}
fn finish(self) -> <DynStruct as Data>::Col {
DynStructCol::from(self)
}
}
impl ColumnPush<Option<DynStruct>> for DynStructMut {
fn push<'a>(&mut self, val: Option<DynStructRef<'a>>) {
// NB: For efficiency, production codepaths instead deconstruct the
// columnar struct into components via ColumnsMut, so this is unused. We
// keep it for completeness and also so that any future changes to the
// code consider it.
let len = self.len;
let validity = self
.validity
// `BooleanBuilder` uses 1024 for its default capacity.
.get_or_insert_with(|| BooleanBufferBuilder::new(1024));
debug_assert_eq!(len, validity.len());
if let Some(val) = val {
validity.push(true);
self.push_cols(val);
} else {
validity.push(false);
self.push_cols(DynStructRef::Default);
}
}
fn finish(self) -> <Option<DynStruct> as Data>::Col {
DynStructCol::from(self)
}
}
impl DynStructMut {
/// Create a [`DynStructMut`] from individual parts.
///
/// Note: it's up to the user to ensure the provided `cfg` has the same column types as the
/// provided `cols`. We can't validate it here because [`DataType`]s are not easily comparable.
pub fn from_parts(
cfg: DynStructCfg,
len: usize,
validity: Option<BooleanBufferBuilder>,
cols: Vec<DynColumnMut>,
) -> Self {
DynStructMut {
cfg,
len,
validity,
cols,
}
}
/// Returns the number of elements in this column
pub fn len(&self) -> usize {
self.len
}
/// Returns the configuration for this column.
pub fn cfg(&self) -> &DynStructCfg {
&self.cfg
}
/// Explodes this _non-optional_ struct column into its component fields.
///
/// Panics if this struct is optional.
pub fn as_mut(self) -> ColumnsMut {
let ColumnsMut {
len,
validity,
cols,
} = self.as_opt_mut();
assert_none!(validity.validity);
ColumnsMut {
len,
validity: (),
cols,
}
}
/// Explodes this _optional_ struct column into its component fields and
/// validity.
///
/// If the column is actually non-option, succeeds and acts as if every
/// value is a Some.
pub fn as_opt_mut(self) -> ColumnsMut<ValidityMut> {
debug_assert_eq!(self.cfg.cols.len(), self.cols.len());
let cols = self
.cfg
.cols
.iter()
.zip(self.cols)
.map(|((name, _typ, _stats_fn), col)| {
#[cfg(debug_assertions)]
{
assert_eq!(_typ, col.typ());
}
(name.as_str().into(), col)
})
.collect();
ColumnsMut {
len: self.len,
validity: ValidityMut {
len: 0,
validity: self.validity,
},
cols,
}
}
fn push_cols(&mut self, val: DynStructRef<'_>) {
match val {
DynStructRef::Default => {
for col in self.cols.iter_mut() {
col.push_default()
}
}
DynStructRef::Idx { idx, cols } => {
assert_eq!(cols.len(), self.cols.len());
for (src, dst) in cols.iter().zip(self.cols.iter_mut()) {
dst.push_from(src, idx);
}
}
}
self.len += 1;
}
}
impl From<DynStructMut> for DynStructCol {
fn from(value: DynStructMut) -> Self {
let cfg = value.cfg;
let validity = value.validity.map(|b| NullBuffer::from(b.finish()));
let cols = value
.cols
.into_iter()
.map(DynColumnRef::from)
.collect::<Vec<_>>();
DynStructCol {
len: value.len,
cfg,
validity,
cols,
}
}
}
/// A new-type wrapper for an [`arrow`] validity column.
///
/// The [`arrow`] crate has an optimization where the validity column can be
/// elided if every value is true. This is the common case for the `Ok` struct
/// of our `SourceData`, so seems worth opting in to ourselves.
///
/// Note: [`NullBuffer`] is internally reference counted so cloning is cheap.
#[derive(Debug, Clone)]
pub struct ValidityRef(pub(crate) Option<NullBuffer>);
impl ValidityRef {
/// Returns a validity that indicates true for all values.
pub fn none() -> Self {
ValidityRef(None)
}
/// Returns whether a column of optional structs is Some at the given index.
/// If this is false, the contents of the struct's component fields at `idx`
/// will be undefined.
pub fn get(&self, idx: usize) -> bool {
self.0.as_ref().map_or(true, |nulls| nulls.is_valid(idx))
}
/// Returns whether the set of all indexes that return `true` in `self` is a
/// superset of the set of all indexes that return `true` in `other`.
#[allow(clippy::bool_comparison)]
pub fn is_superset(&self, other: Option<&NullBuffer>) -> bool {
match (self.0.as_ref(), other) {
(None, _) => {
// None means all-true, which is trivially a superset.
true
}
(Some(s), None) => {
// None means all-true, so s is only a superset if it's entirely
// true.
s.null_count() == 0
}
(Some(s), Some(o)) => {
assert_eq!(s.len(), o.len());
for idx in 0..s.len() {
if s.is_valid(idx) == false && o.is_valid(idx) == true {
return false;
}
}
true
}
}
}
}
/// A new-type wrapper for a mutable [`arrow`] validity column.
///
/// The [`arrow`] crate has an optimization where the validity column can be
/// elided if every value is true. This is the common case for the `Ok` struct
/// of our `SourceData`, so seems worth opting in to ourselves.
#[derive(Debug)]
pub struct ValidityMut {
len: usize,
validity: Option<BooleanBufferBuilder>,
}
impl ValidityMut {
/// Pushes whether a column of optional structs is Some at the given index.
/// If this is false, the contents of the struct's component fields at `idx`
/// can be anything.
pub fn push(&mut self, valid: bool) {
if valid {
if let Some(validity) = &mut self.validity {
validity.push(valid);
}
} else {
let validity = self.validity.get_or_insert_with(|| {
let mut ret = BooleanBufferBuilder::new(self.len);
ret.append_n(self.len, true);
ret
});
validity.push(valid);
}
self.len += 1;
}
/// Consumes `self` returning the inner parts.
pub fn into_parts(self) -> (usize, Option<BooleanBufferBuilder>) {
(self.len, self.validity)
}
}
/// A set of shared references to named columns.
///
/// This type implements a "builder"-esque pattern to help
/// [crate::columnar::Schema::decoder] impls. All columns should be removed via
/// [Self::col] and the [Self::finish] called to verify that all columns have
/// been accounted for.
#[derive(Debug)]
pub struct ColumnsRef<V = ()> {
validity: V,
pub(crate) cols: BTreeMap<Arc<str>, DynColumnRef>,
}
impl<V> ColumnsRef<V> {
/// Removes the named typed column from the set.
pub fn col<T: Data>(&mut self, name: &str) -> Result<Arc<T::Col>, String> {
self.dyn_col(name)?.downcast::<T>()
}
/// Removes the named dynamic column from the set.
fn dyn_col(&mut self, name: &str) -> Result<DynColumnRef, String> {
self.cols
.remove(name)
.ok_or_else(|| format!("no col named {}", name))
}
/// Verifies that all columns in the set have been removed.
pub fn finish(self) -> Result<V, String> {
if self.cols.is_empty() {
Ok(self.validity)
} else {
let names = self
.cols
.iter()
.map(|(x, _)| x.to_string())
.collect::<Vec<_>>();
Err(format!("unused cols: {}", names.join(" ")))
}
}
}
/// A set of exclusive references to named columns.
///
/// This type implements a "builder"-esque pattern to help
/// [crate::columnar::Schema::encoder] impls. All columns should be removed via
/// [Self::col] and the [Self::finish] called to verify that all columns have
/// been accounted for.
#[derive(Debug)]
pub struct ColumnsMut<V = ()> {
len: usize,
validity: V,
pub(crate) cols: BTreeMap<Box<str>, DynColumnMut>,
}
impl<V> ColumnsMut<V> {
/// Removes the named column from the set.
pub fn col<T: Data>(&mut self, name: &str) -> Result<Box<T::Mut>, String> {
let col = self
.cols
.remove(name)
.ok_or_else(|| format!("no col named {}", name))?;
col.downcast::<T>()
}
/// Verifies that all columns in the set have been removed.
pub fn finish(self) -> Result<(usize, V), String> {
if self.cols.is_empty() {
Ok((self.len, self.validity))
} else {
let names = self
.cols
.iter()
.map(|(x, _)| x.as_ref())
.collect::<Vec<_>>();
Err(format!("unused cols: {}", names.join(" ")))
}
}
}