arrow_array/builder/union_builder.rs
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313
// 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.
use crate::builder::buffer_builder::{Int32BufferBuilder, Int8BufferBuilder};
use crate::builder::BufferBuilder;
use crate::{make_array, ArrowPrimitiveType, UnionArray};
use arrow_buffer::NullBufferBuilder;
use arrow_buffer::{ArrowNativeType, Buffer};
use arrow_data::ArrayDataBuilder;
use arrow_schema::{ArrowError, DataType, Field};
use std::any::Any;
use std::collections::BTreeMap;
use std::sync::Arc;
/// `FieldData` is a helper struct to track the state of the fields in the `UnionBuilder`.
#[derive(Debug)]
struct FieldData {
/// The type id for this field
type_id: i8,
/// The Arrow data type represented in the `values_buffer`, which is untyped
data_type: DataType,
/// A buffer containing the values for this field in raw bytes
values_buffer: Box<dyn FieldDataValues>,
/// The number of array slots represented by the buffer
slots: usize,
/// A builder for the null bitmap
null_buffer_builder: NullBufferBuilder,
}
/// A type-erased [`BufferBuilder`] used by [`FieldData`]
trait FieldDataValues: std::fmt::Debug {
fn as_mut_any(&mut self) -> &mut dyn Any;
fn append_null(&mut self);
fn finish(&mut self) -> Buffer;
}
impl<T: ArrowNativeType> FieldDataValues for BufferBuilder<T> {
fn as_mut_any(&mut self) -> &mut dyn Any {
self
}
fn append_null(&mut self) {
self.advance(1)
}
fn finish(&mut self) -> Buffer {
self.finish()
}
}
impl FieldData {
/// Creates a new `FieldData`.
fn new<T: ArrowPrimitiveType>(type_id: i8, data_type: DataType, capacity: usize) -> Self {
Self {
type_id,
data_type,
slots: 0,
values_buffer: Box::new(BufferBuilder::<T::Native>::new(capacity)),
null_buffer_builder: NullBufferBuilder::new(capacity),
}
}
/// Appends a single value to this `FieldData`'s `values_buffer`.
fn append_value<T: ArrowPrimitiveType>(&mut self, v: T::Native) {
self.values_buffer
.as_mut_any()
.downcast_mut::<BufferBuilder<T::Native>>()
.expect("Tried to append unexpected type")
.append(v);
self.null_buffer_builder.append(true);
self.slots += 1;
}
/// Appends a null to this `FieldData`.
fn append_null(&mut self) {
self.values_buffer.append_null();
self.null_buffer_builder.append(false);
self.slots += 1;
}
}
/// Builder for [`UnionArray`]
///
/// Example: **Dense Memory Layout**
///
/// ```
/// # use arrow_array::builder::UnionBuilder;
/// # use arrow_array::types::{Float64Type, Int32Type};
///
/// let mut builder = UnionBuilder::new_dense();
/// builder.append::<Int32Type>("a", 1).unwrap();
/// builder.append::<Float64Type>("b", 3.0).unwrap();
/// builder.append::<Int32Type>("a", 4).unwrap();
/// let union = builder.build().unwrap();
///
/// assert_eq!(union.type_id(0), 0);
/// assert_eq!(union.type_id(1), 1);
/// assert_eq!(union.type_id(2), 0);
///
/// assert_eq!(union.value_offset(0), 0);
/// assert_eq!(union.value_offset(1), 0);
/// assert_eq!(union.value_offset(2), 1);
/// ```
///
/// Example: **Sparse Memory Layout**
/// ```
/// # use arrow_array::builder::UnionBuilder;
/// # use arrow_array::types::{Float64Type, Int32Type};
///
/// let mut builder = UnionBuilder::new_sparse();
/// builder.append::<Int32Type>("a", 1).unwrap();
/// builder.append::<Float64Type>("b", 3.0).unwrap();
/// builder.append::<Int32Type>("a", 4).unwrap();
/// let union = builder.build().unwrap();
///
/// assert_eq!(union.type_id(0), 0);
/// assert_eq!(union.type_id(1), 1);
/// assert_eq!(union.type_id(2), 0);
///
/// assert_eq!(union.value_offset(0), 0);
/// assert_eq!(union.value_offset(1), 1);
/// assert_eq!(union.value_offset(2), 2);
/// ```
#[derive(Debug)]
pub struct UnionBuilder {
/// The current number of slots in the array
len: usize,
/// Maps field names to `FieldData` instances which track the builders for that field
fields: BTreeMap<String, FieldData>,
/// Builder to keep track of type ids
type_id_builder: Int8BufferBuilder,
/// Builder to keep track of offsets (`None` for sparse unions)
value_offset_builder: Option<Int32BufferBuilder>,
initial_capacity: usize,
}
impl UnionBuilder {
/// Creates a new dense array builder.
pub fn new_dense() -> Self {
Self::with_capacity_dense(1024)
}
/// Creates a new sparse array builder.
pub fn new_sparse() -> Self {
Self::with_capacity_sparse(1024)
}
/// Creates a new dense array builder with capacity.
pub fn with_capacity_dense(capacity: usize) -> Self {
Self {
len: 0,
fields: Default::default(),
type_id_builder: Int8BufferBuilder::new(capacity),
value_offset_builder: Some(Int32BufferBuilder::new(capacity)),
initial_capacity: capacity,
}
}
/// Creates a new sparse array builder with capacity.
pub fn with_capacity_sparse(capacity: usize) -> Self {
Self {
len: 0,
fields: Default::default(),
type_id_builder: Int8BufferBuilder::new(capacity),
value_offset_builder: None,
initial_capacity: capacity,
}
}
/// Appends a null to this builder, encoding the null in the array
/// of the `type_name` child / field.
///
/// Since `UnionArray` encodes nulls as an entry in its children
/// (it doesn't have a validity bitmap itself), and where the null
/// is part of the final array, appending a NULL requires
/// specifying which field (child) to use.
#[inline]
pub fn append_null<T: ArrowPrimitiveType>(
&mut self,
type_name: &str,
) -> Result<(), ArrowError> {
self.append_option::<T>(type_name, None)
}
/// Appends a value to this builder.
#[inline]
pub fn append<T: ArrowPrimitiveType>(
&mut self,
type_name: &str,
v: T::Native,
) -> Result<(), ArrowError> {
self.append_option::<T>(type_name, Some(v))
}
fn append_option<T: ArrowPrimitiveType>(
&mut self,
type_name: &str,
v: Option<T::Native>,
) -> Result<(), ArrowError> {
let type_name = type_name.to_string();
let mut field_data = match self.fields.remove(&type_name) {
Some(data) => {
if data.data_type != T::DATA_TYPE {
return Err(ArrowError::InvalidArgumentError(format!(
"Attempt to write col \"{}\" with type {} doesn't match existing type {}",
type_name,
T::DATA_TYPE,
data.data_type
)));
}
data
}
None => match self.value_offset_builder {
Some(_) => FieldData::new::<T>(
self.fields.len() as i8,
T::DATA_TYPE,
self.initial_capacity,
),
// In the case of a sparse union, we should pass the maximum of the currently length and the capacity.
None => {
let mut fd = FieldData::new::<T>(
self.fields.len() as i8,
T::DATA_TYPE,
self.len.max(self.initial_capacity),
);
for _ in 0..self.len {
fd.append_null();
}
fd
}
},
};
self.type_id_builder.append(field_data.type_id);
match &mut self.value_offset_builder {
// Dense Union
Some(offset_builder) => {
offset_builder.append(field_data.slots as i32);
}
// Sparse Union
None => {
for (_, fd) in self.fields.iter_mut() {
// Append to all bar the FieldData currently being appended to
fd.append_null();
}
}
}
match v {
Some(v) => field_data.append_value::<T>(v),
None => field_data.append_null(),
}
self.fields.insert(type_name, field_data);
self.len += 1;
Ok(())
}
/// Builds this builder creating a new `UnionArray`.
pub fn build(self) -> Result<UnionArray, ArrowError> {
let mut children = Vec::with_capacity(self.fields.len());
let union_fields = self
.fields
.into_iter()
.map(
|(
name,
FieldData {
type_id,
data_type,
mut values_buffer,
slots,
mut null_buffer_builder,
},
)| {
let array_ref = make_array(unsafe {
ArrayDataBuilder::new(data_type.clone())
.add_buffer(values_buffer.finish())
.len(slots)
.nulls(null_buffer_builder.finish())
.build_unchecked()
});
children.push(array_ref);
(type_id, Arc::new(Field::new(name, data_type, false)))
},
)
.collect();
UnionArray::try_new(
union_fields,
self.type_id_builder.into(),
self.value_offset_builder.map(Into::into),
children,
)
}
}