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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446
// 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::{ArrayBuilder, PrimitiveBuilder};
use crate::types::ArrowDictionaryKeyType;
use crate::{Array, ArrayRef, ArrowPrimitiveType, DictionaryArray};
use arrow_buffer::{ArrowNativeType, ToByteSlice};
use arrow_schema::{ArrowError, DataType};
use std::any::Any;
use std::collections::HashMap;
use std::sync::Arc;
/// Wraps a type implementing `ToByteSlice` implementing `Hash` and `Eq` for it
///
/// This is necessary to handle types such as f32, which don't natively implement these
#[derive(Debug)]
struct Value<T>(T);
impl<T: ToByteSlice> std::hash::Hash for Value<T> {
fn hash<H: std::hash::Hasher>(&self, state: &mut H) {
self.0.to_byte_slice().hash(state)
}
}
impl<T: ToByteSlice> PartialEq for Value<T> {
fn eq(&self, other: &Self) -> bool {
self.0.to_byte_slice().eq(other.0.to_byte_slice())
}
}
impl<T: ToByteSlice> Eq for Value<T> {}
/// Builder for [`DictionaryArray`] of [`PrimitiveArray`](crate::array::PrimitiveArray)
///
/// # Example:
///
/// ```
///
/// # use arrow_array::builder::PrimitiveDictionaryBuilder;
/// # use arrow_array::types::{UInt32Type, UInt8Type};
/// # use arrow_array::{Array, UInt32Array, UInt8Array};
///
/// let mut builder = PrimitiveDictionaryBuilder::<UInt8Type, UInt32Type>::new();
/// builder.append(12345678).unwrap();
/// builder.append_null();
/// builder.append(22345678).unwrap();
/// let array = builder.finish();
///
/// assert_eq!(
/// array.keys(),
/// &UInt8Array::from(vec![Some(0), None, Some(1)])
/// );
///
/// // Values are polymorphic and so require a downcast.
/// let av = array.values();
/// let ava: &UInt32Array = av.as_any().downcast_ref::<UInt32Array>().unwrap();
/// let avs: &[u32] = ava.values();
///
/// assert!(!array.is_null(0));
/// assert!(array.is_null(1));
/// assert!(!array.is_null(2));
///
/// assert_eq!(avs, &[12345678, 22345678]);
/// ```
#[derive(Debug)]
pub struct PrimitiveDictionaryBuilder<K, V>
where
K: ArrowPrimitiveType,
V: ArrowPrimitiveType,
{
keys_builder: PrimitiveBuilder<K>,
values_builder: PrimitiveBuilder<V>,
map: HashMap<Value<V::Native>, usize>,
}
impl<K, V> Default for PrimitiveDictionaryBuilder<K, V>
where
K: ArrowPrimitiveType,
V: ArrowPrimitiveType,
{
fn default() -> Self {
Self::new()
}
}
impl<K, V> PrimitiveDictionaryBuilder<K, V>
where
K: ArrowPrimitiveType,
V: ArrowPrimitiveType,
{
/// Creates a new `PrimitiveDictionaryBuilder`.
pub fn new() -> Self {
Self {
keys_builder: PrimitiveBuilder::new(),
values_builder: PrimitiveBuilder::new(),
map: HashMap::new(),
}
}
/// Creates a new `PrimitiveDictionaryBuilder` from the provided keys and values builders.
///
/// # Panics
///
/// This method panics if `keys_builder` or `values_builder` is not empty.
pub fn new_from_empty_builders(
keys_builder: PrimitiveBuilder<K>,
values_builder: PrimitiveBuilder<V>,
) -> Self {
assert!(
keys_builder.is_empty() && values_builder.is_empty(),
"keys and values builders must be empty"
);
Self {
keys_builder,
values_builder,
map: HashMap::new(),
}
}
/// Creates a new `PrimitiveDictionaryBuilder` from existing `PrimitiveBuilder`s of keys and values.
///
/// # Safety
///
/// caller must ensure that the passed in builders are valid for DictionaryArray.
pub unsafe fn new_from_builders(
keys_builder: PrimitiveBuilder<K>,
values_builder: PrimitiveBuilder<V>,
) -> Self {
let keys = keys_builder.values_slice();
let values = values_builder.values_slice();
let mut map = HashMap::with_capacity(values.len());
keys.iter().zip(values.iter()).for_each(|(key, value)| {
map.insert(Value(*value), K::Native::to_usize(*key).unwrap());
});
Self {
keys_builder,
values_builder,
map,
}
}
/// Creates a new `PrimitiveDictionaryBuilder` with the provided capacities
///
/// `keys_capacity`: the number of keys, i.e. length of array to build
/// `values_capacity`: the number of distinct dictionary values, i.e. size of dictionary
pub fn with_capacity(keys_capacity: usize, values_capacity: usize) -> Self {
Self {
keys_builder: PrimitiveBuilder::with_capacity(keys_capacity),
values_builder: PrimitiveBuilder::with_capacity(values_capacity),
map: HashMap::with_capacity(values_capacity),
}
}
}
impl<K, V> ArrayBuilder for PrimitiveDictionaryBuilder<K, V>
where
K: ArrowDictionaryKeyType,
V: ArrowPrimitiveType,
{
/// Returns the builder as an non-mutable `Any` reference.
fn as_any(&self) -> &dyn Any {
self
}
/// Returns the builder as an mutable `Any` reference.
fn as_any_mut(&mut self) -> &mut dyn Any {
self
}
/// Returns the boxed builder as a box of `Any`.
fn into_box_any(self: Box<Self>) -> Box<dyn Any> {
self
}
/// Returns the number of array slots in the builder
fn len(&self) -> usize {
self.keys_builder.len()
}
/// Builds the array and reset this builder.
fn finish(&mut self) -> ArrayRef {
Arc::new(self.finish())
}
/// Builds the array without resetting the builder.
fn finish_cloned(&self) -> ArrayRef {
Arc::new(self.finish_cloned())
}
}
impl<K, V> PrimitiveDictionaryBuilder<K, V>
where
K: ArrowDictionaryKeyType,
V: ArrowPrimitiveType,
{
#[inline]
fn get_or_insert_key(&mut self, value: V::Native) -> Result<K::Native, ArrowError> {
match self.map.get(&Value(value)) {
Some(&key) => {
Ok(K::Native::from_usize(key).ok_or(ArrowError::DictionaryKeyOverflowError)?)
}
None => {
let key = self.values_builder.len();
self.values_builder.append_value(value);
self.map.insert(Value(value), key);
Ok(K::Native::from_usize(key).ok_or(ArrowError::DictionaryKeyOverflowError)?)
}
}
}
/// Append a primitive value to the array. Return an existing index
/// if already present in the values array or a new index if the
/// value is appended to the values array.
#[inline]
pub fn append(&mut self, value: V::Native) -> Result<K::Native, ArrowError> {
let key = self.get_or_insert_key(value)?;
self.keys_builder.append_value(key);
Ok(key)
}
/// Append a value multiple times to the array.
/// This is the same as `append` but allows to append the same value multiple times without doing multiple lookups.
///
/// Returns an error if the new index would overflow the key type.
pub fn append_n(&mut self, value: V::Native, count: usize) -> Result<K::Native, ArrowError> {
let key = self.get_or_insert_key(value)?;
self.keys_builder.append_value_n(key, count);
Ok(key)
}
/// Infallibly append a value to this builder
///
/// # Panics
///
/// Panics if the resulting length of the dictionary values array would exceed `T::Native::MAX`
#[inline]
pub fn append_value(&mut self, value: V::Native) {
self.append(value).expect("dictionary key overflow");
}
/// Infallibly append a value to this builder repeatedly `count` times.
/// This is the same as `append_value` but allows to append the same value multiple times without doing multiple lookups.
///
/// # Panics
///
/// Panics if the resulting length of the dictionary values array would exceed `T::Native::MAX`
pub fn append_values(&mut self, value: V::Native, count: usize) {
self.append_n(value, count)
.expect("dictionary key overflow");
}
/// Appends a null slot into the builder
#[inline]
pub fn append_null(&mut self) {
self.keys_builder.append_null()
}
/// Append `n` null slots into the builder
#[inline]
pub fn append_nulls(&mut self, n: usize) {
self.keys_builder.append_nulls(n)
}
/// Append an `Option` value into the builder
///
/// # Panics
///
/// Panics if the resulting length of the dictionary values array would exceed `T::Native::MAX`
#[inline]
pub fn append_option(&mut self, value: Option<V::Native>) {
match value {
None => self.append_null(),
Some(v) => self.append_value(v),
};
}
/// Append an `Option` value into the builder repeatedly `count` times.
/// This is the same as `append_option` but allows to append the same value multiple times without doing multiple lookups.
///
/// # Panics
///
/// Panics if the resulting length of the dictionary values array would exceed `T::Native::MAX`
pub fn append_options(&mut self, value: Option<V::Native>, count: usize) {
match value {
None => self.keys_builder.append_nulls(count),
Some(v) => self.append_values(v, count),
};
}
/// Builds the `DictionaryArray` and reset this builder.
pub fn finish(&mut self) -> DictionaryArray<K> {
self.map.clear();
let values = self.values_builder.finish();
let keys = self.keys_builder.finish();
let data_type =
DataType::Dictionary(Box::new(K::DATA_TYPE), Box::new(values.data_type().clone()));
let builder = keys
.into_data()
.into_builder()
.data_type(data_type)
.child_data(vec![values.into_data()]);
DictionaryArray::from(unsafe { builder.build_unchecked() })
}
/// Builds the `DictionaryArray` without resetting the builder.
pub fn finish_cloned(&self) -> DictionaryArray<K> {
let values = self.values_builder.finish_cloned();
let keys = self.keys_builder.finish_cloned();
let data_type = DataType::Dictionary(Box::new(K::DATA_TYPE), Box::new(V::DATA_TYPE));
let builder = keys
.into_data()
.into_builder()
.data_type(data_type)
.child_data(vec![values.into_data()]);
DictionaryArray::from(unsafe { builder.build_unchecked() })
}
/// Returns the current dictionary values buffer as a slice
pub fn values_slice(&self) -> &[V::Native] {
self.values_builder.values_slice()
}
/// Returns the current dictionary values buffer as a mutable slice
pub fn values_slice_mut(&mut self) -> &mut [V::Native] {
self.values_builder.values_slice_mut()
}
/// Returns the current null buffer as a slice
pub fn validity_slice(&self) -> Option<&[u8]> {
self.keys_builder.validity_slice()
}
}
impl<K: ArrowDictionaryKeyType, P: ArrowPrimitiveType> Extend<Option<P::Native>>
for PrimitiveDictionaryBuilder<K, P>
{
#[inline]
fn extend<T: IntoIterator<Item = Option<P::Native>>>(&mut self, iter: T) {
for v in iter {
self.append_option(v)
}
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::array::UInt32Array;
use crate::array::UInt8Array;
use crate::builder::Decimal128Builder;
use crate::types::{Decimal128Type, Int32Type, UInt32Type, UInt8Type};
#[test]
fn test_primitive_dictionary_builder() {
let mut builder = PrimitiveDictionaryBuilder::<UInt8Type, UInt32Type>::with_capacity(3, 2);
builder.append(12345678).unwrap();
builder.append_null();
builder.append(22345678).unwrap();
let array = builder.finish();
assert_eq!(
array.keys(),
&UInt8Array::from(vec![Some(0), None, Some(1)])
);
// Values are polymorphic and so require a downcast.
let av = array.values();
let ava: &UInt32Array = av.as_any().downcast_ref::<UInt32Array>().unwrap();
let avs: &[u32] = ava.values();
assert!(!array.is_null(0));
assert!(array.is_null(1));
assert!(!array.is_null(2));
assert_eq!(avs, &[12345678, 22345678]);
}
#[test]
fn test_extend() {
let mut builder = PrimitiveDictionaryBuilder::<Int32Type, Int32Type>::new();
builder.extend([1, 2, 3, 1, 2, 3, 1, 2, 3].into_iter().map(Some));
builder.extend([4, 5, 1, 3, 1].into_iter().map(Some));
let dict = builder.finish();
assert_eq!(
dict.keys().values(),
&[0, 1, 2, 0, 1, 2, 0, 1, 2, 3, 4, 0, 2, 0]
);
assert_eq!(dict.values().len(), 5);
}
#[test]
#[should_panic(expected = "DictionaryKeyOverflowError")]
fn test_primitive_dictionary_overflow() {
let mut builder =
PrimitiveDictionaryBuilder::<UInt8Type, UInt32Type>::with_capacity(257, 257);
// 256 unique keys.
for i in 0..256 {
builder.append(i + 1000).unwrap();
}
// Special error if the key overflows (256th entry)
builder.append(1257).unwrap();
}
#[test]
fn test_primitive_dictionary_with_builders() {
let keys_builder = PrimitiveBuilder::<Int32Type>::new();
let values_builder = Decimal128Builder::new().with_data_type(DataType::Decimal128(1, 2));
let mut builder =
PrimitiveDictionaryBuilder::<Int32Type, Decimal128Type>::new_from_empty_builders(
keys_builder,
values_builder,
);
let dict_array = builder.finish();
assert_eq!(dict_array.value_type(), DataType::Decimal128(1, 2));
assert_eq!(
dict_array.data_type(),
&DataType::Dictionary(
Box::new(DataType::Int32),
Box::new(DataType::Decimal128(1, 2)),
)
);
}
}