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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656
// 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, GenericByteBuilder, PrimitiveBuilder};
use crate::types::{
ArrowDictionaryKeyType, ByteArrayType, GenericBinaryType, GenericStringType,
};
use crate::{Array, ArrayRef, DictionaryArray, GenericByteArray};
use arrow_buffer::ArrowNativeType;
use arrow_schema::{ArrowError, DataType};
use hashbrown::hash_map::RawEntryMut;
use hashbrown::HashMap;
use std::any::Any;
use std::sync::Arc;
/// Builder for [`DictionaryArray`] of [`GenericByteArray`]
///
/// For example to map a set of byte indices to String values. Note that
/// the use of a `HashMap` here will not scale to very large arrays or
/// result in an ordered dictionary.
#[derive(Debug)]
pub struct GenericByteDictionaryBuilder<K, T>
where
K: ArrowDictionaryKeyType,
T: ByteArrayType,
{
state: ahash::RandomState,
/// Used to provide a lookup from string value to key type
///
/// Note: usize's hash implementation is not used, instead the raw entry
/// API is used to store keys w.r.t the hash of the strings themselves
///
dedup: HashMap<usize, (), ()>,
keys_builder: PrimitiveBuilder<K>,
values_builder: GenericByteBuilder<T>,
}
impl<K, T> Default for GenericByteDictionaryBuilder<K, T>
where
K: ArrowDictionaryKeyType,
T: ByteArrayType,
{
fn default() -> Self {
Self::new()
}
}
impl<K, T> GenericByteDictionaryBuilder<K, T>
where
K: ArrowDictionaryKeyType,
T: ByteArrayType,
{
/// Creates a new `GenericByteDictionaryBuilder`
pub fn new() -> Self {
let keys_builder = PrimitiveBuilder::new();
let values_builder = GenericByteBuilder::<T>::new();
Self {
state: Default::default(),
dedup: HashMap::with_capacity_and_hasher(keys_builder.capacity(), ()),
keys_builder,
values_builder,
}
}
/// Creates a new `GenericByteDictionaryBuilder` with the provided capacities
///
/// `keys_capacity`: the number of keys, i.e. length of array to build
/// `value_capacity`: the number of distinct dictionary values, i.e. size of dictionary
/// `data_capacity`: the total number of bytes of all distinct bytes in the dictionary
pub fn with_capacity(
keys_capacity: usize,
value_capacity: usize,
data_capacity: usize,
) -> Self {
Self {
state: Default::default(),
dedup: Default::default(),
keys_builder: PrimitiveBuilder::with_capacity(keys_capacity),
values_builder: GenericByteBuilder::<T>::with_capacity(
value_capacity,
data_capacity,
),
}
}
/// Creates a new `GenericByteDictionaryBuilder` from a keys capacity and a dictionary
/// which is initialized with the given values.
/// The indices of those dictionary values are used as keys.
///
/// # Example
///
/// ```
/// # use arrow_array::builder::StringDictionaryBuilder;
/// # use arrow_array::{Int16Array, StringArray};
///
/// let dictionary_values = StringArray::from(vec![None, Some("abc"), Some("def")]);
///
/// let mut builder = StringDictionaryBuilder::new_with_dictionary(3, &dictionary_values).unwrap();
/// builder.append("def").unwrap();
/// builder.append_null();
/// builder.append("abc").unwrap();
///
/// let dictionary_array = builder.finish();
///
/// let keys = dictionary_array.keys();
///
/// assert_eq!(keys, &Int16Array::from(vec![Some(2), None, Some(1)]));
/// ```
pub fn new_with_dictionary(
keys_capacity: usize,
dictionary_values: &GenericByteArray<T>,
) -> Result<Self, ArrowError> {
let state = ahash::RandomState::default();
let dict_len = dictionary_values.len();
let mut dedup = HashMap::with_capacity_and_hasher(dict_len, ());
let values_len = dictionary_values.value_data().len();
let mut values_builder =
GenericByteBuilder::<T>::with_capacity(dict_len, values_len);
K::Native::from_usize(dictionary_values.len())
.ok_or(ArrowError::DictionaryKeyOverflowError)?;
for (idx, maybe_value) in dictionary_values.iter().enumerate() {
match maybe_value {
Some(value) => {
let value_bytes: &[u8] = value.as_ref();
let hash = state.hash_one(value_bytes);
let entry = dedup.raw_entry_mut().from_hash(hash, |idx: &usize| {
value_bytes == get_bytes(&values_builder, *idx)
});
if let RawEntryMut::Vacant(v) = entry {
v.insert_with_hasher(hash, idx, (), |idx| {
state.hash_one(get_bytes(&values_builder, *idx))
});
}
values_builder.append_value(value);
}
None => values_builder.append_null(),
}
}
Ok(Self {
state,
dedup,
keys_builder: PrimitiveBuilder::with_capacity(keys_capacity),
values_builder,
})
}
}
impl<K, T> ArrayBuilder for GenericByteDictionaryBuilder<K, T>
where
K: ArrowDictionaryKeyType,
T: ByteArrayType,
{
/// 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()
}
/// Returns whether the number of array slots is zero
fn is_empty(&self) -> bool {
self.keys_builder.is_empty()
}
/// 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, T> GenericByteDictionaryBuilder<K, T>
where
K: ArrowDictionaryKeyType,
T: ByteArrayType,
{
/// Append a 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.
///
/// Returns an error if the new index would overflow the key type.
pub fn append(
&mut self,
value: impl AsRef<T::Native>,
) -> Result<K::Native, ArrowError> {
let value_native: &T::Native = value.as_ref();
let value_bytes: &[u8] = value_native.as_ref();
let state = &self.state;
let storage = &mut self.values_builder;
let hash = state.hash_one(value_bytes);
let entry = self
.dedup
.raw_entry_mut()
.from_hash(hash, |idx| value_bytes == get_bytes(storage, *idx));
let key = match entry {
RawEntryMut::Occupied(entry) => K::Native::usize_as(*entry.into_key()),
RawEntryMut::Vacant(entry) => {
let idx = storage.len();
storage.append_value(value);
entry.insert_with_hasher(hash, idx, (), |idx| {
state.hash_one(get_bytes(storage, *idx))
});
K::Native::from_usize(idx)
.ok_or(ArrowError::DictionaryKeyOverflowError)?
}
};
self.keys_builder.append_value(key);
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`
pub fn append_value(&mut self, value: impl AsRef<T::Native>) {
self.append(value).expect("dictionary key overflow");
}
/// Appends a null slot into the builder
#[inline]
pub fn append_null(&mut self) {
self.keys_builder.append_null()
}
/// 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<impl AsRef<T::Native>>) {
match value {
None => self.append_null(),
Some(v) => self.append_value(v),
};
}
/// Builds the `DictionaryArray` and reset this builder.
pub fn finish(&mut self) -> DictionaryArray<K> {
self.dedup.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(T::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() })
}
/// 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(T::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() })
}
}
impl<K: ArrowDictionaryKeyType, T: ByteArrayType, V: AsRef<T::Native>> Extend<Option<V>>
for GenericByteDictionaryBuilder<K, T>
{
#[inline]
fn extend<I: IntoIterator<Item = Option<V>>>(&mut self, iter: I) {
for v in iter {
self.append_option(v)
}
}
}
fn get_bytes<T: ByteArrayType>(values: &GenericByteBuilder<T>, idx: usize) -> &[u8] {
let offsets = values.offsets_slice();
let values = values.values_slice();
let end_offset = offsets[idx + 1].as_usize();
let start_offset = offsets[idx].as_usize();
&values[start_offset..end_offset]
}
/// Builder for [`DictionaryArray`] of [`StringArray`](crate::array::StringArray)
///
/// ```
/// // Create a dictionary array indexed by bytes whose values are Strings.
/// // It can thus hold up to 256 distinct string values.
///
/// # use arrow_array::builder::StringDictionaryBuilder;
/// # use arrow_array::{Int8Array, StringArray};
/// # use arrow_array::types::Int8Type;
///
/// let mut builder = StringDictionaryBuilder::<Int8Type>::new();
///
/// // The builder builds the dictionary value by value
/// builder.append("abc").unwrap();
/// builder.append_null();
/// builder.append("def").unwrap();
/// builder.append("def").unwrap();
/// builder.append("abc").unwrap();
/// let array = builder.finish();
///
/// assert_eq!(
/// array.keys(),
/// &Int8Array::from(vec![Some(0), None, Some(1), Some(1), Some(0)])
/// );
///
/// // Values are polymorphic and so require a downcast.
/// let av = array.values();
/// let ava: &StringArray = av.as_any().downcast_ref::<StringArray>().unwrap();
///
/// assert_eq!(ava.value(0), "abc");
/// assert_eq!(ava.value(1), "def");
///
/// ```
pub type StringDictionaryBuilder<K> =
GenericByteDictionaryBuilder<K, GenericStringType<i32>>;
/// Builder for [`DictionaryArray`] of [`LargeStringArray`](crate::array::LargeStringArray)
pub type LargeStringDictionaryBuilder<K> =
GenericByteDictionaryBuilder<K, GenericStringType<i64>>;
/// Builder for [`DictionaryArray`] of [`BinaryArray`](crate::array::BinaryArray)
///
/// ```
/// // Create a dictionary array indexed by bytes whose values are binary.
/// // It can thus hold up to 256 distinct binary values.
///
/// # use arrow_array::builder::BinaryDictionaryBuilder;
/// # use arrow_array::{BinaryArray, Int8Array};
/// # use arrow_array::types::Int8Type;
///
/// let mut builder = BinaryDictionaryBuilder::<Int8Type>::new();
///
/// // The builder builds the dictionary value by value
/// builder.append(b"abc").unwrap();
/// builder.append_null();
/// builder.append(b"def").unwrap();
/// builder.append(b"def").unwrap();
/// builder.append(b"abc").unwrap();
/// let array = builder.finish();
///
/// assert_eq!(
/// array.keys(),
/// &Int8Array::from(vec![Some(0), None, Some(1), Some(1), Some(0)])
/// );
///
/// // Values are polymorphic and so require a downcast.
/// let av = array.values();
/// let ava: &BinaryArray = av.as_any().downcast_ref::<BinaryArray>().unwrap();
///
/// assert_eq!(ava.value(0), b"abc");
/// assert_eq!(ava.value(1), b"def");
///
/// ```
pub type BinaryDictionaryBuilder<K> =
GenericByteDictionaryBuilder<K, GenericBinaryType<i32>>;
/// Builder for [`DictionaryArray`] of [`LargeBinaryArray`](crate::array::LargeBinaryArray)
pub type LargeBinaryDictionaryBuilder<K> =
GenericByteDictionaryBuilder<K, GenericBinaryType<i64>>;
#[cfg(test)]
mod tests {
use super::*;
use crate::array::Array;
use crate::array::Int8Array;
use crate::types::{Int16Type, Int32Type, Int8Type, Utf8Type};
use crate::{BinaryArray, StringArray};
fn test_bytes_dictionary_builder<T>(values: Vec<&T::Native>)
where
T: ByteArrayType,
<T as ByteArrayType>::Native: PartialEq,
<T as ByteArrayType>::Native: AsRef<<T as ByteArrayType>::Native>,
{
let mut builder = GenericByteDictionaryBuilder::<Int8Type, T>::new();
builder.append(values[0]).unwrap();
builder.append_null();
builder.append(values[1]).unwrap();
builder.append(values[1]).unwrap();
builder.append(values[0]).unwrap();
let array = builder.finish();
assert_eq!(
array.keys(),
&Int8Array::from(vec![Some(0), None, Some(1), Some(1), Some(0)])
);
// Values are polymorphic and so require a downcast.
let av = array.values();
let ava: &GenericByteArray<T> =
av.as_any().downcast_ref::<GenericByteArray<T>>().unwrap();
assert_eq!(*ava.value(0), *values[0]);
assert_eq!(*ava.value(1), *values[1]);
}
#[test]
fn test_string_dictionary_builder() {
test_bytes_dictionary_builder::<GenericStringType<i32>>(vec!["abc", "def"]);
}
#[test]
fn test_binary_dictionary_builder() {
test_bytes_dictionary_builder::<GenericBinaryType<i32>>(vec![b"abc", b"def"]);
}
fn test_bytes_dictionary_builder_finish_cloned<T>(values: Vec<&T::Native>)
where
T: ByteArrayType,
<T as ByteArrayType>::Native: PartialEq,
<T as ByteArrayType>::Native: AsRef<<T as ByteArrayType>::Native>,
{
let mut builder = GenericByteDictionaryBuilder::<Int8Type, T>::new();
builder.append(values[0]).unwrap();
builder.append_null();
builder.append(values[1]).unwrap();
builder.append(values[1]).unwrap();
builder.append(values[0]).unwrap();
let mut array = builder.finish_cloned();
assert_eq!(
array.keys(),
&Int8Array::from(vec![Some(0), None, Some(1), Some(1), Some(0)])
);
// Values are polymorphic and so require a downcast.
let av = array.values();
let ava: &GenericByteArray<T> =
av.as_any().downcast_ref::<GenericByteArray<T>>().unwrap();
assert_eq!(ava.value(0), values[0]);
assert_eq!(ava.value(1), values[1]);
builder.append(values[0]).unwrap();
builder.append(values[2]).unwrap();
builder.append(values[1]).unwrap();
array = builder.finish();
assert_eq!(
array.keys(),
&Int8Array::from(vec![
Some(0),
None,
Some(1),
Some(1),
Some(0),
Some(0),
Some(2),
Some(1)
])
);
// Values are polymorphic and so require a downcast.
let av2 = array.values();
let ava2: &GenericByteArray<T> =
av2.as_any().downcast_ref::<GenericByteArray<T>>().unwrap();
assert_eq!(ava2.value(0), values[0]);
assert_eq!(ava2.value(1), values[1]);
assert_eq!(ava2.value(2), values[2]);
}
#[test]
fn test_string_dictionary_builder_finish_cloned() {
test_bytes_dictionary_builder_finish_cloned::<GenericStringType<i32>>(vec![
"abc", "def", "ghi",
]);
}
#[test]
fn test_binary_dictionary_builder_finish_cloned() {
test_bytes_dictionary_builder_finish_cloned::<GenericBinaryType<i32>>(vec![
b"abc", b"def", b"ghi",
]);
}
fn test_bytes_dictionary_builder_with_existing_dictionary<T>(
dictionary: GenericByteArray<T>,
values: Vec<&T::Native>,
) where
T: ByteArrayType,
<T as ByteArrayType>::Native: PartialEq,
<T as ByteArrayType>::Native: AsRef<<T as ByteArrayType>::Native>,
{
let mut builder =
GenericByteDictionaryBuilder::<Int8Type, T>::new_with_dictionary(
6,
&dictionary,
)
.unwrap();
builder.append(values[0]).unwrap();
builder.append_null();
builder.append(values[1]).unwrap();
builder.append(values[1]).unwrap();
builder.append(values[0]).unwrap();
builder.append(values[2]).unwrap();
let array = builder.finish();
assert_eq!(
array.keys(),
&Int8Array::from(vec![Some(2), None, Some(1), Some(1), Some(2), Some(3)])
);
// Values are polymorphic and so require a downcast.
let av = array.values();
let ava: &GenericByteArray<T> =
av.as_any().downcast_ref::<GenericByteArray<T>>().unwrap();
assert!(!ava.is_valid(0));
assert_eq!(ava.value(1), values[1]);
assert_eq!(ava.value(2), values[0]);
assert_eq!(ava.value(3), values[2]);
}
#[test]
fn test_string_dictionary_builder_with_existing_dictionary() {
test_bytes_dictionary_builder_with_existing_dictionary::<GenericStringType<i32>>(
StringArray::from(vec![None, Some("def"), Some("abc")]),
vec!["abc", "def", "ghi"],
);
}
#[test]
fn test_binary_dictionary_builder_with_existing_dictionary() {
let values: Vec<Option<&[u8]>> = vec![None, Some(b"def"), Some(b"abc")];
test_bytes_dictionary_builder_with_existing_dictionary::<GenericBinaryType<i32>>(
BinaryArray::from(values),
vec![b"abc", b"def", b"ghi"],
);
}
fn test_bytes_dictionary_builder_with_reserved_null_value<T>(
dictionary: GenericByteArray<T>,
values: Vec<&T::Native>,
) where
T: ByteArrayType,
<T as ByteArrayType>::Native: PartialEq,
<T as ByteArrayType>::Native: AsRef<<T as ByteArrayType>::Native>,
{
let mut builder =
GenericByteDictionaryBuilder::<Int16Type, T>::new_with_dictionary(
4,
&dictionary,
)
.unwrap();
builder.append(values[0]).unwrap();
builder.append_null();
builder.append(values[1]).unwrap();
builder.append(values[0]).unwrap();
let array = builder.finish();
assert!(array.is_null(1));
assert!(!array.is_valid(1));
let keys = array.keys();
assert_eq!(keys.value(0), 1);
assert!(keys.is_null(1));
// zero initialization is currently guaranteed by Buffer allocation and resizing
assert_eq!(keys.value(1), 0);
assert_eq!(keys.value(2), 2);
assert_eq!(keys.value(3), 1);
}
#[test]
fn test_string_dictionary_builder_with_reserved_null_value() {
let v: Vec<Option<&str>> = vec![None];
test_bytes_dictionary_builder_with_reserved_null_value::<GenericStringType<i32>>(
StringArray::from(v),
vec!["abc", "def"],
);
}
#[test]
fn test_binary_dictionary_builder_with_reserved_null_value() {
let values: Vec<Option<&[u8]>> = vec![None];
test_bytes_dictionary_builder_with_reserved_null_value::<GenericBinaryType<i32>>(
BinaryArray::from(values),
vec![b"abc", b"def"],
);
}
#[test]
fn test_extend() {
let mut builder = GenericByteDictionaryBuilder::<Int32Type, Utf8Type>::new();
builder.extend(["a", "b", "c", "a", "b", "c"].into_iter().map(Some));
builder.extend(["c", "d", "a"].into_iter().map(Some));
let dict = builder.finish();
assert_eq!(dict.keys().values(), &[0, 1, 2, 0, 1, 2, 2, 3, 0]);
assert_eq!(dict.values().len(), 4);
}
}