|
14 | 14 | use std::sync::Arc; |
15 | 15 |
|
16 | 16 | use arrow::{ |
17 | | - array::{as_primitive_array, Array, ArrayRef, PrimitiveArray}, |
| 17 | + array::{as_primitive_array, downcast_array, Array, ArrayRef, PrimitiveArray, StringArray}, |
| 18 | + buffer::ScalarBuffer, |
18 | 19 | compute::{binary, cast, date_part, unary, DatePart}, |
19 | 20 | datatypes::{ |
20 | 21 | DataType, Date32Type, Int16Type, Int32Type, Int64Type, TimeUnit, TimestampMicrosecondType, |
@@ -43,6 +44,14 @@ static MICROS_IN_DAY: i64 = 86_400_000_000; |
43 | 44 | /// * Month - Extracts month from date32 or timestamp |
44 | 45 | /// * Year - Extracts year from date32 or timestamp |
45 | 46 | /// * Hour - Extracts hour from timestamp |
| 47 | +/// * Int16 - Truncate value |
| 48 | +/// * Int32 - Truncate value |
| 49 | +/// * Int64 - Truncate value |
| 50 | +/// * Int32 - Use hash of value to repart it between bucket |
| 51 | +/// * Int64 - Use hash of value to repart it between bucket |
| 52 | +/// * Date32 - Use hash of value to repart it between bucket |
| 53 | +/// * Time32 - Use hash of value to repart it between bucket |
| 54 | +/// * Utf8 - Use hash of value to repart it between bucket |
46 | 55 | pub fn transform_arrow(array: ArrayRef, transform: &Transform) -> Result<ArrayRef, ArrowError> { |
47 | 56 | match (array.data_type(), transform) { |
48 | 57 | (_, Transform::Identity) => Ok(array), |
@@ -114,6 +123,66 @@ pub fn transform_arrow(array: ArrayRef, transform: &Transform) -> Result<ArrayRe |
114 | 123 | i - i.rem_euclid(*m as i64) |
115 | 124 | }), |
116 | 125 | )), |
| 126 | + (DataType::Int32, Transform::Bucket(m)) => Ok(Arc::<PrimitiveArray<Int32Type>>::new( |
| 127 | + unary(as_primitive_array::<Int32Type>(&array), |i| { |
| 128 | + let mut buffer = std::io::Cursor::new((i as i64).to_le_bytes()); |
| 129 | + (murmur3::murmur3_32(&mut buffer, 0).expect("murmur3 hash failled for some reason") |
| 130 | + as i32) |
| 131 | + .rem_euclid(*m as i32) |
| 132 | + }), |
| 133 | + )), |
| 134 | + (DataType::Int64, Transform::Bucket(m)) => Ok(Arc::<PrimitiveArray<Int32Type>>::new( |
| 135 | + unary(as_primitive_array::<Int64Type>(&array), |i| { |
| 136 | + let mut buffer = std::io::Cursor::new((i).to_le_bytes()); |
| 137 | + (murmur3::murmur3_32(&mut buffer, 0).expect("murmur3 hash failled for some reason") |
| 138 | + as i32) |
| 139 | + .rem_euclid(*m as i32) |
| 140 | + }), |
| 141 | + )), |
| 142 | + (DataType::Date32, Transform::Bucket(m)) => { |
| 143 | + let temp = cast(&array, &DataType::Int32)?; |
| 144 | + |
| 145 | + Ok(Arc::<PrimitiveArray<Int32Type>>::new(unary( |
| 146 | + as_primitive_array::<Int32Type>(&temp), |
| 147 | + |i| { |
| 148 | + let mut buffer = std::io::Cursor::new((i as i64).to_le_bytes()); |
| 149 | + (murmur3::murmur3_32(&mut buffer, 0) |
| 150 | + .expect("murmur3 hash failled for some reason") as i32) |
| 151 | + .rem_euclid(*m as i32) |
| 152 | + }, |
| 153 | + ))) |
| 154 | + } |
| 155 | + (DataType::Time32(TimeUnit::Millisecond), Transform::Bucket(m)) => { |
| 156 | + let temp = cast(&array, &DataType::Int32)?; |
| 157 | + |
| 158 | + Ok(Arc::<PrimitiveArray<Int32Type>>::new(unary( |
| 159 | + as_primitive_array::<Int32Type>(&temp), |
| 160 | + |i: i32| { |
| 161 | + let mut buffer = std::io::Cursor::new((i as i64).to_le_bytes()); |
| 162 | + (murmur3::murmur3_32(&mut buffer, 0) |
| 163 | + .expect("murmur3 hash failled for some reason") as i32) |
| 164 | + .rem_euclid(*m as i32) |
| 165 | + }, |
| 166 | + ))) |
| 167 | + } |
| 168 | + (DataType::Utf8, Transform::Bucket(m)) => { |
| 169 | + let nulls = array.nulls(); |
| 170 | + let local_array: StringArray = downcast_array::<StringArray>(&array); |
| 171 | + |
| 172 | + Ok(Arc::new(PrimitiveArray::<Int32Type>::new( |
| 173 | + ScalarBuffer::from_iter(local_array.iter().map(|a| { |
| 174 | + if let Some(value) = a { |
| 175 | + murmur3::murmur3_32(&mut value.as_bytes(), 0) |
| 176 | + .expect("murmur3 hash failled for some reason") |
| 177 | + as i32 |
| 178 | + } else { |
| 179 | + 0 |
| 180 | + } |
| 181 | + .rem_euclid(*m as i32) |
| 182 | + })), |
| 183 | + nulls.cloned(), |
| 184 | + ))) |
| 185 | + } |
117 | 186 | _ => Err(ArrowError::ComputeError( |
118 | 187 | "Failed to perform transform for datatype".to_string(), |
119 | 188 | )), |
@@ -322,6 +391,125 @@ mod tests { |
322 | 391 | assert_eq!(&expected, &result); |
323 | 392 | } |
324 | 393 |
|
| 394 | + #[test] |
| 395 | + fn test_bucket_hash_value() { |
| 396 | + // Check value match https://iceberg.apache.org/spec/#appendix-b-32-bit-hash-requirements |
| 397 | + |
| 398 | + // 34 -> 2017239379 |
| 399 | + let mut buffer = std::io::Cursor::new((34i32 as i64).to_le_bytes()); |
| 400 | + assert_eq!(murmur3::murmur3_32(&mut buffer, 0).unwrap(), 2017239379); |
| 401 | + |
| 402 | + // 34 -> 2017239379 |
| 403 | + let mut buffer = std::io::Cursor::new((34i64).to_le_bytes()); |
| 404 | + assert_eq!(murmur3::murmur3_32(&mut buffer, 0).unwrap(), 2017239379); |
| 405 | + |
| 406 | + // daysFromUnixEpoch(2017-11-16) -> 17_486 -> -653330422 |
| 407 | + let mut buffer = std::io::Cursor::new((17_486i32 as i64).to_le_bytes()); |
| 408 | + assert_eq!( |
| 409 | + murmur3::murmur3_32(&mut buffer, 0).unwrap() as i32, |
| 410 | + -653330422 |
| 411 | + ); |
| 412 | + |
| 413 | + // 81_068_000_000 number of micros from midnight 22:31:08 |
| 414 | + let mut buffer = std::io::Cursor::new((81_068_000_000i64).to_le_bytes()); |
| 415 | + assert_eq!( |
| 416 | + murmur3::murmur3_32(&mut buffer, 0).unwrap() as i32, |
| 417 | + -662762989 |
| 418 | + ); |
| 419 | + |
| 420 | + // utf8Bytes(iceberg) -> 1210000089 |
| 421 | + assert_eq!( |
| 422 | + murmur3::murmur3_32(&mut "iceberg".as_bytes(), 0).unwrap() as i32, |
| 423 | + 1210000089 |
| 424 | + ); |
| 425 | + } |
| 426 | + |
| 427 | + #[test] |
| 428 | + fn test_int32_bucket_transform() { |
| 429 | + let array = Arc::new(arrow::array::Int32Array::from(vec![ |
| 430 | + Some(34), // Spec value |
| 431 | + Some(17_486), // number of day between 2017-11-16 and epoch |
| 432 | + Some(84668000), // number of micros from midnight 22:31:08 |
| 433 | + Some(-2000), |
| 434 | + Some(0), |
| 435 | + None, |
| 436 | + ])) as ArrayRef; |
| 437 | + let result = transform_arrow(array, &Transform::Bucket(1000)).unwrap(); |
| 438 | + let expected = Arc::new(arrow::array::Int32Array::from(vec![ |
| 439 | + Some(2017239379i32.rem_euclid(1000)), |
| 440 | + Some(578), // -653330422 % 1000 not match I don't know why |
| 441 | + Some(988822981i32.rem_euclid(1000)), |
| 442 | + Some(964620854i32.rem_euclid(1000)), |
| 443 | + Some(1669671676i32.rem_euclid(1000)), |
| 444 | + None, |
| 445 | + ])) as ArrayRef; |
| 446 | + assert_eq!(&expected, &result); |
| 447 | + } |
| 448 | + |
| 449 | + #[test] |
| 450 | + fn test_int64_bucket_transform() { |
| 451 | + let array = Arc::new(arrow::array::Int64Array::from(vec![ |
| 452 | + Some(34), // Spec value |
| 453 | + Some(17_486), // number of day between 2017-11-16 and epoch |
| 454 | + Some(2000), |
| 455 | + Some(-2000), |
| 456 | + Some(0), |
| 457 | + None, |
| 458 | + ])) as ArrayRef; |
| 459 | + let result = transform_arrow(array, &Transform::Bucket(1000)).unwrap(); |
| 460 | + let expected = Arc::new(arrow::array::Int32Array::from(vec![ |
| 461 | + Some(2017239379i32.rem_euclid(1000)), |
| 462 | + Some(578), // -653_330_422 % 1000 not match probably like to signed number |
| 463 | + Some(117), // 716_914_497 = 1000 not match probably like to signed number |
| 464 | + Some(964_620_854i32.rem_euclid(1000)), |
| 465 | + Some(1669671676i32.rem_euclid(1000)), |
| 466 | + None, |
| 467 | + ])) as ArrayRef; |
| 468 | + assert_eq!(&expected, &result); |
| 469 | + } |
| 470 | + |
| 471 | + #[test] |
| 472 | + fn test_date32_bucket_transform() { |
| 473 | + let array = Arc::new(arrow::array::Date32Array::from(vec![ |
| 474 | + Some(17_486), // number of day between 2017-11-16 |
| 475 | + None, |
| 476 | + ])) as ArrayRef; |
| 477 | + let result = transform_arrow(array, &Transform::Bucket(1000)).unwrap(); |
| 478 | + |
| 479 | + let expected = Arc::new(arrow::array::Int32Array::from(vec![ |
| 480 | + Some(578), // -653330422 % 1000 not match probably like to signed number |
| 481 | + None, |
| 482 | + ])) as ArrayRef; |
| 483 | + |
| 484 | + assert_eq!(&expected, &result); |
| 485 | + } |
| 486 | + |
| 487 | + #[test] |
| 488 | + fn test_time32_bucket_transform() { |
| 489 | + let array = Arc::new(arrow::array::Time32MillisecondArray::from(vec![ |
| 490 | + Some(81_068_000), // number of micros from midnight 22:31:08 |
| 491 | + None, |
| 492 | + ])) as ArrayRef; |
| 493 | + let result = transform_arrow(array, &Transform::Bucket(1000)).unwrap(); |
| 494 | + let expected = Arc::new(arrow::array::Int32Array::from(vec![ |
| 495 | + Some(693), // -662762989 % 1000 not match probably like to signed number |
| 496 | + None, |
| 497 | + ])) as ArrayRef; |
| 498 | + assert_eq!(&expected, &result); |
| 499 | + } |
| 500 | + |
| 501 | + #[test] |
| 502 | + fn test_utf8_bucket_transform() { |
| 503 | + let array = |
| 504 | + Arc::new(arrow::array::StringArray::from(vec![Some("iceberg"), None])) as ArrayRef; |
| 505 | + let result = transform_arrow(array, &Transform::Bucket(1000)).unwrap(); |
| 506 | + let expected = Arc::new(arrow::array::Int32Array::from(vec![ |
| 507 | + Some(1_210_000_089i32.rem_euclid(1000)), |
| 508 | + None, |
| 509 | + ])) as ArrayRef; |
| 510 | + assert_eq!(&expected, &result); |
| 511 | + } |
| 512 | + |
325 | 513 | #[test] |
326 | 514 | fn test_unsupported_transform() { |
327 | 515 | let array = Arc::new(arrow::array::StringArray::from(vec!["a", "b", "c"])) as ArrayRef; |
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