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Add Decimal256 API #1914

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2 changes: 1 addition & 1 deletion arrow/src/array/array_binary.rs
Expand Up @@ -33,7 +33,7 @@ use crate::datatypes::{
};
use crate::error::{ArrowError, Result};
use crate::util::bit_util;
use crate::util::decimal::Decimal128;
use crate::util::decimal::{BasicDecimal, Decimal128};
use crate::{buffer::MutableBuffer, datatypes::DataType};

/// See [`BinaryArray`] and [`LargeBinaryArray`] for storing
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290 changes: 216 additions & 74 deletions arrow/src/util/decimal.rs
Expand Up @@ -17,109 +17,201 @@

//! Decimal related utils

use std::cmp::Ordering;
use crate::error::{ArrowError, Result};
use num::bigint::BigInt;
use std::cmp::{min, Ordering};

pub trait BasicDecimal: PartialOrd + Ord + PartialEq + Eq {
/// The bit-width of the internal representation.
const BIT_WIDTH: usize;

/// Tries to create a decimal value from precision, scale and bytes.
/// If the length of bytes isn't same as the bit width of this decimal,
/// returning an error. The bytes should be stored in little-endian order.
///
/// Safety:
/// This method doesn't validate if the decimal value represented by the bytes
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@viirya viirya Jun 20, 2022

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DecimalArray and DecimalBuilder already do value validation. So I skip validation here.

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DecimalArray and DecimalBuilder already do value validation. So I skip validation here.

If we can make sure this, I think it looks good me.

/// can be fitted into the specified precision.
fn try_new_from_bytes(precision: usize, scale: usize, bytes: &[u8]) -> Result<Self>
where
Self: Sized,
{
if precision < scale {
return Err(ArrowError::InvalidArgumentError(format!(
"Precision {} is less than scale {}",
precision, scale
)));
}

if bytes.len() == Self::BIT_WIDTH / 8 {
Ok(Self::new(precision, scale, bytes))
} else {
Err(ArrowError::InvalidArgumentError(format!(
"Input to Decimal{} must be {} bytes",
Self::BIT_WIDTH,
Self::BIT_WIDTH / 8
)))
}
}

/// Creates a decimal value from precision, scale, and bytes.
///
/// Safety:
/// This method doesn't check if the length of bytes is compatible with this decimal.
/// Use `try_new_from_bytes` for safe constructor.
fn new(precision: usize, scale: usize, bytes: &[u8]) -> Self;

/// Returns the raw bytes of the integer representation of the decimal.
fn raw_value(&self) -> &[u8];

/// Returns the precision of the decimal.
fn precision(&self) -> usize;

/// Returns the scale of the decimal.
fn scale(&self) -> usize;

/// Returns the string representation of the decimal.
/// If the string representation cannot be fitted with the precision of the decimal,
/// the string will be truncated.
Comment on lines +74 to +75
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I've considered if the truncation is needed here. I added it eventually because as_string outputting a string larger than specified precision looks weird.

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DecimalArray and DecimalArray already do value validation. So I skip validation here.

Why do we need the truncation if we can always make sure that the value can be stored within the precision?

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I just wonder if users might take it to use separately (i.e., without the value validation in DecimalArray and DecimalBuilder) and getting confused.

fn as_string(&self) -> String {
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let raw_bytes = self.raw_value();
let integer = BigInt::from_signed_bytes_le(raw_bytes);
let value_str = integer.to_string();

if self.scale() == 0 {
value_str
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} else {
let (sign, rest) =
value_str.split_at(if integer >= BigInt::from(0) { 0 } else { 1 });

if rest.len() > self.scale() {
// Decimal separator is in the middle of the string
let mut bound = min(self.precision(), rest.len());
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if sign.len() == 1 {
bound += 1;
}
let value_str = value_str[0..bound].to_string();
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Why do we slice from the most significant digit?
If value_str = 1000, precision = 3, scale = 1, then the expected output is 10.0?

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If the precision is 3, and the max value is 999

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let (whole, decimal) = value_str.split_at(value_str.len() - self.scale());
format!("{}.{}", whole, decimal)
} else {
// String has to be padded
format!("{}0.{:0>width$}", sign, rest, width = self.scale())
}
}
}
}

/// Represents a decimal value with precision and scale.
/// The decimal value is represented by a signed 128-bit integer.
/// The decimal value could represented by a signed 128-bit integer.
#[derive(Debug)]
pub struct Decimal128 {
#[allow(dead_code)]
precision: usize,
scale: usize,
value: i128,
value: [u8; 16],
}

impl PartialOrd for Decimal128 {
fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
assert_eq!(
self.scale, other.scale,
"Cannot compare two Decimal128 with different scale: {}, {}",
self.scale, other.scale
);
self.value.partial_cmp(&other.value)
impl Decimal128 {
/// Creates `Decimal128` from an `i128` value.
pub(crate) fn new_from_i128(precision: usize, scale: usize, value: i128) -> Self {
Decimal128 {
precision,
scale,
value: value.to_le_bytes(),
}
}
}

impl Ord for Decimal128 {
fn cmp(&self, other: &Self) -> Ordering {
assert_eq!(
self.scale, other.scale,
"Cannot compare two Decimal128 with different scale: {}, {}",
self.scale, other.scale
);
self.value.cmp(&other.value)
/// Returns `i128` representation of the decimal.
pub fn as_i128(&self) -> i128 {
i128::from_le_bytes(self.value)
}
}

impl PartialEq<Self> for Decimal128 {
fn eq(&self, other: &Self) -> bool {
assert_eq!(
self.scale, other.scale,
"Cannot compare two Decimal128 with different scale: {}, {}",
self.scale, other.scale
);
self.value.eq(&other.value)
impl From<Decimal128> for i128 {
fn from(decimal: Decimal128) -> Self {
decimal.as_i128()
}
}

impl Eq for Decimal128 {}
/// Represents a decimal value with precision and scale.
/// The decimal value could be represented by a signed 256-bit integer.
#[derive(Debug)]
pub struct Decimal256 {
#[allow(dead_code)]
precision: usize,
scale: usize,
value: [u8; 32],
}

impl Decimal128 {
pub fn new_from_bytes(precision: usize, scale: usize, bytes: &[u8]) -> Self {
let as_array = bytes.try_into();
let value = match as_array {
Ok(v) if bytes.len() == 16 => i128::from_le_bytes(v),
_ => panic!("Input to Decimal128 is not 128bit integer."),
};
macro_rules! def_decimal {
($ty:ident, $bit:expr) => {
impl BasicDecimal for $ty {
const BIT_WIDTH: usize = $bit;

Decimal128 {
precision,
scale,
value,
}
}
fn new(precision: usize, scale: usize, bytes: &[u8]) -> Self {
$ty {
precision,
scale,
value: bytes.try_into().unwrap(),
}
}

pub fn new_from_i128(precision: usize, scale: usize, value: i128) -> Self {
Decimal128 {
precision,
scale,
value,
}
}
fn raw_value(&self) -> &[u8] {
&self.value
}

pub fn as_i128(&self) -> i128 {
self.value
}
fn precision(&self) -> usize {
self.precision
}

pub fn as_string(&self) -> String {
let value_str = self.value.to_string();
fn scale(&self) -> usize {
self.scale
}
}

if self.scale == 0 {
value_str
} else {
let (sign, rest) = value_str.split_at(if self.value >= 0 { 0 } else { 1 });
impl PartialOrd for $ty {
fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
assert_eq!(
self.scale, other.scale,
"Cannot compare two Decimals with different scale: {}, {}",
self.scale, other.scale
);
self.value.partial_cmp(&other.value)
}
}

if rest.len() > self.scale {
// Decimal separator is in the middle of the string
let (whole, decimal) = value_str.split_at(value_str.len() - self.scale);
format!("{}.{}", whole, decimal)
} else {
// String has to be padded
format!("{}0.{:0>width$}", sign, rest, width = self.scale)
impl Ord for $ty {
fn cmp(&self, other: &Self) -> Ordering {
assert_eq!(
self.scale, other.scale,
"Cannot compare two Decimals with different scale: {}, {}",
self.scale, other.scale
);
self.value.cmp(&other.value)
}
}
}
}

impl From<Decimal128> for i128 {
fn from(decimal: Decimal128) -> Self {
decimal.as_i128()
}
impl PartialEq<Self> for $ty {
fn eq(&self, other: &Self) -> bool {
assert_eq!(
self.scale, other.scale,
"Cannot compare two Decimals with different scale: {}, {}",
self.scale, other.scale
);
self.value.eq(&other.value)
}
}

impl Eq for $ty {}
};
}

def_decimal!(Decimal128, 128);
def_decimal!(Decimal256, 256);

#[cfg(test)]
mod tests {
use crate::util::decimal::Decimal128;
use crate::util::decimal::{BasicDecimal, Decimal128, Decimal256};

#[test]
fn decimal_128_to_string() {
Expand All @@ -131,10 +223,60 @@ mod tests {
}

#[test]
fn decimal_128_from_bytes() {
fn decimal_invalid_precision_scale() {
let bytes = 100_i128.to_le_bytes();
let value = Decimal128::new_from_bytes(5, 2, &bytes);
let err = Decimal128::try_new_from_bytes(5, 6, &bytes);
assert!(err.is_err());
}

#[test]
fn decimal_128_from_bytes() {
let mut bytes = 100_i128.to_le_bytes();
let value = Decimal128::try_new_from_bytes(5, 2, &bytes).unwrap();
assert_eq!(value.as_string(), "1.00");

bytes = (-1_i128).to_le_bytes();
let value = Decimal128::try_new_from_bytes(5, 2, &bytes).unwrap();
assert_eq!(value.as_string(), "-0.01");

bytes = i128::MAX.to_le_bytes();
let value = Decimal128::try_new_from_bytes(38, 2, &bytes).unwrap();
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The width of i128::MAX.to_le_bytes() is 39.
The input value of i128 or bytes are larger than the precision, and it looks a bit wired to me.
For decimal(3,2), if we put 12345 and 12344 to the decimal(3,2), we will get the same value of tostring
But the ord and eq is not same.

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i128 maximum is larger than the precision 38 so truncation is happened. I thought either I put value validation into Decimal structs, or do string truncation. As I mentioned earlier, DecimalArray/DecimalBuilder already do value validation, I feel it is redundant to do it here again. Ideally these Decimal structs are used only in input/output of DecimalArray. Truncation is used to for sure that we won't produce a string longer than its precision. For its usage, it should not be given a value larger than its precision because it will be caught by DecimalArray/DecimalBuilder.

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Alternatively it is an option to get error from to_string if string length is larger than precision. But as DecimalBuilder can optionally skip value validation, it means we probably can have Decimal structs with such case. Then having an error seems not fitting with it.

assert_eq!(value.as_string(), "170141183460469231731687303715884105.72");

bytes = i128::MIN.to_le_bytes();
let value = Decimal128::try_new_from_bytes(38, 2, &bytes).unwrap();
assert_eq!(
value.as_string(),
"-170141183460469231731687303715884105.72"
);

// Truncated
bytes = 12345_i128.to_le_bytes();
let value = Decimal128::try_new_from_bytes(3, 2, &bytes).unwrap();
assert_eq!(value.as_string(), "1.23");

bytes = (-12345_i128).to_le_bytes();
let value = Decimal128::try_new_from_bytes(3, 2, &bytes).unwrap();
assert_eq!(value.as_string(), "-1.23");
}

#[test]
fn decimal_256_from_bytes() {
let mut bytes = vec![0; 32];
bytes[0..16].clone_from_slice(&100_i128.to_le_bytes());
let value = Decimal256::try_new_from_bytes(5, 2, bytes.as_slice()).unwrap();
assert_eq!(value.as_string(), "1.00");

bytes[0..16].clone_from_slice(&i128::MAX.to_le_bytes());
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let value = Decimal256::try_new_from_bytes(40, 4, &bytes).unwrap();
assert_eq!(
value.as_string(),
"17014118346046923173168730371588410.5727"
);

bytes = vec![255; 32];
let value = Decimal256::try_new_from_bytes(5, 2, &bytes).unwrap();
assert_eq!(value.as_string(), "-0.01");
}

fn i128_func(value: impl Into<i128>) -> i128 {
Expand Down