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scalar.rs
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scalar.rs
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// 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.
//! This module provides ScalarValue, an enum that can be used for storage of single elements
use std::borrow::Borrow;
use std::cmp::{max, Ordering};
use std::collections::HashSet;
use std::convert::{Infallible, TryInto};
use std::ops::{Add, Sub};
use std::str::FromStr;
use std::{convert::TryFrom, fmt, iter::repeat, sync::Arc};
use crate::cast::{
as_decimal128_array, as_dictionary_array, as_list_array, as_struct_array,
};
use crate::delta::shift_months;
use crate::error::{DataFusionError, Result};
use arrow::{
array::*,
compute::kernels::cast::{cast, cast_with_options, CastOptions},
datatypes::{
ArrowDictionaryKeyType, ArrowNativeType, DataType, Field, Float32Type,
Float64Type, Int16Type, Int32Type, Int64Type, Int8Type, IntervalDayTimeType,
IntervalMonthDayNanoType, IntervalUnit, IntervalYearMonthType, TimeUnit,
TimestampMicrosecondType, TimestampMillisecondType, TimestampNanosecondType,
TimestampSecondType, UInt16Type, UInt32Type, UInt64Type, UInt8Type,
DECIMAL128_MAX_PRECISION,
},
};
use chrono::{Datelike, Duration, NaiveDate, NaiveDateTime};
/// Represents a dynamically typed, nullable single value.
/// This is the single-valued counter-part of arrow's `Array`.
/// https://arrow.apache.org/docs/python/api/datatypes.html
/// https://github.com/apache/arrow/blob/master/format/Schema.fbs#L354-L375
#[derive(Clone)]
pub enum ScalarValue {
/// represents `DataType::Null` (castable to/from any other type)
Null,
/// true or false value
Boolean(Option<bool>),
/// 32bit float
Float32(Option<f32>),
/// 64bit float
Float64(Option<f64>),
/// 128bit decimal, using the i128 to represent the decimal, precision scale
Decimal128(Option<i128>, u8, i8),
/// signed 8bit int
Int8(Option<i8>),
/// signed 16bit int
Int16(Option<i16>),
/// signed 32bit int
Int32(Option<i32>),
/// signed 64bit int
Int64(Option<i64>),
/// unsigned 8bit int
UInt8(Option<u8>),
/// unsigned 16bit int
UInt16(Option<u16>),
/// unsigned 32bit int
UInt32(Option<u32>),
/// unsigned 64bit int
UInt64(Option<u64>),
/// utf-8 encoded string.
Utf8(Option<String>),
/// utf-8 encoded string representing a LargeString's arrow type.
LargeUtf8(Option<String>),
/// binary
Binary(Option<Vec<u8>>),
/// fixed size binary
FixedSizeBinary(i32, Option<Vec<u8>>),
/// large binary
LargeBinary(Option<Vec<u8>>),
/// list of nested ScalarValue
List(Option<Vec<ScalarValue>>, Box<Field>),
/// Date stored as a signed 32bit int days since UNIX epoch 1970-01-01
Date32(Option<i32>),
/// Date stored as a signed 64bit int milliseconds since UNIX epoch 1970-01-01
Date64(Option<i64>),
/// Time stored as a signed 32bit int as seconds since midnight
Time32Second(Option<i32>),
/// Time stored as a signed 32bit int as milliseconds since midnight
Time32Millisecond(Option<i32>),
/// Time stored as a signed 64bit int as microseconds since midnight
Time64Microsecond(Option<i64>),
/// Time stored as a signed 64bit int as nanoseconds since midnight
Time64Nanosecond(Option<i64>),
/// Timestamp Second
TimestampSecond(Option<i64>, Option<String>),
/// Timestamp Milliseconds
TimestampMillisecond(Option<i64>, Option<String>),
/// Timestamp Microseconds
TimestampMicrosecond(Option<i64>, Option<String>),
/// Timestamp Nanoseconds
TimestampNanosecond(Option<i64>, Option<String>),
/// Number of elapsed whole months
IntervalYearMonth(Option<i32>),
/// Number of elapsed days and milliseconds (no leap seconds)
/// stored as 2 contiguous 32-bit signed integers
IntervalDayTime(Option<i64>),
/// A triple of the number of elapsed months, days, and nanoseconds.
/// Months and days are encoded as 32-bit signed integers.
/// Nanoseconds is encoded as a 64-bit signed integer (no leap seconds).
IntervalMonthDayNano(Option<i128>),
/// struct of nested ScalarValue
Struct(Option<Vec<ScalarValue>>, Box<Vec<Field>>),
/// Dictionary type: index type and value
Dictionary(Box<DataType>, Box<ScalarValue>),
}
// manual implementation of `PartialEq`
impl PartialEq for ScalarValue {
fn eq(&self, other: &Self) -> bool {
use ScalarValue::*;
// This purposely doesn't have a catch-all "(_, _)" so that
// any newly added enum variant will require editing this list
// or else face a compile error
match (self, other) {
(Decimal128(v1, p1, s1), Decimal128(v2, p2, s2)) => {
v1.eq(v2) && p1.eq(p2) && s1.eq(s2)
}
(Decimal128(_, _, _), _) => false,
(Boolean(v1), Boolean(v2)) => v1.eq(v2),
(Boolean(_), _) => false,
(Float32(v1), Float32(v2)) => match (v1, v2) {
(Some(f1), Some(f2)) => f1.to_bits() == f2.to_bits(),
_ => v1.eq(v2),
},
(Float32(_), _) => false,
(Float64(v1), Float64(v2)) => match (v1, v2) {
(Some(f1), Some(f2)) => f1.to_bits() == f2.to_bits(),
_ => v1.eq(v2),
},
(Float64(_), _) => false,
(Int8(v1), Int8(v2)) => v1.eq(v2),
(Int8(_), _) => false,
(Int16(v1), Int16(v2)) => v1.eq(v2),
(Int16(_), _) => false,
(Int32(v1), Int32(v2)) => v1.eq(v2),
(Int32(_), _) => false,
(Int64(v1), Int64(v2)) => v1.eq(v2),
(Int64(_), _) => false,
(UInt8(v1), UInt8(v2)) => v1.eq(v2),
(UInt8(_), _) => false,
(UInt16(v1), UInt16(v2)) => v1.eq(v2),
(UInt16(_), _) => false,
(UInt32(v1), UInt32(v2)) => v1.eq(v2),
(UInt32(_), _) => false,
(UInt64(v1), UInt64(v2)) => v1.eq(v2),
(UInt64(_), _) => false,
(Utf8(v1), Utf8(v2)) => v1.eq(v2),
(Utf8(_), _) => false,
(LargeUtf8(v1), LargeUtf8(v2)) => v1.eq(v2),
(LargeUtf8(_), _) => false,
(Binary(v1), Binary(v2)) => v1.eq(v2),
(Binary(_), _) => false,
(FixedSizeBinary(_, v1), FixedSizeBinary(_, v2)) => v1.eq(v2),
(FixedSizeBinary(_, _), _) => false,
(LargeBinary(v1), LargeBinary(v2)) => v1.eq(v2),
(LargeBinary(_), _) => false,
(List(v1, t1), List(v2, t2)) => v1.eq(v2) && t1.eq(t2),
(List(_, _), _) => false,
(Date32(v1), Date32(v2)) => v1.eq(v2),
(Date32(_), _) => false,
(Date64(v1), Date64(v2)) => v1.eq(v2),
(Date64(_), _) => false,
(Time32Second(v1), Time32Second(v2)) => v1.eq(v2),
(Time32Second(_), _) => false,
(Time32Millisecond(v1), Time32Millisecond(v2)) => v1.eq(v2),
(Time32Millisecond(_), _) => false,
(Time64Microsecond(v1), Time64Microsecond(v2)) => v1.eq(v2),
(Time64Microsecond(_), _) => false,
(Time64Nanosecond(v1), Time64Nanosecond(v2)) => v1.eq(v2),
(Time64Nanosecond(_), _) => false,
(TimestampSecond(v1, _), TimestampSecond(v2, _)) => v1.eq(v2),
(TimestampSecond(_, _), _) => false,
(TimestampMillisecond(v1, _), TimestampMillisecond(v2, _)) => v1.eq(v2),
(TimestampMillisecond(_, _), _) => false,
(TimestampMicrosecond(v1, _), TimestampMicrosecond(v2, _)) => v1.eq(v2),
(TimestampMicrosecond(_, _), _) => false,
(TimestampNanosecond(v1, _), TimestampNanosecond(v2, _)) => v1.eq(v2),
(TimestampNanosecond(_, _), _) => false,
(IntervalYearMonth(v1), IntervalYearMonth(v2)) => v1.eq(v2),
(IntervalYearMonth(_), _) => false,
(IntervalDayTime(v1), IntervalDayTime(v2)) => v1.eq(v2),
(IntervalDayTime(_), _) => false,
(IntervalMonthDayNano(v1), IntervalMonthDayNano(v2)) => v1.eq(v2),
(IntervalMonthDayNano(_), _) => false,
(Struct(v1, t1), Struct(v2, t2)) => v1.eq(v2) && t1.eq(t2),
(Struct(_, _), _) => false,
(Dictionary(k1, v1), Dictionary(k2, v2)) => k1.eq(k2) && v1.eq(v2),
(Dictionary(_, _), _) => false,
(Null, Null) => true,
(Null, _) => false,
}
}
}
// manual implementation of `PartialOrd`
impl PartialOrd for ScalarValue {
fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
use ScalarValue::*;
// This purposely doesn't have a catch-all "(_, _)" so that
// any newly added enum variant will require editing this list
// or else face a compile error
match (self, other) {
(Decimal128(v1, p1, s1), Decimal128(v2, p2, s2)) => {
if p1.eq(p2) && s1.eq(s2) {
v1.partial_cmp(v2)
} else {
// Two decimal values can be compared if they have the same precision and scale.
None
}
}
(Decimal128(_, _, _), _) => None,
(Boolean(v1), Boolean(v2)) => v1.partial_cmp(v2),
(Boolean(_), _) => None,
(Float32(v1), Float32(v2)) => match (v1, v2) {
(Some(f1), Some(f2)) => Some(f1.total_cmp(f2)),
_ => v1.partial_cmp(v2),
},
(Float32(_), _) => None,
(Float64(v1), Float64(v2)) => match (v1, v2) {
(Some(f1), Some(f2)) => Some(f1.total_cmp(f2)),
_ => v1.partial_cmp(v2),
},
(Float64(_), _) => None,
(Int8(v1), Int8(v2)) => v1.partial_cmp(v2),
(Int8(_), _) => None,
(Int16(v1), Int16(v2)) => v1.partial_cmp(v2),
(Int16(_), _) => None,
(Int32(v1), Int32(v2)) => v1.partial_cmp(v2),
(Int32(_), _) => None,
(Int64(v1), Int64(v2)) => v1.partial_cmp(v2),
(Int64(_), _) => None,
(UInt8(v1), UInt8(v2)) => v1.partial_cmp(v2),
(UInt8(_), _) => None,
(UInt16(v1), UInt16(v2)) => v1.partial_cmp(v2),
(UInt16(_), _) => None,
(UInt32(v1), UInt32(v2)) => v1.partial_cmp(v2),
(UInt32(_), _) => None,
(UInt64(v1), UInt64(v2)) => v1.partial_cmp(v2),
(UInt64(_), _) => None,
(Utf8(v1), Utf8(v2)) => v1.partial_cmp(v2),
(Utf8(_), _) => None,
(LargeUtf8(v1), LargeUtf8(v2)) => v1.partial_cmp(v2),
(LargeUtf8(_), _) => None,
(Binary(v1), Binary(v2)) => v1.partial_cmp(v2),
(Binary(_), _) => None,
(FixedSizeBinary(_, v1), FixedSizeBinary(_, v2)) => v1.partial_cmp(v2),
(FixedSizeBinary(_, _), _) => None,
(LargeBinary(v1), LargeBinary(v2)) => v1.partial_cmp(v2),
(LargeBinary(_), _) => None,
(List(v1, t1), List(v2, t2)) => {
if t1.eq(t2) {
v1.partial_cmp(v2)
} else {
None
}
}
(List(_, _), _) => None,
(Date32(v1), Date32(v2)) => v1.partial_cmp(v2),
(Date32(_), _) => None,
(Date64(v1), Date64(v2)) => v1.partial_cmp(v2),
(Date64(_), _) => None,
(Time32Second(v1), Time32Second(v2)) => v1.partial_cmp(v2),
(Time32Second(_), _) => None,
(Time32Millisecond(v1), Time32Millisecond(v2)) => v1.partial_cmp(v2),
(Time32Millisecond(_), _) => None,
(Time64Microsecond(v1), Time64Microsecond(v2)) => v1.partial_cmp(v2),
(Time64Microsecond(_), _) => None,
(Time64Nanosecond(v1), Time64Nanosecond(v2)) => v1.partial_cmp(v2),
(Time64Nanosecond(_), _) => None,
(TimestampSecond(v1, _), TimestampSecond(v2, _)) => v1.partial_cmp(v2),
(TimestampSecond(_, _), _) => None,
(TimestampMillisecond(v1, _), TimestampMillisecond(v2, _)) => {
v1.partial_cmp(v2)
}
(TimestampMillisecond(_, _), _) => None,
(TimestampMicrosecond(v1, _), TimestampMicrosecond(v2, _)) => {
v1.partial_cmp(v2)
}
(TimestampMicrosecond(_, _), _) => None,
(TimestampNanosecond(v1, _), TimestampNanosecond(v2, _)) => {
v1.partial_cmp(v2)
}
(TimestampNanosecond(_, _), _) => None,
(IntervalYearMonth(v1), IntervalYearMonth(v2)) => v1.partial_cmp(v2),
(IntervalYearMonth(_), _) => None,
(IntervalDayTime(v1), IntervalDayTime(v2)) => v1.partial_cmp(v2),
(IntervalDayTime(_), _) => None,
(IntervalMonthDayNano(v1), IntervalMonthDayNano(v2)) => v1.partial_cmp(v2),
(IntervalMonthDayNano(_), _) => None,
(Struct(v1, t1), Struct(v2, t2)) => {
if t1.eq(t2) {
v1.partial_cmp(v2)
} else {
None
}
}
(Struct(_, _), _) => None,
(Dictionary(k1, v1), Dictionary(k2, v2)) => {
// Don't compare if the key types don't match (it is effectively a different datatype)
if k1 == k2 {
v1.partial_cmp(v2)
} else {
None
}
}
(Dictionary(_, _), _) => None,
(Null, Null) => Some(Ordering::Equal),
(Null, _) => None,
}
}
}
impl Eq for ScalarValue {}
// TODO implement this in arrow-rs with simd
// https://github.com/apache/arrow-rs/issues/1010
macro_rules! decimal_op {
($LHS:expr, $RHS:expr, $PRECISION:expr, $LHS_SCALE:expr, $RHS_SCALE:expr, $OPERATION:tt) => {{
let (difference, side) = if $LHS_SCALE > $RHS_SCALE {
($LHS_SCALE - $RHS_SCALE, true)
} else {
($RHS_SCALE - $LHS_SCALE, false)
};
let scale = max($LHS_SCALE, $RHS_SCALE);
Ok(match ($LHS, $RHS, difference) {
(None, None, _) => ScalarValue::Decimal128(None, $PRECISION, scale),
(lhs, None, 0) => ScalarValue::Decimal128(*lhs, $PRECISION, scale),
(Some(lhs_value), None, _) => {
let mut new_value = *lhs_value;
if !side {
new_value *= 10_i128.pow(difference as u32)
}
ScalarValue::Decimal128(Some(new_value), $PRECISION, scale)
}
(None, Some(rhs_value), 0) => {
let value = decimal_right!(*rhs_value, $OPERATION);
ScalarValue::Decimal128(Some(value), $PRECISION, scale)
}
(None, Some(rhs_value), _) => {
let mut new_value = decimal_right!(*rhs_value, $OPERATION);
if side {
new_value *= 10_i128.pow(difference as u32)
};
ScalarValue::Decimal128(Some(new_value), $PRECISION, scale)
}
(Some(lhs_value), Some(rhs_value), 0) => {
decimal_binary_op!(lhs_value, rhs_value, $OPERATION, $PRECISION, scale)
}
(Some(lhs_value), Some(rhs_value), _) => {
let (left_arg, right_arg) = if side {
(*lhs_value, rhs_value * 10_i128.pow(difference as u32))
} else {
(lhs_value * 10_i128.pow(difference as u32), *rhs_value)
};
decimal_binary_op!(left_arg, right_arg, $OPERATION, $PRECISION, scale)
}
})
}};
}
macro_rules! decimal_binary_op {
($LHS:expr, $RHS:expr, $OPERATION:tt, $PRECISION:expr, $SCALE:expr) => {
// TODO: This simple implementation loses precision for calculations like
// multiplication and division. Improve this implementation for such
// operations.
ScalarValue::Decimal128(Some($LHS $OPERATION $RHS), $PRECISION, $SCALE)
};
}
macro_rules! decimal_right {
($TERM:expr, +) => {
$TERM
};
($TERM:expr, *) => {
$TERM
};
($TERM:expr, -) => {
-$TERM
};
($TERM:expr, /) => {
Err(DataFusionError::NotImplemented(format!(
"Decimal reciprocation not yet supported",
)))
};
}
// Returns the result of applying operation to two scalar values.
macro_rules! primitive_op {
($LEFT:expr, $RIGHT:expr, $SCALAR:ident, $OPERATION:tt) => {
match ($LEFT, $RIGHT) {
(lhs, None) => Ok(ScalarValue::$SCALAR(*lhs)),
#[allow(unused_variables)]
(None, Some(b)) => { primitive_right!(*b, $OPERATION, $SCALAR) },
(Some(a), Some(b)) => Ok(ScalarValue::$SCALAR(Some(*a $OPERATION *b))),
}
};
}
macro_rules! primitive_right {
($TERM:expr, +, $SCALAR:ident) => {
Ok(ScalarValue::$SCALAR(Some($TERM)))
};
($TERM:expr, *, $SCALAR:ident) => {
Ok(ScalarValue::$SCALAR(Some($TERM)))
};
($TERM:expr, -, UInt64) => {
unsigned_subtraction_error!("UInt64")
};
($TERM:expr, -, UInt32) => {
unsigned_subtraction_error!("UInt32")
};
($TERM:expr, -, UInt16) => {
unsigned_subtraction_error!("UInt16")
};
($TERM:expr, -, UInt8) => {
unsigned_subtraction_error!("UInt8")
};
($TERM:expr, -, $SCALAR:ident) => {
Ok(ScalarValue::$SCALAR(Some(-$TERM)))
};
($TERM:expr, /, Float64) => {
Ok(ScalarValue::$SCALAR(Some($TERM.recip())))
};
($TERM:expr, /, Float32) => {
Ok(ScalarValue::$SCALAR(Some($TERM.recip())))
};
($TERM:expr, /, $SCALAR:ident) => {
Err(DataFusionError::Internal(format!(
"Can not divide an uninitialized value to a non-floating point value",
)))
};
}
macro_rules! unsigned_subtraction_error {
($SCALAR:expr) => {{
let msg = format!(
"Can not subtract a {} value from an uninitialized value",
$SCALAR
);
Err(DataFusionError::Internal(msg))
}};
}
macro_rules! impl_op {
($LHS:expr, $RHS:expr, $OPERATION:tt) => {
match ($LHS, $RHS) {
// Binary operations on arguments with the same type:
(
ScalarValue::Decimal128(v1, p1, s1),
ScalarValue::Decimal128(v2, p2, s2),
) => {
decimal_op!(v1, v2, *p1.max(p2), *s1, *s2, $OPERATION)
}
(ScalarValue::Float64(lhs), ScalarValue::Float64(rhs)) => {
primitive_op!(lhs, rhs, Float64, $OPERATION)
}
(ScalarValue::Float32(lhs), ScalarValue::Float32(rhs)) => {
primitive_op!(lhs, rhs, Float32, $OPERATION)
}
(ScalarValue::UInt64(lhs), ScalarValue::UInt64(rhs)) => {
primitive_op!(lhs, rhs, UInt64, $OPERATION)
}
(ScalarValue::Int64(lhs), ScalarValue::Int64(rhs)) => {
primitive_op!(lhs, rhs, Int64, $OPERATION)
}
(ScalarValue::UInt32(lhs), ScalarValue::UInt32(rhs)) => {
primitive_op!(lhs, rhs, UInt32, $OPERATION)
}
(ScalarValue::Int32(lhs), ScalarValue::Int32(rhs)) => {
primitive_op!(lhs, rhs, Int32, $OPERATION)
}
(ScalarValue::UInt16(lhs), ScalarValue::UInt16(rhs)) => {
primitive_op!(lhs, rhs, UInt16, $OPERATION)
}
(ScalarValue::Int16(lhs), ScalarValue::Int16(rhs)) => {
primitive_op!(lhs, rhs, Int16, $OPERATION)
}
(ScalarValue::UInt8(lhs), ScalarValue::UInt8(rhs)) => {
primitive_op!(lhs, rhs, UInt8, $OPERATION)
}
(ScalarValue::Int8(lhs), ScalarValue::Int8(rhs)) => {
primitive_op!(lhs, rhs, Int8, $OPERATION)
}
// Binary operations on arguments with different types:
(ScalarValue::Date32(Some(days)), _) => {
let value = date32_add(*days, $RHS, get_sign!($OPERATION))?;
Ok(ScalarValue::Date32(Some(value)))
}
(ScalarValue::Date64(Some(ms)), _) => {
let value = date64_add(*ms, $RHS, get_sign!($OPERATION))?;
Ok(ScalarValue::Date64(Some(value)))
}
(ScalarValue::TimestampSecond(Some(ts_s), zone), _) => {
let value = seconds_add(*ts_s, $RHS, get_sign!($OPERATION))?;
Ok(ScalarValue::TimestampSecond(Some(value), zone.clone()))
}
(ScalarValue::TimestampMillisecond(Some(ts_ms), zone), _) => {
let value = milliseconds_add(*ts_ms, $RHS, get_sign!($OPERATION))?;
Ok(ScalarValue::TimestampMillisecond(Some(value), zone.clone()))
}
(ScalarValue::TimestampMicrosecond(Some(ts_us), zone), _) => {
let value = microseconds_add(*ts_us, $RHS, get_sign!($OPERATION))?;
Ok(ScalarValue::TimestampMicrosecond(Some(value), zone.clone()))
}
(ScalarValue::TimestampNanosecond(Some(ts_ns), zone), _) => {
let value = nanoseconds_add(*ts_ns, $RHS, get_sign!($OPERATION))?;
Ok(ScalarValue::TimestampNanosecond(Some(value), zone.clone()))
}
_ => Err(DataFusionError::Internal(format!(
"Operator {} is not implemented for types {:?} and {:?}",
stringify!($OPERATION),
$LHS,
$RHS
))),
}
};
}
macro_rules! get_sign {
(+) => {
1
};
(-) => {
-1
};
}
#[inline]
pub fn date32_add(days: i32, scalar: &ScalarValue, sign: i32) -> Result<i32> {
let epoch = NaiveDate::from_ymd_opt(1970, 1, 1).unwrap();
let prior = epoch.add(Duration::days(days as i64));
let posterior = do_date_math(prior, scalar, sign)?;
Ok(posterior.sub(epoch).num_days() as i32)
}
#[inline]
pub fn date64_add(ms: i64, scalar: &ScalarValue, sign: i32) -> Result<i64> {
let epoch = NaiveDate::from_ymd_opt(1970, 1, 1).unwrap();
let prior = epoch.add(Duration::milliseconds(ms));
let posterior = do_date_math(prior, scalar, sign)?;
Ok(posterior.sub(epoch).num_milliseconds())
}
#[inline]
pub fn seconds_add(ts_s: i64, scalar: &ScalarValue, sign: i32) -> Result<i64> {
Ok(do_date_time_math(ts_s, 0, scalar, sign)?.timestamp())
}
#[inline]
pub fn milliseconds_add(ts_ms: i64, scalar: &ScalarValue, sign: i32) -> Result<i64> {
let secs = ts_ms / 1000;
let nsecs = ((ts_ms % 1000) * 1_000_000) as u32;
Ok(do_date_time_math(secs, nsecs, scalar, sign)?.timestamp_millis())
}
#[inline]
pub fn microseconds_add(ts_us: i64, scalar: &ScalarValue, sign: i32) -> Result<i64> {
let secs = ts_us / 1_000_000;
let nsecs = ((ts_us % 1_000_000) * 1000) as u32;
Ok(do_date_time_math(secs, nsecs, scalar, sign)?.timestamp_nanos() / 1000)
}
#[inline]
pub fn nanoseconds_add(ts_ns: i64, scalar: &ScalarValue, sign: i32) -> Result<i64> {
let secs = ts_ns / 1_000_000_000;
let nsecs = (ts_ns % 1_000_000_000) as u32;
Ok(do_date_time_math(secs, nsecs, scalar, sign)?.timestamp_nanos())
}
#[inline]
fn do_date_time_math(
secs: i64,
nsecs: u32,
scalar: &ScalarValue,
sign: i32,
) -> Result<NaiveDateTime> {
let prior = NaiveDateTime::from_timestamp_opt(secs, nsecs).ok_or_else(|| {
DataFusionError::Internal(format!(
"Could not conert to NaiveDateTime: secs {} nsecs {} scalar {:?} sign {}",
secs, nsecs, scalar, sign
))
})?;
do_date_math(prior, scalar, sign)
}
fn do_date_math<D>(prior: D, scalar: &ScalarValue, sign: i32) -> Result<D>
where
D: Datelike + Add<Duration, Output = D>,
{
Ok(match scalar {
ScalarValue::IntervalDayTime(Some(i)) => add_day_time(prior, *i, sign),
ScalarValue::IntervalYearMonth(Some(i)) => shift_months(prior, *i * sign),
ScalarValue::IntervalMonthDayNano(Some(i)) => add_m_d_nano(prior, *i, sign),
other => Err(DataFusionError::Execution(format!(
"DateIntervalExpr does not support non-interval type {:?}",
other
)))?,
})
}
// Can remove once chrono:0.4.23 is released
fn add_m_d_nano<D>(prior: D, interval: i128, sign: i32) -> D
where
D: Datelike + Add<Duration, Output = D>,
{
let (months, days, nanos) = IntervalMonthDayNanoType::to_parts(interval);
let months = months * sign;
let days = days * sign;
let nanos = nanos * sign as i64;
let a = shift_months(prior, months);
let b = a.add(Duration::days(days as i64));
b.add(Duration::nanoseconds(nanos))
}
// Can remove once chrono:0.4.23 is released
fn add_day_time<D>(prior: D, interval: i64, sign: i32) -> D
where
D: Datelike + Add<Duration, Output = D>,
{
let (days, ms) = IntervalDayTimeType::to_parts(interval);
let days = days * sign;
let ms = ms * sign;
let intermediate = prior.add(Duration::days(days as i64));
intermediate.add(Duration::milliseconds(ms as i64))
}
//Float wrapper over f32/f64. Just because we cannot build std::hash::Hash for floats directly we have to do it through type wrapper
struct Fl<T>(T);
macro_rules! hash_float_value {
($(($t:ty, $i:ty)),+) => {
$(impl std::hash::Hash for Fl<$t> {
#[inline]
fn hash<H: std::hash::Hasher>(&self, state: &mut H) {
state.write(&<$i>::from_ne_bytes(self.0.to_ne_bytes()).to_ne_bytes())
}
})+
};
}
hash_float_value!((f64, u64), (f32, u32));
// manual implementation of `Hash`
impl std::hash::Hash for ScalarValue {
fn hash<H: std::hash::Hasher>(&self, state: &mut H) {
use ScalarValue::*;
match self {
Decimal128(v, p, s) => {
v.hash(state);
p.hash(state);
s.hash(state)
}
Boolean(v) => v.hash(state),
Float32(v) => v.map(Fl).hash(state),
Float64(v) => v.map(Fl).hash(state),
Int8(v) => v.hash(state),
Int16(v) => v.hash(state),
Int32(v) => v.hash(state),
Int64(v) => v.hash(state),
UInt8(v) => v.hash(state),
UInt16(v) => v.hash(state),
UInt32(v) => v.hash(state),
UInt64(v) => v.hash(state),
Utf8(v) => v.hash(state),
LargeUtf8(v) => v.hash(state),
Binary(v) => v.hash(state),
FixedSizeBinary(_, v) => v.hash(state),
LargeBinary(v) => v.hash(state),
List(v, t) => {
v.hash(state);
t.hash(state);
}
Date32(v) => v.hash(state),
Date64(v) => v.hash(state),
Time32Second(v) => v.hash(state),
Time32Millisecond(v) => v.hash(state),
Time64Microsecond(v) => v.hash(state),
Time64Nanosecond(v) => v.hash(state),
TimestampSecond(v, _) => v.hash(state),
TimestampMillisecond(v, _) => v.hash(state),
TimestampMicrosecond(v, _) => v.hash(state),
TimestampNanosecond(v, _) => v.hash(state),
IntervalYearMonth(v) => v.hash(state),
IntervalDayTime(v) => v.hash(state),
IntervalMonthDayNano(v) => v.hash(state),
Struct(v, t) => {
v.hash(state);
t.hash(state);
}
Dictionary(k, v) => {
k.hash(state);
v.hash(state);
}
// stable hash for Null value
Null => 1.hash(state),
}
}
}
/// return a reference to the values array and the index into it for a
/// dictionary array
#[inline]
fn get_dict_value<K: ArrowDictionaryKeyType>(
array: &ArrayRef,
index: usize,
) -> (&ArrayRef, Option<usize>) {
let dict_array = as_dictionary_array::<K>(array).unwrap();
(dict_array.values(), dict_array.key(index))
}
/// Create a dictionary array representing `value` repeated `size`
/// times
fn dict_from_scalar<K: ArrowDictionaryKeyType>(
value: &ScalarValue,
size: usize,
) -> ArrayRef {
// values array is one element long (the value)
let values_array = value.to_array_of_size(1);
// Create a key array with `size` elements, each of 0
let key_array: PrimitiveArray<K> = std::iter::repeat(Some(K::default_value()))
.take(size)
.collect();
// create a new DictionaryArray
//
// Note: this path could be made faster by using the ArrayData
// APIs and skipping validation, if it every comes up in
// performance traces.
Arc::new(
DictionaryArray::<K>::try_new(&key_array, &values_array)
// should always be valid by construction above
.expect("Can not construct dictionary array"),
)
}
/// Create a dictionary array representing all the values in values
fn dict_from_values<K: ArrowDictionaryKeyType>(
values_array: &dyn Array,
) -> Result<ArrayRef> {
// Create a key array with `size` elements of 0..array_len for all
// non-null value elements
let key_array: PrimitiveArray<K> = (0..values_array.len())
.map(|index| {
if values_array.is_valid(index) {
let native_index = K::Native::from_usize(index).ok_or_else(|| {
DataFusionError::Internal(format!(
"Can not create index of type {} from value {}",
K::DATA_TYPE,
index
))
})?;
Ok(Some(native_index))
} else {
Ok(None)
}
})
.collect::<Result<Vec<_>>>()?
.into_iter()
.collect();
// create a new DictionaryArray
//
// Note: this path could be made faster by using the ArrayData
// APIs and skipping validation, if it every comes up in
// performance traces.
let dict_array = DictionaryArray::<K>::try_new(&key_array, values_array)?;
Ok(Arc::new(dict_array))
}
macro_rules! typed_cast_tz {
($array:expr, $index:expr, $ARRAYTYPE:ident, $SCALAR:ident, $TZ:expr) => {{
let array = $array.as_any().downcast_ref::<$ARRAYTYPE>().unwrap();
ScalarValue::$SCALAR(
match array.is_null($index) {
true => None,
false => Some(array.value($index).into()),
},
$TZ.clone(),
)
}};
}
macro_rules! typed_cast {
($array:expr, $index:expr, $ARRAYTYPE:ident, $SCALAR:ident) => {{
let array = $array.as_any().downcast_ref::<$ARRAYTYPE>().unwrap();
ScalarValue::$SCALAR(match array.is_null($index) {
true => None,
false => Some(array.value($index).into()),
})
}};
}
// keep until https://github.com/apache/arrow-rs/issues/2054 is finished
macro_rules! build_list {
($VALUE_BUILDER_TY:ident, $SCALAR_TY:ident, $VALUES:expr, $SIZE:expr) => {{
match $VALUES {
// the return on the macro is necessary, to short-circuit and return ArrayRef
None => {
return new_null_array(
&DataType::List(Box::new(Field::new(
"item",
DataType::$SCALAR_TY,
true,
))),
$SIZE,
)
}
Some(values) => {
build_values_list!($VALUE_BUILDER_TY, $SCALAR_TY, values, $SIZE)
}
}
}};
}
macro_rules! build_timestamp_list {
($TIME_UNIT:expr, $TIME_ZONE:expr, $VALUES:expr, $SIZE:expr) => {{
match $VALUES {
// the return on the macro is necessary, to short-circuit and return ArrayRef
None => {
return new_null_array(
&DataType::List(Box::new(Field::new(
"item",
DataType::Timestamp($TIME_UNIT, $TIME_ZONE),
true,
))),
$SIZE,
)
}
Some(values) => match $TIME_UNIT {
TimeUnit::Second => {
build_values_list_tz!(
TimestampSecondBuilder,
TimestampSecond,
values,
$SIZE
)
}
TimeUnit::Microsecond => build_values_list_tz!(
TimestampMillisecondBuilder,
TimestampMillisecond,
values,
$SIZE
),
TimeUnit::Millisecond => build_values_list_tz!(
TimestampMicrosecondBuilder,
TimestampMicrosecond,
values,
$SIZE
),
TimeUnit::Nanosecond => build_values_list_tz!(
TimestampNanosecondBuilder,
TimestampNanosecond,
values,
$SIZE
),
},
}
}};
}
macro_rules! new_builder {
(StringBuilder, $len:expr) => {
StringBuilder::new()
};
(LargeStringBuilder, $len:expr) => {
LargeStringBuilder::new()
};
($el:ident, $len:expr) => {{
<$el>::with_capacity($len)
}};
}
macro_rules! build_values_list {
($VALUE_BUILDER_TY:ident, $SCALAR_TY:ident, $VALUES:expr, $SIZE:expr) => {{
let builder = new_builder!($VALUE_BUILDER_TY, $VALUES.len());
let mut builder = ListBuilder::new(builder);
for _ in 0..$SIZE {
for scalar_value in $VALUES {
match scalar_value {
ScalarValue::$SCALAR_TY(Some(v)) => {
builder.values().append_value(v.clone());
}
ScalarValue::$SCALAR_TY(None) => {
builder.values().append_null();
}
_ => panic!("Incompatible ScalarValue for list"),
};
}
builder.append(true);
}
builder.finish()
}};
}
macro_rules! build_values_list_tz {
($VALUE_BUILDER_TY:ident, $SCALAR_TY:ident, $VALUES:expr, $SIZE:expr) => {{
let mut builder =
ListBuilder::new($VALUE_BUILDER_TY::with_capacity($VALUES.len()));
for _ in 0..$SIZE {
for scalar_value in $VALUES {
match scalar_value {
ScalarValue::$SCALAR_TY(Some(v), _) => {
builder.values().append_value(v.clone());
}
ScalarValue::$SCALAR_TY(None, _) => {
builder.values().append_null();
}
_ => panic!("Incompatible ScalarValue for list"),
};
}
builder.append(true);
}
builder.finish()
}};
}
macro_rules! build_array_from_option {
($DATA_TYPE:ident, $ARRAY_TYPE:ident, $EXPR:expr, $SIZE:expr) => {{
match $EXPR {
Some(value) => Arc::new($ARRAY_TYPE::from_value(*value, $SIZE)),
None => new_null_array(&DataType::$DATA_TYPE, $SIZE),
}
}};
($DATA_TYPE:ident, $ENUM:expr, $ARRAY_TYPE:ident, $EXPR:expr, $SIZE:expr) => {{
match $EXPR {
Some(value) => Arc::new($ARRAY_TYPE::from_value(*value, $SIZE)),
None => new_null_array(&DataType::$DATA_TYPE($ENUM), $SIZE),
}
}};
($DATA_TYPE:ident, $ENUM:expr, $ENUM2:expr, $ARRAY_TYPE:ident, $EXPR:expr, $SIZE:expr) => {{
match $EXPR {
Some(value) => {
let array: ArrayRef = Arc::new($ARRAY_TYPE::from_value(*value, $SIZE));
// Need to call cast to cast to final data type with timezone/extra param
cast(&array, &DataType::$DATA_TYPE($ENUM, $ENUM2))
.expect("cannot do temporal cast")
}
None => new_null_array(&DataType::$DATA_TYPE($ENUM, $ENUM2), $SIZE),
}
}};
}
macro_rules! eq_array_primitive {
($array:expr, $index:expr, $ARRAYTYPE:ident, $VALUE:expr) => {{
let array = $array.as_any().downcast_ref::<$ARRAYTYPE>().unwrap();
let is_valid = array.is_valid($index);
match $VALUE {
Some(val) => is_valid && &array.value($index) == val,
None => !is_valid,
}
}};
}
impl ScalarValue {
/// Create a decimal Scalar from value/precision and scale.
pub fn try_new_decimal128(value: i128, precision: u8, scale: i8) -> Result<Self> {
// make sure the precision and scale is valid
if precision <= DECIMAL128_MAX_PRECISION && scale.unsigned_abs() <= precision {
return Ok(ScalarValue::Decimal128(Some(value), precision, scale));
}
Err(DataFusionError::Internal(format!(
"Can not new a decimal type ScalarValue for precision {} and scale {}",
precision, scale
)))
}
/// Returns a [`ScalarValue::Utf8`] representing `val`
pub fn new_utf8(val: impl Into<String>) -> Self {
ScalarValue::Utf8(Some(val.into()))
}
/// Returns a [`ScalarValue::IntervalYearMonth`] representing
/// `years` years and `months` months
pub fn new_interval_ym(years: i32, months: i32) -> Self {
let val = IntervalYearMonthType::make_value(years, months);
ScalarValue::IntervalYearMonth(Some(val))