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expr_to_predicate.rs
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506 lines (457 loc) · 20.1 KB
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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.
use std::vec;
use datafusion::arrow::datatypes::{DataType, TimeUnit};
use datafusion::functions::datetime::to_date::ToDateFunc;
use datafusion::functions::datetime::to_timestamp::ToTimestampFunc;
use datafusion::logical_expr::{Cast, Expr, Operator};
use datafusion::scalar::ScalarValue;
use iceberg::expr::{BinaryExpression, Predicate, PredicateOperator, Reference, UnaryExpression};
use iceberg::spec::Datum;
// A datafusion expression could be an Iceberg predicate, column, or literal.
enum TransformedResult {
Predicate(Predicate),
Column(Reference),
Literal(Datum),
NotTransformed,
}
enum OpTransformedResult {
Operator(PredicateOperator),
And,
Or,
NotTransformed,
}
/// Converts DataFusion filters ([`Expr`]) to an iceberg [`Predicate`].
/// If none of the filters could be converted, return `None` which adds no predicates to the scan operation.
/// If the conversion was successful, return the converted predicates combined with an AND operator.
pub fn convert_filters_to_predicate(filters: &[Expr]) -> Option<Predicate> {
filters
.iter()
.filter_map(convert_filter_to_predicate)
.reduce(Predicate::and)
}
fn convert_filter_to_predicate(expr: &Expr) -> Option<Predicate> {
match to_iceberg_predicate(expr) {
TransformedResult::Predicate(predicate) => Some(predicate),
TransformedResult::Column(_) | TransformedResult::Literal(_) => {
unreachable!("Not a valid expression: {:?}", expr)
}
_ => None,
}
}
fn to_iceberg_predicate(expr: &Expr) -> TransformedResult {
match expr {
Expr::BinaryExpr(binary) => {
let left = to_iceberg_predicate(&binary.left);
let right = to_iceberg_predicate(&binary.right);
let op = to_iceberg_operation(binary.op);
match op {
OpTransformedResult::Operator(op) => to_iceberg_binary_predicate(left, right, op),
OpTransformedResult::And => to_iceberg_and_predicate(left, right),
OpTransformedResult::Or => to_iceberg_or_predicate(left, right),
OpTransformedResult::NotTransformed => TransformedResult::NotTransformed,
}
}
Expr::Not(exp) => {
let expr = to_iceberg_predicate(exp);
match expr {
TransformedResult::Predicate(p) => TransformedResult::Predicate(!p),
_ => TransformedResult::NotTransformed,
}
}
Expr::Column(column) => TransformedResult::Column(Reference::new(column.name())),
Expr::Literal(literal) => match scalar_value_to_datum(literal) {
Some(data) => TransformedResult::Literal(data),
None => TransformedResult::NotTransformed,
},
Expr::InList(inlist) => {
let mut datums = vec![];
for expr in &inlist.list {
let p = to_iceberg_predicate(expr);
match p {
TransformedResult::Literal(l) => datums.push(l),
_ => return TransformedResult::NotTransformed,
}
}
let expr = to_iceberg_predicate(&inlist.expr);
match expr {
TransformedResult::Column(r) => match inlist.negated {
false => TransformedResult::Predicate(r.is_in(datums)),
true => TransformedResult::Predicate(r.is_not_in(datums)),
},
_ => TransformedResult::NotTransformed,
}
}
Expr::IsNull(expr) => {
let p = to_iceberg_predicate(expr);
match p {
TransformedResult::Column(r) => TransformedResult::Predicate(Predicate::Unary(
UnaryExpression::new(PredicateOperator::IsNull, r),
)),
_ => TransformedResult::NotTransformed,
}
}
Expr::IsNotNull(expr) => {
let p = to_iceberg_predicate(expr);
match p {
TransformedResult::Column(r) => TransformedResult::Predicate(Predicate::Unary(
UnaryExpression::new(PredicateOperator::NotNull, r),
)),
_ => TransformedResult::NotTransformed,
}
}
Expr::Cast(c) => {
if DataType::Date32 == c.data_type || DataType::Date64 == c.data_type {
match c.expr.as_ref() {
Expr::Literal(ScalarValue::Utf8(Some(literal))) => {
let date = literal.split('T').next();
if let Some(date) = date {
return TransformedResult::Literal(Datum::string(date));
}
}
_ => return TransformedResult::NotTransformed,
}
}
to_iceberg_predicate(&c.expr)
}
Expr::ScalarFunction(func) => {
if func
.func
.inner()
.as_any()
.downcast_ref::<ToTimestampFunc>()
.is_some()
// More than 1 argument means it's a custom format - not
// supported for now
&& func.args.len() == 1
{
return to_iceberg_predicate(&Expr::Cast(Cast::new(
Box::new(func.args[0].clone()),
DataType::Timestamp(TimeUnit::Nanosecond, None),
)));
}
if func
.func
.inner()
.as_any()
.downcast_ref::<ToDateFunc>()
.is_some()
// More than 1 argument means it's a custom format - not
// supported for now
&& func.args.len() == 1
{
return to_iceberg_predicate(&Expr::Cast(Cast::new(
Box::new(func.args[0].clone()),
DataType::Date32,
)));
}
TransformedResult::NotTransformed
}
_ => TransformedResult::NotTransformed,
}
}
fn to_iceberg_operation(op: Operator) -> OpTransformedResult {
match op {
Operator::Eq => OpTransformedResult::Operator(PredicateOperator::Eq),
Operator::NotEq => OpTransformedResult::Operator(PredicateOperator::NotEq),
Operator::Lt => OpTransformedResult::Operator(PredicateOperator::LessThan),
Operator::LtEq => OpTransformedResult::Operator(PredicateOperator::LessThanOrEq),
Operator::Gt => OpTransformedResult::Operator(PredicateOperator::GreaterThan),
Operator::GtEq => OpTransformedResult::Operator(PredicateOperator::GreaterThanOrEq),
// AND OR
Operator::And => OpTransformedResult::And,
Operator::Or => OpTransformedResult::Or,
// Others not supported
_ => OpTransformedResult::NotTransformed,
}
}
fn to_iceberg_and_predicate(
left: TransformedResult,
right: TransformedResult,
) -> TransformedResult {
match (left, right) {
(TransformedResult::Predicate(left), TransformedResult::Predicate(right)) => {
TransformedResult::Predicate(left.and(right))
}
(TransformedResult::Predicate(left), _) => TransformedResult::Predicate(left),
(_, TransformedResult::Predicate(right)) => TransformedResult::Predicate(right),
_ => TransformedResult::NotTransformed,
}
}
fn to_iceberg_or_predicate(left: TransformedResult, right: TransformedResult) -> TransformedResult {
match (left, right) {
(TransformedResult::Predicate(left), TransformedResult::Predicate(right)) => {
TransformedResult::Predicate(left.or(right))
}
_ => TransformedResult::NotTransformed,
}
}
fn to_iceberg_binary_predicate(
left: TransformedResult,
right: TransformedResult,
op: PredicateOperator,
) -> TransformedResult {
let (r, d, op) = match (left, right) {
(TransformedResult::NotTransformed, _) => return TransformedResult::NotTransformed,
(_, TransformedResult::NotTransformed) => return TransformedResult::NotTransformed,
(TransformedResult::Column(r), TransformedResult::Literal(d)) => (r, d, op),
(TransformedResult::Literal(d), TransformedResult::Column(r)) => {
(r, d, reverse_predicate_operator(op))
}
_ => return TransformedResult::NotTransformed,
};
TransformedResult::Predicate(Predicate::Binary(BinaryExpression::new(op, r, d)))
}
fn reverse_predicate_operator(op: PredicateOperator) -> PredicateOperator {
match op {
PredicateOperator::Eq => PredicateOperator::Eq,
PredicateOperator::NotEq => PredicateOperator::NotEq,
PredicateOperator::GreaterThan => PredicateOperator::LessThan,
PredicateOperator::GreaterThanOrEq => PredicateOperator::LessThanOrEq,
PredicateOperator::LessThan => PredicateOperator::GreaterThan,
PredicateOperator::LessThanOrEq => PredicateOperator::GreaterThanOrEq,
_ => unreachable!("Reverse {}", op),
}
}
const MILLIS_PER_DAY: i64 = 24 * 60 * 60 * 1000;
/// Convert a scalar value to an iceberg datum.
fn scalar_value_to_datum(value: &ScalarValue) -> Option<Datum> {
match value {
ScalarValue::Int8(Some(v)) => Some(Datum::int(*v as i32)),
ScalarValue::Int16(Some(v)) => Some(Datum::int(*v as i32)),
ScalarValue::Int32(Some(v)) => Some(Datum::int(*v)),
ScalarValue::Int64(Some(v)) => Some(Datum::long(*v)),
ScalarValue::Float32(Some(v)) => Some(Datum::double(*v as f64)),
ScalarValue::Float64(Some(v)) => Some(Datum::double(*v)),
ScalarValue::Utf8(Some(v)) => Some(Datum::string(v.clone())),
ScalarValue::LargeUtf8(Some(v)) => Some(Datum::string(v.clone())),
ScalarValue::Date32(Some(v)) => Some(Datum::date(*v)),
ScalarValue::Date64(Some(v)) => Some(Datum::date((*v / MILLIS_PER_DAY) as i32)),
_ => None,
}
}
#[cfg(test)]
mod tests {
use datafusion::arrow::datatypes::{DataType, Field, Schema, TimeUnit};
use datafusion::common::DFSchema;
use datafusion::logical_expr::utils::split_conjunction;
use datafusion::prelude::{Expr, SessionContext};
use iceberg::expr::{Predicate, Reference};
use iceberg::spec::Datum;
use super::convert_filters_to_predicate;
fn create_test_schema() -> DFSchema {
let arrow_schema = Schema::new(vec![
Field::new("foo", DataType::Int32, true),
Field::new("bar", DataType::Utf8, true),
Field::new("ts", DataType::Timestamp(TimeUnit::Second, None), true),
]);
DFSchema::try_from_qualified_schema("my_table", &arrow_schema).unwrap()
}
fn convert_to_iceberg_predicate(sql: &str) -> Option<Predicate> {
let df_schema = create_test_schema();
let expr = SessionContext::new()
.parse_sql_expr(sql, &df_schema)
.unwrap();
let exprs: Vec<Expr> = split_conjunction(&expr).into_iter().cloned().collect();
convert_filters_to_predicate(&exprs[..])
}
#[test]
fn test_predicate_conversion_with_single_condition() {
let predicate = convert_to_iceberg_predicate("foo = 1").unwrap();
assert_eq!(predicate, Reference::new("foo").equal_to(Datum::long(1)));
let predicate = convert_to_iceberg_predicate("foo != 1").unwrap();
assert_eq!(
predicate,
Reference::new("foo").not_equal_to(Datum::long(1))
);
let predicate = convert_to_iceberg_predicate("foo > 1").unwrap();
assert_eq!(
predicate,
Reference::new("foo").greater_than(Datum::long(1))
);
let predicate = convert_to_iceberg_predicate("foo >= 1").unwrap();
assert_eq!(
predicate,
Reference::new("foo").greater_than_or_equal_to(Datum::long(1))
);
let predicate = convert_to_iceberg_predicate("foo < 1").unwrap();
assert_eq!(predicate, Reference::new("foo").less_than(Datum::long(1)));
let predicate = convert_to_iceberg_predicate("foo <= 1").unwrap();
assert_eq!(
predicate,
Reference::new("foo").less_than_or_equal_to(Datum::long(1))
);
let predicate = convert_to_iceberg_predicate("foo is null").unwrap();
assert_eq!(predicate, Reference::new("foo").is_null());
let predicate = convert_to_iceberg_predicate("foo is not null").unwrap();
assert_eq!(predicate, Reference::new("foo").is_not_null());
let predicate = convert_to_iceberg_predicate("foo in (5, 6)").unwrap();
assert_eq!(
predicate,
Reference::new("foo").is_in([Datum::long(5), Datum::long(6)])
);
let predicate = convert_to_iceberg_predicate("foo not in (5, 6)").unwrap();
assert_eq!(
predicate,
Reference::new("foo").is_not_in([Datum::long(5), Datum::long(6)])
);
let predicate = convert_to_iceberg_predicate("not foo = 1").unwrap();
assert_eq!(predicate, !Reference::new("foo").equal_to(Datum::long(1)));
}
#[test]
fn test_predicate_conversion_with_single_unsupported_condition() {
let predicate = convert_to_iceberg_predicate("foo + 1 = 1");
assert_eq!(predicate, None);
let predicate = convert_to_iceberg_predicate("length(bar) = 1");
assert_eq!(predicate, None);
let predicate = convert_to_iceberg_predicate("foo in (1, 2, foo)");
assert_eq!(predicate, None);
}
#[test]
fn test_predicate_conversion_with_single_condition_rev() {
let predicate = convert_to_iceberg_predicate("1 < foo").unwrap();
assert_eq!(
predicate,
Reference::new("foo").greater_than(Datum::long(1))
);
}
#[test]
fn test_predicate_conversion_with_and_condition() {
let sql = "foo > 1 and bar = 'test'";
let predicate = convert_to_iceberg_predicate(sql).unwrap();
let expected_predicate = Predicate::and(
Reference::new("foo").greater_than(Datum::long(1)),
Reference::new("bar").equal_to(Datum::string("test")),
);
assert_eq!(predicate, expected_predicate);
}
#[test]
fn test_predicate_conversion_with_and_condition_unsupported() {
let sql = "foo > 1 and length(bar) = 1";
let predicate = convert_to_iceberg_predicate(sql).unwrap();
let expected_predicate = Reference::new("foo").greater_than(Datum::long(1));
assert_eq!(predicate, expected_predicate);
}
#[test]
fn test_predicate_conversion_with_and_condition_both_unsupported() {
let sql = "foo in (1, 2, foo) and length(bar) = 1";
let predicate = convert_to_iceberg_predicate(sql);
assert_eq!(predicate, None);
}
#[test]
fn test_predicate_conversion_with_or_condition_unsupported() {
let sql = "foo > 1 or length(bar) = 1";
let predicate = convert_to_iceberg_predicate(sql);
assert_eq!(predicate, None);
}
#[test]
fn test_predicate_conversion_with_or_condition_supported() {
let sql = "foo > 1 or bar = 'test'";
let predicate = convert_to_iceberg_predicate(sql).unwrap();
let expected_predicate = Predicate::or(
Reference::new("foo").greater_than(Datum::long(1)),
Reference::new("bar").equal_to(Datum::string("test")),
);
assert_eq!(predicate, expected_predicate);
}
#[test]
fn test_predicate_conversion_with_complex_binary_expr() {
let sql = "(foo > 1 and bar = 'test') or foo < 0 ";
let predicate = convert_to_iceberg_predicate(sql).unwrap();
let inner_predicate = Predicate::and(
Reference::new("foo").greater_than(Datum::long(1)),
Reference::new("bar").equal_to(Datum::string("test")),
);
let expected_predicate = Predicate::or(
inner_predicate,
Reference::new("foo").less_than(Datum::long(0)),
);
assert_eq!(predicate, expected_predicate);
}
#[test]
fn test_predicate_conversion_with_one_and_expr_supported() {
let sql = "(foo > 1 and length(bar) = 1 ) or foo < 0 ";
let predicate = convert_to_iceberg_predicate(sql).unwrap();
let inner_predicate = Reference::new("foo").greater_than(Datum::long(1));
let expected_predicate = Predicate::or(
inner_predicate,
Reference::new("foo").less_than(Datum::long(0)),
);
assert_eq!(predicate, expected_predicate);
}
#[test]
fn test_predicate_conversion_with_complex_binary_expr_unsupported() {
let sql = "(foo > 1 or length(bar) = 1 ) and foo < 0 ";
let predicate = convert_to_iceberg_predicate(sql).unwrap();
let expected_predicate = Reference::new("foo").less_than(Datum::long(0));
assert_eq!(predicate, expected_predicate);
}
#[test]
fn test_predicate_conversion_with_cast() {
let sql = "ts >= timestamp '2023-01-05T00:00:00'";
let predicate = convert_to_iceberg_predicate(sql).unwrap();
let expected_predicate =
Reference::new("ts").greater_than_or_equal_to(Datum::string("2023-01-05T00:00:00"));
assert_eq!(predicate, expected_predicate);
}
#[test]
fn test_to_timestamp_comparison_creates_predicate() {
let sql = "ts >= timestamp '2023-01-05T00:00:00'";
let predicate = convert_to_iceberg_predicate(sql).unwrap();
let expected_predicate =
Reference::new("ts").greater_than_or_equal_to(Datum::string("2023-01-05T00:00:00"));
assert_eq!(predicate, expected_predicate);
}
#[test]
fn test_to_timestamp_comparison_to_cast_creates_predicate() {
let sql = "ts >= CAST('2023-01-05T00:00:00' AS TIMESTAMP)";
let predicate = convert_to_iceberg_predicate(sql).unwrap();
let expected_predicate =
Reference::new("ts").greater_than_or_equal_to(Datum::string("2023-01-05T00:00:00"));
assert_eq!(predicate, expected_predicate);
}
#[test]
fn test_to_timestamp_with_custom_format_does_not_create_predicate() {
let sql =
"TO_TIMESTAMP(ts, 'YYYY-DD-MMTmm:HH:SS') >= CAST('2023-01-05T00:00:00' AS TIMESTAMP)";
let predicate = convert_to_iceberg_predicate(sql);
assert_eq!(predicate, None);
}
#[test]
fn test_to_date_comparison_creates_predicate() {
let sql = "ts >= CAST('2023-01-05T11:11:11' AS DATE)";
let predicate = convert_to_iceberg_predicate(sql).unwrap();
let expected_predicate =
Reference::new("ts").greater_than_or_equal_to(Datum::string("2023-01-05"));
assert_eq!(predicate, expected_predicate);
}
#[test]
/// When casting to DATE, usually the value is converted to datetime or timestamp,
/// and then it is truncated. DayTransform is not yet supported fully here.
/// It is specifically implemented for Strings because it is the most common use case.
/// When actual support is implemented, this test will fail and should be removed.
/// For now it is here in order to make sure that the value from within the cast
/// is not used as-is when casting to date, because it can create false predicates.
///
/// (Consider for example `ts > CAST('2023-01-05T11:11:11' AS DATE)` which should
/// create a different predicate than `ts > CAST('2023-01-05T11:11:11' AS TIMESTAMP)`)
fn test_to_date_from_non_string_is_ignored() {
let sql = "ts >= CAST(123456789 AS DATE)";
let predicate = convert_to_iceberg_predicate(sql);
assert_eq!(predicate, None);
}
}