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| 1 | +//! Default Expression handler. |
| 2 | +//! |
| 3 | +//! Expression handling based on arrow-rs compute kernels. |
| 4 | +
|
| 5 | +use std::sync::Arc; |
| 6 | + |
| 7 | +use arrow_arith::boolean::{and, is_null, not, or}; |
| 8 | +use arrow_arith::numeric::{add, div, mul, sub}; |
| 9 | +use arrow_array::{ |
| 10 | + Array, ArrayRef, BinaryArray, BooleanArray, Date32Array, Decimal128Array, Float32Array, |
| 11 | + Int32Array, RecordBatch, StringArray, TimestampMicrosecondArray, |
| 12 | +}; |
| 13 | +use arrow_ord::cmp::{eq, gt, gt_eq, lt, lt_eq, neq}; |
| 14 | + |
| 15 | +use crate::kernel::error::{DeltaResult, Error}; |
| 16 | +use crate::kernel::expressions::{scalars::Scalar, Expression}; |
| 17 | +use crate::kernel::expressions::{BinaryOperator, UnaryOperator}; |
| 18 | + |
| 19 | +// TODO leverage scalars / Datum |
| 20 | + |
| 21 | +impl Scalar { |
| 22 | + /// Convert scalar to arrow array. |
| 23 | + pub fn to_array(&self, num_rows: usize) -> ArrayRef { |
| 24 | + use Scalar::*; |
| 25 | + match self { |
| 26 | + Integer(val) => Arc::new(Int32Array::from(vec![*val; num_rows])), |
| 27 | + Float(val) => Arc::new(Float32Array::from(vec![*val; num_rows])), |
| 28 | + String(val) => Arc::new(StringArray::from(vec![val.clone(); num_rows])), |
| 29 | + Boolean(val) => Arc::new(BooleanArray::from(vec![*val; num_rows])), |
| 30 | + Timestamp(val) => Arc::new(TimestampMicrosecondArray::from(vec![*val; num_rows])), |
| 31 | + Date(val) => Arc::new(Date32Array::from(vec![*val; num_rows])), |
| 32 | + Binary(val) => Arc::new(BinaryArray::from(vec![val.as_slice(); num_rows])), |
| 33 | + Decimal(val, precision, scale) => Arc::new( |
| 34 | + Decimal128Array::from(vec![*val; num_rows]) |
| 35 | + .with_precision_and_scale(*precision, *scale) |
| 36 | + .unwrap(), |
| 37 | + ), |
| 38 | + Null(_) => todo!(), |
| 39 | + } |
| 40 | + } |
| 41 | +} |
| 42 | + |
| 43 | +pub(crate) fn evaluate_expression( |
| 44 | + expression: &Expression, |
| 45 | + batch: &RecordBatch, |
| 46 | +) -> DeltaResult<ArrayRef> { |
| 47 | + match expression { |
| 48 | + Expression::Literal(scalar) => Ok(scalar.to_array(batch.num_rows())), |
| 49 | + Expression::Column(name) => batch |
| 50 | + .column_by_name(name) |
| 51 | + .ok_or(Error::MissingColumn(name.clone())) |
| 52 | + .cloned(), |
| 53 | + Expression::UnaryOperation { op, expr } => { |
| 54 | + let arr = evaluate_expression(expr.as_ref(), batch)?; |
| 55 | + match op { |
| 56 | + UnaryOperator::Not => { |
| 57 | + let arr = arr |
| 58 | + .as_any() |
| 59 | + .downcast_ref::<BooleanArray>() |
| 60 | + .ok_or(Error::Generic("expected boolean array".to_string()))?; |
| 61 | + let result = not(arr)?; |
| 62 | + Ok(Arc::new(result)) |
| 63 | + } |
| 64 | + UnaryOperator::IsNull => { |
| 65 | + let result = is_null(&arr)?; |
| 66 | + Ok(Arc::new(result)) |
| 67 | + } |
| 68 | + } |
| 69 | + } |
| 70 | + Expression::BinaryOperation { op, left, right } => { |
| 71 | + let left_arr = evaluate_expression(left.as_ref(), batch)?; |
| 72 | + let right_arr = evaluate_expression(right.as_ref(), batch)?; |
| 73 | + match op { |
| 74 | + BinaryOperator::Plus => { |
| 75 | + add(&left_arr, &right_arr).map_err(|err| Error::GenericError { |
| 76 | + source: Box::new(err), |
| 77 | + }) |
| 78 | + } |
| 79 | + BinaryOperator::Minus => { |
| 80 | + sub(&left_arr, &right_arr).map_err(|err| Error::GenericError { |
| 81 | + source: Box::new(err), |
| 82 | + }) |
| 83 | + } |
| 84 | + BinaryOperator::Multiply => { |
| 85 | + mul(&left_arr, &right_arr).map_err(|err| Error::GenericError { |
| 86 | + source: Box::new(err), |
| 87 | + }) |
| 88 | + } |
| 89 | + BinaryOperator::Divide => { |
| 90 | + div(&left_arr, &right_arr).map_err(|err| Error::GenericError { |
| 91 | + source: Box::new(err), |
| 92 | + }) |
| 93 | + } |
| 94 | + BinaryOperator::LessThan => { |
| 95 | + let result = lt(&left_arr, &right_arr).map_err(|err| Error::GenericError { |
| 96 | + source: Box::new(err), |
| 97 | + })?; |
| 98 | + Ok(Arc::new(result)) |
| 99 | + } |
| 100 | + BinaryOperator::LessThanOrEqual => { |
| 101 | + let result = |
| 102 | + lt_eq(&left_arr, &right_arr).map_err(|err| Error::GenericError { |
| 103 | + source: Box::new(err), |
| 104 | + })?; |
| 105 | + Ok(Arc::new(result)) |
| 106 | + } |
| 107 | + BinaryOperator::GreaterThan => { |
| 108 | + let result = gt(&left_arr, &right_arr).map_err(|err| Error::GenericError { |
| 109 | + source: Box::new(err), |
| 110 | + })?; |
| 111 | + Ok(Arc::new(result)) |
| 112 | + } |
| 113 | + BinaryOperator::GreaterThanOrEqual => { |
| 114 | + let result = |
| 115 | + gt_eq(&left_arr, &right_arr).map_err(|err| Error::GenericError { |
| 116 | + source: Box::new(err), |
| 117 | + })?; |
| 118 | + Ok(Arc::new(result)) |
| 119 | + } |
| 120 | + BinaryOperator::Equal => { |
| 121 | + let result = eq(&left_arr, &right_arr).map_err(|err| Error::GenericError { |
| 122 | + source: Box::new(err), |
| 123 | + })?; |
| 124 | + Ok(Arc::new(result)) |
| 125 | + } |
| 126 | + BinaryOperator::NotEqual => { |
| 127 | + let result = neq(&left_arr, &right_arr).map_err(|err| Error::GenericError { |
| 128 | + source: Box::new(err), |
| 129 | + })?; |
| 130 | + Ok(Arc::new(result)) |
| 131 | + } |
| 132 | + BinaryOperator::And => { |
| 133 | + let left_arr = evaluate_expression(left.as_ref(), batch)?; |
| 134 | + let left_arr = left_arr |
| 135 | + .as_any() |
| 136 | + .downcast_ref::<BooleanArray>() |
| 137 | + .ok_or(Error::Generic("expected boolean array".to_string()))?; |
| 138 | + let right_arr = evaluate_expression(right.as_ref(), batch)?; |
| 139 | + let right_arr = right_arr |
| 140 | + .as_any() |
| 141 | + .downcast_ref::<BooleanArray>() |
| 142 | + .ok_or(Error::Generic("expected boolean array".to_string()))?; |
| 143 | + let result = and(left_arr, right_arr).map_err(|err| Error::GenericError { |
| 144 | + source: Box::new(err), |
| 145 | + })?; |
| 146 | + Ok(Arc::new(result)) |
| 147 | + } |
| 148 | + BinaryOperator::Or => { |
| 149 | + let left_arr = evaluate_expression(left.as_ref(), batch)?; |
| 150 | + let left_arr = left_arr |
| 151 | + .as_any() |
| 152 | + .downcast_ref::<BooleanArray>() |
| 153 | + .ok_or(Error::Generic("expected boolean array".to_string()))?; |
| 154 | + let right_arr = evaluate_expression(right.as_ref(), batch)?; |
| 155 | + let right_arr = right_arr |
| 156 | + .as_any() |
| 157 | + .downcast_ref::<BooleanArray>() |
| 158 | + .ok_or(Error::Generic("expected boolean array".to_string()))?; |
| 159 | + let result = or(left_arr, right_arr).map_err(|err| Error::GenericError { |
| 160 | + source: Box::new(err), |
| 161 | + })?; |
| 162 | + Ok(Arc::new(result)) |
| 163 | + } |
| 164 | + } |
| 165 | + } |
| 166 | + } |
| 167 | +} |
| 168 | + |
| 169 | +#[cfg(test)] |
| 170 | +mod tests { |
| 171 | + use super::*; |
| 172 | + use arrow_array::Int32Array; |
| 173 | + use arrow_schema::{DataType, Field, Schema}; |
| 174 | + use std::ops::{Add, Div, Mul, Sub}; |
| 175 | + |
| 176 | + #[test] |
| 177 | + fn test_binary_op_scalar() { |
| 178 | + let schema = Schema::new(vec![Field::new("a", DataType::Int32, false)]); |
| 179 | + let values = Int32Array::from(vec![1, 2, 3]); |
| 180 | + let batch = RecordBatch::try_new(Arc::new(schema.clone()), vec![Arc::new(values)]).unwrap(); |
| 181 | + let column = Expression::Column("a".to_string()); |
| 182 | + |
| 183 | + let expression = Box::new(column.clone().add(Expression::Literal(Scalar::Integer(1)))); |
| 184 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 185 | + let expected = Arc::new(Int32Array::from(vec![2, 3, 4])); |
| 186 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 187 | + |
| 188 | + let expression = Box::new(column.clone().sub(Expression::Literal(Scalar::Integer(1)))); |
| 189 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 190 | + let expected = Arc::new(Int32Array::from(vec![0, 1, 2])); |
| 191 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 192 | + |
| 193 | + let expression = Box::new(column.clone().mul(Expression::Literal(Scalar::Integer(2)))); |
| 194 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 195 | + let expected = Arc::new(Int32Array::from(vec![2, 4, 6])); |
| 196 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 197 | + |
| 198 | + // TODO handle type casting |
| 199 | + let expression = Box::new(column.div(Expression::Literal(Scalar::Integer(1)))); |
| 200 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 201 | + let expected = Arc::new(Int32Array::from(vec![1, 2, 3])); |
| 202 | + assert_eq!(results.as_ref(), expected.as_ref()) |
| 203 | + } |
| 204 | + |
| 205 | + #[test] |
| 206 | + fn test_binary_op() { |
| 207 | + let schema = Schema::new(vec![ |
| 208 | + Field::new("a", DataType::Int32, false), |
| 209 | + Field::new("b", DataType::Int32, false), |
| 210 | + ]); |
| 211 | + let values = Int32Array::from(vec![1, 2, 3]); |
| 212 | + let batch = RecordBatch::try_new( |
| 213 | + Arc::new(schema.clone()), |
| 214 | + vec![Arc::new(values.clone()), Arc::new(values)], |
| 215 | + ) |
| 216 | + .unwrap(); |
| 217 | + let column_a = Expression::Column("a".to_string()); |
| 218 | + let column_b = Expression::Column("b".to_string()); |
| 219 | + |
| 220 | + let expression = Box::new(column_a.clone().add(column_b.clone())); |
| 221 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 222 | + let expected = Arc::new(Int32Array::from(vec![2, 4, 6])); |
| 223 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 224 | + |
| 225 | + let expression = Box::new(column_a.clone().sub(column_b.clone())); |
| 226 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 227 | + let expected = Arc::new(Int32Array::from(vec![0, 0, 0])); |
| 228 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 229 | + |
| 230 | + let expression = Box::new(column_a.clone().mul(column_b)); |
| 231 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 232 | + let expected = Arc::new(Int32Array::from(vec![1, 4, 9])); |
| 233 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 234 | + } |
| 235 | + |
| 236 | + #[test] |
| 237 | + fn test_binary_cmp() { |
| 238 | + let schema = Schema::new(vec![Field::new("a", DataType::Int32, false)]); |
| 239 | + let values = Int32Array::from(vec![1, 2, 3]); |
| 240 | + let batch = RecordBatch::try_new(Arc::new(schema.clone()), vec![Arc::new(values)]).unwrap(); |
| 241 | + let column = Expression::Column("a".to_string()); |
| 242 | + let lit = Expression::Literal(Scalar::Integer(2)); |
| 243 | + |
| 244 | + let expression = Box::new(column.clone().lt(lit.clone())); |
| 245 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 246 | + let expected = Arc::new(BooleanArray::from(vec![true, false, false])); |
| 247 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 248 | + |
| 249 | + let expression = Box::new(column.clone().lt_eq(lit.clone())); |
| 250 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 251 | + let expected = Arc::new(BooleanArray::from(vec![true, true, false])); |
| 252 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 253 | + |
| 254 | + let expression = Box::new(column.clone().gt(lit.clone())); |
| 255 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 256 | + let expected = Arc::new(BooleanArray::from(vec![false, false, true])); |
| 257 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 258 | + |
| 259 | + let expression = Box::new(column.clone().gt_eq(lit.clone())); |
| 260 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 261 | + let expected = Arc::new(BooleanArray::from(vec![false, true, true])); |
| 262 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 263 | + |
| 264 | + let expression = Box::new(column.clone().eq(lit.clone())); |
| 265 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 266 | + let expected = Arc::new(BooleanArray::from(vec![false, true, false])); |
| 267 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 268 | + |
| 269 | + let expression = Box::new(column.clone().ne(lit.clone())); |
| 270 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 271 | + let expected = Arc::new(BooleanArray::from(vec![true, false, true])); |
| 272 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 273 | + } |
| 274 | + |
| 275 | + #[test] |
| 276 | + fn test_logical() { |
| 277 | + let schema = Schema::new(vec![ |
| 278 | + Field::new("a", DataType::Boolean, false), |
| 279 | + Field::new("b", DataType::Boolean, false), |
| 280 | + ]); |
| 281 | + let batch = RecordBatch::try_new( |
| 282 | + Arc::new(schema.clone()), |
| 283 | + vec![ |
| 284 | + Arc::new(BooleanArray::from(vec![true, false])), |
| 285 | + Arc::new(BooleanArray::from(vec![false, true])), |
| 286 | + ], |
| 287 | + ) |
| 288 | + .unwrap(); |
| 289 | + let column_a = Expression::Column("a".to_string()); |
| 290 | + let column_b = Expression::Column("b".to_string()); |
| 291 | + |
| 292 | + let expression = Box::new(column_a.clone().and(column_b.clone())); |
| 293 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 294 | + let expected = Arc::new(BooleanArray::from(vec![false, false])); |
| 295 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 296 | + |
| 297 | + let expression = Box::new( |
| 298 | + column_a |
| 299 | + .clone() |
| 300 | + .and(Expression::literal(Scalar::Boolean(true))), |
| 301 | + ); |
| 302 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 303 | + let expected = Arc::new(BooleanArray::from(vec![true, false])); |
| 304 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 305 | + |
| 306 | + let expression = Box::new(column_a.clone().or(column_b)); |
| 307 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 308 | + let expected = Arc::new(BooleanArray::from(vec![true, true])); |
| 309 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 310 | + |
| 311 | + let expression = Box::new( |
| 312 | + column_a |
| 313 | + .clone() |
| 314 | + .or(Expression::literal(Scalar::Boolean(false))), |
| 315 | + ); |
| 316 | + let results = evaluate_expression(&expression, &batch).unwrap(); |
| 317 | + let expected = Arc::new(BooleanArray::from(vec![true, false])); |
| 318 | + assert_eq!(results.as_ref(), expected.as_ref()); |
| 319 | + } |
| 320 | +} |
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