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datafusion-expr 7.0.0 - Docs.rs
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datafusion-expr 7.0.0

DataFusion is an in-memory query engine that uses Apache Arrow as the memory model
Documentation
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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.

//! Expr module contains core type definition for `Expr`.

use crate::aggregate_function;
use crate::built_in_function;
use crate::expr_fn::binary_expr;
use crate::window_frame;
use crate::window_function;
use crate::AggregateUDF;
use crate::Operator;
use crate::ScalarUDF;
use arrow::datatypes::DataType;
use datafusion_common::Column;
use datafusion_common::{DFSchema, Result};
use datafusion_common::{DataFusionError, ScalarValue};
use std::fmt;
use std::hash::{BuildHasher, Hash, Hasher};
use std::ops::Not;
use std::sync::Arc;

/// `Expr` is a central struct of DataFusion's query API, and
/// represent logical expressions such as `A + 1`, or `CAST(c1 AS
/// int)`.
///
/// An `Expr` can compute its [DataType](arrow::datatypes::DataType)
/// and nullability, and has functions for building up complex
/// expressions.
///
/// # Examples
///
/// ## Create an expression `c1` referring to column named "c1"
/// ```
/// # use datafusion_common::Column;
/// # use datafusion_expr::{lit, col, Expr};
/// let expr = col("c1");
/// assert_eq!(expr, Expr::Column(Column::from_name("c1")));
/// ```
///
/// ## Create the expression `c1 + c2` to add columns "c1" and "c2" together
/// ```
/// # use datafusion_expr::{lit, col, Operator, Expr};
/// let expr = col("c1") + col("c2");
///
/// assert!(matches!(expr, Expr::BinaryExpr { ..} ));
/// if let Expr::BinaryExpr { left, right, op } = expr {
///   assert_eq!(*left, col("c1"));
///   assert_eq!(*right, col("c2"));
///   assert_eq!(op, Operator::Plus);
/// }
/// ```
///
/// ## Create expression `c1 = 42` to compare the value in column "c1" to the literal value `42`
/// ```
/// # use datafusion_common::ScalarValue;
/// # use datafusion_expr::{lit, col, Operator, Expr};
/// let expr = col("c1").eq(lit(42_i32));
///
/// assert!(matches!(expr, Expr::BinaryExpr { .. } ));
/// if let Expr::BinaryExpr { left, right, op } = expr {
///   assert_eq!(*left, col("c1"));
///   let scalar = ScalarValue::Int32(Some(42));
///   assert_eq!(*right, Expr::Literal(scalar));
///   assert_eq!(op, Operator::Eq);
/// }
/// ```
#[derive(Clone, PartialEq, Hash)]
pub enum Expr {
    /// An expression with a specific name.
    Alias(Box<Expr>, String),
    /// A named reference to a qualified filed in a schema.
    Column(Column),
    /// A named reference to a variable in a registry.
    ScalarVariable(Vec<String>),
    /// A constant value.
    Literal(ScalarValue),
    /// A binary expression such as "age > 21"
    BinaryExpr {
        /// Left-hand side of the expression
        left: Box<Expr>,
        /// The comparison operator
        op: Operator,
        /// Right-hand side of the expression
        right: Box<Expr>,
    },
    /// Negation of an expression. The expression's type must be a boolean to make sense.
    Not(Box<Expr>),
    /// Whether an expression is not Null. This expression is never null.
    IsNotNull(Box<Expr>),
    /// Whether an expression is Null. This expression is never null.
    IsNull(Box<Expr>),
    /// arithmetic negation of an expression, the operand must be of a signed numeric data type
    Negative(Box<Expr>),
    /// Returns the field of a [`arrow::array::ListArray`] or [`arrow::array::StructArray`] by key
    GetIndexedField {
        /// the expression to take the field from
        expr: Box<Expr>,
        /// The name of the field to take
        key: ScalarValue,
    },
    /// Whether an expression is between a given range.
    Between {
        /// The value to compare
        expr: Box<Expr>,
        /// Whether the expression is negated
        negated: bool,
        /// The low end of the range
        low: Box<Expr>,
        /// The high end of the range
        high: Box<Expr>,
    },
    /// The CASE expression is similar to a series of nested if/else and there are two forms that
    /// can be used. The first form consists of a series of boolean "when" expressions with
    /// corresponding "then" expressions, and an optional "else" expression.
    ///
    /// CASE WHEN condition THEN result
    ///      [WHEN ...]
    ///      [ELSE result]
    /// END
    ///
    /// The second form uses a base expression and then a series of "when" clauses that match on a
    /// literal value.
    ///
    /// CASE expression
    ///     WHEN value THEN result
    ///     [WHEN ...]
    ///     [ELSE result]
    /// END
    Case {
        /// Optional base expression that can be compared to literal values in the "when" expressions
        expr: Option<Box<Expr>>,
        /// One or more when/then expressions
        when_then_expr: Vec<(Box<Expr>, Box<Expr>)>,
        /// Optional "else" expression
        else_expr: Option<Box<Expr>>,
    },
    /// Casts the expression to a given type and will return a runtime error if the expression cannot be cast.
    /// This expression is guaranteed to have a fixed type.
    Cast {
        /// The expression being cast
        expr: Box<Expr>,
        /// The `DataType` the expression will yield
        data_type: DataType,
    },
    /// Casts the expression to a given type and will return a null value if the expression cannot be cast.
    /// This expression is guaranteed to have a fixed type.
    TryCast {
        /// The expression being cast
        expr: Box<Expr>,
        /// The `DataType` the expression will yield
        data_type: DataType,
    },
    /// A sort expression, that can be used to sort values.
    Sort {
        /// The expression to sort on
        expr: Box<Expr>,
        /// The direction of the sort
        asc: bool,
        /// Whether to put Nulls before all other data values
        nulls_first: bool,
    },
    /// Represents the call of a built-in scalar function with a set of arguments.
    ScalarFunction {
        /// The function
        fun: built_in_function::BuiltinScalarFunction,
        /// List of expressions to feed to the functions as arguments
        args: Vec<Expr>,
    },
    /// Represents the call of a user-defined scalar function with arguments.
    ScalarUDF {
        /// The function
        fun: Arc<ScalarUDF>,
        /// List of expressions to feed to the functions as arguments
        args: Vec<Expr>,
    },
    /// Represents the call of an aggregate built-in function with arguments.
    AggregateFunction {
        /// Name of the function
        fun: aggregate_function::AggregateFunction,
        /// List of expressions to feed to the functions as arguments
        args: Vec<Expr>,
        /// Whether this is a DISTINCT aggregation or not
        distinct: bool,
    },
    /// Represents the call of a window function with arguments.
    WindowFunction {
        /// Name of the function
        fun: window_function::WindowFunction,
        /// List of expressions to feed to the functions as arguments
        args: Vec<Expr>,
        /// List of partition by expressions
        partition_by: Vec<Expr>,
        /// List of order by expressions
        order_by: Vec<Expr>,
        /// Window frame
        window_frame: Option<window_frame::WindowFrame>,
    },
    /// aggregate function
    AggregateUDF {
        /// The function
        fun: Arc<AggregateUDF>,
        /// List of expressions to feed to the functions as arguments
        args: Vec<Expr>,
    },
    /// Returns whether the list contains the expr value.
    InList {
        /// The expression to compare
        expr: Box<Expr>,
        /// A list of values to compare against
        list: Vec<Expr>,
        /// Whether the expression is negated
        negated: bool,
    },
    /// Represents a reference to all fields in a schema.
    Wildcard,
}

/// Fixed seed for the hashing so that Ords are consistent across runs
const SEED: ahash::RandomState = ahash::RandomState::with_seeds(0, 0, 0, 0);

impl PartialOrd for Expr {
    fn partial_cmp(&self, other: &Self) -> Option<std::cmp::Ordering> {
        let mut hasher = SEED.build_hasher();
        self.hash(&mut hasher);
        let s = hasher.finish();

        let mut hasher = SEED.build_hasher();
        other.hash(&mut hasher);
        let o = hasher.finish();

        Some(s.cmp(&o))
    }
}

impl Expr {
    /// Returns the name of this expression based on [datafusion_common::DFSchema].
    ///
    /// This represents how a column with this expression is named when no alias is chosen
    pub fn name(&self, input_schema: &DFSchema) -> Result<String> {
        create_name(self, input_schema)
    }

    /// Return `self == other`
    pub fn eq(self, other: Expr) -> Expr {
        binary_expr(self, Operator::Eq, other)
    }

    /// Return `self != other`
    pub fn not_eq(self, other: Expr) -> Expr {
        binary_expr(self, Operator::NotEq, other)
    }

    /// Return `self > other`
    pub fn gt(self, other: Expr) -> Expr {
        binary_expr(self, Operator::Gt, other)
    }

    /// Return `self >= other`
    pub fn gt_eq(self, other: Expr) -> Expr {
        binary_expr(self, Operator::GtEq, other)
    }

    /// Return `self < other`
    pub fn lt(self, other: Expr) -> Expr {
        binary_expr(self, Operator::Lt, other)
    }

    /// Return `self <= other`
    pub fn lt_eq(self, other: Expr) -> Expr {
        binary_expr(self, Operator::LtEq, other)
    }

    /// Return `self && other`
    pub fn and(self, other: Expr) -> Expr {
        binary_expr(self, Operator::And, other)
    }

    /// Return `self || other`
    pub fn or(self, other: Expr) -> Expr {
        binary_expr(self, Operator::Or, other)
    }

    /// Return `!self`
    #[allow(clippy::should_implement_trait)]
    pub fn not(self) -> Expr {
        !self
    }

    /// Calculate the modulus of two expressions.
    /// Return `self % other`
    pub fn modulus(self, other: Expr) -> Expr {
        binary_expr(self, Operator::Modulo, other)
    }

    /// Return `self LIKE other`
    pub fn like(self, other: Expr) -> Expr {
        binary_expr(self, Operator::Like, other)
    }

    /// Return `self NOT LIKE other`
    pub fn not_like(self, other: Expr) -> Expr {
        binary_expr(self, Operator::NotLike, other)
    }

    /// Return `self AS name` alias expression
    pub fn alias(self, name: &str) -> Expr {
        Expr::Alias(Box::new(self), name.to_owned())
    }

    /// Return `self IN <list>` if `negated` is false, otherwise
    /// return `self NOT IN <list>`.a
    pub fn in_list(self, list: Vec<Expr>, negated: bool) -> Expr {
        Expr::InList {
            expr: Box::new(self),
            list,
            negated,
        }
    }

    /// Return `IsNull(Box(self))
    #[allow(clippy::wrong_self_convention)]
    pub fn is_null(self) -> Expr {
        Expr::IsNull(Box::new(self))
    }

    /// Return `IsNotNull(Box(self))
    #[allow(clippy::wrong_self_convention)]
    pub fn is_not_null(self) -> Expr {
        Expr::IsNotNull(Box::new(self))
    }

    /// Create a sort expression from an existing expression.
    ///
    /// ```
    /// # use datafusion_expr::col;
    /// let sort_expr = col("foo").sort(true, true); // SORT ASC NULLS_FIRST
    /// ```
    pub fn sort(self, asc: bool, nulls_first: bool) -> Expr {
        Expr::Sort {
            expr: Box::new(self),
            asc,
            nulls_first,
        }
    }
}

impl Not for Expr {
    type Output = Self;

    fn not(self) -> Self::Output {
        Expr::Not(Box::new(self))
    }
}

impl std::fmt::Display for Expr {
    fn fmt(&self, f: &mut std::fmt::Formatter) -> std::fmt::Result {
        match self {
            Expr::BinaryExpr {
                ref left,
                ref right,
                ref op,
            } => write!(f, "{} {} {}", left, op, right),
            Expr::AggregateFunction {
                /// Name of the function
                ref fun,
                /// List of expressions to feed to the functions as arguments
                ref args,
                /// Whether this is a DISTINCT aggregation or not
                ref distinct,
            } => fmt_function(f, &fun.to_string(), *distinct, args, true),
            Expr::ScalarFunction {
                /// Name of the function
                ref fun,
                /// List of expressions to feed to the functions as arguments
                ref args,
            } => fmt_function(f, &fun.to_string(), false, args, true),
            _ => write!(f, "{:?}", self),
        }
    }
}

impl fmt::Debug for Expr {
    fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
        match self {
            Expr::Alias(expr, alias) => write!(f, "{:?} AS {}", expr, alias),
            Expr::Column(c) => write!(f, "{}", c),
            Expr::ScalarVariable(var_names) => write!(f, "{}", var_names.join(".")),
            Expr::Literal(v) => write!(f, "{:?}", v),
            Expr::Case {
                expr,
                when_then_expr,
                else_expr,
                ..
            } => {
                write!(f, "CASE ")?;
                if let Some(e) = expr {
                    write!(f, "{:?} ", e)?;
                }
                for (w, t) in when_then_expr {
                    write!(f, "WHEN {:?} THEN {:?} ", w, t)?;
                }
                if let Some(e) = else_expr {
                    write!(f, "ELSE {:?} ", e)?;
                }
                write!(f, "END")
            }
            Expr::Cast { expr, data_type } => {
                write!(f, "CAST({:?} AS {:?})", expr, data_type)
            }
            Expr::TryCast { expr, data_type } => {
                write!(f, "TRY_CAST({:?} AS {:?})", expr, data_type)
            }
            Expr::Not(expr) => write!(f, "NOT {:?}", expr),
            Expr::Negative(expr) => write!(f, "(- {:?})", expr),
            Expr::IsNull(expr) => write!(f, "{:?} IS NULL", expr),
            Expr::IsNotNull(expr) => write!(f, "{:?} IS NOT NULL", expr),
            Expr::BinaryExpr { left, op, right } => {
                write!(f, "{:?} {} {:?}", left, op, right)
            }
            Expr::Sort {
                expr,
                asc,
                nulls_first,
            } => {
                if *asc {
                    write!(f, "{:?} ASC", expr)?;
                } else {
                    write!(f, "{:?} DESC", expr)?;
                }
                if *nulls_first {
                    write!(f, " NULLS FIRST")
                } else {
                    write!(f, " NULLS LAST")
                }
            }
            Expr::ScalarFunction { fun, args, .. } => {
                fmt_function(f, &fun.to_string(), false, args, false)
            }
            Expr::ScalarUDF { fun, ref args, .. } => {
                fmt_function(f, &fun.name, false, args, false)
            }
            Expr::WindowFunction {
                fun,
                args,
                partition_by,
                order_by,
                window_frame,
            } => {
                fmt_function(f, &fun.to_string(), false, args, false)?;
                if !partition_by.is_empty() {
                    write!(f, " PARTITION BY {:?}", partition_by)?;
                }
                if !order_by.is_empty() {
                    write!(f, " ORDER BY {:?}", order_by)?;
                }
                if let Some(window_frame) = window_frame {
                    write!(
                        f,
                        " {} BETWEEN {} AND {}",
                        window_frame.units,
                        window_frame.start_bound,
                        window_frame.end_bound
                    )?;
                }
                Ok(())
            }
            Expr::AggregateFunction {
                fun,
                distinct,
                ref args,
                ..
            } => fmt_function(f, &fun.to_string(), *distinct, args, true),
            Expr::AggregateUDF { fun, ref args, .. } => {
                fmt_function(f, &fun.name, false, args, false)
            }
            Expr::Between {
                expr,
                negated,
                low,
                high,
            } => {
                if *negated {
                    write!(f, "{:?} NOT BETWEEN {:?} AND {:?}", expr, low, high)
                } else {
                    write!(f, "{:?} BETWEEN {:?} AND {:?}", expr, low, high)
                }
            }
            Expr::InList {
                expr,
                list,
                negated,
            } => {
                if *negated {
                    write!(f, "{:?} NOT IN ({:?})", expr, list)
                } else {
                    write!(f, "{:?} IN ({:?})", expr, list)
                }
            }
            Expr::Wildcard => write!(f, "*"),
            Expr::GetIndexedField { ref expr, key } => {
                write!(f, "({:?})[{}]", expr, key)
            }
        }
    }
}

fn fmt_function(
    f: &mut fmt::Formatter,
    fun: &str,
    distinct: bool,
    args: &[Expr],
    display: bool,
) -> fmt::Result {
    let args: Vec<String> = match display {
        true => args.iter().map(|arg| format!("{}", arg)).collect(),
        false => args.iter().map(|arg| format!("{:?}", arg)).collect(),
    };

    // let args: Vec<String> = args.iter().map(|arg| format!("{:?}", arg)).collect();
    let distinct_str = match distinct {
        true => "DISTINCT ",
        false => "",
    };
    write!(f, "{}({}{})", fun, distinct_str, args.join(", "))
}

fn create_function_name(
    fun: &str,
    distinct: bool,
    args: &[Expr],
    input_schema: &DFSchema,
) -> Result<String> {
    let names: Vec<String> = args
        .iter()
        .map(|e| create_name(e, input_schema))
        .collect::<Result<_>>()?;
    let distinct_str = match distinct {
        true => "DISTINCT ",
        false => "",
    };
    Ok(format!("{}({}{})", fun, distinct_str, names.join(",")))
}

/// Returns a readable name of an expression based on the input schema.
/// This function recursively transverses the expression for names such as "CAST(a > 2)".
fn create_name(e: &Expr, input_schema: &DFSchema) -> Result<String> {
    match e {
        Expr::Alias(_, name) => Ok(name.clone()),
        Expr::Column(c) => Ok(c.flat_name()),
        Expr::ScalarVariable(variable_names) => Ok(variable_names.join(".")),
        Expr::Literal(value) => Ok(format!("{:?}", value)),
        Expr::BinaryExpr { left, op, right } => {
            let left = create_name(left, input_schema)?;
            let right = create_name(right, input_schema)?;
            Ok(format!("{} {} {}", left, op, right))
        }
        Expr::Case {
            expr,
            when_then_expr,
            else_expr,
        } => {
            let mut name = "CASE ".to_string();
            if let Some(e) = expr {
                let e = create_name(e, input_schema)?;
                name += &format!("{} ", e);
            }
            for (w, t) in when_then_expr {
                let when = create_name(w, input_schema)?;
                let then = create_name(t, input_schema)?;
                name += &format!("WHEN {} THEN {} ", when, then);
            }
            if let Some(e) = else_expr {
                let e = create_name(e, input_schema)?;
                name += &format!("ELSE {} ", e);
            }
            name += "END";
            Ok(name)
        }
        Expr::Cast { expr, data_type } => {
            let expr = create_name(expr, input_schema)?;
            Ok(format!("CAST({} AS {:?})", expr, data_type))
        }
        Expr::TryCast { expr, data_type } => {
            let expr = create_name(expr, input_schema)?;
            Ok(format!("TRY_CAST({} AS {:?})", expr, data_type))
        }
        Expr::Not(expr) => {
            let expr = create_name(expr, input_schema)?;
            Ok(format!("NOT {}", expr))
        }
        Expr::Negative(expr) => {
            let expr = create_name(expr, input_schema)?;
            Ok(format!("(- {})", expr))
        }
        Expr::IsNull(expr) => {
            let expr = create_name(expr, input_schema)?;
            Ok(format!("{} IS NULL", expr))
        }
        Expr::IsNotNull(expr) => {
            let expr = create_name(expr, input_schema)?;
            Ok(format!("{} IS NOT NULL", expr))
        }
        Expr::GetIndexedField { expr, key } => {
            let expr = create_name(expr, input_schema)?;
            Ok(format!("{}[{}]", expr, key))
        }
        Expr::ScalarFunction { fun, args, .. } => {
            create_function_name(&fun.to_string(), false, args, input_schema)
        }
        Expr::ScalarUDF { fun, args, .. } => {
            create_function_name(&fun.name, false, args, input_schema)
        }
        Expr::WindowFunction {
            fun,
            args,
            window_frame,
            partition_by,
            order_by,
        } => {
            let mut parts: Vec<String> = vec![create_function_name(
                &fun.to_string(),
                false,
                args,
                input_schema,
            )?];
            if !partition_by.is_empty() {
                parts.push(format!("PARTITION BY {:?}", partition_by));
            }
            if !order_by.is_empty() {
                parts.push(format!("ORDER BY {:?}", order_by));
            }
            if let Some(window_frame) = window_frame {
                parts.push(format!("{}", window_frame));
            }
            Ok(parts.join(" "))
        }
        Expr::AggregateFunction {
            fun,
            distinct,
            args,
            ..
        } => create_function_name(&fun.to_string(), *distinct, args, input_schema),
        Expr::AggregateUDF { fun, args } => {
            let mut names = Vec::with_capacity(args.len());
            for e in args {
                names.push(create_name(e, input_schema)?);
            }
            Ok(format!("{}({})", fun.name, names.join(",")))
        }
        Expr::InList {
            expr,
            list,
            negated,
        } => {
            let expr = create_name(expr, input_schema)?;
            let list = list.iter().map(|expr| create_name(expr, input_schema));
            if *negated {
                Ok(format!("{} NOT IN ({:?})", expr, list))
            } else {
                Ok(format!("{} IN ({:?})", expr, list))
            }
        }
        Expr::Between {
            expr,
            negated,
            low,
            high,
        } => {
            let expr = create_name(expr, input_schema)?;
            let low = create_name(low, input_schema)?;
            let high = create_name(high, input_schema)?;
            if *negated {
                Ok(format!("{} NOT BETWEEN {} AND {}", expr, low, high))
            } else {
                Ok(format!("{} BETWEEN {} AND {}", expr, low, high))
            }
        }
        Expr::Sort { .. } => Err(DataFusionError::Internal(
            "Create name does not support sort expression".to_string(),
        )),
        Expr::Wildcard => Err(DataFusionError::Internal(
            "Create name does not support wildcard".to_string(),
        )),
    }
}

#[cfg(test)]
mod test {
    use crate::expr_fn::col;
    use crate::lit;

    #[test]
    fn test_not() {
        assert_eq!(lit(1).not(), !lit(1));
    }

    #[test]
    fn test_partial_ord() {
        // Test validates that partial ord is defined for Expr using hashes, not
        // intended to exhaustively test all possibilities
        let exp1 = col("a") + lit(1);
        let exp2 = col("a") + lit(2);
        let exp3 = !(col("a") + lit(2));

        assert!(exp1 < exp2);
        assert!(exp2 > exp1);
        assert!(exp2 > exp3);
        assert!(exp3 < exp2);
    }
}