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feat: Add vec_mul function. (#5205)
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linyihai authored Dec 25, 2024
1 parent abf34b8 commit 039989f
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4 changes: 4 additions & 0 deletions src/common/function/src/scalars/vector.rs
Original file line number Diff line number Diff line change
Expand Up @@ -17,6 +17,7 @@ mod distance;
pub(crate) mod impl_conv;
mod scalar_add;
mod scalar_mul;
mod vector_mul;

use std::sync::Arc;

Expand All @@ -38,5 +39,8 @@ impl VectorFunction {
// scalar calculation
registry.register(Arc::new(scalar_add::ScalarAddFunction));
registry.register(Arc::new(scalar_mul::ScalarMulFunction));

// vector calculation
registry.register(Arc::new(vector_mul::VectorMulFunction));
}
}
205 changes: 205 additions & 0 deletions src/common/function/src/scalars/vector/vector_mul.rs
Original file line number Diff line number Diff line change
@@ -0,0 +1,205 @@
// Copyright 2023 Greptime Team
//
// Licensed 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::borrow::Cow;
use std::fmt::Display;

use common_query::error::{InvalidFuncArgsSnafu, Result};
use common_query::prelude::Signature;
use datatypes::prelude::ConcreteDataType;
use datatypes::scalars::ScalarVectorBuilder;
use datatypes::vectors::{BinaryVectorBuilder, MutableVector, VectorRef};
use nalgebra::DVectorView;
use snafu::ensure;

use crate::function::{Function, FunctionContext};
use crate::helper;
use crate::scalars::vector::impl_conv::{as_veclit, as_veclit_if_const, veclit_to_binlit};

const NAME: &str = "vec_mul";

/// Multiplies corresponding elements of two vectors.
///
/// # Example
///
/// ```sql
/// SELECT vec_to_string(vec_mul("[1, 2, 3]", "[1, 2, 3]")) as result;
///
/// +---------+
/// | result |
/// +---------+
/// | [1,4,9] |
/// +---------+
///
/// ```
#[derive(Debug, Clone, Default)]
pub struct VectorMulFunction;

impl Function for VectorMulFunction {
fn name(&self) -> &str {
NAME
}

fn return_type(&self, _input_types: &[ConcreteDataType]) -> Result<ConcreteDataType> {
Ok(ConcreteDataType::binary_datatype())
}

fn signature(&self) -> Signature {
helper::one_of_sigs2(
vec![
ConcreteDataType::string_datatype(),
ConcreteDataType::binary_datatype(),
],
vec![
ConcreteDataType::string_datatype(),
ConcreteDataType::binary_datatype(),
],
)
}

fn eval(&self, _func_ctx: FunctionContext, columns: &[VectorRef]) -> Result<VectorRef> {
ensure!(
columns.len() == 2,
InvalidFuncArgsSnafu {
err_msg: format!(
"The length of the args is not correct, expect exactly two, have: {}",
columns.len()
),
}
);

let arg0 = &columns[0];
let arg1 = &columns[1];

let len = arg0.len();
let mut result = BinaryVectorBuilder::with_capacity(len);
if len == 0 {
return Ok(result.to_vector());
}

let arg0_const = as_veclit_if_const(arg0)?;
let arg1_const = as_veclit_if_const(arg1)?;

for i in 0..len {
let arg0 = match arg0_const.as_ref() {
Some(arg0) => Some(Cow::Borrowed(arg0.as_ref())),
None => as_veclit(arg0.get_ref(i))?,
};

let arg1 = match arg1_const.as_ref() {
Some(arg1) => Some(Cow::Borrowed(arg1.as_ref())),
None => as_veclit(arg1.get_ref(i))?,
};

if let (Some(arg0), Some(arg1)) = (arg0, arg1) {
ensure!(
arg0.len() == arg1.len(),
InvalidFuncArgsSnafu {
err_msg: format!(
"The length of the vectors must match for multiplying, have: {} vs {}",
arg0.len(),
arg1.len()
),
}
);
let vec0 = DVectorView::from_slice(&arg0, arg0.len());
let vec1 = DVectorView::from_slice(&arg1, arg1.len());
let vec_res = vec1.component_mul(&vec0);

let veclit = vec_res.as_slice();
let binlit = veclit_to_binlit(veclit);
result.push(Some(&binlit));
} else {
result.push_null();
}
}

Ok(result.to_vector())
}
}

impl Display for VectorMulFunction {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
write!(f, "{}", NAME.to_ascii_uppercase())
}
}

#[cfg(test)]
mod tests {
use std::sync::Arc;

use common_query::error;
use datatypes::vectors::StringVector;

use super::*;

#[test]
fn test_vector_mul() {
let func = VectorMulFunction;

let vec0 = vec![1.0, 2.0, 3.0];
let vec1 = vec![1.0, 1.0];
let (len0, len1) = (vec0.len(), vec1.len());
let input0 = Arc::new(StringVector::from(vec![Some(format!("{vec0:?}"))]));
let input1 = Arc::new(StringVector::from(vec![Some(format!("{vec1:?}"))]));

let err = func
.eval(FunctionContext::default(), &[input0, input1])
.unwrap_err();

match err {
error::Error::InvalidFuncArgs { err_msg, .. } => {
assert_eq!(
err_msg,
format!(
"The length of the vectors must match for multiplying, have: {} vs {}",
len0, len1
)
)
}
_ => unreachable!(),
}

let input0 = Arc::new(StringVector::from(vec![
Some("[1.0,2.0,3.0]".to_string()),
Some("[8.0,10.0,12.0]".to_string()),
Some("[7.0,8.0,9.0]".to_string()),
None,
]));

let input1 = Arc::new(StringVector::from(vec![
Some("[1.0,1.0,1.0]".to_string()),
Some("[2.0,2.0,2.0]".to_string()),
None,
Some("[3.0,3.0,3.0]".to_string()),
]));

let result = func
.eval(FunctionContext::default(), &[input0, input1])
.unwrap();

let result = result.as_ref();
assert_eq!(result.len(), 4);
assert_eq!(
result.get_ref(0).as_binary().unwrap(),
Some(veclit_to_binlit(&[1.0, 2.0, 3.0]).as_slice())
);
assert_eq!(
result.get_ref(1).as_binary().unwrap(),
Some(veclit_to_binlit(&[16.0, 20.0, 24.0]).as_slice())
);
assert!(result.get_ref(2).is_null());
assert!(result.get_ref(3).is_null());
}
}
24 changes: 24 additions & 0 deletions tests/cases/standalone/common/function/vector/vector.result
Original file line number Diff line number Diff line change
Expand Up @@ -22,3 +22,27 @@ SELECT vec_to_string(parse_vec('[]'));
| [] |
+--------------------------------------+

SELECT vec_to_string(vec_mul('[1.0, 2.0]', '[3.0, 4.0]'));

+---------------------------------------------------------------+
| vec_to_string(vec_mul(Utf8("[1.0, 2.0]"),Utf8("[3.0, 4.0]"))) |
+---------------------------------------------------------------+
| [3,8] |
+---------------------------------------------------------------+

SELECT vec_to_string(vec_mul(parse_vec('[1.0, 2.0]'), '[3.0, 4.0]'));

+--------------------------------------------------------------------------+
| vec_to_string(vec_mul(parse_vec(Utf8("[1.0, 2.0]")),Utf8("[3.0, 4.0]"))) |
+--------------------------------------------------------------------------+
| [3,8] |
+--------------------------------------------------------------------------+

SELECT vec_to_string(vec_mul('[1.0, 2.0]', parse_vec('[3.0, 4.0]')));

+--------------------------------------------------------------------------+
| vec_to_string(vec_mul(Utf8("[1.0, 2.0]"),parse_vec(Utf8("[3.0, 4.0]")))) |
+--------------------------------------------------------------------------+
| [3,8] |
+--------------------------------------------------------------------------+

6 changes: 6 additions & 0 deletions tests/cases/standalone/common/function/vector/vector.sql
Original file line number Diff line number Diff line change
Expand Up @@ -3,3 +3,9 @@ SELECT vec_to_string(parse_vec('[1.0, 2.0]'));
SELECT vec_to_string(parse_vec('[1.0, 2.0, 3.0]'));

SELECT vec_to_string(parse_vec('[]'));

SELECT vec_to_string(vec_mul('[1.0, 2.0]', '[3.0, 4.0]'));

SELECT vec_to_string(vec_mul(parse_vec('[1.0, 2.0]'), '[3.0, 4.0]'));

SELECT vec_to_string(vec_mul('[1.0, 2.0]', parse_vec('[3.0, 4.0]')));

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