use crate::array::*;
use crate::datatypes::{DataType, SchemaRef};
use crate::error::{ArrowError, Result};
use crate::record_batch::RecordBatch;
fn compute_str_values_length<Offset: OffsetSizeTrait>(arrays: &[&ArrayData]) -> usize {
arrays
.iter()
.map(|&data| {
let buf_len = data.buffers()[1].len();
let offset = data.buffer::<Offset>(0)[0];
buf_len - offset.to_usize().unwrap()
})
.sum()
}
pub fn concat(arrays: &[&dyn Array]) -> Result<ArrayRef> {
if arrays.is_empty() {
return Err(ArrowError::ComputeError(
"concat requires input of at least one array".to_string(),
));
} else if arrays.len() == 1 {
let array = arrays[0];
return Ok(array.slice(0, array.len()));
}
if arrays
.iter()
.any(|array| array.data_type() != arrays[0].data_type())
{
return Err(ArrowError::InvalidArgumentError(
"It is not possible to concatenate arrays of different data types."
.to_string(),
));
}
let lengths = arrays.iter().map(|array| array.len()).collect::<Vec<_>>();
let capacity = lengths.iter().sum();
let arrays = arrays.iter().map(|a| a.data()).collect::<Vec<_>>();
let mut mutable = match arrays[0].data_type() {
DataType::Utf8 => {
let str_values_size = compute_str_values_length::<i32>(&arrays);
MutableArrayData::with_capacities(
arrays,
false,
Capacities::Binary(capacity, Some(str_values_size)),
)
}
DataType::LargeUtf8 => {
let str_values_size = compute_str_values_length::<i64>(&arrays);
MutableArrayData::with_capacities(
arrays,
false,
Capacities::Binary(capacity, Some(str_values_size)),
)
}
_ => MutableArrayData::new(arrays, false, capacity),
};
for (i, len) in lengths.iter().enumerate() {
mutable.extend(i, 0, *len)
}
Ok(make_array(mutable.freeze()))
}
pub fn concat_batches(
schema: &SchemaRef,
batches: &[RecordBatch],
) -> Result<RecordBatch> {
if batches.is_empty() {
return Ok(RecordBatch::new_empty(schema.clone()));
}
if let Some((i, _)) = batches
.iter()
.enumerate()
.find(|&(_, batch)| batch.schema() != *schema)
{
return Err(ArrowError::InvalidArgumentError(format!(
"batches[{}] schema is different with argument schema.",
i
)));
}
let field_num = schema.fields().len();
let mut arrays = Vec::with_capacity(field_num);
for i in 0..field_num {
let array = concat(
&batches
.iter()
.map(|batch| batch.column(i).as_ref())
.collect::<Vec<_>>(),
)?;
arrays.push(array);
}
RecordBatch::try_new(schema.clone(), arrays)
}
#[cfg(test)]
mod tests {
use super::*;
use crate::datatypes::*;
use std::sync::Arc;
#[test]
fn test_concat_empty_vec() {
let re = concat(&[]);
assert!(re.is_err());
}
#[test]
fn test_concat_one_element_vec() -> Result<()> {
let arr = Arc::new(PrimitiveArray::<Int64Type>::from(vec![
Some(-1),
Some(2),
None,
])) as ArrayRef;
let result = concat(&[arr.as_ref()])?;
assert_eq!(
&arr, &result,
"concatenating single element array gives back the same result"
);
Ok(())
}
#[test]
fn test_concat_incompatible_datatypes() {
let re = concat(&[
&PrimitiveArray::<Int64Type>::from(vec![Some(-1), Some(2), None]),
&StringArray::from(vec![Some("hello"), Some("bar"), Some("world")]),
]);
assert!(re.is_err());
}
#[test]
fn test_concat_string_arrays() -> Result<()> {
let arr = concat(&[
&StringArray::from(vec!["hello", "world"]),
&StringArray::from(vec!["2", "3", "4"]),
&StringArray::from(vec![Some("foo"), Some("bar"), None, Some("baz")]),
])?;
let expected_output = Arc::new(StringArray::from(vec![
Some("hello"),
Some("world"),
Some("2"),
Some("3"),
Some("4"),
Some("foo"),
Some("bar"),
None,
Some("baz"),
])) as ArrayRef;
assert_eq!(&arr, &expected_output);
Ok(())
}
#[test]
fn test_concat_primitive_arrays() -> Result<()> {
let arr = concat(&[
&PrimitiveArray::<Int64Type>::from(vec![
Some(-1),
Some(-1),
Some(2),
None,
None,
]),
&PrimitiveArray::<Int64Type>::from(vec![
Some(101),
Some(102),
Some(103),
None,
]),
&PrimitiveArray::<Int64Type>::from(vec![Some(256), Some(512), Some(1024)]),
])?;
let expected_output = Arc::new(PrimitiveArray::<Int64Type>::from(vec![
Some(-1),
Some(-1),
Some(2),
None,
None,
Some(101),
Some(102),
Some(103),
None,
Some(256),
Some(512),
Some(1024),
])) as ArrayRef;
assert_eq!(&arr, &expected_output);
Ok(())
}
#[test]
fn test_concat_primitive_array_slices() -> Result<()> {
let input_1 = PrimitiveArray::<Int64Type>::from(vec![
Some(-1),
Some(-1),
Some(2),
None,
None,
])
.slice(1, 3);
let input_2 = PrimitiveArray::<Int64Type>::from(vec![
Some(101),
Some(102),
Some(103),
None,
])
.slice(1, 3);
let arr = concat(&[input_1.as_ref(), input_2.as_ref()])?;
let expected_output = Arc::new(PrimitiveArray::<Int64Type>::from(vec![
Some(-1),
Some(2),
None,
Some(102),
Some(103),
None,
])) as ArrayRef;
assert_eq!(&arr, &expected_output);
Ok(())
}
#[test]
fn test_concat_boolean_primitive_arrays() -> Result<()> {
let arr = concat(&[
&BooleanArray::from(vec![
Some(true),
Some(true),
Some(false),
None,
None,
Some(false),
]),
&BooleanArray::from(vec![None, Some(false), Some(true), Some(false)]),
])?;
let expected_output = Arc::new(BooleanArray::from(vec![
Some(true),
Some(true),
Some(false),
None,
None,
Some(false),
None,
Some(false),
Some(true),
Some(false),
])) as ArrayRef;
assert_eq!(&arr, &expected_output);
Ok(())
}
#[test]
fn test_concat_primitive_list_arrays() -> Result<()> {
let list1 = vec![
Some(vec![Some(-1), Some(-1), Some(2), None, None]),
Some(vec![]),
None,
Some(vec![Some(10)]),
];
let list1_array =
ListArray::from_iter_primitive::<Int64Type, _, _>(list1.clone());
let list2 = vec![
None,
Some(vec![Some(100), None, Some(101)]),
Some(vec![Some(102)]),
];
let list2_array =
ListArray::from_iter_primitive::<Int64Type, _, _>(list2.clone());
let list3 = vec![Some(vec![Some(1000), Some(1001)])];
let list3_array =
ListArray::from_iter_primitive::<Int64Type, _, _>(list3.clone());
let array_result = concat(&[&list1_array, &list2_array, &list3_array])?;
let expected = list1
.into_iter()
.chain(list2.into_iter())
.chain(list3.into_iter());
let array_expected = ListArray::from_iter_primitive::<Int64Type, _, _>(expected);
assert_eq!(array_result.as_ref(), &array_expected as &dyn Array);
Ok(())
}
#[test]
fn test_concat_struct_arrays() -> Result<()> {
let field = Field::new("field", DataType::Int64, true);
let input_primitive_1: ArrayRef =
Arc::new(PrimitiveArray::<Int64Type>::from(vec![
Some(-1),
Some(-1),
Some(2),
None,
None,
]));
let input_struct_1 = StructArray::from(vec![(field.clone(), input_primitive_1)]);
let input_primitive_2: ArrayRef =
Arc::new(PrimitiveArray::<Int64Type>::from(vec![
Some(101),
Some(102),
Some(103),
None,
]));
let input_struct_2 = StructArray::from(vec![(field.clone(), input_primitive_2)]);
let input_primitive_3: ArrayRef =
Arc::new(PrimitiveArray::<Int64Type>::from(vec![
Some(256),
Some(512),
Some(1024),
]));
let input_struct_3 = StructArray::from(vec![(field, input_primitive_3)]);
let arr = concat(&[&input_struct_1, &input_struct_2, &input_struct_3])?;
let expected_primitive_output = Arc::new(PrimitiveArray::<Int64Type>::from(vec![
Some(-1),
Some(-1),
Some(2),
None,
None,
Some(101),
Some(102),
Some(103),
None,
Some(256),
Some(512),
Some(1024),
])) as ArrayRef;
let actual_primitive = arr
.as_any()
.downcast_ref::<StructArray>()
.unwrap()
.column(0);
assert_eq!(actual_primitive, &expected_primitive_output);
Ok(())
}
#[test]
fn test_concat_struct_array_slices() -> Result<()> {
let field = Field::new("field", DataType::Int64, true);
let input_primitive_1: ArrayRef =
Arc::new(PrimitiveArray::<Int64Type>::from(vec![
Some(-1),
Some(-1),
Some(2),
None,
None,
]));
let input_struct_1 = StructArray::from(vec![(field.clone(), input_primitive_1)]);
let input_primitive_2: ArrayRef =
Arc::new(PrimitiveArray::<Int64Type>::from(vec![
Some(101),
Some(102),
Some(103),
None,
]));
let input_struct_2 = StructArray::from(vec![(field, input_primitive_2)]);
let arr = concat(&[
input_struct_1.slice(1, 3).as_ref(),
input_struct_2.slice(1, 2).as_ref(),
])?;
let expected_primitive_output = Arc::new(PrimitiveArray::<Int64Type>::from(vec![
Some(-1),
Some(2),
None,
Some(102),
Some(103),
])) as ArrayRef;
let actual_primitive = arr
.as_any()
.downcast_ref::<StructArray>()
.unwrap()
.column(0);
assert_eq!(actual_primitive, &expected_primitive_output);
Ok(())
}
#[test]
fn test_string_array_slices() -> Result<()> {
let input_1 = StringArray::from(vec!["hello", "A", "B", "C"]);
let input_2 = StringArray::from(vec!["world", "D", "E", "Z"]);
let arr = concat(&[input_1.slice(1, 3).as_ref(), input_2.slice(1, 2).as_ref()])?;
let expected_output = StringArray::from(vec!["A", "B", "C", "D", "E"]);
let actual_output = arr.as_any().downcast_ref::<StringArray>().unwrap();
assert_eq!(actual_output, &expected_output);
Ok(())
}
#[test]
fn test_string_array_with_null_slices() -> Result<()> {
let input_1 = StringArray::from(vec![Some("hello"), None, Some("A"), Some("C")]);
let input_2 = StringArray::from(vec![None, Some("world"), Some("D"), None]);
let arr = concat(&[input_1.slice(1, 3).as_ref(), input_2.slice(1, 2).as_ref()])?;
let expected_output =
StringArray::from(vec![None, Some("A"), Some("C"), Some("world"), Some("D")]);
let actual_output = arr.as_any().downcast_ref::<StringArray>().unwrap();
assert_eq!(actual_output, &expected_output);
Ok(())
}
fn collect_string_dictionary(
dictionary: &DictionaryArray<Int32Type>,
) -> Vec<Option<String>> {
let values = dictionary.values();
let values = values.as_any().downcast_ref::<StringArray>().unwrap();
dictionary
.keys()
.iter()
.map(|key| key.map(|key| values.value(key as _).to_string()))
.collect()
}
fn concat_dictionary(
input_1: DictionaryArray<Int32Type>,
input_2: DictionaryArray<Int32Type>,
) -> Vec<Option<String>> {
let concat = concat(&[&input_1 as _, &input_2 as _]).unwrap();
let concat = concat
.as_any()
.downcast_ref::<DictionaryArray<Int32Type>>()
.unwrap();
collect_string_dictionary(concat)
}
#[test]
fn test_string_dictionary_array() {
let input_1: DictionaryArray<Int32Type> =
vec!["hello", "A", "B", "hello", "hello", "C"]
.into_iter()
.collect();
let input_2: DictionaryArray<Int32Type> =
vec!["hello", "E", "E", "hello", "F", "E"]
.into_iter()
.collect();
let expected: Vec<_> = vec![
"hello", "A", "B", "hello", "hello", "C", "hello", "E", "E", "hello", "F",
"E",
]
.into_iter()
.map(|x| Some(x.to_string()))
.collect();
let concat = concat_dictionary(input_1, input_2);
assert_eq!(concat, expected);
}
#[test]
fn test_string_dictionary_array_nulls() {
let input_1: DictionaryArray<Int32Type> =
vec![Some("foo"), Some("bar"), None, Some("fiz")]
.into_iter()
.collect();
let input_2: DictionaryArray<Int32Type> = vec![None].into_iter().collect();
let expected = vec![
Some("foo".to_string()),
Some("bar".to_string()),
None,
Some("fiz".to_string()),
None,
];
let concat = concat_dictionary(input_1, input_2);
assert_eq!(concat, expected);
}
#[test]
fn test_concat_string_sizes() -> Result<()> {
let a: LargeStringArray = ((0..150).map(|_| Some("foo"))).collect();
let b: LargeStringArray = ((0..150).map(|_| Some("foo"))).collect();
let c = LargeStringArray::from(vec![Some("foo"), Some("bar"), None, Some("baz")]);
let arr = concat(&[&a, &b, &c])?;
assert_eq!(arr.data().buffers()[1].capacity(), 960);
Ok(())
}
#[test]
fn test_dictionary_concat_reuse() {
let array: DictionaryArray<Int8Type> =
vec!["a", "a", "b", "c"].into_iter().collect();
let copy: DictionaryArray<Int8Type> = array.data().clone().into();
assert_eq!(
array.values(),
&(Arc::new(StringArray::from(vec!["a", "b", "c"])) as ArrayRef)
);
assert_eq!(array.keys(), &Int8Array::from(vec![0, 0, 1, 2]));
let combined = concat(&[© as _, &array as _]).unwrap();
let combined = combined
.as_any()
.downcast_ref::<DictionaryArray<Int8Type>>()
.unwrap();
assert_eq!(
combined.values(),
&(Arc::new(StringArray::from(vec!["a", "b", "c"])) as ArrayRef),
"Actual: {:#?}",
combined
);
assert_eq!(
combined.keys(),
&Int8Array::from(vec![0, 0, 1, 2, 0, 0, 1, 2])
);
assert!(array.data().child_data()[0].ptr_eq(&combined.data().child_data()[0]));
assert!(copy.data().child_data()[0].ptr_eq(&combined.data().child_data()[0]));
let new: DictionaryArray<Int8Type> = vec!["d"].into_iter().collect();
let combined = concat(&[© as _, &array as _, &new as _]).unwrap();
assert!(!array.data().child_data()[0].ptr_eq(&combined.data().child_data()[0]));
assert!(!copy.data().child_data()[0].ptr_eq(&combined.data().child_data()[0]));
assert!(!new.data().child_data()[0].ptr_eq(&combined.data().child_data()[0]));
}
#[test]
fn concat_record_batches() {
let schema = Arc::new(Schema::new(vec![
Field::new("a", DataType::Int32, false),
Field::new("b", DataType::Utf8, false),
]));
let batch1 = RecordBatch::try_new(
schema.clone(),
vec![
Arc::new(Int32Array::from(vec![1, 2])),
Arc::new(StringArray::from(vec!["a", "b"])),
],
)
.unwrap();
let batch2 = RecordBatch::try_new(
schema.clone(),
vec![
Arc::new(Int32Array::from(vec![3, 4])),
Arc::new(StringArray::from(vec!["c", "d"])),
],
)
.unwrap();
let new_batch = concat_batches(&schema, &[batch1, batch2]).unwrap();
assert_eq!(new_batch.schema().as_ref(), schema.as_ref());
assert_eq!(2, new_batch.num_columns());
assert_eq!(4, new_batch.num_rows());
}
#[test]
fn concat_empty_record_batch() {
let schema = Arc::new(Schema::new(vec![
Field::new("a", DataType::Int32, false),
Field::new("b", DataType::Utf8, false),
]));
let batch = concat_batches(&schema, &[]).unwrap();
assert_eq!(batch.schema().as_ref(), schema.as_ref());
assert_eq!(0, batch.num_rows());
}
#[test]
fn concat_record_batches_of_different_schemas() {
let schema1 = Arc::new(Schema::new(vec![
Field::new("a", DataType::Int32, false),
Field::new("b", DataType::Utf8, false),
]));
let schema2 = Arc::new(Schema::new(vec![
Field::new("c", DataType::Int32, false),
Field::new("d", DataType::Utf8, false),
]));
let batch1 = RecordBatch::try_new(
schema1.clone(),
vec![
Arc::new(Int32Array::from(vec![1, 2])),
Arc::new(StringArray::from(vec!["a", "b"])),
],
)
.unwrap();
let batch2 = RecordBatch::try_new(
schema2,
vec![
Arc::new(Int32Array::from(vec![3, 4])),
Arc::new(StringArray::from(vec!["c", "d"])),
],
)
.unwrap();
let error = concat_batches(&schema1, &[batch1, batch2]).unwrap_err();
assert_eq!(
error.to_string(),
"Invalid argument error: batches[1] schema is different with argument schema.",
);
}
}