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read.rs
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read.rs
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use std::io::Cursor;
use std::sync::Arc;
use arrow2::array::*;
use arrow2::datatypes::*;
use arrow2::error::Result;
use arrow2::io::csv::read::*;
#[test]
fn read() -> Result<()> {
let data = r#"city,lat,lng
"Elgin, Scotland, the UK",57.653484,-3.335724
"Stoke-on-Trent, Staffordshire, the UK",53.002666,-2.179404
"Solihull, Birmingham, UK",52.412811,-1.778197
"Cardiff, Cardiff county, UK",51.481583,-3.179090
"Eastbourne, East Sussex, UK",50.768036,0.290472
"Oxford, Oxfordshire, UK",51.752022,-1.257677
"London, UK",51.509865,-0.118092
"Swindon, Swindon, UK",51.568535,-1.772232
"Gravesend, Kent, UK",51.441883,0.370759
"Northampton, Northamptonshire, UK",52.240479,-0.902656
"Rugby, Warwickshire, UK",52.370876,-1.265032
"Sutton Coldfield, West Midlands, UK",52.570385,-1.824042
"Harlow, Essex, UK",51.772938,0.102310
"Aberdeen, Aberdeen City, UK",57.149651,-2.099075"#;
let mut reader = ReaderBuilder::new().from_reader(Cursor::new(data));
let schema = Arc::new(infer_schema(&mut reader, None, true, &infer)?);
let mut rows = vec![ByteRecord::default(); 100];
let rows_read = read_rows(&mut reader, 0, &mut rows)?;
let batch = deserialize_batch(
&rows[..rows_read],
schema.fields(),
None,
0,
deserialize_column,
)?;
let batch_schema = batch.schema();
assert_eq!(&schema, batch_schema);
assert_eq!(14, batch.num_rows());
assert_eq!(3, batch.num_columns());
let lat = batch
.column(1)
.as_any()
.downcast_ref::<Float64Array>()
.unwrap();
assert!((57.653484 - lat.value(0)).abs() < f64::EPSILON);
let city = batch
.column(0)
.as_any()
.downcast_ref::<Utf8Array<i32>>()
.unwrap();
assert_eq!("Elgin, Scotland, the UK", city.value(0));
assert_eq!("Aberdeen, Aberdeen City, UK", city.value(13));
Ok(())
}
#[test]
fn infer_basics() -> Result<()> {
let file = Cursor::new("1,2,3\na,b,c\na,,c");
let mut reader = ReaderBuilder::new().from_reader(file);
let schema = infer_schema(&mut reader, Some(10), false, &infer)?;
assert_eq!(
schema,
Schema::new(vec![
Field::new("column_1", DataType::Utf8, true),
Field::new("column_2", DataType::Utf8, true),
Field::new("column_3", DataType::Utf8, true),
])
);
Ok(())
}
#[test]
fn infer_ints() -> Result<()> {
let file = Cursor::new("1,2,3\n1,a,5\n2,,4");
let mut reader = ReaderBuilder::new().from_reader(file);
let schema = infer_schema(&mut reader, Some(10), false, &infer)?;
assert_eq!(
schema,
Schema::new(vec![
Field::new("column_1", DataType::Int64, true),
Field::new("column_2", DataType::Utf8, true),
Field::new("column_3", DataType::Int64, true),
])
);
Ok(())
}
fn test_deserialize(input: &str, data_type: DataType) -> Result<Arc<dyn Array>> {
let reader = std::io::Cursor::new(input);
let mut reader = ReaderBuilder::new().has_headers(false).from_reader(reader);
let mut rows = vec![ByteRecord::default(); 10];
let rows_read = read_rows(&mut reader, 0, &mut rows)?;
deserialize_column(&rows[..rows_read], 0, data_type, 0)
}
#[test]
fn int32() -> Result<()> {
let result = test_deserialize("1,\n,\n3,", DataType::Int32)?;
let expected = Int32Array::from(&[Some(1), None, Some(3)]);
assert_eq!(expected, result.as_ref());
Ok(())
}
#[test]
fn date32() -> Result<()> {
let result = test_deserialize("1970-01-01,\n2020-03-15,\n1945-05-08,\n", DataType::Date32)?;
let expected = Int32Array::from(&[Some(0), Some(18336), Some(-9004)]).to(DataType::Date32);
assert_eq!(expected, result.as_ref());
Ok(())
}
#[test]
fn date64() -> Result<()> {
let input = "1970-01-01T00:00:00,\n \
2018-11-13T17:11:10,\n \
2018-11-13T17:11:10.011,\n \
1900-02-28T12:34:56,\n";
let result = test_deserialize(input, DataType::Date64)?;
let expected = Int64Array::from(&[
Some(0),
Some(1542129070000),
Some(1542129070011),
Some(-2203932304000),
])
.to(DataType::Date64);
assert_eq!(expected, result.as_ref());
Ok(())
}
#[test]
fn boolean() -> Result<()> {
let input = vec!["true", "True", "False", "F", "t"];
let input = input.join("\n");
let expected = BooleanArray::from(&[Some(true), Some(true), Some(false), None, None]);
let result = test_deserialize(&input, DataType::Boolean)?;
assert_eq!(expected, result.as_ref());
Ok(())
}
#[test]
fn float32() -> Result<()> {
let input = vec!["12.34", "12", "0.0", "inf", "-inf", "dd"];
let input = input.join("\n");
let expected = Float32Array::from(&[
Some(12.34),
Some(12.0),
Some(0.0),
Some(f32::INFINITY),
Some(f32::NEG_INFINITY),
None,
]);
let result = test_deserialize(&input, DataType::Float32)?;
assert_eq!(expected, result.as_ref());
Ok(())
}
#[test]
fn binary() -> Result<()> {
let input = vec!["aa", "bb"];
let input = input.join("\n");
let expected = BinaryArray::<i32>::from([Some(b"aa"), Some(b"bb")]);
let result = test_deserialize(&input, DataType::Binary)?;
assert_eq!(expected, result.as_ref());
Ok(())
}