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json.rs
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//! Parse JSON data into variant data.
use std::borrow::Cow;
use std::{collections::BTreeSet, sync::Arc};
use arrow_array::builder::BinaryBuilder;
use arrow_array::{cast::AsArray, Array, ArrayRef, BinaryArray, StructArray};
use arrow_buffer::NullBuffer;
use arrow_schema::{ArrowError, DataType};
use jiter::JsonValue;
use open_variant::metadata::{build_metadata, MetadataRef};
use open_variant::values::write::{self, ArrayBuilder, ObjectBuilder};
use crate::utils::make_repeated_dict_array;
use crate::variant_fields;
/// Create a variant array from an array of JSON data.
///
/// JSON data can be objects, arrays, strings, numbers, booleans, and nulls.
///
/// JSON data can be any string or binary array type, except for dictionary arrays.
///
/// Types are mapped as follows:
///
/// | JSON value | Variant value |
/// |------------------|---------------|
/// | null | Arrow null (top-level) or variant null (nested) |
/// | boolean | Variant boolean |
/// | integer | Variant i64 |
/// | big integer | Variant Decimal16, with scale 0 |
/// | float | Variant f64 |
/// | string | Variant string |
/// | object | Variant object |
/// | array | Variant array |
///
/// # Errors
///
/// If the JSON data is invalid.
pub fn variant_from_json(array: &dyn Array) -> Result<ArrayRef, ArrowError> {
// Create a generic iterator so we don't have to monomorphize over every
// string and binary array type.
let bytes_iter = bytes_iter_from_array(array)?;
let jsons: Vec<JsonValue<'_>> = bytes_iter
.map(|bytes| match bytes {
Some(bytes) => jiter::JsonValue::parse(bytes, true)
.map_err(|e| ArrowError::ComputeError(format!("Failed to parse JSON: {}", e))),
None => Ok(jiter::JsonValue::Null),
})
.collect::<Result<Vec<_>, _>>()?;
let jsons_ref = jsons.as_slice();
// We iterate once to collect all the object keys for the metadata.
// TODO: also support collecting common strings from values.
let strings = collect_all_keys(jsons_ref)?;
let metadata = build_metadata(strings.iter().map(|x| x.as_ref()));
let metadata = BinaryArray::new_scalar(metadata);
let metadata = make_repeated_dict_array(metadata, array.len());
let metadata_ref = metadata
.as_any_dictionary()
.values()
.as_binary::<i32>()
.value(0);
let metadata_ref = MetadataRef::new(metadata_ref);
let data: BinaryArray =
values_from_json(jsons_ref, array.null_count(), array.nulls(), &metadata_ref)?;
let null_buffer = data.nulls().cloned();
Ok(Arc::new(StructArray::new(
variant_fields(),
vec![metadata, Arc::new(data) as ArrayRef],
null_buffer,
)) as ArrayRef)
}
fn bytes_iter_from_array(
array: &dyn Array,
) -> Result<Box<dyn Iterator<Item = Option<&[u8]>> + '_>, ArrowError> {
match array.data_type() {
DataType::Utf8 => Ok(Box::new(
array
.as_string::<i32>()
.into_iter()
.map(|s| s.map(|v| v.as_bytes())),
)),
DataType::LargeUtf8 => Ok(Box::new(
array
.as_string::<i64>()
.into_iter()
.map(|s| s.map(|v| v.as_bytes())),
)),
DataType::Binary => Ok(Box::new(array.as_binary::<i32>().into_iter())),
DataType::LargeBinary => Ok(Box::new(array.as_binary::<i64>().into_iter())),
DataType::Utf8View => Ok(Box::new(
array
.as_string_view()
.into_iter()
.map(|s| s.map(|v| v.as_bytes())),
)),
DataType::BinaryView => Ok(Box::new(array.as_binary_view().into_iter())),
_ => Err(ArrowError::InvalidArgumentError(format!(
"Input data type not supported in variant_from_json: {}",
array.data_type()
))),
}
}
fn collect_all_keys<'a>(jsons: &[JsonValue<'a>]) -> Result<BTreeSet<Cow<'a, str>>, ArrowError> {
let mut seen = BTreeSet::new();
let mut stack = Vec::new();
let is_nested = |json: &JsonValue| matches!(json, JsonValue::Object(_) | JsonValue::Array(_));
for json in jsons {
match json {
JsonValue::Object(object) => {
for (key, value) in object.iter() {
seen.insert(key.clone());
if is_nested(value) {
stack.push(value);
}
}
}
JsonValue::Array(array) => {
for value in array.iter() {
if is_nested(value) {
stack.push(value);
}
}
}
_ => {}
}
}
while let Some(json) = stack.pop() {
match json {
JsonValue::Object(object) => {
for (key, value) in object.iter() {
seen.insert(key.clone());
if is_nested(value) {
stack.push(value);
}
}
}
JsonValue::Array(array) => {
for value in array.iter() {
if is_nested(value) {
stack.push(value);
}
}
}
_ => {}
}
}
Ok(seen)
}
fn values_from_json(
jsons: &[jiter::JsonValue],
null_count: usize,
null_buffer: Option<&NullBuffer>,
key_map: &MetadataRef,
) -> Result<BinaryArray, ArrowError> {
let mut builder = BinaryBuilder::with_capacity(
jsons.len(),
jsons.len() - null_count, // For now, just one byte per item that isn't null.
);
// TODO: Instead of using a temporary buffer, we could use the builder's buffer.
let mut buffer = Vec::new();
for (i, json) in jsons.iter().enumerate() {
if null_buffer.map(|b| b.is_valid(i)).unwrap_or(true) {
convert_value(json, &mut buffer, key_map)?;
if buffer == [0] {
// Special case for nulls, which are represented as "0" in the variant format.
builder.append_null();
} else {
builder.append_value(&buffer);
}
buffer.clear();
} else {
builder.append_null();
}
}
Ok(builder.finish())
}
fn convert_value(
json: &jiter::JsonValue,
buffer: &mut Vec<u8>,
metadata: &MetadataRef,
) -> Result<(), ArrowError> {
match json {
jiter::JsonValue::Null => write::write_null(buffer),
jiter::JsonValue::Bool(true) => write::write_bool(buffer, true),
jiter::JsonValue::Bool(false) => write::write_bool(buffer, false),
jiter::JsonValue::Int(value) => write::write_i64(buffer, *value),
jiter::JsonValue::Float(value) => write::write_f64(buffer, *value),
jiter::JsonValue::BigInt(value) => {
let value: i128 = i128::try_from(value).map_err(|_| {
ArrowError::ComputeError(format!("Could not fit value {} into an i128", value))
})?;
write::write_decimal(buffer, value, 0)
}
jiter::JsonValue::Str(value) => write::write_string(buffer, value),
jiter::JsonValue::Array(array) => {
let mut array_builder = ArrayBuilder::new(buffer, array.len());
let mut tmp_buffer = Vec::new();
for value in array.iter() {
convert_value(value, &mut tmp_buffer, metadata)?;
array_builder.append_value(&tmp_buffer);
tmp_buffer.clear();
}
array_builder.finish();
}
jiter::JsonValue::Object(object) => {
let mut object_builder = ObjectBuilder::with_capacity(buffer, metadata, object.len());
let mut tmp_buffer = Vec::new();
for (key, value) in object.iter() {
convert_value(value, &mut tmp_buffer, metadata)?;
object_builder
.append_value(key, &tmp_buffer)
.map_err(ArrowError::ComputeError)?;
tmp_buffer.clear();
}
object_builder.finish();
}
}
Ok(())
}
#[cfg(test)]
mod tests {
use arrow_array::{
types::Int8Type, BinaryViewArray, Int8Array, LargeStringArray, StringArray, StringViewArray,
};
use arrow_schema::Field;
use open_variant::values::{BasicType, PrimitiveTypeId, VariantRef};
use super::*;
fn check_parsing(jsons: &[&str]) -> ArrayRef {
let string_array = StringArray::from_iter_values(jsons);
let variant_array = variant_from_json(&string_array).unwrap();
let expected_type = DataType::Struct(
vec![
Field::new(
"metadata",
DataType::Dictionary(Box::new(DataType::Int8), Box::new(DataType::Binary)),
false,
),
Field::new("values", DataType::Binary, true),
]
.into(),
);
assert_eq!(variant_array.data_type(), &expected_type);
variant_array
}
#[test]
fn test_nulls() {
// Top-level nulls are represented as normal Arrow nulls.
let output = check_parsing(&["null", "null", "null"]);
assert_eq!(output.null_count(), 3);
let output = check_parsing(&["null", "true", "null"]);
assert_eq!(output.null_count(), 2);
assert!(!output.is_null(1));
// Nested nulls are of null data type.
let output = check_parsing(&[r#"{"x": null}"#]);
assert_eq!(output.null_count(), 0);
let values = output.as_struct().column(1).as_binary::<i32>();
let variant = VariantRef::try_new(values.value(0)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Object);
let variant = variant.field(0).unwrap().unwrap();
assert_eq!(variant.basic_type(), BasicType::Primitive);
assert_eq!(variant.primitive_type_id(), PrimitiveTypeId::Null);
}
#[test]
fn test_boolean() {
let output = check_parsing(&["true", "false"]);
let values = output.as_struct().column(1).as_binary::<i32>();
let variant = VariantRef::try_new(values.value(0)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Primitive);
assert_eq!(variant.primitive_type_id(), PrimitiveTypeId::BoolTrue);
assert!(variant.get_bool());
let variant = VariantRef::try_new(values.value(1)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Primitive);
assert_eq!(variant.primitive_type_id(), PrimitiveTypeId::BoolFalse);
assert!(!variant.get_bool());
}
#[test]
fn test_numbers() {
let output = check_parsing(&["-42"]);
let values = output.as_struct().column(1).as_binary::<i32>();
let variant = VariantRef::try_new(values.value(0)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Primitive);
assert_eq!(variant.primitive_type_id(), PrimitiveTypeId::Int64);
assert_eq!(variant.get_i64(), -42);
}
#[test]
fn test_big_integers() {
let output = check_parsing(&[&i128::MAX.to_string()]);
let values = output.as_struct().column(1).as_binary::<i32>();
let variant = VariantRef::try_new(values.value(0)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Primitive);
assert_eq!(variant.primitive_type_id(), PrimitiveTypeId::Decimal16);
assert_eq!(variant.get_i128(), i128::MAX);
}
#[test]
fn test_floats() {
let output = check_parsing(&["45.454545"]);
let values = output.as_struct().column(1).as_binary::<i32>();
let variant = VariantRef::try_new(values.value(0)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Primitive);
assert_eq!(variant.primitive_type_id(), PrimitiveTypeId::Float64);
assert_eq!(variant.get_f64(), 45.454545);
}
#[test]
fn test_strings() {
let output = check_parsing(&["\"some string\""]);
let values = output.as_struct().column(1).as_binary::<i32>();
let variant = VariantRef::try_new(values.value(0)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Primitive);
assert_eq!(variant.primitive_type_id(), PrimitiveTypeId::String);
assert_eq!(variant.get_string(), "some string");
}
fn get_field<'a>(
meta_ref: &'a MetadataRef<'a>,
variant: &'a VariantRef<'a>,
key: &str,
) -> VariantRef<'a> {
let field_id = meta_ref.find_string(key).unwrap();
variant.field(field_id).unwrap().unwrap()
}
#[test]
fn test_objects() {
let output = check_parsing(&[
r#"{"a": 1, "b": 2, "c": 3}"#,
r#"{"b": 2, "c": 3, "a": 1}"#, // Different order
r#"{"a": 1, "b": 2, "c": 3, "d": {"e": 4}}"#, // Nested object
]);
let metadata = output
.as_struct()
.column(0)
.as_dictionary::<Int8Type>()
.values()
.as_binary::<i32>()
.value(0);
let metadata_ref = MetadataRef::new(metadata);
let values = output.as_struct().column(1).as_binary::<i32>();
let variant = VariantRef::try_new(values.value(0)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Object);
assert_eq!(get_field(&metadata_ref, &variant, "a").get_i64(), 1);
assert_eq!(get_field(&metadata_ref, &variant, "b").get_i64(), 2);
assert_eq!(get_field(&metadata_ref, &variant, "c").get_i64(), 3);
let variant = VariantRef::try_new(values.value(1)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Object);
assert_eq!(get_field(&metadata_ref, &variant, "a").get_i64(), 1);
assert_eq!(get_field(&metadata_ref, &variant, "b").get_i64(), 2);
assert_eq!(get_field(&metadata_ref, &variant, "c").get_i64(), 3);
let variant = VariantRef::try_new(values.value(2)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Object);
assert_eq!(get_field(&metadata_ref, &variant, "a").get_i64(), 1);
assert_eq!(get_field(&metadata_ref, &variant, "b").get_i64(), 2);
assert_eq!(get_field(&metadata_ref, &variant, "c").get_i64(), 3);
let nested = get_field(&metadata_ref, &variant, "d");
assert_eq!(get_field(&metadata_ref, &nested, "e").get_i64(), 4);
}
fn get_element<'a>(variant: &'a VariantRef<'a>, i: usize) -> VariantRef<'a> {
variant.field(i).unwrap().unwrap()
}
#[test]
fn test_arrays() {
// Arrays of different types
// Arrays with objects
// Arrays with arrays
let output = check_parsing(&[
"[1, \"b\", 3.0]",
r#"["a", {"b": 2}, [3, 4]]"#, // Nested object and array
r#"[[3, 4, {"c": 5}]]"#,
r#"[{"d": [6, 7]}]"#,
]);
let metadata = output
.as_struct()
.column(0)
.as_dictionary::<Int8Type>()
.values()
.as_binary::<i32>()
.value(0);
let metadata_ref = MetadataRef::new(metadata);
let values = output.as_struct().column(1).as_binary::<i32>();
let variant = VariantRef::try_new(values.value(0)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Array);
assert_eq!(get_element(&variant, 0).get_i64(), 1);
assert_eq!(get_element(&variant, 1).get_string(), "b");
assert_eq!(get_element(&variant, 2).get_f64(), 3.0);
let variant = VariantRef::try_new(values.value(1)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Array);
assert_eq!(get_element(&variant, 0).get_string(), "a");
let nested = get_element(&variant, 1);
assert_eq!(nested.basic_type(), BasicType::Object);
assert_eq!(get_field(&metadata_ref, &nested, "b").get_i64(), 2);
let nested = get_element(&variant, 2);
assert_eq!(nested.basic_type(), BasicType::Array);
assert_eq!(get_element(&nested, 0).get_i64(), 3);
assert_eq!(get_element(&nested, 1).get_i64(), 4);
let variant = VariantRef::try_new(values.value(2)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Array);
let nested = get_element(&variant, 0);
assert_eq!(nested.basic_type(), BasicType::Array);
assert_eq!(get_element(&nested, 0).get_i64(), 3);
assert_eq!(get_element(&nested, 1).get_i64(), 4);
let nested = get_element(&nested, 2);
assert_eq!(nested.basic_type(), BasicType::Object);
assert_eq!(get_field(&metadata_ref, &nested, "c").get_i64(), 5);
let variant = VariantRef::try_new(values.value(3)).unwrap();
assert_eq!(variant.basic_type(), BasicType::Array);
let nested = get_element(&variant, 0);
assert_eq!(nested.basic_type(), BasicType::Object);
let nested = get_field(&metadata_ref, &nested, "d");
assert_eq!(nested.basic_type(), BasicType::Array);
assert_eq!(get_element(&nested, 0).get_i64(), 6);
assert_eq!(get_element(&nested, 1).get_i64(), 7);
}
#[test]
fn test_types() {
// Accepts all string and binary types
let values = &["\"x\"", "1"];
let arrays = [
Arc::new(StringArray::from_iter_values(values)) as ArrayRef,
Arc::new(LargeStringArray::from_iter_values(values)) as ArrayRef,
Arc::new(StringViewArray::from_iter_values(values)) as ArrayRef,
Arc::new(BinaryArray::from_iter_values(values)) as ArrayRef,
Arc::new(LargeStringArray::from_iter_values(values)) as ArrayRef,
Arc::new(BinaryViewArray::from_iter_values(values)) as ArrayRef,
];
for array in &arrays {
let output = variant_from_json(array);
assert!(
output.is_ok(),
"Failed for {:?} due to {}",
array.data_type(),
output.unwrap_err()
);
let output = output.unwrap();
assert_eq!(
output.data_type(),
&DataType::Struct(
vec![
Field::new(
"metadata",
DataType::Dictionary(
Box::new(DataType::Int8),
Box::new(DataType::Binary)
),
false,
),
Field::new("values", DataType::Binary, true),
]
.into(),
)
);
}
}
#[test]
fn test_validates_datatype() {
let wrong_array = Arc::new(Int8Array::from(vec![1, 2, 3])) as ArrayRef;
let output = variant_from_json(&wrong_array);
assert!(output.is_err());
assert!(
matches!(&output, Err(ArrowError::InvalidArgumentError(message))
if message.contains("Input data type not supported in variant_from_json: Int8")),
"Unexpected error: {:?}",
output
);
}
#[test]
fn test_parsing_error() {
// Errors if fails to parse any value.
// TODO: Should we have other error modes, such that invalid JSON could be
// made null or output some error value?
let values = &[r#"{"a": "#];
let array = Arc::new(StringArray::from_iter_values(values)) as ArrayRef;
let output = variant_from_json(&array);
assert!(output.is_err());
assert!(matches!(output, Err(ArrowError::ComputeError(message))
if message.contains("Failed to parse JSON")));
}
}