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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.
use std::collections::HashMap;
use std::fmt;
use std::hash::Hash;
use std::sync::Arc;
use crate::error::ArrowError;
use crate::field::Field;
use crate::{FieldRef, Fields};
/// A builder to facilitate building a [`Schema`] from iteratively from [`FieldRef`]
#[derive(Debug, Default)]
pub struct SchemaBuilder {
fields: Vec<FieldRef>,
metadata: HashMap<String, String>,
}
impl SchemaBuilder {
/// Creates a new empty [`SchemaBuilder`]
pub fn new() -> Self {
Self::default()
}
/// Creates a new empty [`SchemaBuilder`] with space for `capacity` fields
pub fn with_capacity(capacity: usize) -> Self {
Self {
fields: Vec::with_capacity(capacity),
metadata: Default::default(),
}
}
/// Appends a [`FieldRef`] to this [`SchemaBuilder`] without checking for collision
pub fn push(&mut self, field: impl Into<FieldRef>) {
self.fields.push(field.into())
}
/// Removes and returns the [`FieldRef`] as index `idx`
///
/// # Panics
///
/// Panics if index out of bounds
pub fn remove(&mut self, idx: usize) -> FieldRef {
self.fields.remove(idx)
}
/// Returns an immutable reference to the [`FieldRef`] at index `idx`
///
/// # Panics
///
/// Panics if index out of bounds
pub fn field(&mut self, idx: usize) -> &FieldRef {
&mut self.fields[idx]
}
/// Returns a mutable reference to the [`FieldRef`] at index `idx`
///
/// # Panics
///
/// Panics if index out of bounds
pub fn field_mut(&mut self, idx: usize) -> &mut FieldRef {
&mut self.fields[idx]
}
/// Returns an immutable reference to the Map of custom metadata key-value pairs.
pub fn metadata(&mut self) -> &HashMap<String, String> {
&self.metadata
}
/// Returns a mutable reference to the Map of custom metadata key-value pairs.
pub fn metadata_mut(&mut self) -> &mut HashMap<String, String> {
&mut self.metadata
}
/// Reverse the fileds
pub fn reverse(&mut self) {
self.fields.reverse();
}
/// Appends a [`FieldRef`] to this [`SchemaBuilder`] checking for collision
///
/// If an existing field exists with the same name, calls [`Field::try_merge`]
pub fn try_merge(&mut self, field: &FieldRef) -> Result<(), ArrowError> {
// This could potentially be sped up with a HashMap or similar
let existing = self.fields.iter_mut().find(|f| f.name() == field.name());
match existing {
Some(e) if Arc::ptr_eq(e, field) => {} // Nothing to do
Some(e) => match Arc::get_mut(e) {
Some(e) => e.try_merge(field.as_ref())?,
None => {
let mut t = e.as_ref().clone();
t.try_merge(field)?;
*e = Arc::new(t)
}
},
None => self.fields.push(field.clone()),
}
Ok(())
}
/// Consume this [`SchemaBuilder`] yielding the final [`Schema`]
pub fn finish(self) -> Schema {
Schema {
fields: self.fields.into(),
metadata: self.metadata,
}
}
}
impl From<&Fields> for SchemaBuilder {
fn from(value: &Fields) -> Self {
Self {
fields: value.to_vec(),
metadata: Default::default(),
}
}
}
impl From<Fields> for SchemaBuilder {
fn from(value: Fields) -> Self {
Self {
fields: value.to_vec(),
metadata: Default::default(),
}
}
}
impl From<&Schema> for SchemaBuilder {
fn from(value: &Schema) -> Self {
Self::from(value.clone())
}
}
impl From<Schema> for SchemaBuilder {
fn from(value: Schema) -> Self {
Self {
fields: value.fields.to_vec(),
metadata: value.metadata,
}
}
}
impl Extend<FieldRef> for SchemaBuilder {
fn extend<T: IntoIterator<Item = FieldRef>>(&mut self, iter: T) {
let iter = iter.into_iter();
self.fields.reserve(iter.size_hint().0);
for f in iter {
self.push(f)
}
}
}
impl Extend<Field> for SchemaBuilder {
fn extend<T: IntoIterator<Item = Field>>(&mut self, iter: T) {
let iter = iter.into_iter();
self.fields.reserve(iter.size_hint().0);
for f in iter {
self.push(f)
}
}
}
/// A reference-counted reference to a [`Schema`].
pub type SchemaRef = Arc<Schema>;
/// Describes the meta-data of an ordered sequence of relative types.
///
/// Note that this information is only part of the meta-data and not part of the physical
/// memory layout.
#[derive(Debug, Clone, PartialEq, Eq)]
#[cfg_attr(feature = "serde", derive(serde::Serialize, serde::Deserialize))]
pub struct Schema {
/// A sequence of fields that describe the schema.
pub fields: Fields,
/// A map of key-value pairs containing additional meta data.
pub metadata: HashMap<String, String>,
}
impl Schema {
/// Creates an empty `Schema`
pub fn empty() -> Self {
Self {
fields: Default::default(),
metadata: HashMap::new(),
}
}
/// Creates a new [`Schema`] from a sequence of [`Field`] values.
///
/// # Example
///
/// ```
/// # use arrow_schema::*;
/// let field_a = Field::new("a", DataType::Int64, false);
/// let field_b = Field::new("b", DataType::Boolean, false);
///
/// let schema = Schema::new(vec![field_a, field_b]);
/// ```
pub fn new(fields: impl Into<Fields>) -> Self {
Self::new_with_metadata(fields, HashMap::new())
}
/// Creates a new [`Schema`] from a sequence of [`Field`] values
/// and adds additional metadata in form of key value pairs.
///
/// # Example
///
/// ```
/// # use arrow_schema::*;
/// # use std::collections::HashMap;
///
/// let field_a = Field::new("a", DataType::Int64, false);
/// let field_b = Field::new("b", DataType::Boolean, false);
///
/// let mut metadata: HashMap<String, String> = HashMap::new();
/// metadata.insert("row_count".to_string(), "100".to_string());
///
/// let schema = Schema::new_with_metadata(vec![field_a, field_b], metadata);
/// ```
#[inline]
pub fn new_with_metadata(fields: impl Into<Fields>, metadata: HashMap<String, String>) -> Self {
Self {
fields: fields.into(),
metadata,
}
}
/// Sets the metadata of this `Schema` to be `metadata` and returns self
pub fn with_metadata(mut self, metadata: HashMap<String, String>) -> Self {
self.metadata = metadata;
self
}
/// Returns a new schema with only the specified columns in the new schema
/// This carries metadata from the parent schema over as well
pub fn project(&self, indices: &[usize]) -> Result<Schema, ArrowError> {
let new_fields = indices
.iter()
.map(|i| {
self.fields.get(*i).cloned().ok_or_else(|| {
ArrowError::SchemaError(format!(
"project index {} out of bounds, max field {}",
i,
self.fields().len()
))
})
})
.collect::<Result<Vec<_>, _>>()?;
Ok(Self::new_with_metadata(new_fields, self.metadata.clone()))
}
/// Merge schema into self if it is compatible. Struct fields will be merged recursively.
///
/// Example:
///
/// ```
/// # use arrow_schema::*;
///
/// let merged = Schema::try_merge(vec![
/// Schema::new(vec![
/// Field::new("c1", DataType::Int64, false),
/// Field::new("c2", DataType::Utf8, false),
/// ]),
/// Schema::new(vec![
/// Field::new("c1", DataType::Int64, true),
/// Field::new("c2", DataType::Utf8, false),
/// Field::new("c3", DataType::Utf8, false),
/// ]),
/// ]).unwrap();
///
/// assert_eq!(
/// merged,
/// Schema::new(vec![
/// Field::new("c1", DataType::Int64, true),
/// Field::new("c2", DataType::Utf8, false),
/// Field::new("c3", DataType::Utf8, false),
/// ]),
/// );
/// ```
pub fn try_merge(schemas: impl IntoIterator<Item = Self>) -> Result<Self, ArrowError> {
let mut out_meta = HashMap::new();
let mut out_fields = SchemaBuilder::new();
for schema in schemas {
let Schema { metadata, fields } = schema;
// merge metadata
for (key, value) in metadata.into_iter() {
if let Some(old_val) = out_meta.get(&key) {
if old_val != &value {
return Err(ArrowError::SchemaError(format!(
"Fail to merge schema due to conflicting metadata. \
Key '{key}' has different values '{old_val}' and '{value}'"
)));
}
}
out_meta.insert(key, value);
}
// merge fields
fields.iter().try_for_each(|x| out_fields.try_merge(x))?
}
Ok(out_fields.finish().with_metadata(out_meta))
}
/// Returns an immutable reference of the vector of `Field` instances.
#[inline]
pub const fn fields(&self) -> &Fields {
&self.fields
}
/// Returns a vector with references to all fields (including nested fields)
///
/// # Example
///
/// ```
/// use std::sync::Arc;
/// use arrow_schema::{DataType, Field, Fields, Schema};
///
/// let f1 = Arc::new(Field::new("a", DataType::Boolean, false));
///
/// let f2_inner = Arc::new(Field::new("b_inner", DataType::Int8, false));
/// let f2 = Arc::new(Field::new("b", DataType::List(f2_inner.clone()), false));
///
/// let f3_inner1 = Arc::new(Field::new("c_inner1", DataType::Int8, false));
/// let f3_inner2 = Arc::new(Field::new("c_inner2", DataType::Int8, false));
/// let f3 = Arc::new(Field::new(
/// "c",
/// DataType::Struct(vec![f3_inner1.clone(), f3_inner2.clone()].into()),
/// false
/// ));
///
/// let mut schema = Schema::new(vec![
/// f1.clone(), f2.clone(), f3.clone()
/// ]);
/// assert_eq!(
/// schema.flattened_fields(),
/// vec![
/// f1.as_ref(),
/// f2.as_ref(),
/// f2_inner.as_ref(),
/// f3.as_ref(),
/// f3_inner1.as_ref(),
/// f3_inner2.as_ref()
/// ]
/// );
/// ```
#[inline]
pub fn flattened_fields(&self) -> Vec<&Field> {
self.fields.iter().flat_map(|f| f.fields()).collect()
}
/// Returns a vector with references to all fields (including nested fields)
#[deprecated(since = "52.2.0", note = "Use `flattened_fields` instead")]
#[inline]
pub fn all_fields(&self) -> Vec<&Field> {
self.flattened_fields()
}
/// Returns an immutable reference of a specific [`Field`] instance selected using an
/// offset within the internal `fields` vector.
///
/// # Panics
///
/// Panics if index out of bounds
pub fn field(&self, i: usize) -> &Field {
&self.fields[i]
}
/// Returns an immutable reference of a specific [`Field`] instance selected by name.
pub fn field_with_name(&self, name: &str) -> Result<&Field, ArrowError> {
Ok(&self.fields[self.index_of(name)?])
}
/// Returns a vector of immutable references to all [`Field`] instances selected by
/// the dictionary ID they use.
pub fn fields_with_dict_id(&self, dict_id: i64) -> Vec<&Field> {
self.fields
.iter()
.flat_map(|f| f.fields_with_dict_id(dict_id))
.collect()
}
/// Find the index of the column with the given name.
pub fn index_of(&self, name: &str) -> Result<usize, ArrowError> {
let (idx, _) = self.fields().find(name).ok_or_else(|| {
let valid_fields: Vec<_> = self.fields.iter().map(|f| f.name()).collect();
ArrowError::SchemaError(format!(
"Unable to get field named \"{name}\". Valid fields: {valid_fields:?}"
))
})?;
Ok(idx)
}
/// Returns an immutable reference to the Map of custom metadata key-value pairs.
#[inline]
pub const fn metadata(&self) -> &HashMap<String, String> {
&self.metadata
}
/// Look up a column by name and return a immutable reference to the column along with
/// its index.
pub fn column_with_name(&self, name: &str) -> Option<(usize, &Field)> {
let (idx, field) = self.fields.find(name)?;
Some((idx, field.as_ref()))
}
/// Check to see if `self` is a superset of `other` schema.
///
/// In particular returns true if `self.metadata` is a superset of `other.metadata`
/// and [`Fields::contains`] for `self.fields` and `other.fields`
///
/// In other words, any record that conforms to `other` should also conform to `self`.
pub fn contains(&self, other: &Schema) -> bool {
// make sure self.metadata is a superset of other.metadata
self.fields.contains(&other.fields)
&& other
.metadata
.iter()
.all(|(k, v1)| self.metadata.get(k).map(|v2| v1 == v2).unwrap_or_default())
}
/// Remove field by index and return it. Recommend to use [`SchemaBuilder`]
/// if you are looking to remove multiple columns, as this will save allocations.
///
/// # Panic
///
/// Panics if `index` is out of bounds.
///
/// # Example
///
/// ```
/// use arrow_schema::{DataType, Field, Schema};
/// let mut schema = Schema::new(vec![
/// Field::new("a", DataType::Boolean, false),
/// Field::new("b", DataType::Int8, false),
/// Field::new("c", DataType::Utf8, false),
/// ]);
/// assert_eq!(schema.fields.len(), 3);
/// assert_eq!(schema.remove(1), Field::new("b", DataType::Int8, false).into());
/// assert_eq!(schema.fields.len(), 2);
/// ```
#[deprecated(note = "Use SchemaBuilder::remove")]
#[doc(hidden)]
#[allow(deprecated)]
pub fn remove(&mut self, index: usize) -> FieldRef {
self.fields.remove(index)
}
}
impl fmt::Display for Schema {
fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
f.write_str(
&self
.fields
.iter()
.map(|c| c.to_string())
.collect::<Vec<String>>()
.join(", "),
)
}
}
// need to implement `Hash` manually because `HashMap` implement Eq but no `Hash`
#[allow(clippy::derived_hash_with_manual_eq)]
impl Hash for Schema {
fn hash<H: std::hash::Hasher>(&self, state: &mut H) {
self.fields.hash(state);
// ensure deterministic key order
let mut keys: Vec<&String> = self.metadata.keys().collect();
keys.sort();
for k in keys {
k.hash(state);
self.metadata.get(k).expect("key valid").hash(state);
}
}
}
#[cfg(test)]
mod tests {
use crate::datatype::DataType;
use crate::{TimeUnit, UnionMode};
use super::*;
#[test]
#[cfg(feature = "serde")]
fn test_ser_de_metadata() {
// ser/de with empty metadata
let schema = Schema::new(vec![
Field::new("name", DataType::Utf8, false),
Field::new("address", DataType::Utf8, false),
Field::new("priority", DataType::UInt8, false),
]);
let json = serde_json::to_string(&schema).unwrap();
let de_schema = serde_json::from_str(&json).unwrap();
assert_eq!(schema, de_schema);
// ser/de with non-empty metadata
let schema =
schema.with_metadata([("key".to_owned(), "val".to_owned())].into_iter().collect());
let json = serde_json::to_string(&schema).unwrap();
let de_schema = serde_json::from_str(&json).unwrap();
assert_eq!(schema, de_schema);
}
#[test]
fn test_projection() {
let mut metadata = HashMap::new();
metadata.insert("meta".to_string(), "data".to_string());
let schema = Schema::new(vec![
Field::new("name", DataType::Utf8, false),
Field::new("address", DataType::Utf8, false),
Field::new("priority", DataType::UInt8, false),
])
.with_metadata(metadata);
let projected: Schema = schema.project(&[0, 2]).unwrap();
assert_eq!(projected.fields().len(), 2);
assert_eq!(projected.fields()[0].name(), "name");
assert_eq!(projected.fields()[1].name(), "priority");
assert_eq!(projected.metadata.get("meta").unwrap(), "data")
}
#[test]
fn test_oob_projection() {
let mut metadata = HashMap::new();
metadata.insert("meta".to_string(), "data".to_string());
let schema = Schema::new(vec![
Field::new("name", DataType::Utf8, false),
Field::new("address", DataType::Utf8, false),
Field::new("priority", DataType::UInt8, false),
])
.with_metadata(metadata);
let projected = schema.project(&[0, 3]);
assert!(projected.is_err());
if let Err(e) = projected {
assert_eq!(
e.to_string(),
"Schema error: project index 3 out of bounds, max field 3".to_string()
)
}
}
#[test]
fn test_schema_contains() {
let mut metadata1 = HashMap::new();
metadata1.insert("meta".to_string(), "data".to_string());
let schema1 = Schema::new(vec![
Field::new("name", DataType::Utf8, false),
Field::new("address", DataType::Utf8, false),
Field::new("priority", DataType::UInt8, false),
])
.with_metadata(metadata1.clone());
let mut metadata2 = HashMap::new();
metadata2.insert("meta".to_string(), "data".to_string());
metadata2.insert("meta2".to_string(), "data".to_string());
let schema2 = Schema::new(vec![
Field::new("name", DataType::Utf8, false),
Field::new("address", DataType::Utf8, false),
Field::new("priority", DataType::UInt8, false),
])
.with_metadata(metadata2);
// reflexivity
assert!(schema1.contains(&schema1));
assert!(schema2.contains(&schema2));
assert!(!schema1.contains(&schema2));
assert!(schema2.contains(&schema1));
}
#[test]
fn schema_equality() {
let schema1 = Schema::new(vec![
Field::new("c1", DataType::Utf8, false),
Field::new("c2", DataType::Float64, true),
Field::new("c3", DataType::LargeBinary, true),
]);
let schema2 = Schema::new(vec![
Field::new("c1", DataType::Utf8, false),
Field::new("c2", DataType::Float64, true),
Field::new("c3", DataType::LargeBinary, true),
]);
assert_eq!(schema1, schema2);
let schema3 = Schema::new(vec![
Field::new("c1", DataType::Utf8, false),
Field::new("c2", DataType::Float32, true),
]);
let schema4 = Schema::new(vec![
Field::new("C1", DataType::Utf8, false),
Field::new("C2", DataType::Float64, true),
]);
assert_ne!(schema1, schema3);
assert_ne!(schema1, schema4);
assert_ne!(schema2, schema3);
assert_ne!(schema2, schema4);
assert_ne!(schema3, schema4);
let f = Field::new("c1", DataType::Utf8, false).with_metadata(
[("foo".to_string(), "bar".to_string())]
.iter()
.cloned()
.collect(),
);
let schema5 = Schema::new(vec![
f,
Field::new("c2", DataType::Float64, true),
Field::new("c3", DataType::LargeBinary, true),
]);
assert_ne!(schema1, schema5);
}
#[test]
fn create_schema_string() {
let schema = person_schema();
assert_eq!(schema.to_string(),
"Field { name: \"first_name\", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {\"k\": \"v\"} }, \
Field { name: \"last_name\", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {} }, \
Field { name: \"address\", data_type: Struct([\
Field { name: \"street\", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {} }, \
Field { name: \"zip\", data_type: UInt16, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {} }\
]), nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {} }, \
Field { name: \"interests\", data_type: Dictionary(Int32, Utf8), nullable: true, dict_id: 123, dict_is_ordered: true, metadata: {} }")
}
#[test]
fn schema_field_accessors() {
let schema = person_schema();
// test schema accessors
assert_eq!(schema.fields().len(), 4);
// test field accessors
let first_name = &schema.fields()[0];
assert_eq!(first_name.name(), "first_name");
assert_eq!(first_name.data_type(), &DataType::Utf8);
assert!(!first_name.is_nullable());
assert_eq!(first_name.dict_id(), None);
assert_eq!(first_name.dict_is_ordered(), None);
let metadata = first_name.metadata();
assert!(!metadata.is_empty());
let md = &metadata;
assert_eq!(md.len(), 1);
let key = md.get("k");
assert!(key.is_some());
assert_eq!(key.unwrap(), "v");
let interests = &schema.fields()[3];
assert_eq!(interests.name(), "interests");
assert_eq!(
interests.data_type(),
&DataType::Dictionary(Box::new(DataType::Int32), Box::new(DataType::Utf8))
);
assert_eq!(interests.dict_id(), Some(123));
assert_eq!(interests.dict_is_ordered(), Some(true));
}
#[test]
#[should_panic(
expected = "Unable to get field named \\\"nickname\\\". Valid fields: [\\\"first_name\\\", \\\"last_name\\\", \\\"address\\\", \\\"interests\\\"]"
)]
fn schema_index_of() {
let schema = person_schema();
assert_eq!(schema.index_of("first_name").unwrap(), 0);
assert_eq!(schema.index_of("last_name").unwrap(), 1);
schema.index_of("nickname").unwrap();
}
#[test]
#[should_panic(
expected = "Unable to get field named \\\"nickname\\\". Valid fields: [\\\"first_name\\\", \\\"last_name\\\", \\\"address\\\", \\\"interests\\\"]"
)]
fn schema_field_with_name() {
let schema = person_schema();
assert_eq!(
schema.field_with_name("first_name").unwrap().name(),
"first_name"
);
assert_eq!(
schema.field_with_name("last_name").unwrap().name(),
"last_name"
);
schema.field_with_name("nickname").unwrap();
}
#[test]
fn schema_field_with_dict_id() {
let schema = person_schema();
let fields_dict_123: Vec<_> = schema
.fields_with_dict_id(123)
.iter()
.map(|f| f.name())
.collect();
assert_eq!(fields_dict_123, vec!["interests"]);
assert!(schema.fields_with_dict_id(456).is_empty());
}
fn person_schema() -> Schema {
let kv_array = [("k".to_string(), "v".to_string())];
let field_metadata: HashMap<String, String> = kv_array.iter().cloned().collect();
let first_name =
Field::new("first_name", DataType::Utf8, false).with_metadata(field_metadata);
Schema::new(vec![
first_name,
Field::new("last_name", DataType::Utf8, false),
Field::new(
"address",
DataType::Struct(Fields::from(vec![
Field::new("street", DataType::Utf8, false),
Field::new("zip", DataType::UInt16, false),
])),
false,
),
Field::new_dict(
"interests",
DataType::Dictionary(Box::new(DataType::Int32), Box::new(DataType::Utf8)),
true,
123,
true,
),
])
}
#[test]
fn test_try_merge_field_with_metadata() {
// 1. Different values for the same key should cause error.
let metadata1: HashMap<String, String> = [("foo".to_string(), "bar".to_string())]
.iter()
.cloned()
.collect();
let f1 = Field::new("first_name", DataType::Utf8, false).with_metadata(metadata1);
let metadata2: HashMap<String, String> = [("foo".to_string(), "baz".to_string())]
.iter()
.cloned()
.collect();
let f2 = Field::new("first_name", DataType::Utf8, false).with_metadata(metadata2);
assert!(Schema::try_merge(vec![Schema::new(vec![f1]), Schema::new(vec![f2])]).is_err());
// 2. None + Some
let mut f1 = Field::new("first_name", DataType::Utf8, false);
let metadata2: HashMap<String, String> = [("missing".to_string(), "value".to_string())]
.iter()
.cloned()
.collect();
let f2 = Field::new("first_name", DataType::Utf8, false).with_metadata(metadata2);
assert!(f1.try_merge(&f2).is_ok());
assert!(!f1.metadata().is_empty());
assert_eq!(f1.metadata(), f2.metadata());
// 3. Some + Some
let mut f1 = Field::new("first_name", DataType::Utf8, false).with_metadata(
[("foo".to_string(), "bar".to_string())]
.iter()
.cloned()
.collect(),
);
let f2 = Field::new("first_name", DataType::Utf8, false).with_metadata(
[("foo2".to_string(), "bar2".to_string())]
.iter()
.cloned()
.collect(),
);
assert!(f1.try_merge(&f2).is_ok());
assert!(!f1.metadata().is_empty());
assert_eq!(
f1.metadata().clone(),
[
("foo".to_string(), "bar".to_string()),
("foo2".to_string(), "bar2".to_string())
]
.iter()
.cloned()
.collect()
);
// 4. Some + None.
let mut f1 = Field::new("first_name", DataType::Utf8, false).with_metadata(
[("foo".to_string(), "bar".to_string())]
.iter()
.cloned()
.collect(),
);
let f2 = Field::new("first_name", DataType::Utf8, false);
assert!(f1.try_merge(&f2).is_ok());
assert!(!f1.metadata().is_empty());
assert_eq!(
f1.metadata().clone(),
[("foo".to_string(), "bar".to_string())]
.iter()
.cloned()
.collect()
);
// 5. None + None.
let mut f1 = Field::new("first_name", DataType::Utf8, false);
let f2 = Field::new("first_name", DataType::Utf8, false);
assert!(f1.try_merge(&f2).is_ok());
assert!(f1.metadata().is_empty());
}
#[test]
fn test_schema_merge() {
let merged = Schema::try_merge(vec![
Schema::new(vec![
Field::new("first_name", DataType::Utf8, false),
Field::new("last_name", DataType::Utf8, false),
Field::new(
"address",
DataType::Struct(vec![Field::new("zip", DataType::UInt16, false)].into()),
false,
),
]),
Schema::new_with_metadata(
vec![
// nullable merge
Field::new("last_name", DataType::Utf8, true),
Field::new(
"address",
DataType::Struct(Fields::from(vec![
// add new nested field
Field::new("street", DataType::Utf8, false),
// nullable merge on nested field
Field::new("zip", DataType::UInt16, true),
])),
false,
),
// new field
Field::new("number", DataType::Utf8, true),
],
[("foo".to_string(), "bar".to_string())]
.iter()
.cloned()
.collect::<HashMap<String, String>>(),
),
])
.unwrap();
assert_eq!(
merged,
Schema::new_with_metadata(
vec![
Field::new("first_name", DataType::Utf8, false),
Field::new("last_name", DataType::Utf8, true),
Field::new(
"address",
DataType::Struct(Fields::from(vec![
Field::new("zip", DataType::UInt16, true),
Field::new("street", DataType::Utf8, false),
])),
false,
),
Field::new("number", DataType::Utf8, true),
],
[("foo".to_string(), "bar".to_string())]
.iter()
.cloned()
.collect::<HashMap<String, String>>()
)
);
// support merge union fields
assert_eq!(
Schema::try_merge(vec![
Schema::new(vec![Field::new_union(
"c1",
vec![0, 1],
vec![
Field::new("c11", DataType::Utf8, true),
Field::new("c12", DataType::Utf8, true),
],
UnionMode::Dense
),]),
Schema::new(vec![Field::new_union(
"c1",
vec![1, 2],
vec![
Field::new("c12", DataType::Utf8, true),
Field::new("c13", DataType::Time64(TimeUnit::Second), true),
],
UnionMode::Dense
),])
])
.unwrap(),
Schema::new(vec![Field::new_union(
"c1",
vec![0, 1, 2],
vec![
Field::new("c11", DataType::Utf8, true),
Field::new("c12", DataType::Utf8, true),
Field::new("c13", DataType::Time64(TimeUnit::Second), true),
],
UnionMode::Dense
),]),
);
// incompatible field should throw error
assert!(Schema::try_merge(vec![
Schema::new(vec![
Field::new("first_name", DataType::Utf8, false),
Field::new("last_name", DataType::Utf8, false),
]),
Schema::new(vec![Field::new("last_name", DataType::Int64, false),])
])
.is_err());
// incompatible metadata should throw error
let res = Schema::try_merge(vec![
Schema::new_with_metadata(
vec![Field::new("first_name", DataType::Utf8, false)],
[("foo".to_string(), "bar".to_string())]
.iter()
.cloned()
.collect::<HashMap<String, String>>(),
),
Schema::new_with_metadata(
vec![Field::new("last_name", DataType::Utf8, false)],
[("foo".to_string(), "baz".to_string())]
.iter()
.cloned()
.collect::<HashMap<String, String>>(),
),
])
.unwrap_err();
let expected = "Fail to merge schema due to conflicting metadata. Key 'foo' has different values 'bar' and 'baz'";
assert!(
res.to_string().contains(expected),
"Could not find expected string '{expected}' in '{res}'"
);
}
#[test]
fn test_schema_builder_change_field() {
let mut builder = SchemaBuilder::new();
builder.push(Field::new("a", DataType::Int32, false));
builder.push(Field::new("b", DataType::Utf8, false));
*builder.field_mut(1) = Arc::new(Field::new("c", DataType::Int32, false));
assert_eq!(
builder.fields,
vec![
Arc::new(Field::new("a", DataType::Int32, false)),
Arc::new(Field::new("c", DataType::Int32, false))
]
);
}
#[test]
fn test_schema_builder_reverse() {
let mut builder = SchemaBuilder::new();
builder.push(Field::new("a", DataType::Int32, false));
builder.push(Field::new("b", DataType::Utf8, true));
builder.reverse();
assert_eq!(
builder.fields,
vec![
Arc::new(Field::new("b", DataType::Utf8, true)),
Arc::new(Field::new("a", DataType::Int32, false))
]
);
}
#[test]
fn test_schema_builder_metadata() {
let mut metadata = HashMap::with_capacity(1);
metadata.insert("key".to_string(), "value".to_string());
let fields = vec![Field::new("test", DataType::Int8, true)];
let mut builder: SchemaBuilder = Schema::new(fields).with_metadata(metadata).into();
builder.metadata_mut().insert("k".into(), "v".into());
let out = builder.finish();
assert_eq!(out.metadata.len(), 2);
assert_eq!(out.metadata["k"], "v");
assert_eq!(out.metadata["key"], "value");
}
}