| // 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 crate::schema::{Attributes, ComplexType, PrimitiveType, Record, Schema, TypeName}; |
| use arrow_schema::{ |
| ArrowError, DataType, Field, FieldRef, IntervalUnit, SchemaBuilder, SchemaRef, TimeUnit, |
| }; |
| use std::borrow::Cow; |
| use std::collections::HashMap; |
| use std::sync::Arc; |
| |
| /// Avro types are not nullable, with nullability instead encoded as a union |
| /// where one of the variants is the null type. |
| /// |
| /// To accommodate this we special case two-variant unions where one of the |
| /// variants is the null type, and use this to derive arrow's notion of nullability |
| #[derive(Debug, Copy, Clone)] |
| enum Nulls { |
| /// The nulls are encoded as the first union variant |
| NullFirst, |
| /// The nulls are encoded as the second union variant |
| NullSecond, |
| } |
| |
| /// An Avro datatype mapped to the arrow data model |
| #[derive(Debug, Clone)] |
| pub struct AvroDataType { |
| nulls: Option<Nulls>, |
| metadata: HashMap<String, String>, |
| codec: Codec, |
| } |
| |
| impl AvroDataType { |
| /// Returns an arrow [`Field`] with the given name |
| pub fn field_with_name(&self, name: &str) -> Field { |
| let d = self.codec.data_type(); |
| Field::new(name, d, self.nulls.is_some()).with_metadata(self.metadata.clone()) |
| } |
| } |
| |
| /// A named [`AvroDataType`] |
| #[derive(Debug, Clone)] |
| pub struct AvroField { |
| name: String, |
| data_type: AvroDataType, |
| } |
| |
| impl AvroField { |
| /// Returns the arrow [`Field`] |
| pub fn field(&self) -> Field { |
| self.data_type.field_with_name(&self.name) |
| } |
| |
| /// Returns the [`Codec`] |
| pub fn codec(&self) -> &Codec { |
| &self.data_type.codec |
| } |
| } |
| |
| impl<'a> TryFrom<&Schema<'a>> for AvroField { |
| type Error = ArrowError; |
| |
| fn try_from(schema: &Schema<'a>) -> Result<Self, Self::Error> { |
| match schema { |
| Schema::Complex(ComplexType::Record(r)) => { |
| let mut resolver = Resolver::default(); |
| let data_type = make_data_type(schema, None, &mut resolver)?; |
| Ok(AvroField { |
| data_type, |
| name: r.name.to_string(), |
| }) |
| } |
| _ => Err(ArrowError::ParseError(format!( |
| "Expected record got {schema:?}" |
| ))), |
| } |
| } |
| } |
| |
| /// An Avro encoding |
| /// |
| /// <https://avro.apache.org/docs/1.11.1/specification/#encodings> |
| #[derive(Debug, Clone)] |
| pub enum Codec { |
| Null, |
| Boolean, |
| Int32, |
| Int64, |
| Float32, |
| Float64, |
| Binary, |
| Utf8, |
| Date32, |
| TimeMillis, |
| TimeMicros, |
| /// TimestampMillis(is_utc) |
| TimestampMillis(bool), |
| /// TimestampMicros(is_utc) |
| TimestampMicros(bool), |
| Fixed(i32), |
| List(Arc<AvroDataType>), |
| Struct(Arc<[AvroField]>), |
| Duration, |
| } |
| |
| impl Codec { |
| fn data_type(&self) -> DataType { |
| match self { |
| Self::Null => DataType::Null, |
| Self::Boolean => DataType::Boolean, |
| Self::Int32 => DataType::Int32, |
| Self::Int64 => DataType::Int64, |
| Self::Float32 => DataType::Float32, |
| Self::Float64 => DataType::Float64, |
| Self::Binary => DataType::Binary, |
| Self::Utf8 => DataType::Utf8, |
| Self::Date32 => DataType::Date32, |
| Self::TimeMillis => DataType::Time32(TimeUnit::Millisecond), |
| Self::TimeMicros => DataType::Time64(TimeUnit::Microsecond), |
| Self::TimestampMillis(is_utc) => { |
| DataType::Timestamp(TimeUnit::Millisecond, is_utc.then(|| "+00:00".into())) |
| } |
| Self::TimestampMicros(is_utc) => { |
| DataType::Timestamp(TimeUnit::Microsecond, is_utc.then(|| "+00:00".into())) |
| } |
| Self::Duration => DataType::Interval(IntervalUnit::MonthDayNano), |
| Self::Fixed(size) => DataType::FixedSizeBinary(*size), |
| Self::List(f) => DataType::List(Arc::new(f.field_with_name("item"))), |
| Self::Struct(f) => DataType::Struct(f.iter().map(|x| x.field()).collect()), |
| } |
| } |
| } |
| |
| impl From<PrimitiveType> for Codec { |
| fn from(value: PrimitiveType) -> Self { |
| match value { |
| PrimitiveType::Null => Self::Null, |
| PrimitiveType::Boolean => Self::Boolean, |
| PrimitiveType::Int => Self::Int32, |
| PrimitiveType::Long => Self::Int64, |
| PrimitiveType::Float => Self::Float32, |
| PrimitiveType::Double => Self::Float64, |
| PrimitiveType::Bytes => Self::Binary, |
| PrimitiveType::String => Self::Utf8, |
| } |
| } |
| } |
| |
| /// Resolves Avro type names to [`AvroDataType`] |
| /// |
| /// See <https://avro.apache.org/docs/1.11.1/specification/#names> |
| #[derive(Debug, Default)] |
| struct Resolver<'a> { |
| map: HashMap<(&'a str, &'a str), AvroDataType>, |
| } |
| |
| impl<'a> Resolver<'a> { |
| fn register(&mut self, name: &'a str, namespace: Option<&'a str>, schema: AvroDataType) { |
| self.map.insert((name, namespace.unwrap_or("")), schema); |
| } |
| |
| fn resolve(&self, name: &str, namespace: Option<&'a str>) -> Result<AvroDataType, ArrowError> { |
| let (namespace, name) = name |
| .rsplit_once('.') |
| .unwrap_or_else(|| (namespace.unwrap_or(""), name)); |
| |
| self.map |
| .get(&(namespace, name)) |
| .ok_or_else(|| ArrowError::ParseError(format!("Failed to resolve {namespace}.{name}"))) |
| .cloned() |
| } |
| } |
| |
| /// Parses a [`AvroDataType`] from the provided [`Schema`] and the given `name` and `namespace` |
| /// |
| /// `name`: is name used to refer to `schema` in its parent |
| /// `namespace`: an optional qualifier used as part of a type hierarchy |
| /// |
| /// See [`Resolver`] for more information |
| fn make_data_type<'a>( |
| schema: &Schema<'a>, |
| namespace: Option<&'a str>, |
| resolver: &mut Resolver<'a>, |
| ) -> Result<AvroDataType, ArrowError> { |
| match schema { |
| Schema::TypeName(TypeName::Primitive(p)) => Ok(AvroDataType { |
| nulls: None, |
| metadata: Default::default(), |
| codec: (*p).into(), |
| }), |
| Schema::TypeName(TypeName::Ref(name)) => resolver.resolve(name, namespace), |
| Schema::Union(f) => { |
| // Special case the common case of nullable primitives |
| let null = f |
| .iter() |
| .position(|x| x == &Schema::TypeName(TypeName::Primitive(PrimitiveType::Null))); |
| match (f.len() == 2, null) { |
| (true, Some(0)) => { |
| let mut field = make_data_type(&f[1], namespace, resolver)?; |
| field.nulls = Some(Nulls::NullFirst); |
| Ok(field) |
| } |
| (true, Some(1)) => { |
| let mut field = make_data_type(&f[0], namespace, resolver)?; |
| field.nulls = Some(Nulls::NullSecond); |
| Ok(field) |
| } |
| _ => Err(ArrowError::NotYetImplemented(format!( |
| "Union of {f:?} not currently supported" |
| ))), |
| } |
| } |
| Schema::Complex(c) => match c { |
| ComplexType::Record(r) => { |
| let namespace = r.namespace.or(namespace); |
| let fields = r |
| .fields |
| .iter() |
| .map(|field| { |
| Ok(AvroField { |
| name: field.name.to_string(), |
| data_type: make_data_type(&field.r#type, namespace, resolver)?, |
| }) |
| }) |
| .collect::<Result<_, ArrowError>>()?; |
| |
| let field = AvroDataType { |
| nulls: None, |
| codec: Codec::Struct(fields), |
| metadata: r.attributes.field_metadata(), |
| }; |
| resolver.register(r.name, namespace, field.clone()); |
| Ok(field) |
| } |
| ComplexType::Array(a) => { |
| let mut field = make_data_type(a.items.as_ref(), namespace, resolver)?; |
| Ok(AvroDataType { |
| nulls: None, |
| metadata: a.attributes.field_metadata(), |
| codec: Codec::List(Arc::new(field)), |
| }) |
| } |
| ComplexType::Fixed(f) => { |
| let size = f.size.try_into().map_err(|e| { |
| ArrowError::ParseError(format!("Overflow converting size to i32: {e}")) |
| })?; |
| |
| let field = AvroDataType { |
| nulls: None, |
| metadata: f.attributes.field_metadata(), |
| codec: Codec::Fixed(size), |
| }; |
| resolver.register(f.name, namespace, field.clone()); |
| Ok(field) |
| } |
| ComplexType::Enum(e) => Err(ArrowError::NotYetImplemented(format!( |
| "Enum of {e:?} not currently supported" |
| ))), |
| ComplexType::Map(m) => Err(ArrowError::NotYetImplemented(format!( |
| "Map of {m:?} not currently supported" |
| ))), |
| }, |
| Schema::Type(t) => { |
| let mut field = |
| make_data_type(&Schema::TypeName(t.r#type.clone()), namespace, resolver)?; |
| |
| // https://avro.apache.org/docs/1.11.1/specification/#logical-types |
| match (t.attributes.logical_type, &mut field.codec) { |
| (Some("decimal"), c @ Codec::Fixed(_)) => { |
| return Err(ArrowError::NotYetImplemented( |
| "Decimals are not currently supported".to_string(), |
| )) |
| } |
| (Some("date"), c @ Codec::Int32) => *c = Codec::Date32, |
| (Some("time-millis"), c @ Codec::Int32) => *c = Codec::TimeMillis, |
| (Some("time-micros"), c @ Codec::Int64) => *c = Codec::TimeMicros, |
| (Some("timestamp-millis"), c @ Codec::Int64) => *c = Codec::TimestampMillis(true), |
| (Some("timestamp-micros"), c @ Codec::Int64) => *c = Codec::TimestampMicros(true), |
| (Some("local-timestamp-millis"), c @ Codec::Int64) => { |
| *c = Codec::TimestampMillis(false) |
| } |
| (Some("local-timestamp-micros"), c @ Codec::Int64) => { |
| *c = Codec::TimestampMicros(false) |
| } |
| (Some("duration"), c @ Codec::Fixed(12)) => *c = Codec::Duration, |
| (Some(logical), _) => { |
| // Insert unrecognized logical type into metadata map |
| field.metadata.insert("logicalType".into(), logical.into()); |
| } |
| (None, _) => {} |
| } |
| |
| if !t.attributes.additional.is_empty() { |
| for (k, v) in &t.attributes.additional { |
| field.metadata.insert(k.to_string(), v.to_string()); |
| } |
| } |
| Ok(field) |
| } |
| } |
| } |