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// Copyright 2018 Flavien Raynaud.
// Copyright Materialize, Inc. and contributors. All rights reserved.
//
// Licensed 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 in the LICENSE file at the
// root of this repository, or online 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.
//
// This file is derived from the avro-rs project, available at
// https://github.com/flavray/avro-rs. It was incorporated
// directly into Materialize on March 3, 2020.
//
// The original source code is subject to the terms of the MIT license, a copy
// of which can be found in the LICENSE file at the root of this repository.
//! Logic handling the intermediate representation of Avro values.
use std::collections::BTreeMap;
use std::fmt;
use chrono::NaiveDateTime;
use enum_kinds::EnumKind;
use serde_json::Value as JsonValue;
use crate::schema::{RecordField, SchemaNode, SchemaPiece, SchemaPieceOrNamed};
/// Describes errors happened while performing schema resolution on Avro data.
#[derive(Clone, Debug, Eq, PartialEq)]
pub struct SchemaResolutionError(pub String);
impl SchemaResolutionError {
pub fn new<S>(msg: S) -> SchemaResolutionError
where
S: Into<String>,
{
SchemaResolutionError(msg.into())
}
}
impl fmt::Display for SchemaResolutionError {
fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
self.0.fmt(f)
}
}
impl std::error::Error for SchemaResolutionError {}
#[derive(Clone, Debug, PartialEq)]
pub struct DecimalValue {
/// An unscaled two's-complement integer value in big-endian byte order.
pub unscaled: Vec<u8>,
pub precision: usize,
pub scale: usize,
}
#[derive(Clone, Copy, Debug, PartialEq, EnumKind)] // Can't be Eq because there are floats
#[enum_kind(ScalarKind)]
pub enum Scalar {
Null,
Boolean(bool),
Int(i32),
Long(i64),
Float(f32),
Double(f64),
Date(i32),
Timestamp(NaiveDateTime),
}
impl From<Scalar> for Value {
fn from(s: Scalar) -> Self {
match s {
Scalar::Null => Value::Null,
Scalar::Boolean(v) => Value::Boolean(v),
Scalar::Int(v) => Value::Int(v),
Scalar::Long(v) => Value::Long(v),
Scalar::Float(v) => Value::Float(v),
Scalar::Double(v) => Value::Double(v),
Scalar::Date(v) => Value::Date(v),
Scalar::Timestamp(v) => Value::Timestamp(v),
}
}
}
/// Represents any valid Avro value
/// More information about Avro values can be found in the
/// [Avro Specification](https://avro.apache.org/docs/current/spec.html#schemas)
#[derive(Clone, Debug, PartialEq)]
pub enum Value {
// Fixed-length types
/// A `null` Avro value.
Null,
/// A `boolean` Avro value.
Boolean(bool),
/// A `int` Avro value.
Int(i32),
/// A `long` Avro value.
Long(i64),
/// A `float` Avro value.
Float(f32),
/// A `double` Avro value.
Double(f64),
/// A `Date` coming from an avro Logical `Date`, which is an i32 number of
/// days since the Unix epoch.
Date(i32),
/// A `DateTime` coming from an avro Logical `Timestamp`
Timestamp(NaiveDateTime),
// Variable-length types
/// A `decimal` Avro value
///
/// The value of the decimal can be computed as follows:
/// <em>unscaled</em> × 10<sup>-<em>scale</em></sup>.
Decimal(DecimalValue),
/// A `bytes` Avro value.
Bytes(Vec<u8>),
/// A `string` Avro value.
String(String),
/// A `fixed` Avro value.
/// The size of the fixed value is represented as a `usize`.
Fixed(usize, Vec<u8>),
/// An `enum` Avro value.
///
/// An Enum is represented by a symbol and its position in the symbols list
/// of its corresponding schema.
/// This allows schema-less encoding, as well as schema resolution while
/// reading values.
Enum(usize, String),
/// An `union` Avro value.
Union {
/// The index of this variant in the reader schema
index: usize,
/// The value of the variant
inner: Box<Value>,
// The next two metadata fields are necessary for the Materialize "flattened unions" decoding strategy to work properly.
/// The number of variants in the reader schema
n_variants: usize,
/// Which variant is null in the reader schema.
null_variant: Option<usize>,
},
/// An `array` Avro value.
Array(Vec<Value>),
/// A `map` Avro value.
Map(BTreeMap<String, Value>),
/// A `record` Avro value.
///
/// A Record is represented by a vector of (`<field name>`, `value`).
/// This allows schema-less encoding.
///
/// See [Record](types.Record) for a more user-friendly support.
Record(Vec<(String, Value)>),
/// A `string` Avro value that has been interpreted as JSON.
///
/// This is not part of the Avro spec, but is emitted by Debezium,
/// and distinguished by setting the `"connect.name"` property to `"io.debezium.data.Json"`.
Json(serde_json::Value),
/// A `Uuid` coming from an avro Logical `uuid`.
Uuid(uuid::Uuid),
}
/// Any structure implementing the [ToAvro](trait.ToAvro.html) trait will be usable
/// from a [Writer](../writer/struct.Writer.html).
pub trait ToAvro {
/// Transforms this value into an Avro-compatible [`Value`].
fn avro(self) -> Value;
}
macro_rules! to_avro(
($t:ty, $v:expr) => (
impl ToAvro for $t {
fn avro(self) -> Value {
$v(self)
}
}
);
);
to_avro!(bool, Value::Boolean);
to_avro!(i32, Value::Int);
to_avro!(i64, Value::Long);
to_avro!(f32, Value::Float);
to_avro!(f64, Value::Double);
to_avro!(String, Value::String);
impl ToAvro for () {
fn avro(self) -> Value {
Value::Null
}
}
impl ToAvro for usize {
fn avro(self) -> Value {
(self as i64).avro()
}
}
impl<'a> ToAvro for &'a str {
fn avro(self) -> Value {
Value::String(self.to_owned())
}
}
impl<'a> ToAvro for &'a [u8] {
fn avro(self) -> Value {
Value::Bytes(self.to_owned())
}
}
impl<T> ToAvro for BTreeMap<String, T>
where
T: ToAvro,
{
fn avro(self) -> Value {
Value::Map(
self.into_iter()
.map(|(key, value)| (key, value.avro()))
.collect::<_>(),
)
}
}
impl<'a, T> ToAvro for BTreeMap<&'a str, T>
where
T: ToAvro,
{
fn avro(self) -> Value {
Value::Map(
self.into_iter()
.map(|(key, value)| (key.to_owned(), value.avro()))
.collect::<_>(),
)
}
}
impl ToAvro for Value {
fn avro(self) -> Value {
self
}
}
/*
impl<S: Serialize> ToAvro for S {
fn avro(self) -> Value {
use ser::Serializer;
self.serialize(&mut Serializer::new()).unwrap()
}
}
*/
impl Default for Value {
fn default() -> Self {
Value::Null
}
}
/// Utility interface to build `Value::Record` objects.
#[derive(Debug, Clone)]
pub struct Record<'a> {
/// List of fields contained in the record.
/// Ordered according to the fields in the schema given to create this
/// `Record` object. Any unset field defaults to `Value::Null`.
pub fields: Vec<(String, Value)>,
schema_lookup: &'a BTreeMap<String, usize>,
schema_fields: &'a Vec<RecordField>,
}
impl<'a> Record<'a> {
/// Create a `Record` given a `SchemaNode`.
///
/// If the `SchemaNode` is not a `SchemaPiece::Record` variant, `None` will be returned.
pub fn new(schema: SchemaNode<'a>) -> Option<Record<'a>> {
let ret = match schema.inner {
SchemaPiece::Record {
fields: schema_fields,
lookup: schema_lookup,
..
} => {
let mut fields = Vec::with_capacity(schema_fields.len());
for schema_field in schema_fields.iter() {
fields.push((schema_field.name.clone(), Value::Null));
}
Some(Record {
fields,
schema_lookup,
schema_fields,
})
}
_ => None,
};
ret
}
/// Put a compatible value (implementing the `ToAvro` trait) in the
/// `Record` for a given `field` name.
///
/// **NOTE** Only ensure that the field name is present in the `SchemaNode` given when creating
/// this `Record`. Does not perform any schema validation.
pub fn put<V>(&mut self, field: &str, value: V)
where
V: ToAvro,
{
if let Some(&position) = self.schema_lookup.get(field) {
self.fields[position].1 = value.avro()
}
}
/// Get the field description corresponding to the given name.
pub fn field_by_name(&self, name: &str) -> Option<&'a RecordField> {
self.schema_lookup
.get(name)
.map(|idx| &self.schema_fields[*idx])
}
}
impl<'a> ToAvro for Record<'a> {
fn avro(self) -> Value {
Value::Record(self.fields)
}
}
impl ToAvro for JsonValue {
fn avro(self) -> Value {
match self {
JsonValue::Null => Value::Null,
JsonValue::Bool(b) => Value::Boolean(b),
JsonValue::Number(ref n) if n.is_i64() => Value::Long(n.as_i64().unwrap()),
JsonValue::Number(ref n) if n.is_f64() => Value::Double(n.as_f64().unwrap()),
JsonValue::Number(n) => Value::Long(n.as_u64().unwrap() as i64), // TODO: Not so great
JsonValue::String(s) => Value::String(s),
JsonValue::Array(items) => {
Value::Array(items.into_iter().map(|item| item.avro()).collect::<_>())
}
JsonValue::Object(items) => Value::Map(
items
.into_iter()
.map(|(key, value)| (key, value.avro()))
.collect::<_>(),
),
}
}
}
impl Value {
/// Validate the value against the given [Schema2](../schema/enum.Schema.html).
///
/// See the [Avro specification](https://avro.apache.org/docs/current/spec.html)
/// for the full set of rules of schema validation.
pub fn validate(&self, schema: SchemaNode) -> bool {
match (self, schema.inner) {
(&Value::Null, SchemaPiece::Null) => true,
(&Value::Boolean(_), SchemaPiece::Boolean) => true,
(&Value::Int(_), SchemaPiece::Int) => true,
(&Value::Long(_), SchemaPiece::Long) => true,
(&Value::Float(_), SchemaPiece::Float) => true,
(&Value::Double(_), SchemaPiece::Double) => true,
(&Value::Date(_), SchemaPiece::Date) => true,
(&Value::Timestamp(_), SchemaPiece::TimestampMicro) => true,
(&Value::Timestamp(_), SchemaPiece::TimestampMilli) => true,
(
&Value::Decimal(DecimalValue {
precision: vp,
scale: vs,
..
}),
SchemaPiece::Decimal {
precision: sp,
scale: ss,
fixed_size: _,
},
) => vp == *sp && vs == *ss,
(&Value::Bytes(_), SchemaPiece::Bytes) => true,
(&Value::String(_), SchemaPiece::String) => true,
(&Value::Fixed(n, _), SchemaPiece::Fixed { size }) => n == *size,
(&Value::String(ref s), SchemaPiece::Enum { symbols, .. }) => symbols.contains(s),
(&Value::Enum(i, ref s), SchemaPiece::Enum { symbols, .. }) => {
symbols.get(i).map(|symbol| symbol == s).unwrap_or(false)
}
(
&Value::Union {
index,
ref inner,
n_variants,
null_variant,
},
SchemaPiece::Union(schema_inner),
) => {
schema_inner.variants().len() > index
&& n_variants == schema_inner.variants().len()
&& inner.validate(schema.step(&schema_inner.variants()[index]))
&& match null_variant {
None => !schema_inner
.variants()
.iter()
.any(|v| v == &SchemaPieceOrNamed::Piece(SchemaPiece::Null)),
Some(null_variant_idx) => {
schema_inner.variants().get(null_variant_idx)
== Some(&SchemaPieceOrNamed::Piece(SchemaPiece::Null))
}
}
}
(&Value::Array(ref items), SchemaPiece::Array(inner)) => {
let node = schema.step(&**inner);
items.iter().all(|item| item.validate(node))
}
(&Value::Map(ref items), SchemaPiece::Map(inner)) => {
let node = schema.step(&**inner);
items.iter().all(|(_, value)| value.validate(node))
}
(&Value::Record(ref record_fields), SchemaPiece::Record { fields, .. }) => {
fields.len() == record_fields.len()
&& fields.iter().zip(record_fields.iter()).all(
|(field, &(ref name, ref value))| {
let node = schema.step(&field.schema);
field.name == *name && value.validate(node)
},
)
}
(Value::Json(_), SchemaPiece::Json) => true,
(Value::Uuid(_), SchemaPiece::Uuid) => true,
_ => false,
}
}
// TODO - `into_` functions for all possible Value variants (perhaps generate this using a macro?)
pub fn into_string(self) -> Option<String> {
match self {
Value::String(s) => Some(s),
_ => None,
}
}
pub fn into_nullable_bool(self) -> Option<bool> {
match self {
Value::Boolean(b) => Some(b),
Value::Union { inner, .. } => inner.into_nullable_bool(),
_ => None,
}
}
pub fn into_integral(self) -> Option<i64> {
match self {
Value::Int(i) => Some(i as i64),
Value::Long(l) => Some(l),
_ => None,
}
}
pub fn into_usize(self) -> Option<usize> {
self.into_integral().and_then(|i| i.try_into().ok())
}
}
#[cfg(test)]
mod tests {
use std::str::FromStr;
use crate::Schema;
use super::*;
#[mz_ore::test]
fn validate() {
let value_schema_valid = vec![
(Value::Int(42), "\"int\"", true),
(Value::Int(42), "\"boolean\"", false),
(
Value::Union {
index: 0,
inner: Box::new(Value::Null),
n_variants: 2,
null_variant: Some(0),
},
r#"["null", "int"]"#,
true,
),
(
Value::Union {
index: 1,
inner: Box::new(Value::Int(42)),
n_variants: 2,
null_variant: Some(0),
},
r#"["null", "int"]"#,
true,
),
(
Value::Union {
index: 1,
inner: Box::new(Value::Null),
n_variants: 2,
null_variant: Some(1),
},
r#"["double", "int"]"#,
false,
),
(
Value::Union {
index: 3,
inner: Box::new(Value::Int(42)),
n_variants: 4,
null_variant: Some(0),
},
r#"["null", "double", "string", "int"]"#,
true,
),
(
Value::Array(vec![Value::Long(42i64)]),
r#"{"type": "array", "items": "long"}"#,
true,
),
(
Value::Array(vec![Value::Boolean(true)]),
r#"{"type": "array", "items": "long"}"#,
false,
),
(Value::Record(vec![]), "\"null\"", false),
];
for (value, schema_str, valid) in value_schema_valid.into_iter() {
let schema = Schema::from_str(schema_str).unwrap();
assert_eq!(
valid,
value.validate(schema.top_node()),
"Schema failed to validate against value: {} {:#?}",
schema_str,
value
);
}
}
#[mz_ore::test]
fn validate_fixed() {
let schema =
Schema::from_str(r#"{"type": "fixed", "size": 4, "name": "some_fixed"}"#).unwrap();
assert!(Value::Fixed(4, vec![0, 0, 0, 0]).validate(schema.top_node()));
assert!(!Value::Fixed(5, vec![0, 0, 0, 0, 0]).validate(schema.top_node()));
}
#[mz_ore::test]
fn validate_enum() {
let schema = Schema::from_str(r#"{"type": "enum", "name": "some_enum", "symbols": ["spades", "hearts", "diamonds", "clubs"]}"#).unwrap();
assert!(Value::Enum(0, "spades".to_string()).validate(schema.top_node()));
assert!(Value::String("spades".to_string()).validate(schema.top_node()));
assert!(!Value::Enum(1, "spades".to_string()).validate(schema.top_node()));
assert!(!Value::String("lorem".to_string()).validate(schema.top_node()));
let other_schema = Schema::from_str(r#"{"type": "enum", "name": "some_other_enum", "symbols": ["hearts", "diamonds", "clubs", "spades"]}"#).unwrap();
assert!(!Value::Enum(0, "spades".to_string()).validate(other_schema.top_node()));
}
#[mz_ore::test]
fn validate_record() {
let schema = Schema::from_str(
r#"{
"type": "record",
"fields": [
{"type": "long", "name": "a"},
{"type": "string", "name": "b"}
],
"name": "some_record"
}"#,
)
.unwrap();
assert!(Value::Record(vec![
("a".to_string(), Value::Long(42i64)),
("b".to_string(), Value::String("foo".to_string())),
])
.validate(schema.top_node()));
assert!(!Value::Record(vec![
("b".to_string(), Value::String("foo".to_string())),
("a".to_string(), Value::Long(42i64)),
])
.validate(schema.top_node()));
assert!(!Value::Record(vec![
("a".to_string(), Value::Boolean(false)),
("b".to_string(), Value::String("foo".to_string())),
])
.validate(schema.top_node()));
assert!(!Value::Record(vec![
("a".to_string(), Value::Long(42i64)),
("c".to_string(), Value::String("foo".to_string())),
])
.validate(schema.top_node()));
assert!(!Value::Record(vec![
("a".to_string(), Value::Long(42i64)),
("b".to_string(), Value::String("foo".to_string())),
("c".to_string(), Value::Null),
])
.validate(schema.top_node()));
}
#[mz_ore::test]
fn validate_decimal() {
assert!(Value::Decimal(DecimalValue {
unscaled: vec![7],
precision: 12,
scale: 5
})
.validate(
Schema::from_str(
r#"
{
"type": "bytes",
"logicalType": "decimal",
"precision": 12,
"scale": 5
}
"#
)
.unwrap()
.top_node()
));
assert!(!Value::Decimal(DecimalValue {
unscaled: vec![7],
precision: 13,
scale: 5
})
.validate(
Schema::from_str(
r#"
{
"type": "bytes",
"logicalType": "decimal",
"precision": 12,
"scale": 5
}
"#
)
.unwrap()
.top_node()
));
}
}