risingwave_connector/parser/unified/debezium.rs
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// Copyright 2024 RisingWave Labs
//
// 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 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::str::FromStr;
use itertools::Itertools;
use risingwave_common::catalog::{ColumnCatalog, ColumnDesc, ColumnId};
use risingwave_common::types::{
DataType, Datum, DatumCow, Scalar, ScalarImpl, ScalarRefImpl, Timestamptz, ToDatumRef,
ToOwnedDatum,
};
use risingwave_connector_codec::decoder::AccessExt;
use risingwave_pb::plan_common::additional_column::ColumnType;
use thiserror_ext::AsReport;
use super::{Access, AccessError, AccessResult, ChangeEvent, ChangeEventOperation};
use crate::parser::debezium::schema_change::{SchemaChangeEnvelope, TableSchemaChange};
use crate::parser::schema_change::TableChangeType;
use crate::parser::TransactionControl;
use crate::source::cdc::build_cdc_table_id;
use crate::source::cdc::external::mysql::{
mysql_type_to_rw_type, timestamp_val_to_timestamptz, type_name_to_mysql_type,
};
use crate::source::{ConnectorProperties, SourceColumnDesc};
// Example of Debezium JSON value:
// {
// "payload":
// {
// "before": null,
// "after":
// {
// "O_ORDERKEY": 5,
// "O_CUSTKEY": 44485,
// "O_ORDERSTATUS": "F",
// "O_TOTALPRICE": "144659.20",
// "O_ORDERDATE": "1994-07-30"
// },
// "source":
// {
// "version": "1.9.7.Final",
// "connector": "mysql",
// "name": "RW_CDC_1002",
// "ts_ms": 1695277757000,
// "db": "mydb",
// "sequence": null,
// "table": "orders",
// "server_id": 0,
// "gtid": null,
// "file": "binlog.000008",
// "pos": 3693,
// "row": 0,
// },
// "op": "r",
// "ts_ms": 1695277757017,
// "transaction": null
// }
// }
pub struct DebeziumChangeEvent<A> {
value_accessor: Option<A>,
key_accessor: Option<A>,
is_mongodb: bool,
}
const BEFORE: &str = "before";
const AFTER: &str = "after";
const UPSTREAM_DDL: &str = "ddl";
const SOURCE: &str = "source";
const SOURCE_TS_MS: &str = "ts_ms";
const SOURCE_DB: &str = "db";
const SOURCE_SCHEMA: &str = "schema";
const SOURCE_TABLE: &str = "table";
const SOURCE_COLLECTION: &str = "collection";
const OP: &str = "op";
pub const TRANSACTION_STATUS: &str = "status";
pub const TRANSACTION_ID: &str = "id";
pub const TABLE_CHANGES: &str = "tableChanges";
pub const DEBEZIUM_READ_OP: &str = "r";
pub const DEBEZIUM_CREATE_OP: &str = "c";
pub const DEBEZIUM_UPDATE_OP: &str = "u";
pub const DEBEZIUM_DELETE_OP: &str = "d";
pub const DEBEZIUM_TRANSACTION_STATUS_BEGIN: &str = "BEGIN";
pub const DEBEZIUM_TRANSACTION_STATUS_COMMIT: &str = "END";
pub fn parse_transaction_meta(
accessor: &impl Access,
connector_props: &ConnectorProperties,
) -> AccessResult<TransactionControl> {
if let (Some(ScalarRefImpl::Utf8(status)), Some(ScalarRefImpl::Utf8(id))) = (
accessor
.access(&[TRANSACTION_STATUS], &DataType::Varchar)?
.to_datum_ref(),
accessor
.access(&[TRANSACTION_ID], &DataType::Varchar)?
.to_datum_ref(),
) {
// The id field has different meanings for different databases:
// PG: txID:LSN
// MySQL: source_id:transaction_id (e.g. 3E11FA47-71CA-11E1-9E33-C80AA9429562:23)
// SQL Server: commit_lsn (e.g. 00000027:00000ac0:0002)
match status {
DEBEZIUM_TRANSACTION_STATUS_BEGIN => match *connector_props {
ConnectorProperties::PostgresCdc(_) => {
let (tx_id, _) = id.split_once(':').unwrap();
return Ok(TransactionControl::Begin { id: tx_id.into() });
}
ConnectorProperties::MysqlCdc(_) => {
return Ok(TransactionControl::Begin { id: id.into() });
}
ConnectorProperties::SqlServerCdc(_) => {
return Ok(TransactionControl::Begin { id: id.into() });
}
_ => {}
},
DEBEZIUM_TRANSACTION_STATUS_COMMIT => match *connector_props {
ConnectorProperties::PostgresCdc(_) => {
let (tx_id, _) = id.split_once(':').unwrap();
return Ok(TransactionControl::Commit { id: tx_id.into() });
}
ConnectorProperties::MysqlCdc(_) => {
return Ok(TransactionControl::Commit { id: id.into() });
}
ConnectorProperties::SqlServerCdc(_) => {
return Ok(TransactionControl::Commit { id: id.into() });
}
_ => {}
},
_ => {}
}
}
Err(AccessError::Undefined {
name: "transaction status".into(),
path: TRANSACTION_STATUS.into(),
})
}
macro_rules! jsonb_access_field {
($col:expr, $field:expr, $as_type:tt) => {
$crate::paste! {
$col.access_object_field($field).unwrap().[<as_ $as_type>]().unwrap()
}
};
}
/// Parse the schema change message from Debezium.
/// The layout of MySQL schema change message can refer to
/// <https://debezium.io/documentation/reference/2.6/connectors/mysql.html#mysql-schema-change-topic>
pub fn parse_schema_change(
accessor: &impl Access,
source_id: u32,
connector_props: &ConnectorProperties,
) -> AccessResult<SchemaChangeEnvelope> {
let mut schema_changes = vec![];
let upstream_ddl: String = accessor
.access(&[UPSTREAM_DDL], &DataType::Varchar)?
.to_owned_datum()
.unwrap()
.as_utf8()
.to_string();
if let Some(ScalarRefImpl::List(table_changes)) = accessor
.access(&[TABLE_CHANGES], &DataType::List(Box::new(DataType::Jsonb)))?
.to_datum_ref()
{
for datum in table_changes.iter() {
let jsonb = match datum {
Some(ScalarRefImpl::Jsonb(jsonb)) => jsonb,
_ => unreachable!(""),
};
let id = jsonb_access_field!(jsonb, "id", string);
let ty = jsonb_access_field!(jsonb, "type", string);
let ddl_type: TableChangeType = ty.as_str().into();
if matches!(ddl_type, TableChangeType::Create | TableChangeType::Drop) {
tracing::debug!("skip table schema change for create/drop command");
continue;
}
let mut column_descs: Vec<ColumnDesc> = vec![];
if let Some(table) = jsonb.access_object_field("table")
&& let Some(columns) = table.access_object_field("columns")
{
for col in columns.array_elements().unwrap() {
let name = jsonb_access_field!(col, "name", string);
let type_name = jsonb_access_field!(col, "typeName", string);
let data_type = match *connector_props {
ConnectorProperties::PostgresCdc(_) => {
DataType::from_str(type_name.as_str()).map_err(|err| {
tracing::warn!(error=%err.as_report(), "unsupported postgres type in schema change message");
AccessError::UnsupportedType {
ty: type_name.clone(),
}
})?
}
ConnectorProperties::MysqlCdc(_) => {
let ty = type_name_to_mysql_type(type_name.as_str());
match ty {
Some(ty) => mysql_type_to_rw_type(&ty).map_err(|err| {
tracing::warn!(error=%err.as_report(), "unsupported mysql type in schema change message");
AccessError::UnsupportedType {
ty: type_name.clone(),
}
})?,
None => {
Err(AccessError::UnsupportedType { ty: type_name })?
}
}
}
_ => {
unreachable!()
}
};
// handle default value expression, currently we only support constant expression
let column_desc = match col.access_object_field("defaultValueExpression") {
Some(default_val_expr_str) if !default_val_expr_str.is_jsonb_null() => {
let value_text: Option<String>;
let default_val_expr_str = default_val_expr_str.as_str().unwrap();
match *connector_props {
ConnectorProperties::PostgresCdc(_) => {
// default value of non-number data type will be stored as
// "'value'::type"
match default_val_expr_str
.split("::")
.map(|s| s.trim_matches('\''))
.next()
{
None => {
value_text = None;
}
Some(val_text) => {
value_text = Some(val_text.to_string());
}
}
}
ConnectorProperties::MysqlCdc(_) => {
// mysql timestamp is mapped to timestamptz, we use UTC timezone to
// interpret its value
if data_type == DataType::Timestamptz {
value_text = Some(timestamp_val_to_timestamptz(default_val_expr_str).map_err(|err| {
tracing::error!(target: "auto_schema_change", error=%err.as_report(), "failed to convert timestamp value to timestamptz");
AccessError::TypeError {
expected: "timestamp in YYYY-MM-DD HH:MM:SS".into(),
got: data_type.to_string(),
value: default_val_expr_str.to_string(),
}
})?);
} else {
value_text = Some(default_val_expr_str.to_string());
}
}
_ => {
unreachable!("connector doesn't support schema change")
}
}
let snapshot_value: Datum = if let Some(value_text) = value_text {
Some(ScalarImpl::from_text(value_text.as_str(), &data_type).map_err(
|err| {
tracing::error!(target: "auto_schema_change", error=%err.as_report(), "failed to parse default value expression");
AccessError::TypeError {
expected: "constant expression".into(),
got: data_type.to_string(),
value: value_text,
}
},
)?)
} else {
None
};
if snapshot_value.is_none() {
tracing::warn!(target: "auto_schema_change", "failed to parse default value expression: {}", default_val_expr_str);
ColumnDesc::named(name, ColumnId::placeholder(), data_type)
} else {
ColumnDesc::named_with_default_value(
name,
ColumnId::placeholder(),
data_type,
snapshot_value,
)
}
}
_ => ColumnDesc::named(name, ColumnId::placeholder(), data_type),
};
column_descs.push(column_desc);
}
}
// concatenate the source_id to the cdc_table_id
let cdc_table_id = build_cdc_table_id(source_id, id.replace('"', "").as_str());
schema_changes.push(TableSchemaChange {
cdc_table_id,
columns: column_descs
.into_iter()
.map(|column_desc| ColumnCatalog {
column_desc,
is_hidden: false,
})
.collect_vec(),
change_type: ty.as_str().into(),
upstream_ddl: upstream_ddl.clone(),
});
}
Ok(SchemaChangeEnvelope {
table_changes: schema_changes,
})
} else {
Err(AccessError::Undefined {
name: "table schema change".into(),
path: TABLE_CHANGES.into(),
})
}
}
impl<A> DebeziumChangeEvent<A>
where
A: Access,
{
/// Panic: one of the `key_accessor` or `value_accessor` must be provided.
pub fn new(key_accessor: Option<A>, value_accessor: Option<A>) -> Self {
assert!(key_accessor.is_some() || value_accessor.is_some());
Self {
value_accessor,
key_accessor,
is_mongodb: false,
}
}
pub fn new_mongodb_event(key_accessor: Option<A>, value_accessor: Option<A>) -> Self {
assert!(key_accessor.is_some() || value_accessor.is_some());
Self {
value_accessor,
key_accessor,
is_mongodb: true,
}
}
/// Returns the transaction metadata if exists.
///
/// See the [doc](https://debezium.io/documentation/reference/2.3/connectors/postgresql.html#postgresql-transaction-metadata) of Debezium for more details.
pub(crate) fn transaction_control(
&self,
connector_props: &ConnectorProperties,
) -> Option<TransactionControl> {
// Ignore if `value_accessor` is not provided or there's any error when
// trying to parse the transaction metadata.
self.value_accessor
.as_ref()
.and_then(|accessor| parse_transaction_meta(accessor, connector_props).ok())
}
}
impl<A> ChangeEvent for DebeziumChangeEvent<A>
where
A: Access,
{
fn access_field(&self, desc: &SourceColumnDesc) -> super::AccessResult<DatumCow<'_>> {
match self.op()? {
ChangeEventOperation::Delete => {
// For delete events of MongoDB, the "before" and "after" field both are null in the value,
// we need to extract the _id field from the key.
if self.is_mongodb && desc.name == "_id" {
return self
.key_accessor
.as_ref()
.expect("key_accessor must be provided for delete operation")
.access(&[&desc.name], &desc.data_type);
}
if let Some(va) = self.value_accessor.as_ref() {
va.access(&[BEFORE, &desc.name], &desc.data_type)
} else {
self.key_accessor
.as_ref()
.unwrap()
.access(&[&desc.name], &desc.data_type)
}
}
// value should not be None.
ChangeEventOperation::Upsert => {
// For upsert operation, if desc is an additional column, access field in the `SOURCE` field.
desc.additional_column.column_type.as_ref().map_or_else(
|| {
self.value_accessor
.as_ref()
.expect("value_accessor must be provided for upsert operation")
.access(&[AFTER, &desc.name], &desc.data_type)
},
|additional_column_type| {
match *additional_column_type {
ColumnType::Timestamp(_) => {
// access payload.source.ts_ms
let ts_ms = self
.value_accessor
.as_ref()
.expect("value_accessor must be provided for upsert operation")
.access_owned(&[SOURCE, SOURCE_TS_MS], &DataType::Int64)?;
Ok(DatumCow::Owned(ts_ms.map(|scalar| {
Timestamptz::from_millis(scalar.into_int64())
.expect("source.ts_ms must in millisecond")
.to_scalar_value()
})))
}
ColumnType::DatabaseName(_) => self
.value_accessor
.as_ref()
.expect("value_accessor must be provided for upsert operation")
.access(&[SOURCE, SOURCE_DB], &desc.data_type),
ColumnType::SchemaName(_) => self
.value_accessor
.as_ref()
.expect("value_accessor must be provided for upsert operation")
.access(&[SOURCE, SOURCE_SCHEMA], &desc.data_type),
ColumnType::TableName(_) => self
.value_accessor
.as_ref()
.expect("value_accessor must be provided for upsert operation")
.access(&[SOURCE, SOURCE_TABLE], &desc.data_type),
ColumnType::CollectionName(_) => self
.value_accessor
.as_ref()
.expect("value_accessor must be provided for upsert operation")
.access(&[SOURCE, SOURCE_COLLECTION], &desc.data_type),
_ => Err(AccessError::UnsupportedAdditionalColumn {
name: desc.name.clone(),
}),
}
},
)
}
}
}
fn op(&self) -> Result<ChangeEventOperation, AccessError> {
if let Some(accessor) = &self.value_accessor {
if let Some(ScalarRefImpl::Utf8(op)) =
accessor.access(&[OP], &DataType::Varchar)?.to_datum_ref()
{
match op {
DEBEZIUM_READ_OP | DEBEZIUM_CREATE_OP | DEBEZIUM_UPDATE_OP => {
return Ok(ChangeEventOperation::Upsert);
}
DEBEZIUM_DELETE_OP => return Ok(ChangeEventOperation::Delete),
_ => (),
}
}
Err(super::AccessError::Undefined {
name: "op".into(),
path: Default::default(),
})
} else {
Ok(ChangeEventOperation::Delete)
}
}
}
pub struct MongoJsonAccess<A> {
accessor: A,
}
pub fn extract_bson_id(id_type: &DataType, bson_doc: &serde_json::Value) -> AccessResult {
let id_field = if let Some(value) = bson_doc.get("_id") {
value
} else {
bson_doc
};
let type_error = || AccessError::TypeError {
expected: id_type.to_string(),
got: match id_field {
serde_json::Value::Null => "null",
serde_json::Value::Bool(_) => "bool",
serde_json::Value::Number(_) => "number",
serde_json::Value::String(_) => "string",
serde_json::Value::Array(_) => "array",
serde_json::Value::Object(_) => "object",
}
.to_owned(),
value: id_field.to_string(),
};
let id: Datum = match id_type {
DataType::Jsonb => ScalarImpl::Jsonb(id_field.clone().into()).into(),
DataType::Varchar => match id_field {
serde_json::Value::String(s) => Some(ScalarImpl::Utf8(s.clone().into())),
serde_json::Value::Object(obj) if obj.contains_key("$oid") => Some(ScalarImpl::Utf8(
obj["$oid"].as_str().to_owned().unwrap_or_default().into(),
)),
_ => return Err(type_error()),
},
DataType::Int32 => {
if let serde_json::Value::Object(ref obj) = id_field
&& obj.contains_key("$numberInt")
{
let int_str = obj["$numberInt"].as_str().unwrap_or_default();
Some(ScalarImpl::Int32(int_str.parse().unwrap_or_default()))
} else {
return Err(type_error());
}
}
DataType::Int64 => {
if let serde_json::Value::Object(ref obj) = id_field
&& obj.contains_key("$numberLong")
{
let int_str = obj["$numberLong"].as_str().unwrap_or_default();
Some(ScalarImpl::Int64(int_str.parse().unwrap_or_default()))
} else {
return Err(type_error());
}
}
_ => unreachable!("DebeziumMongoJsonParser::new must ensure _id column datatypes."),
};
Ok(id)
}
impl<A> MongoJsonAccess<A> {
pub fn new(accessor: A) -> Self {
Self { accessor }
}
}
impl<A> Access for MongoJsonAccess<A>
where
A: Access,
{
fn access<'a>(&'a self, path: &[&str], type_expected: &DataType) -> AccessResult<DatumCow<'a>> {
match path {
["after" | "before", "_id"] => {
let payload = self.access_owned(&[path[0]], &DataType::Jsonb)?;
if let Some(ScalarImpl::Jsonb(bson_doc)) = payload {
Ok(extract_bson_id(type_expected, &bson_doc.take())?.into())
} else {
// fail to extract the "_id" field from the message payload
Err(AccessError::Undefined {
name: "_id".to_string(),
path: path[0].to_string(),
})?
}
}
["after" | "before", "payload"] => self.access(&[path[0]], &DataType::Jsonb),
// To handle a DELETE message, we need to extract the "_id" field from the message key, because it is not in the payload.
// In addition, the "_id" field is named as "id" in the key. An example of message key:
// {"schema":null,"payload":{"id":"{\"$oid\": \"65bc9fb6c485f419a7a877fe\"}"}}
["_id"] => {
let ret = self.accessor.access(path, type_expected);
if matches!(ret, Err(AccessError::Undefined { .. })) {
let id_bson = self.accessor.access_owned(&["id"], &DataType::Jsonb)?;
if let Some(ScalarImpl::Jsonb(bson_doc)) = id_bson {
Ok(extract_bson_id(type_expected, &bson_doc.take())?.into())
} else {
// fail to extract the "_id" field from the message key
Err(AccessError::Undefined {
name: "_id".to_string(),
path: "id".to_string(),
})?
}
} else {
ret
}
}
_ => self.accessor.access(path, type_expected),
}
}
}