In the implementation of the Pulsar Transaction, each topic is configured with a Transaction Buffer
to prevent
consumers from reading uncommitted messages, which are invisible until the transaction is committed. Transaction Buffer
works with Position (maxReadPosition) and TxnID
Set (aborts). The broker only dispatches messages, before the
maxReadPosition, to the consumers. When the broker dispatches the messages before maxReadPosition to the consumer, the
messages sent by aborted transactions will get filtered by the Transaction Buffer.
Currently, Pulsar transactions do not have configurable isolation levels. By introducing isolation level configuration for consumers, we can enhance the flexibility of Pulsar transactions.
Let's consider an example:
System: Financial Transaction System
Operations: Large volume of deposit and withdrawal operations, a small number of transfer operations.
Roles:
- Client A1
- Client A2
- User Account B1
- User Account B2
- Request Topic C
- Real-time Monitoring System D
- Business Processing System E
Client Operations:
- Withdrawal: Client A1 decreases the deposit amount from User Account B1 or B2.
- Deposit: Client A1 increases the deposit amount in User Account B1 or B2.
- Transfer: Client A2 decreases the deposit amount from User Account B1 and increases it in User Account B2. Or vice versa.
Real-time Monitoring System D: Obtains the latest data from Request Topic C as quickly as possible to monitor transaction data and changes in bank reserves in real-time. This is necessary for the timely detection of anomalies and real-time decision-making.
Business Processing System E: Reads data from Request Topic C, then actually operates User Accounts B1, B2.
User Scenario: Client A1 sends a large number of deposit and withdrawal requests to Request Topic C. Client A2 writes a small number of transfer requests to Request Topic C.
In this case, Business Processing System E needs a read-committed isolation level to ensure operation consistency and Exactly Once semantics. The real-time monitoring system does not care if a small number of transfer requests are incomplete (dirty data). What it cannot tolerate is a situation where a large number of deposit and withdrawal requests cannot be presented in real time due to a small number of transfer requests (the current situation is that uncommitted transaction messages can block the reading of committed transaction messages).
In this case, it is necessary to set different isolation levels for different consumers/subscriptions. The uncommitted transactions do not impact actual users' bank accounts. Business Processing System E only reads committed transactional messages and operates users' accounts. It needs Exactly-once semantic. Real-time Monitoring System D reads uncommitted transactional messages. It does not need Exactly-once semantic.
They use different subscriptions and choose different isolation levels. One needs transaction, one does not. In general, multiple subscriptions of the same topic do not all require transaction guarantees. Some want low latency without the exact-once semantic guarantee, and some must require the exactly-once guarantee. We just provide a new option for different subscriptions.
Implement Read Committed and Read Uncommitted isolation levels for Pulsar transactions. Allow consumers to configure isolation levels during the building process.
None.
Add a configuration 'subscriptionIsolationLevel' in the consumer builder to allow users to choose different transaction isolation levels.
Update the PulsarConsumer builder process to include isolation level configurations for Read Committed and Read Uncommitted.
The PulsarConsumer builder process currently does not include isolation level configurations. The consumer creation process might look like this:
PulsarClient client = PulsarClient.builder().serviceUrl("pulsar://localhost:6650").build();
Consumer<String> consumer = client.newConsumer(Schema.STRING)
.topic("persistent://my-tenant/my-namespace/my-topic")
.subscriptionName("my-subscription")
.subscriptionType(SubscriptionType.Shared)
.subscribe();
Update the PulsarConsumer builder process to include isolation level configurations for Read Committed and Read Uncommitted. Introduce a new method subscriptionIsolationLevel() in the consumer builder, which accepts an enumeration value representing the isolation level:
public enum SubscriptionIsolationLevel {
// Consumer can only consume all transactional messages which have been committed.
READ_COMMITTED,
// Consumer can consume all messages, even transactional messages which have been aborted.
READ_UNCOMMITTED;
}
Then, modify the consumer creation process to include the new isolation level configuration:
PulsarClient client = PulsarClient.builder().serviceUrl("pulsar://localhost:6650").build();
Consumer<String> consumer = client.newConsumer(Schema.STRING)
.topic("persistent://my-tenant/my-namespace/my-topic")
.subscriptionName("my-subscription")
.subscriptionType(SubscriptionType.Shared)
.subscriptionIsolationLevel(SubscriptionIsolationLevel.READ_COMMITTED) // Adding the isolation level configuration
.subscribe();
With this change, users can now choose between Read Committed and Read Uncommitted isolation levels when creating a new consumer. If the isolationLevel() method is not called during the builder process, the default isolation level will be Read Committed. Note that this is a subscription dimension configuration, and all consumers under the same subscription need to be configured with the same IsolationLevel.
Update the PulsarConsumer builder to accept isolation level configurations for Read Committed and Read Uncommitted levels.
In order to achieve the above goals, the following modifications need to be made:
-
Added
IsolationLevel
related fields and methods inConsumerConfigurationData
andConsumerBuilderImpl
andConsumerImpl
-
Modify PulsarApi.CommandSubscribe, add field -- IsolationLevel
message CommandSubscribe {
enum IsolationLevel {
READ_COMMITTED = 0;
READ_UNCOMMITTED = 1;
}
optional IsolationLevel isolation_level = 20 [default = READ_COMMITTED];
}
Modify the transaction buffer and dispatching mechanisms to handle messages based on the chosen isolation level.
In order to achieve the above goals, the following modifications need to be made:
-
Determine in the
readMoreEntries
method of Dispatchers such asPersistentDispatcherSingleActiveConsumer
andPersistentDispatcherMultipleConsumers
:-
If Subscription.isolationLevel == ReadCommitted, then MaxReadPosition = topic.getMaxReadPosition(), that is, transactionBuffer.getMaxReadPosition()
-
If Subscription.isolationLevel == ReadUnCommitted, then MaxReadPosition = PositionImpl.LATEST
-
-
Add a new metrics
subscriptionIsolationLevel
inSubscriptionStatsImpl
.
After this PIP, Users can query the subscription stats of a topic through the admin tool, and observe the subscriptionIsolationLevel
in the subscription stats to determine the isolation level of the subscription.
- Mailing List discussion thread: https://lists.apache.org/thread/8ny0qtp7m9qcdbvnfjdvpnkc4c5ssyld
- Mailing List voting thread: https://lists.apache.org/thread/4q1hrv466h8w9ccpf4moxt6jv1jxp1mr
- Document link: apache/pulsar-site#712