mirror of
https://github.com/chrislusf/seaweedfs
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381 lines
11 KiB
Markdown
381 lines
11 KiB
Markdown
# SMQ Native Offset Implementation
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## Overview
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This document describes the implementation of native per-partition sequential offsets in SeaweedMQ (SMQ). This feature eliminates the need for external offset mapping and provides better interoperability with message queue protocols like Kafka.
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## Architecture
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### Core Components
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#### 1. Offset Assignment (`weed/mq/offset/manager.go`)
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- **PartitionOffsetManager**: Assigns sequential offsets per partition
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- **PartitionOffsetRegistry**: Manages multiple partition offset managers
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- **OffsetAssigner**: High-level API for offset assignment operations
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#### 2. Offset Storage (`weed/mq/offset/storage.go`, `weed/mq/offset/sql_storage.go`)
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- **OffsetStorage Interface**: Abstraction for offset persistence
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- **InMemoryOffsetStorage**: Fast in-memory storage for testing/development
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- **SQLOffsetStorage**: Persistent SQL-based storage for production
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#### 3. Offset Subscription (`weed/mq/offset/subscriber.go`)
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- **OffsetSubscriber**: Manages offset-based subscriptions
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- **OffsetSubscription**: Individual subscription with seeking and lag tracking
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- **OffsetSeeker**: Utilities for offset validation and range operations
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#### 4. SMQ Integration (`weed/mq/offset/integration.go`)
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- **SMQOffsetIntegration**: Bridges offset management with SMQ broker
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- Provides unified API for publish/subscribe operations with offset support
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#### 5. Broker Integration (`weed/mq/broker/broker_offset_manager.go`)
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- **BrokerOffsetManager**: Coordinates offset assignment across partitions
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- Integrates with MessageQueueBroker for seamless operation
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### Data Model
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#### Offset Types (Enhanced `schema_pb.OffsetType`)
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```protobuf
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enum OffsetType {
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RESUME_OR_EARLIEST = 0;
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RESET_TO_EARLIEST = 5;
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EXACT_TS_NS = 10;
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RESET_TO_LATEST = 15;
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RESUME_OR_LATEST = 20;
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// New offset-based positioning
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EXACT_OFFSET = 25;
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RESET_TO_OFFSET = 30;
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}
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```
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#### Partition Offset (Enhanced `schema_pb.PartitionOffset`)
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```protobuf
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message PartitionOffset {
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Partition partition = 1;
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int64 start_ts_ns = 2;
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int64 start_offset = 3; // For offset-based positioning
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}
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```
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#### Message Responses (Enhanced)
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```protobuf
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message PublishRecordResponse {
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int64 ack_sequence = 1;
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string error = 2;
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int64 base_offset = 3; // First offset assigned to this batch
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int64 last_offset = 4; // Last offset assigned to this batch
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}
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message SubscribeRecordResponse {
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bytes key = 2;
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schema_pb.RecordValue value = 3;
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int64 ts_ns = 4;
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string error = 5;
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bool is_end_of_stream = 6;
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bool is_end_of_topic = 7;
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int64 offset = 8; // Sequential offset within partition
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}
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```
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### Storage Schema
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#### SQL Tables
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```sql
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-- Partition offset checkpoints
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CREATE TABLE partition_offset_checkpoints (
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partition_key TEXT PRIMARY KEY,
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ring_size INTEGER NOT NULL,
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range_start INTEGER NOT NULL,
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range_stop INTEGER NOT NULL,
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unix_time_ns INTEGER NOT NULL,
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checkpoint_offset INTEGER NOT NULL,
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updated_at INTEGER NOT NULL
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);
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-- Detailed offset mappings
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CREATE TABLE offset_mappings (
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id INTEGER PRIMARY KEY AUTOINCREMENT,
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partition_key TEXT NOT NULL,
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kafka_offset INTEGER NOT NULL,
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smq_timestamp INTEGER NOT NULL,
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message_size INTEGER NOT NULL,
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created_at INTEGER NOT NULL,
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UNIQUE(partition_key, kafka_offset)
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);
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-- Partition metadata
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CREATE TABLE partition_metadata (
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partition_key TEXT PRIMARY KEY,
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ring_size INTEGER NOT NULL,
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range_start INTEGER NOT NULL,
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range_stop INTEGER NOT NULL,
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unix_time_ns INTEGER NOT NULL,
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created_at INTEGER NOT NULL,
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last_activity_at INTEGER NOT NULL,
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record_count INTEGER DEFAULT 0,
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total_size INTEGER DEFAULT 0
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);
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```
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## Usage Examples
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### Basic Offset Assignment
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```go
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// Create offset manager with filer storage
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manager := NewBrokerOffsetManagerWithFiler(filerAddress, namespace, topicName, grpcDialOption)
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defer manager.Shutdown()
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// Assign single offset
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offset, err := manager.AssignOffset(topic, partition)
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if err != nil {
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log.Fatal(err)
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}
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// Assign batch of offsets
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baseOffset, lastOffset, err := manager.AssignBatchOffsets(topic, partition, 10)
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if err != nil {
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log.Fatal(err)
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}
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```
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### Offset-Based Subscription
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```go
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// Create subscription from earliest offset
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subscription, err := manager.CreateSubscription(
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"my-consumer-group",
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topic,
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partition,
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schema_pb.OffsetType_RESET_TO_EARLIEST,
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0,
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)
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if err != nil {
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log.Fatal(err)
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}
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// Subscribe to records
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responses, err := integration.SubscribeRecords(subscription, 100)
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if err != nil {
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log.Fatal(err)
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}
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// Seek to specific offset
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err = subscription.SeekToOffset(1000)
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if err != nil {
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log.Fatal(err)
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}
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// Get subscription lag
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lag, err := subscription.GetLag()
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if err != nil {
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log.Fatal(err)
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}
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```
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### Broker Integration
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```go
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// Initialize broker with offset management
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broker := &MessageQueueBroker{
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// ... other fields
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offsetManager: NewBrokerOffsetManagerWithFiler(filerAddress, namespace, topicName, grpcDialOption),
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}
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// Publishing with offset assignment (automatic)
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func (b *MessageQueueBroker) PublishMessage(stream mq_pb.SeaweedMessaging_PublishMessageServer) error {
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// ... existing code
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// Offset assignment is handled automatically in PublishWithOffset
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err = localTopicPartition.PublishWithOffset(dataMessage, assignOffsetFn)
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if err != nil {
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return err
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}
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// ... rest of publish logic
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}
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```
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### Parquet Storage Integration
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The `_offset` field is automatically persisted to parquet files:
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```go
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// In weed/mq/logstore/log_to_parquet.go
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record.Fields[SW_COLUMN_NAME_OFFSET] = &schema_pb.Value{
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Kind: &schema_pb.Value_Int64Value{
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Int64Value: entry.Offset,
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},
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}
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```
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## Performance Characteristics
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### Benchmarks (Typical Results)
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#### Offset Assignment
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- **Single Assignment**: ~1M ops/sec (in-memory), ~100K ops/sec (SQL)
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- **Batch Assignment**: ~10M records/sec for batches of 100
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- **Concurrent Assignment**: Linear scaling up to CPU cores
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#### Storage Operations
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- **SQL Checkpoint Save**: ~50K ops/sec
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- **SQL Checkpoint Load**: ~100K ops/sec
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- **Offset Mapping Save**: ~25K ops/sec
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- **Range Queries**: ~10K ops/sec for 100-record ranges
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#### Memory Usage
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- **In-Memory Storage**: ~100 bytes per partition + 24 bytes per offset
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- **SQL Storage**: Minimal memory footprint, disk-based persistence
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### Optimization Features
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1. **Batch Operations**: Reduce database round-trips
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2. **Connection Pooling**: Efficient database connection management
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3. **Write-Ahead Logging**: SQLite WAL mode for better concurrency
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4. **Periodic Checkpointing**: Balance between performance and durability
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5. **Index Optimization**: Strategic indexes for common query patterns
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## Migration and Deployment
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### Database Migration
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The system includes automatic database migration:
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```go
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// Migrations are applied automatically on startup
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db, err := CreateDatabase("/path/to/offsets.db")
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if err != nil {
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log.Fatal(err)
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}
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// Check migration status
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migrationManager := NewMigrationManager(db)
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currentVersion, err := migrationManager.GetCurrentVersion()
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```
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### Deployment Considerations
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1. **Storage Location**: Choose fast SSD storage for offset database
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2. **Backup Strategy**: Regular database backups for disaster recovery
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3. **Monitoring**: Track offset assignment rates and lag metrics
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4. **Capacity Planning**: Estimate storage needs based on message volume
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### Configuration Options
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```go
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// In-memory storage (development/testing)
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manager := NewBrokerOffsetManagerWithFiler(filerAddress, namespace, topicName, grpcDialOption)
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// Filer storage (recommended for production)
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manager := NewBrokerOffsetManagerWithFiler(filerAddress, namespace, topicName, grpcDialOption)
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// Custom storage implementation (testing only)
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// Note: NewBrokerOffsetManagerWithStorage is only available in test files
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customStorage := &MyCustomStorage{}
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manager := NewBrokerOffsetManagerWithStorage(customStorage)
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```
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## Testing
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### Test Coverage
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The implementation includes comprehensive test suites:
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1. **Unit Tests**: Individual component testing
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- `manager_test.go`: Offset assignment logic
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- `storage_test.go`: Storage interface implementations
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- `subscriber_test.go`: Subscription management
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- `sql_storage_test.go`: SQL storage operations
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2. **Integration Tests**: Component interaction testing
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- `integration_test.go`: SMQ integration layer
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- `broker_offset_integration_test.go`: Broker integration
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- `end_to_end_test.go`: Complete workflow testing
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3. **Performance Tests**: Benchmarking and load testing
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- `benchmark_test.go`: Performance characteristics
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### Running Tests
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```bash
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# Run all offset tests
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go test ./weed/mq/offset/ -v
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# Run specific test suites
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go test ./weed/mq/offset/ -v -run TestSQL
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go test ./weed/mq/offset/ -v -run TestEndToEnd
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go test ./weed/mq/offset/ -v -run TestBrokerOffset
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# Run benchmarks
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go test ./weed/mq/offset/ -bench=. -benchmem
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```
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## Troubleshooting
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### Common Issues
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1. **Database Lock Errors**
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- Ensure proper connection closing
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- Check for long-running transactions
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- Consider connection pool tuning
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2. **Offset Gaps**
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- Verify checkpoint consistency
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- Check for failed batch operations
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- Review error logs for assignment failures
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3. **Performance Issues**
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- Monitor database I/O patterns
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- Consider batch size optimization
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- Check index usage in query plans
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4. **Memory Usage**
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- Monitor in-memory storage growth
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- Implement periodic cleanup policies
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- Consider SQL storage for large deployments
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### Debugging Tools
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```go
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// Get partition statistics
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stats, err := storage.GetPartitionStats(partitionKey)
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if err != nil {
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log.Printf("Partition stats: %+v", stats)
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}
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// Get offset metrics
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metrics := integration.GetOffsetMetrics()
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log.Printf("Offset metrics: %+v", metrics)
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// Validate offset ranges
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err = integration.ValidateOffsetRange(partition, startOffset, endOffset)
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if err != nil {
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log.Printf("Invalid range: %v", err)
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}
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```
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## Future Enhancements
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### Planned Features
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1. **Computed Columns**: Add `_index` as computed column when database supports it
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2. **Multi-Database Support**: PostgreSQL and MySQL backends
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3. **Replication**: Cross-broker offset synchronization
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4. **Compression**: Offset mapping compression for storage efficiency
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5. **Metrics Integration**: Prometheus metrics for monitoring
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6. **Backup/Restore**: Automated backup and restore functionality
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### Extension Points
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The architecture is designed for extensibility:
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1. **Custom Storage**: Implement `OffsetStorage` interface
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2. **Custom Assignment**: Extend `PartitionOffsetManager`
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3. **Custom Subscription**: Implement subscription strategies
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4. **Monitoring Hooks**: Add custom metrics and logging
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## Conclusion
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The SMQ native offset implementation provides a robust, scalable foundation for message queue operations with sequential offset semantics. The modular architecture supports both development and production use cases while maintaining high performance and reliability.
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For questions or contributions, please refer to the SeaweedFS project documentation and community resources.
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