17 KiB
id | title | sidebar_label |
---|---|---|
rabbit-super-stream-injestion | RabbitMQ superstream ingestion | Rabbitmq superstream |
When you enable the rabbit stream indexing service, you can configure supervisors on the Overlord to manage the creation and lifetime of rabbit indexing tasks. These indexing tasks read events from a rabbit super-stream. The supervisor oversees the state of the indexing tasks to:
- coordinate handoffs
- manage failures
- ensure that scalability and replication requirements are maintained.
To use the rabbit stream indexing service, load the druid-rabbit-indexing-service
community druid extension (see
Including Extensions).
Submitting a Supervisor Spec
To use the rabbit stream indexing service, load the druid-rabbit-indexing-service
extension on both the Overlord and the MiddleManagers. Druid starts a supervisor for a dataSource when you submit a supervisor spec. Submit your supervisor spec to the following endpoint:
http://<OVERLORD_IP>:<OVERLORD_PORT>/druid/indexer/v1/supervisor
For example:
curl -X POST -H 'Content-Type: application/json' -d @supervisor-spec.json http://localhost:8090/druid/indexer/v1/supervisor
Where the file supervisor-spec.json
contains a rabbit supervisor spec:
{
"type": "rabbit",
"spec": {
"dataSchema": {
"dataSource": "metrics-rabbit",
"timestampSpec": {
"column": "timestamp",
"format": "auto"
},
"dimensionsSpec": {
"dimensions": [],
"dimensionExclusions": [
"timestamp",
"value"
]
},
"metricsSpec": [
{
"name": "count",
"type": "count"
},
{
"name": "value_sum",
"fieldName": "value",
"type": "doubleSum"
},
{
"name": "value_min",
"fieldName": "value",
"type": "doubleMin"
},
{
"name": "value_max",
"fieldName": "value",
"type": "doubleMax"
}
],
"granularitySpec": {
"type": "uniform",
"segmentGranularity": "HOUR",
"queryGranularity": "NONE"
}
},
"ioConfig": {
"stream": "metrics",
"inputFormat": {
"type": "json"
},
"uri": "rabbitmq-stream://localhost:5552",
"taskCount": 1,
"replicas": 1,
"taskDuration": "PT1H"
},
"tuningConfig": {
"type": "rabbit",
"maxRowsPerSegment": 5000000
}
}
}
Supervisor Spec
Field | Description | Required |
---|---|---|
type |
The supervisor type; this should always be rabbit . |
yes |
spec |
Container object for the supervisor configuration. | yes |
dataSchema |
The schema that will be used by the rabbit indexing task during ingestion. See dataSchema . |
yes |
ioConfig |
An ioConfig object for configuring rabbit super stream connection and I/O-related settings for the supervisor and indexing task. |
yes |
tuningConfig |
A tuningConfig object for configuring performance-related settings for the supervisor and indexing tasks. |
no |
ioConfig
Field | Type | Description | Required |
---|---|---|---|
stream |
String | The RabbitMQ super stream to read. | yes |
inputFormat |
Object | inputFormat to specify how to parse input data. See Specifying data format for details about specifying the input format. |
yes |
uri |
String | The URI to connect to RabbitMQ with. | yes |
replicas |
Integer | The number of replica sets, where 1 means a single set of tasks (no replication). Replica tasks will always be assigned to different workers to provide resiliency against process failure. | no (default == 1) |
taskCount |
Integer | The maximum number of reading tasks in a replica set. This means that the maximum number of reading tasks will be taskCount * replicas and the total number of tasks (reading + publishing) will be higher than this. |
no (default == 1) |
taskDuration |
ISO8601 Period | The length of time before tasks stop reading and begin publishing their segment. | no (default == PT1H) |
startDelay |
ISO8601 Period | The period to wait before the supervisor starts managing tasks. | no (default == PT5S) |
period |
ISO8601 Period | How often the supervisor will execute its management logic. Note that the supervisor will also run in response to certain events (such as tasks succeeding, failing, and reaching their taskDuration) so this value specifies the maximum time between iterations. | no (default == PT30S) |
useEarliestSequenceNumber |
Boolean | If a supervisor is managing a dataSource for the first time, it will obtain a set of starting sequence numbers from RabbitMQ. This flag determines whether it retrieves the earliest or latest sequence numbers in the stream. Under normal circumstances, subsequent tasks will start from where the previous segments ended so this flag will only be used on first run. | no (default == false) |
completionTimeout |
ISO8601 Period | The length of time to wait before declaring a publishing task as failed and terminating it. If this is set too low, your tasks may never publish. The publishing clock for a task begins roughly after taskDuration elapses. |
no (default == PT6H) |
lateMessageRejectionPeriod |
ISO8601 Period | Configure tasks to reject messages with timestamps earlier than this period before the task was created; for example if this is set to PT1H and the supervisor creates a task at 2016-01-01T12:00Z, messages with timestamps earlier than 2016-01-01T11:00Z will be dropped. This may help prevent concurrency issues if your data stream has late messages and you have multiple pipelines that need to operate on the same segments (e.g. a realtime and a nightly batch ingestion pipeline). |
no (default == none) |
earlyMessageRejectionPeriod |
ISO8601 Period | Configure tasks to reject messages with timestamps later than this period after the task reached its taskDuration; for example if this is set to PT1H , the taskDuration is set to PT1H and the supervisor creates a task at 2016-01-01T12:00Z. Messages with timestamps later than 2016-01-01T14:00Z will be dropped. Note: Tasks sometimes run past their task duration, for example, in cases of supervisor failover. Setting earlyMessageRejectionPeriod too low may cause messages to be dropped unexpectedly whenever a task runs past its originally configured task duration. |
no (default == none) |
Consumer Properties |
Object | a dynamic map used to provide | no (default == none) |
tuningConfig
The tuningConfig
is optional. If no tuningConfig
is specified, default parameters are used.
Field | Type | Description | Required |
---|---|---|---|
type |
String | The indexing task type, this should always be rabbit . |
yes |
maxRowsInMemory |
Integer | The number of rows to aggregate before persisting. This number is the post-aggregation rows, so it is not equivalent to the number of input events, but the number of aggregated rows that those events result in. This is used to manage the required JVM heap size. Maximum heap memory usage for indexing scales with maxRowsInMemory * (2 + maxPendingPersists) . |
no (default == 100000) |
maxBytesInMemory |
Long | The number of bytes to aggregate in heap memory before persisting. This is based on a rough estimate of memory usage and not actual usage. Normally, this is computed internally and user does not need to set it. The maximum heap memory usage for indexing is maxBytesInMemory * (2 + maxPendingPersists) . |
no (default == One-sixth of max JVM memory) |
maxRowsPerSegment |
Integer | The number of rows to aggregate into a segment; this number is post-aggregation rows. Handoff will happen either if maxRowsPerSegment or maxTotalRows is hit or every intermediateHandoffPeriod , whichever happens earlier. |
no (default == 5000000) |
maxTotalRows |
Long | The number of rows to aggregate across all segments; this number is post-aggregation rows. Handoff will happen either if maxRowsPerSegment or maxTotalRows is hit or every intermediateHandoffPeriod , whichever happens earlier. |
no (default == unlimited) |
intermediatePersistPeriod |
ISO8601 Period | The period that determines the rate at which intermediate persists occur. | no (default == PT10M) |
maxPendingPersists |
Integer | Maximum number of persists that can be pending but not started. If this limit would be exceeded by a new intermediate persist, ingestion will block until the currently-running persist finishes. Maximum heap memory usage for indexing scales with maxRowsInMemory * (2 + maxPendingPersists) . |
no (default == 0, meaning one persist can be running concurrently with ingestion, and none can be queued up) |
indexSpec |
Object | Tune how data is indexed. See IndexSpec for more information. | no |
indexSpecForIntermediatePersists |
Object | Defines segment storage format options to be used at indexing time for intermediate persisted temporary segments. This can be used to disable dimension/metric compression on intermediate segments to reduce memory required for final merging. However, disabling compression on intermediate segments might increase page cache use while they are used before getting merged into final segment published, see IndexSpec for possible values. | no (default = same as indexSpec ) |
reportParseExceptions |
Boolean | If true, exceptions encountered during parsing will be thrown and will halt ingestion; if false, unparseable rows and fields will be skipped. | no (default == false) |
handoffConditionTimeout |
Long | Milliseconds to wait for segment handoff. It must be >= 0, where 0 means to wait forever. | no (default == 0) |
resetOffsetAutomatically |
Boolean | Controls behavior when Druid needs to read RabbitMQ messages that are no longer available. Not supported. | no (default == false) |
skipSequenceNumberAvailabilityCheck |
Boolean | Whether to enable checking if the current sequence number is still available in a particular RabbitMQ stream. If set to false, the indexing task will attempt to reset the current sequence number (or not), depending on the value of resetOffsetAutomatically . |
no (default == false) |
workerThreads |
Integer | The number of threads that the supervisor uses to handle requests/responses for worker tasks, along with any other internal asynchronous operation. | no (default == min(10, taskCount)) |
chatAsync |
Boolean | If true, use asynchronous communication with indexing tasks, and ignore the chatThreads parameter. If false, use synchronous communication in a thread pool of size chatThreads . |
no (default == true) |
chatThreads |
Integer | The number of threads that will be used for communicating with indexing tasks. Ignored if chatAsync is true (the default). |
no (default == min(10, taskCount * replicas)) |
chatRetries |
Integer | The number of times HTTP requests to indexing tasks will be retried before considering tasks unresponsive. | no (default == 8) |
httpTimeout |
ISO8601 Period | How long to wait for a HTTP response from an indexing task. | no (default == PT10S) |
shutdownTimeout |
ISO8601 Period | How long to wait for the supervisor to attempt a graceful shutdown of tasks before exiting. | no (default == PT80S) |
recordBufferSize |
Integer | Size of the buffer (number of events) used between the RabbitMQ consumers and the main ingestion thread. | no ( default == 100 MB or an estimated 10% of available heap, whichever is smaller.) |
recordBufferOfferTimeout |
Integer | Length of time in milliseconds to wait for space to become available in the buffer before timing out. | no (default == 5000) |
segmentWriteOutMediumFactory |
Object | Segment write-out medium to use when creating segments. See below for more information. | no (not specified by default, the value from druid.peon.defaultSegmentWriteOutMediumFactory.type is used) |
intermediateHandoffPeriod |
ISO8601 Period | How often the tasks should hand off segments. Handoff will happen either if maxRowsPerSegment or maxTotalRows is hit or every intermediateHandoffPeriod , whichever happens earlier. |
no (default == P2147483647D) |
logParseExceptions |
Boolean | If true, log an error message when a parsing exception occurs, containing information about the row where the error occurred. | no, default == false |
maxParseExceptions |
Integer | The maximum number of parse exceptions that can occur before the task halts ingestion and fails. Overridden if reportParseExceptions is set. |
no, unlimited default |
maxSavedParseExceptions |
Integer | When a parse exception occurs, Druid can keep track of the most recent parse exceptions. "maxSavedParseExceptions" limits how many exception instances will be saved. These saved exceptions will be made available after the task finishes in the task completion report. Overridden if reportParseExceptions is set. |
no, default == 0 |
maxRecordsPerPoll |
Integer | The maximum number of records/events to be fetched from buffer per poll. The actual maximum will be Max(maxRecordsPerPoll, Max(bufferSize, 1)) |
no, default = 100 |
repartitionTransitionDuration |
ISO8601 Period | When shards are split or merged, the supervisor will recompute shard -> task group mappings, and signal any running tasks created under the old mappings to stop early at (current time + repartitionTransitionDuration ). Stopping the tasks early allows Druid to begin reading from the new shards more quickly. The repartition transition wait time controlled by this property gives the stream additional time to write records to the new shards after the split/merge, which helps avoid the issues with empty shard handling described at https://github.com/apache/druid/issues/7600. |
no, (default == PT2M) |
offsetFetchPeriod |
ISO8601 Period | How often the supervisor queries RabbitMQ and the indexing tasks to fetch current offsets and calculate lag. If the user-specified value is below the minimum value (PT5S ), the supervisor ignores the value and uses the minimum value instead. |
no (default == PT30S, min == PT5S) |
IndexSpec
Field | Type | Description | Required |
---|---|---|---|
bitmap | Object | Compression format for bitmap indexes. Should be a JSON object. See Bitmap types below for options. | no (defaults to Roaring) |
dimensionCompression | String | Compression format for dimension columns. Choose from LZ4 , LZF , or uncompressed . |
no (default == LZ4 ) |
metricCompression | String | Compression format for primitive type metric columns. Choose from LZ4 , LZF , uncompressed , or none . |
no (default == LZ4 ) |
longEncoding | String | Encoding format for metric and dimension columns with type long. Choose from auto or longs . auto encodes the values using sequence number or lookup table depending on column cardinality, and store them with variable size. longs stores the value as is with 8 bytes each. |
no (default == longs ) |
Bitmap types
For Roaring bitmaps:
Field | Type | Description | Required |
---|---|---|---|
type |
String | Must be roaring . |
yes |
For Concise bitmaps:
Field | Type | Description | Required |
---|---|---|---|
type |
String | Must be concise . |
yes |
SegmentWriteOutMediumFactory
Field | Type | Description | Required |
---|---|---|---|
type |
String | See Additional Peon Configuration: SegmentWriteOutMediumFactory for explanation and available options. | yes |
Operations
This section describes how some supervisor APIs work in the Rabbit Stream Indexing Service. For all supervisor APIs, check Supervisor APIs.
RabbitMQ Authentication
To authenticate with RabbitMQ securely, you must provide a username and password, as well as configure a certificate if you aren't using a standard certificate provider.
In order to configure these, use the dynamic configuration provider of the ioConfig
"ioConfig": {
"type": "rabbit",
"stream": "api-audit",
"uri": "rabbitmq-stream://localhost:5552",
"taskCount": 1,
"replicas": 1,
"taskDuration": "PT1H",
"consumerProperties": {
"druid.dynamic.config.provider" : {
"type": "environment",
"variables": {
"username": "RABBIT_USERNAME",
"password": "RABBIT_PASSWORD"
}
}
}
},