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Write Ahead Provenance Repository Properties

Property

Description

nifi.provenance.repository.directory.default*

The location of the Provenance Repository. The default value is ./provenance_repository.

NOTE: Multiple provenance repositories can be specified by using the nifi.provenance.repository.directory. prefix with unique suffixes and separate paths as values.

For example, to provide two additional locations to act as part of the provenance repository, a user could also specify additional properties with keys of:

nifi.provenance.repository.directory.provenance1=/repos/provenance1

nifi.provenance.repository.directory.provenance2=/repos/provenance2

Providing three total locations, including nifi.provenance.repository.directory.default.

nifi.provenance.repository.max.storage.time

The maximum amount of time to keep data provenance information. The default value is 24 hours.

nifi.provenance.repository.max.storage.size

The maximum amount of data provenance information to store at a time. The default value is 1 GB. The Data Provenance capability can consume a great deal of storage space because so much data is kept. For production environments, values of 1-2 TB or more is not uncommon. The repository will write to a single "event file" (or set of "event files" if multiple storage locations are defined, as described above) for some period of time (defined by the nifi.provenance.repository.rollover.time and nifi.provenance.repository.rollover.size properties). Data is always aged off one file at a time, so it is not advisable to write to a single "event file" for a tremendous amount of time, as it will prevent old data from aging off as smoothly.

nifi.provenance.repository.rollover.time

The amount of time to wait before rolling over the "event file" that the repository is writing to.

nifi.provenance.repository.rollover.size

The amount of data to write to a single "event file." The default value is 100 MB. For production environments where a very large amount of Data Provenance is generated, a value of 1 GB is also very reasonable.

nifi.provenance.repository.query.threads

The number of threads to use for Provenance Repository queries. The default value is 2.

nifi.provenance.repository.index.threads

The number of threads to use for indexing Provenance events so that they are searchable. The default value is 2. For flows that operate on a very high number of FlowFiles, the indexing of Provenance events could become a bottleneck. If this happens, increasing the value of this property may increase the rate at which the Provenance Repository is able to process these records, resulting in better overall throughput. It is advisable to use at least 1 thread per storage location (i.e., if there are 3 storage locations, at least 3 threads should be used). For high throughput environments, where more CPU and disk I/O is available, it may make sense to increase this value significantly. Typically going beyond 2-4 threads per storage location is not valuable. However, this can be tuned depending on the CPU resources available compared to the I/O resources.

nifi.provenance.repository.compress.on.rollover

Indicates whether to compress the provenance information when an "event file" is rolled over. The default value is true.

nifi.provenance.repository.always.sync

If set to true, any change to the repository will be synchronized to the disk, meaning that NiFi will ask the operating system not to cache the information. This is very expensive and can significantly reduce NiFi performance. However, if it is false, there could be the potential for data loss if either there is a sudden power loss or the operating system crashes. The default value is false.

nifi.provenance.repository.indexed.fields

This is a comma-separated list of the fields that should be indexed and made searchable. Fields that are not indexed will not be searchable. Valid fields are: EventType, FlowFileUUID, Filename, TransitURI, ProcessorID, AlternateIdentifierURI, Relationship, Details. The default value is: EventType, FlowFileUUID, Filename, ProcessorID.

nifi.provenance.repository.indexed.attributes

This is a comma-separated list of FlowFile Attributes that should be indexed and made searchable. It is blank by default. But some good examples to consider are 'filename' and 'mime.type' as well as any custom attributes you might use which are valuable for your use case.

nifi.provenance.repository.index.shard.size

The repository uses Apache Lucene to performing indexing and searching capabilities. This value indicates how large a Lucene Index should become before the Repository starts writing to a new Index. Large values for the shard size will result in more Java heap usage when searching the Provenance Repository but should provide better performance. The default value is 500 MB. However, this is due to the fact that defaults are tuned for very small environments where most users begin to use NiFi. For production environments, it is advisable to change this value to 4 to 8 GB. Once all Provenance Events in the index have been aged off from the "event files," the index will be destroyed as well.

nifi.provenance.repository.max.attribute.length

Indicates the maximum length that a FlowFile attribute can be when retrieving a Provenance Event from the repository. If the length of any attribute exceeds this value, it will be truncated when the event is retrieved. The default value is 65536.

nifi.provenance.repository.concurrent.merge.threads

Apache Lucene creates several "segments" in an Index. These segments are periodically merged together in order to provide faster querying. This property specifies the maximum number of threads that are allowed to be used for each of the storage directories. The default value is 2. For high throughput environments, it is advisable to set the number of index threads larger than the number of merge threads * the number of storage locations. For example, if there are 2 storage locations and the number of index threads is set to 8, then the number of merge threads should likely be less than 4. While it is not critical that this be done, setting the number of merge threads larger than this can result in all index threads being used to merge, which would cause the NiFi flow to periodically pause while indexing is happening, resulting in some data being processed with much higher latency than other data.

nifi.provenance.repository.warm.cache.frequency

Each time that a Provenance query is run, the query must first search the Apache Lucene indices (at least, in most cases - there are some queries that are run often and the results are cached to avoid searching the Lucene indices). When a Lucene index is opened for the first time, it can be very expensive and take several seconds. This is compounded by having many different indices, and can result in a Provenance query taking much longer. After the index has been opened, the Operating System's disk cache will typically hold onto enough data to make re-opening the index much faster - at least for a period of time, until the disk cache evicts this data. If this value is set, NiFi will periodically open each Lucene index and then close it, in order to "warm" the cache. This will result in far faster queries when the Provenance Repository is large. As with all great things, though, it comes with a cost. Warming the cache does take some CPU resources, but more importantly it will evict other data from the Operating System disk cache and will result in reading (potentially a great deal of) data from the disk. This can result in lower NiFi performance. However, if NiFi is running in an environment where CPU and disk are not fully utilized, this feature can result in far faster Provenance queries. The default value for this property is blank (i.e. disabled).