...
Current state: Under Discussion
Discussion thread: here
JIRA: KAFKA-8904
Please keep the discussion on the mailing list rather than commenting on the wiki (wiki discussions get unwieldy fast).
...
For the majority of use-cases, where a fixed and/or manageable number of topics are processed, fetching topic metadata is a cost that's incurred upon startup but subsequently mitigated by maintaining a metadata cache. However, in the case where a large or variable number of topics are writtenproduced to, clients may encounter degraded performance that severely limits processing, or in extreme degenerate timeout cases, behavior which impedes progress altogether.
There are three primary a couple factors in the producer that hinder client processing when working with a large number of topics:
- The number of metadata RPCs generated.
- The size of the metadata RPCs.Throughput constriction while fetching metadata
- Metadata ages out of the cache even though it's expected to be used in the near future.
For (1), an RPC is generated every time an uncached topic's metadata must be fetched. During periods when a large number of uncached topics are processed (e.g. producer startup), a large number of RPCs may be sent out to the controller in broker(s) in a short period of time. Generally, if there's n unknown topics, then O(n) metadata RPCs will be sent regardless to their proximity in time.
For (2), requests for metadata will also ask to refresh metadata about all known topics. As the number of topics becomes large, this will inflate the response size to be quite large and require non-trivial processing. This further exacerbates (1) in that every subsequent metadata request will result in an increasing amount of data transmitted back to the client for every RPC.
For (3), fetching of a topicimplementing (2) will reduce the cost for these occurrences. However, the duration after which metadata is evicted from the producer's metadata cache is a blocking operation in the producer, which is all the more surprising because it blocks in a function that's advertised as asynchronous. This means that a pipeline of records to be submitted for various uncached topics will serially block while fetching an individual topic's metadatacurrently a fixed value, and therefore cannot be modified the client, even if the value is too short of a duration. Implementing a way to control the eviction period should remove the need for the metadata RPC in these cases.
In concert, these three factors amplify the negative effects of each other, and improvements should be resolved made in order to alleviate any topic scalability issues.
Public Interfaces
No public interfaces will be modified.
Proposed Changes
The first step to addressing the above changes is to make the fetching of metadata asynchronous within the producer. This directly fixes (3), and opens the path for resolving (1) by enabling the metadata requests to be batched together. Since the producer's interface is asynchronous and it inherently batches the sending of records to partitions, subjecting the metadata fetching to a subset of the batching delay doesn't change the interaction or expectations of the client. This change alone should be good enough to bring performance back to acceptable, pending verification.
...
Proposed Changes
The proposal is to resolve (2) and (3), which should reduce the cost of (1) considerably.
The producer has two values of interest: an eviction threshold for topic metadata, which is used to remove an unused topic from the working set at a future time (currently hard-coded to 5 minutes), and a metadata refresh threshold, which is used to periodically refresh topic metadata (defined by metadata.max.age.ms
). While seemingly similar, these two thresholds fundamentally differ: you could imagine a short eviction threshold in cases where records may be produced to a topic and then subsequently forgotten, or a long eviction where topics are intermittently produced to over the lifetime of the producer.
Therefore, the producer should add configuration flag 'metadata.max.idle.ms
' (default: 5 minutes) to control topic eviction.
Changes will be made to permit a subset of topics to refresh their metadata. When determining which topics' metadata to refresh, the following criteria will be used:
- If a new (uncached) topic is encountered, only fetch metadata for that particular topic. This is new.
- If a topic was notified of a metadata change (e.g. NOT_LEADER_FOR_PARTITION encountered), then update all topics in the working set.
- The rationale is that, when such changes are encountered, it's highly probable that other topics' metadata will also need to be refreshed. This is unchanged from how the logic works today.
- If a topic's metadata that hasn't been refreshed at least
'metadata.max.age.ms'
ago, then update all topics in the working set.- The rationale is that, when encountered, other topics will also be nearing their metadata max age. This is unchanged from how the logic works today.
Therefore, during conditions like producer startup, only new topics' metadata will be fetched, as opposed to all topics in the working set. While it doesn't reduce the number of generated RPCs, it dramatically reduces the response payload in the worst-case, and reduces overall processing by both server and client.
Note in the event of request failures (timeouts), there is no plan to change the current behavior, which is to wait 'retry.backoff.ms
' before retrying.
Public Interfaces
Adds producer configuration flag metadata.max.idle.ms (default: 5 minutes)
to control topic eviction duration.
Code Block | ||
---|---|---|
| ||
/** <code>metadata.max.idle.ms</code> */
public static final String METADATA_MAX_IDLE_CONFIG = "metadata.max.idle.ms";
private static final String METADATA_MAX_IDLE_DOC =
"Controls how long the producer will cache metadata for a topic that's idle. If the elapsed " +
"time since a topic was last produced to exceeds the metadata idle duration, then the topic's " +
"metadata is removed from the cache and the next access to it will force a metadata fetch request.";
...
.define(METADATA_MAX_IDLE_CONFIG,
Type.LONG,
5 * 60 * 1000,
atLeast(5000),
Importance.LOW,
METADATA_MAX_IDLE_DOC) |
Compatibility, Deprecation, and Migration Plan
Impact on client will be strictly internal performance improvements; no public APIs, protocols, or other external factors are being changed.
Rejected Alternatives
...
- Allow the producer to specify interested topics. In doing so, many uncached topics could be fetched in a single request before records were produced for them, e.g. at startup. This would greatly alleviate the problem, however requires the clients to (1) implement a new producer call, and (2) know the working set of topics a priori. It'd obviate the need for fetching metadata asynchronously, which wouldn't resolve the throughput "bubble" that individual producer threads encounter when waiting for new topic metadata to be fetched.