[APM] Optimize services overview #69648
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dgieselaar
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| bool: { | ||
| filter: projection.body.query.bool.filter.concat({ | ||
| term: { | ||
| [PROCESSOR_EVENT]: 'transaction', |
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Suggested change
| [PROCESSOR_EVENT]: 'transaction', | |
| [PROCESSOR_EVENT]: ProcessorEvent.transaction, |
| @@ -19,72 +20,315 @@ import { | |||
| } from '../../helpers/setup_request'; | |||
| import { getServicesProjection } from '../../../../common/projections/services'; | |||
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| const MAX_NUMBER_OF_SERVICES = 500; | |||
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Shouldn't we have a settings option instead of hardcoded?
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@sqren thoughts here? We didn't have one before AFAIK.
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I think there are arguments for making it configurable but no-one ever asked for this and I'd rather not make it configurable if it's not needed so... let's leave it for now, and make it configurable if someone asks for it.
| ...projection.body.query.bool.filter, | ||
| { | ||
| terms: { | ||
| [PROCESSOR_EVENT]: ['metric', 'error', 'transaction'], |
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| [PROCESSOR_EVENT]: ['metric', 'error', 'transaction'], | |
| [PROCESSOR_EVENT]: [ProcessorEvent.metric, ProcessorEvent.error, ProcessorEvent.transaction], |
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I still think there is value in having a lightweight APM client.
In this case the PROCESSOR_EVENT would be added automatically based on the indicies.
| query: { | ||
| bool: { | ||
| filter: [ | ||
| ...projection.body.query.bool.filter, |
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In the getTransactionDurationAvg you used concat:
filter: projection.body.query.bool.filter.concatand here you used spread syntax.
...projection.body.query.bool.filter,I'm not against neither implementations, but maybe we could pick one so we have consistency?
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| return aggregations.services.buckets.map((bucket) => ({ | ||
| name: bucket.key as string, | ||
| value: (bucket.agent_name.hits.hits[0]?._source as { |
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I'm not sure if it's possible, but can't we define the response type we expect when calling setup.client.search<T>? Then we could avoid this.
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We can, but then we have to create a separate variable for params and use client.search<{ agent: { name: string } }, typeof params>. Which means we lose type checks and autocompletion when we create the request.
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(As soon as you start defining generic arguments TS will no longer infer others, AFAIK).
| ...projection.body.query.bool.filter, | ||
| { | ||
| term: { | ||
| [PROCESSOR_EVENT]: 'transaction', |
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Suggested change
| [PROCESSOR_EVENT]: 'transaction', | |
| [PROCESSOR_EVENT]: ProcessorEvent.transaction, |
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| const serviceBuckets = aggs?.services.buckets || []; | ||
| const deltaAsMinutes = (setup.end - setup.start) / 1000 / 60; |
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Maybe you could extract deltaAsMinutes to a function and use it on getTransactionRate too.
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| const projection = getServicesProjection({ setup }); | ||
| const arrayUnionToCallable = <T extends any[]>( |
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I kind of don't get why it's needed.
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A clarifying comment would help
sorenlouv
reviewed
Jun 23, 2020
| }; | ||
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| const getAgentName = async ({ setup, projection }: AggregationParams) => { | ||
| const response = await setup.client.search( |
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WDYT about breaking moving each query into a separate file to improve readability?
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Opted for all queries in one separate file. LMK what you think.
sorenlouv
reviewed
Jun 23, 2020
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| const getAgentName = async ({ setup, projection }: AggregationParams) => { | ||
| const response = await setup.client.search( | ||
| mergeProjection(projection, { |
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Are we able to get rid of the projections if we remove the counts? I think that would make all queries 10x more readable.
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It would make it a little easier, as the contextual filters don't have to care about the aggregation needed to calculate a count. But there's a bunch of other stuff that a projection takes care of:
- range filter on
@timestamp - type-checking projection-specific parameters like
service.nameortransaction.type - querying the appropriate index
I think the lightweight APM client you are proposing is trying to solve at least some of these things. I think we should also take latency metrics into account which will complicate things a bit.
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Projections creates an inversion of control which makes it very hard to see what's actually going on.
range filter on @timestamp
We already have a helper for this?
querying the appropriate index
We can make a helper for this, or like you say, we can use a lightweight client.
type-checking projection-specific parameters like service.name or transaction.type
Not sure about what this is but it would be great if we can avoid IOC.
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sorenlouv
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Jun 24, 2020
| { | ||
| terms: { | ||
| [PROCESSOR_EVENT]: ['transaction', 'error', 'metric'], | ||
| }, |
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Another note on the inversion-of-control problem introduced by projections:
PROCESSOR_EVENT should be aligned with the queried indices. In this case the indicies are specified in the projection. It is therefore possible for the indicies and processor event filter to go out of sync without us noticing.
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Pinging @elastic/apm-ui (Team:apm) |
sorenlouv
reviewed
Jun 27, 2020
| const totalTransactions = transactions?.doc_count || 0; | ||
| export async function getServicesItems(setup: ServicesItemsSetup) { | ||
| const params = { | ||
| projection: getServicesProjection({ setup, noEvents: true }), |
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What does noEvents mean? Is this to simulate a no-op?
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not a no-op, but with noEvents: true it doesn't make a decision about what events should be queried. It's not great, but the alternatives (having to define indices + processor.event term filters in a lot of other places) are worse IMO. It made me think though, our client and our projections could support { apm: { events: ProcessorEvent[] } as a top-level prop, and prohibit the use of index. The client's search function would then unpack apm.events to an index and a terms query.
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It made me think though, our client and our projections could support
{ apm: { events: ProcessorEvent[] }as a top-level prop, and prohibit the use ofindex. The client's search function would then unpackapm.eventsto an index and a terms query.
I think it's a good idea to prohibit the use of index and instead use apm.events to specify both the indicies to query and the processor.events to filter by.
This is similar to what I tried to suggest in #67397 - although I called it docTypes and was probably not super clear. I've renamed it to apmEvents now.
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@sqren I think I understand the need better now 👍 and IMO a top-level prop lends itself better to composition than a second function argument.
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In addition to the client idea, we should move away from the mega object setup has become and I'd like to move away from mergeProjections and the overuse of spreading: #70157
sorenlouv
reviewed
Jun 30, 2020
| getTransactionRate, | ||
| getErrorRate, | ||
| getEnvironments, | ||
| } from './get_metrics'; |
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Unless this is related to the metric based ui or agent runtime metrics we should find another term.
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Changed this to get_services_items_stats. Also pluralised the function names.
sorenlouv
reviewed
Jun 30, 2020
| ?.value ?? null, | ||
| environments: | ||
| environments.find((service) => service.name === serviceName)?.value ?? | ||
| [], |
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This suddenly got a lot more complex. Any reason why transactionRate and the others are now arrays instead of scalar values?
Shouldn't transactionRate be a numeric value in the first place, and not an array?
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Now using joinByKey to make this code easier to understand.
sorenlouv
reviewed
Jun 30, 2020
| ] = await Promise.all([ | ||
| getTransactionDurationAvg(params), | ||
| getAgentName(params), | ||
| getTransactionRate(params), |
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Since we are retrieving more than one transaction rate
Suggested change
| getTransactionRate(params), | |
| getTransactionRates(params), |
sorenlouv
reviewed
Jun 30, 2020
Comment on lines
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| transactionsPerMinute: | ||
| transactionRate.find((service) => service.name === serviceName) | ||
| ?.value ?? 0, |
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Suggested change
| transactionsPerMinute: | |
| transactionRate.find((service) => service.name === serviceName) | |
| ?.value ?? 0, | |
| transactionsPerMinute: transactionRates?.[serviceName] ?? 0, |
sorenlouv
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Jun 30, 2020
Comment on lines
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| return arrayUnionToCallable(aggregations.services.buckets).map((bucket) => { | ||
| const transactionsPerMinute = bucket.doc_count / deltaAsMinutes; | ||
| return { | ||
| name: bucket.key as string, | ||
| value: transactionsPerMinute, | ||
| }; | ||
| }); |
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Suggested change
| return arrayUnionToCallable(aggregations.services.buckets).map((bucket) => { | |
| const transactionsPerMinute = bucket.doc_count / deltaAsMinutes; | |
| return { | |
| name: bucket.key as string, | |
| value: transactionsPerMinute, | |
| }; | |
| }); | |
| return arrayUnionToCallable(aggregations.services.buckets).reduce< | |
| Record<string, number> | |
| >((acc, bucket) => { | |
| const transactionsPerMinute = bucket.doc_count / deltaAsMinutes; | |
| const serviceName = bucket.key as string; | |
| return { ...acc, [serviceName]: transactionsPerMinute }; | |
| }, {}); |
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Have you talked to the ES team about this? The changes in this PR replaces simplicity and readability with performance. So we should make sure the performance gains are worth it. |
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@elasticmachine merge upstream |
sorenlouv
reviewed
Jul 2, 2020
| indices['apm_oss.errorIndices'], | ||
| indices['apm_oss.transactionIndices'], | ||
| ], | ||
| }), |
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will this be changed by your PR for new client?
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yep! there will no longer be a need for noEvents.
sorenlouv
reviewed
Jul 2, 2020
| [...agentNames, ...transactionRates], | ||
| 'serviceName' | ||
| ); | ||
| */ |
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Thanks for the description and tests ❤️
sorenlouv
reviewed
Jul 2, 2020
| U extends UnionToIntersection<T>, | ||
| V extends keyof T & keyof U | ||
| >(items: T[], key: V): JoinedReturnType<T, U, V> { | ||
| return items.reduce<JoinedReturnType<T, U, V>>((prev, current) => { |
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nit: I find it useful to distinguish between the accumulator and the items that are being iterated.
Suggested change
| return items.reduce<JoinedReturnType<T, U, V>>((prev, current) => { | |
| return items.reduce<JoinedReturnType<T, U, V>>((acc, item) => { |
sorenlouv
reviewed
Jul 2, 2020
| const response = await client.search( | ||
| mergeProjection(projection, { | ||
| size: 0, | ||
| index: indices['apm_oss.transactionIndices'], |
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A comment more on projections: In this case I don't know how to see that the projection won't override the index.
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Maybe I'm misunderstanding - but this is a merge, so values are applied from left to right. ie, indices['apm_oss.transactionIndices'] will override whatever the projection has defined.
sorenlouv
reviewed
Jul 2, 2020
| aggs: { | ||
| services: { | ||
| terms: { | ||
| ...projection.body.aggs.services.terms, |
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Not related to this PR specifically but I want to invite you into my head and how I try to reason about the projections :)
I wonder what these terms are so I try to search for them. If I search for projection.body.aggs.services.terms, body.aggs.services.terms, aggs.services.terms or services.terms I don't get any useful results.
Then I search for projection and get a lot results:
So I give up searching for terms and instead go into manual mode and search for getTransactionDurationAverages which leads me to getServicesItems which is calling getServicesProjection where I eventually find:
I can now see that the terms I'm looking for are on line 46. Great! But I notice it's a ternary so I have to back up a bit and figure out how getServicesProjection is called. I now see that getServicesProjection is called with noEvents=true so the actual line I'm looking for is 42 : []. 🏅
It's definitely possible to find these things but it requires patience and focus and not super easy on Github (would have been easier in an editor).
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Haha, nice. Wish I could do that on Github - for these things it'll be better to check out for sure.
And I now realise that the value I found was wrong (looking in the query instead of the agg 😳)
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VSCode's github plugin might help btw, have you tried it?
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I have - a while ago. I should try it again
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sorenlouv
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Jul 2, 2020
| return []; | ||
| } | ||
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| return aggregations.services.buckets.map((bucket) => ({ |
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I've seen this in a few places and would be really nice if we could do something like:
const buckets = aggregations.services.buckets as Buckets<string, {
agent: {
name: string;
};
}>
return buckets.map(bucket => {
serviceName: bucket.key,
agentName: bucket.agent_name.hits.hits[0]?._source.agent.name
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Alternatively:
type Bucket = <string, { agent: { name: string; }; }>;
return buckets.map(bucket: Bucket => {
serviceName: bucket.key,
agentName: bucket.agent_name.hits.hits[0]?._source.agent.name
})There was a problem hiding this comment.
I'm not sure if it's that easy, but I might be missing something. You'd also need to define agent_name, the name of the sub-aggregation, and the fact that it's a top_hits aggregation. Let me see if we still need it anyway if we resolve the document types from apm.events.
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Beautiful! Any way to narrow the source down even more? I seem to recall we could do that with the client's first generic argument: ApmEventsClient<Transaction>()
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it's based on whatever you specify in apm.events. In this case, it searches on error, metric and transaction indices, that's why it's a union type. If it were just ProcessorEvent.transaction, the type would be Transaction.
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Oh, wow. I guess that's perfect then 👍
sorenlouv
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Jul 2, 2020
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* master: (199 commits) [Telemetry] Add documentation about Application Usage (elastic#70624) [Ingest Manager] Improve agent unenrollment with unenroll action (elastic#70031) Handle timeouts on creating templates (elastic#70635) [Lens] Add ability to set colors for y-axis series (elastic#70311) [Uptime] Use elastic charts donut (elastic#70364) [Ingest Manager] Update registry URL to point to snapshot registry (elastic#70687) [Composable template] Create / Edit wizard (elastic#70220) [APM] Optimize services overview (elastic#69648) [Ingest Pipelines] Load from json (elastic#70297) [Rum Dashbaord] Rum selected service view (elastic#70579) [Uptime] Prevent duplicate requests on load for index status (elastic#70585) [ML] Changing shared module setup function parameters (elastic#70589) [Ingest Manager] Add ability to sort to agent configs and package configs (elastic#70676) [Alerting] document requirements for developing new action types (elastic#69164) Fixed adding an extra space character on selecting alert variable in action text fields (elastic#70028) [Maps] show vector tile labels on top (elastic#69444) chore(NA): upgrade to lodash@4 (elastic#69868) Add Snapshot Restore README with quick-testing steps. (elastic#70494) [EPM] Use higher priority than default templates (elastic#70640) [Maps] Fix cannot select Solid fill-color when removing fields (elastic#70621) ...
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* master: [Lens] Fitting functions (elastic#69820) [Telemetry] Add documentation about Application Usage (elastic#70624) [Ingest Manager] Improve agent unenrollment with unenroll action (elastic#70031) Handle timeouts on creating templates (elastic#70635) [Lens] Add ability to set colors for y-axis series (elastic#70311) [Uptime] Use elastic charts donut (elastic#70364) [Ingest Manager] Update registry URL to point to snapshot registry (elastic#70687) [Composable template] Create / Edit wizard (elastic#70220) [APM] Optimize services overview (elastic#69648)
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Co-authored-by: Elastic Machine <[email protected]>
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Co-authored-by: Elastic Machine <[email protected]> Co-authored-by: Elastic Machine <[email protected]>
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(Keeping it in draft for now as I need #69384 to test on a specific cluster).This decreases the loading time of the services overview by splitting up the requests to Elasticsearch.
On the cluster used for testing, time for
/api/apm/servicesgoes down from about ~55s to ~29s. I think that's worth the increase in complexity but open to other opinions of course.A couple of changes here:
track_total_hitsrather than a terms aggregation which is more costly.Tested by comparing data in master: