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Investigate Latency When Processing Large Objects in Evaluator
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Description

Description

This is a tracking bug for shared efforts to investigate a surprising difference in latency between production and local deployments.

I've uploaded here the aligned logs for a single Wikifunctions request:

This request corresponds to the "eine schöne Katze" tester for Z20612.

The logs with messages like calling Evaluator in orchestrator and finished calling Evaluator in orchestrator correspond to REST requests made from the orchestrator to the evaluator. For this request, three such evaluator calls were made. The logs show that the first two of these requests took ~2.8 and ~3.03 seconds. Notably, these two requests send large objects (>100 Kbs) objects (in this case, Wikidata Lexemes) as part of the REST request.

When I run this same function in a local docker-compose deployment, these requests take ~800 ms each--still not great, but better.

Desired behavior/Acceptance criteria (returned value, expected error, performance expectations, etc.)

  • we should understand the causes of this latency discrepancy

Reproduction Instructions

  • follow Docker installation instructions for MW core (DEVELOPERS.md) and WikiLambda (README.md)
  • in core, create docker-compose.override.yaml as follows:
version: '3.7'
services:
  mediawiki:
    extra_hosts:
      - "host.docker.internal:host-gateway"
  function-orchestrator:
    image: docker-registry.wikimedia.org/repos/abstract-wiki/wikifunctions/function-orchestrator:latest
    environment:
      WIKI_API_URL: http://wikifunctions.org/w/api.php
      WIKIDATA_API_URL: https://wikidata.org
      ORCHESTRATOR_CONFIG: |
        {
          "doValidate": true,
          "addNestedMetadata": true,
          "generateFunctionsMetrics": true,
          "useWikidata": true,
          "evaluatorConfigs": [
            {
              "programmingLanguages": ["python-3-9", "python-3-8", "python-3-7", "python-3", "python"],
              "evaluatorUri": "http://core-python3-evaluator-1:6927/1/v1/evaluate/",
              "evaluatorWs": "",
              "useReentrance": false,
              "allowCustomDerializers": true
            },
            {
              "programmingLanguages": ["javascript-es2020", "javascript-es2019", "javascript-es2018", "javascript-es2017", "javascript-es2016", "javascript-es2015", "javascript"],
              "evaluatorUri": "http://core-javascript-evaluator-1:6927/1/v1/evaluate/",
              "evaluatorWs": "",
              "useReentrance": false,
              "allowCustomDerializers": true
            }
          ]
        }
    ports:
      - 6254:6254
      - 9100:9100
  python3-evaluator:
    image: docker-registry.wikimedia.org/repos/abstract-wiki/wikifunctions/function-evaluator/wasm-python3-all:latest
    ports:
      - 6928:6927
  javascript-evaluator:
    image: docker-registry.wikimedia.org/repos/abstract-wiki/wikifunctions/function-evaluator/wasm-javascript-all:latest
    ports:
      - 6926:6926
  • run curl -X POST http://0.0.0.0:6254/1/v1/evaluate -H "Content-type: application/json" -d '{"zobject":{"Z1K1": "Z7", "Z7K1": "Z20612", "Z20612K1": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L816418"}}, "Z20612K2": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L495180"}}}}'
  • latency numbers can be recovered with docker logs or by proxying requests to the evaluator service (but I'd be interested to know if you have other tools to inspect this)

Completion checklist

Event Timeline

Some preliminary numbers on my side

From a local environment (as setup using the repro instructions in the task)

$ siege -l foo.log -c 2 -r 1000 --no-parser --no-follow -d 2 --content-type "application/json" 'http://0.0.0.0:6254/1/v1/evaluate POST {"zobject":{"Z1K1": "Z7", "Z7K1": "Z20612", "Z20612K1": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L816418"}}, "Z20612K2": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L495180"}}}}'
Transactions:                   2000 hits
Availability:                 100.00 %
Elapsed time:               11227.15 secs
Data transferred:               3.61 MB
Response time:                 10.19 secs
Transaction rate:               0.18 trans/sec
Throughput:                     0.00 MB/sec
Concurrency:                    1.81
Successful transactions:        2000
Failed transactions:               0
Longest transaction:           20.02
Shortest transaction:           0.26

From a deployment server

deploy1003:~$ siege -l foo.log -c 2 -r 1000 --no-parser --no-follow -d 2 --content-type "application/json" 'http://0.0.0.0:6034/1/v1/evaluate POST {"zobject":{"Z1K1": "Z7", "Z7K1": "Z20612", "Z20612K1": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L816418"}}, "Z20612K2": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L495180"}}}}'

Transactions:                   1989 hits
Availability:                  99.45 %
Elapsed time:                4591.50 secs
Data transferred:               0.59 MB
Response time:                  3.58 secs
Transaction rate:               0.43 trans/sec
Throughput:                     0.00 MB/sec
Concurrency:                    1.55
Successful transactions:        1989
Failed transactions:              11
Longest transaction:           10.31
Shortest transaction:           0.00

The 2 calls are identical, except from where there are executed on and the difference in TCP port.

I see my local environment being substantially slower than production on this level. Which admittedly isn't the level this task is about, but I am having a hard time figuring out how to grab meaningful stats from the orchestrator.

I 'll repeat the tests from a VM in WMCS to minimize the effects of latency due to the Internet

I am having a hard time figuring out how to grab meaningful stats from the orchestrator.

@cmassaro maybe you can help me with this? I am trying the latency numbers can be recovered with docker logs part and I have the following repro which gives me this

curl -X POST -H "Content-Type: application/json" http://0.0.0.0:6254/1/v1/evaluate -d '{"zobject":{"Z1K1": "Z7", "Z7K1": "Z20612", "Z20612K1": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L816418"}}, "Z20612K2": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L495180"}}}}'

{"@timestamp":"2025-03-30T18:04:50.238Z","ecs.version":"8.10.0","log.level":"info","message":"responseTimeMetric","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:04:50.329Z","ecs.version":"8.10.0","log.level":"info","message":"Worker 1 listening on 0.0.0.0:6254","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:20.024Z","ecs.version":"8.10.0","log.level":"warn","message":"Timeout must be greater than 0 ms; setting to default of 20000 ms.","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:20.028Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"calling orchestrator...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:20.029Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"info":"{\"Z1K1\":\"Z7\",\"Z7K1\":\"Z20612\",\"Z20612K1\":{\"Z1K1\":\"Z7\",\"Z7K1\":\"Z6825\",\"Z6825K1\":{\"Z1K1\":\"Z6095\",\"Z6095K1\":\"L816418\"}},\"Z20612K2\":{\"Z1K1\":\"Z7\",\"Z7K1\":\"Z6825\",\"Z6825K1\":{\"Z1K1\":\"Z6095\",\"Z6095K1\":\"L495180\"}}}","log.level":"info","message":"Incoming orchestrator request","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:20.031Z","ecs.version":"8.10.0","log.level":"warn","message":"V8 heap usage: 1.28%, Process heap usage: 92.40% DURING orchestrate()","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:20.037Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching ZIDs <Z20612> from URI <http://wikifunctions.org/w/api.php?action=wikilambda_fetch&format=json&uselang=content&zids=Z20612> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:21.167Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator final fetching ZIDs <Z20612>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:21.358Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: undefined","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:21.364Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: undefined","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:21.366Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z108, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:21.366Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching ZIDs <Z20615> from URI <http://wikifunctions.org/w/api.php?action=wikilambda_fetch&format=json&uselang=content&zids=Z20615> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:22.180Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator final fetching ZIDs <Z20615>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:22.184Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching ZIDs <Z12899> from URI <http://wikifunctions.org/w/api.php?action=wikilambda_fetch&format=json&uselang=content&zids=Z12899> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.002Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator final fetching ZIDs <Z12899>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.013Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z20615","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.014Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z20615","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.017Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z20615","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.018Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z108, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.018Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching ZIDs <Z12900> from URI <http://wikifunctions.org/w/api.php?action=wikilambda_fetch&format=json&uselang=content&zids=Z12900> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.019Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching ZIDs <Z12902> from URI <http://wikifunctions.org/w/api.php?action=wikilambda_fetch&format=json&uselang=content&zids=Z12902> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.818Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator final fetching ZIDs <Z12900>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.819Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator final fetching ZIDs <Z12902>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.822Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z12900","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.824Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z12900","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.825Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z108, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.826Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.826Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.828Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.829Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.829Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.830Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.834Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.839Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.840Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z108, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:23.840Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching ZIDs <Z20643> from URI <http://wikifunctions.org/w/api.php?action=wikilambda_fetch&format=json&uselang=content&zids=Z20643> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:24.636Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator final fetching ZIDs <Z20643>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:24.640Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z902","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:24.643Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z902","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:24.644Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z108, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:24.645Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching ZIDs <Z20647> from URI <http://wikifunctions.org/w/api.php?action=wikilambda_fetch&format=json&uselang=content&zids=Z20647> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.467Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator final fetching ZIDs <Z20647>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.471Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z20647","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.471Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z20647","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.471Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z20647","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.474Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z20647","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.475Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z108, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.475Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching ZIDs <Z20616> from URI <http://wikifunctions.org/w/api.php?action=wikilambda_fetch&format=json&uselang=content&zids=Z20616> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.476Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching ZIDs <Z19316> from URI <http://wikifunctions.org/w/api.php?action=wikilambda_fetch&format=json&uselang=content&zids=Z19316> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.477Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z989","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.479Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z989","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.482Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z108, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.483Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.483Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.484Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.484Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.484Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.485Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.486Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:25.486Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.315Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator final fetching ZIDs <Z20616>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.318Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.319Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.320Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z108, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.320Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching ZIDs <Z21127> from URI <http://wikifunctions.org/w/api.php?action=wikilambda_fetch&format=json&uselang=content&zids=Z21127> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.330Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator final fetching ZIDs <Z19316>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.332Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.332Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.332Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.333Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.333Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.333Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.334Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.334Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.334Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.335Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.335Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.335Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.335Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.336Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.336Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.336Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.337Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.337Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.337Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.338Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:26.338Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:27.132Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator final fetching ZIDs <Z21127>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:27.134Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z21127","service.name":"function-orchestrator"}
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{"@timestamp":"2025-03-30T18:07:27.138Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z108, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:27.138Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching Wikidata entity <L816418> from URI <https://wikidata.org/wiki/Special:EntityData/L816418.json> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:28.250Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator finish fetching Wikidata entity <L816418>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:28.266Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z6825, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:28.266Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:28.267Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:28.267Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:28.268Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:28.268Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:28.268Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:28.269Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:28.269Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching ZIDs <Z6040> from URI <http://wikifunctions.org/w/api.php?action=wikilambda_fetch&format=json&uselang=content&zids=Z6040> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.083Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator final fetching ZIDs <Z6040>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.085Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.085Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.085Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.086Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.086Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.087Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.087Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.087Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.088Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.088Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.089Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.089Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.089Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.089Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.090Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.090Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
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{"@timestamp":"2025-03-30T18:07:29.091Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.092Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.096Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
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{"@timestamp":"2025-03-30T18:07:29.097Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
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{"@timestamp":"2025-03-30T18:07:29.098Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
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{"@timestamp":"2025-03-30T18:07:29.101Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.102Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.102Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
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{"@timestamp":"2025-03-30T18:07:29.104Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.104Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
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{"@timestamp":"2025-03-30T18:07:29.105Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.106Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.106Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.112Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.112Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.113Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.113Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.113Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.114Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
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{"@timestamp":"2025-03-30T18:07:29.115Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.115Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.115Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
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{"@timestamp":"2025-03-30T18:07:29.118Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.123Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.125Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z6925","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.125Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z108, isBuiltIn: true, implementation: Z208","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.126Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.126Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.126Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.127Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.127Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z881, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.138Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"orchestrator start fetching ZIDs <Z610> from URI <http://wikifunctions.org/w/api.php?action=wikilambda_fetch&format=json&uselang=content&zids=Z610> with host <null> ...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.960Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"... orchestrator final fetching ZIDs <Z610>","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:29.967Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"calling Evaluator in orchestrator...","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:33.881Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"error","message":"function implementation: Z981 error: Error: request to http://core-python3-evaluator-1:6927/1/v1/evaluate/ failed, reason: getaddrinfo ENOTFOUND core-python3-evaluator-1","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:33.882Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z20616, isBuiltIn: false, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:33.883Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z889, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:33.883Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z20643, isBuiltIn: false, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:33.883Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z802, isBuiltIn: true, implementation: Z981","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:33.883Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"function executed on identity: Z12899, isBuiltIn: false, implementation: Z981","service.name":"function-orchestrator"}
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ms\"}},\"K2\":{\"Z1K1\":{\"Z1K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z7\"},\"Z7K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z881\"},\"Z881K1\":{\"Z1K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z7\"},\"Z7K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z882\"},\"Z882K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z6\"},\"Z882K2\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z1\"}}},\"K1\":{\"Z1K1\":{\"Z1K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z7\"},\"Z7K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z882\"},\"Z882K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z6\"},\"Z882K2\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z1\"}},\"K1\":{\"Z1K1\":\"Z6\",\"Z6K1\":\"orchestrationHostname\"},\"K2\":{\"Z1K1\":\"Z6\",\"Z6K1\":\"1a2be45b9f30\"}},\"K2\":{\"Z1K1\":{\"Z1K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z7\"},\"Z7K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z881\"},\"Z881K1\":{\"Z1K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z7\"},\"Z7K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z882\"},\"Z882K1\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z6\"},\"Z882K2\":{\"Z1K1\":\"Z9\",\"Z9K1\":\"Z1\"}}}}}}}}}}}}}}}}}","x-request-id":"d2692310-0d91-11f0-849b-fb91b2aad48e"},"log.level":"info","message":"Outgoing orchestrator response","service.name":"function-orchestrator"}
{"@timestamp":"2025-03-30T18:07:33.904Z","ecs.version":"8.10.0","http":{"request":{"id":"d2692310-0d91-11f0-849b-fb91b2aad48e"}},"log.level":"info","message":"...finished calling orchestrator","service.name":"function-orchestrator"}

I am having a hard time parsing this visually (there seems to be a lot of duplication and a lot of Z stuff - which I am assuming I shouldn't need to know what they are about to reason about latencies). Greping fetch appears to be the most helpful thing, but I don't see a number calculated. Should I grab timestamps and start substracting them ? If yes, can we please have the software do that instead of humans?

(but I'd be interested to know if you have other tools to inspect this)

In the WMF infrastructure itself, some basic latency graphs exist in the Envoy Telemetry (k8s) dashboard. e.g. see https://grafana.wikimedia.org/d/b1jttnFMz/envoy-telemetry-k8s?orgId=1&var-datasource=thanos&var-site=eqiad&var-prometheus=k8s&var-kubernetes_namespace=mw-wikifunctions&var-app=mediawiki&var-destination=mw-api-int&from=now-2d&to=now&viewPanel=6 which has the latencies from mw-wikifunctions to mw-api-int (the internal API endpoints). They aren't per endpoint as that's not really possible for the MediaWiki endpoints, but there are something.

Hello! I wish I had something more helpful to say, but

Should I grab timestamps and start substracting them ? If yes, can we please have the software do that instead of humans?

This is about the size of it. I have an MR that will improve this situation (including logs of time elapsed): https://gitlab.wikimedia.org/repos/abstract-wiki/wikifunctions/function-orchestrator/-/merge_requests/332. Hopefully, we'll merge that today and deploy it tomorrow so that these logs look better. Let me know if there's more I can do to make this process tractable!

Change #1133414 had a related patch set uploaded (by Jforrester; author: Jforrester):

[operations/deployment-charts@master] wikifunctions: Update orchestrator from 2025-03-25-145119 to 2025-04-02-124609

https://gerrit.wikimedia.org/r/1133414

Change #1133414 merged by jenkins-bot:

[operations/deployment-charts@master] wikifunctions: Update orchestrator from 2025-03-25-145119 to 2025-04-02-124609

https://gerrit.wikimedia.org/r/1133414

Hello! I wish I had something more helpful to say, but

Should I grab timestamps and start substracting them ? If yes, can we please have the software do that instead of humans?

This is about the size of it. I have an MR that will improve this situation (including logs of time elapsed): https://gitlab.wikimedia.org/repos/abstract-wiki/wikifunctions/function-orchestrator/-/merge_requests/332. Hopefully, we'll merge that today and deploy it tomorrow so that these logs look better. Let me know if there's more I can do to make this process tractable!

I 'll experiment with this. I see it has been merged already, let me know when the image gets built (and the tag so that I can make sure I test with this patch merged) and I 'll re-run my tests.

Hello! I wish I had something more helpful to say, but

Should I grab timestamps and start substracting them ? If yes, can we please have the software do that instead of humans?

This is about the size of it. I have an MR that will improve this situation (including logs of time elapsed): https://gitlab.wikimedia.org/repos/abstract-wiki/wikifunctions/function-orchestrator/-/merge_requests/332. Hopefully, we'll merge that today and deploy it tomorrow so that these logs look better. Let me know if there's more I can do to make this process tractable!

I 'll experiment with this. I see it has been merged already, let me know when the image gets built (and the tag so that I can make sure I test with this patch merged) and I 'll re-run my tests.

Cool! The changes are already in prod. For local testing, you can run against docker-registry.wikimedia.org/repos/abstract-wiki/wikifunctions/function-orchestrator:2025-04-02-124609 or later!

DSantamaria triaged this task as Medium priority.Apr 9 2025, 5:01 PM

I would consider it Essential Work, yes. And I think we should at least try to address it this quarter. This is a pretty major performance hit that affects precisely the kinds of objects we'll need to process in order to do language generation.

After getting a VM in Cloud VPS, in a hypothesis that the issue was latency due to my laptop not being close enough to the DCs, I have the following numbers

deploy1003
deploy1003:~$ siege -l T389375.log -c 2 -r 1000 --no-parser --no-follow -d 2 --content-type "application/json" 'http://0.0.0.0:6034/1/v1/evaluate POST {"zobject":{"Z1K1": "Z7", "Z7K1": "Z20612", "Z20612K1": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L816418"}}, "Z20612K2": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L495180"}}}}'
Transactions:		        1987 hits
Availability:		       99.35 %
Elapsed time:		     4039.73 secs
Data transferred:	        0.59 MB
Response time:		        3.04 secs
Transaction rate:	        0.49 trans/sec
Throughput:		        0.00 MB/sec
Concurrency:		        1.50
Successful transactions:        1987
Failed transactions:	          13
Longest transaction:	        8.44
Shortest transaction:	        0.00

vs

Cloud VPS
T389375:~# siege -l t389375.log -c 2 -r 1000 --no-parser --no-follow -d 2 --content-type "application/json" 'http://0.0.0.0:6254/1/v1/evaluate POST {"zobject":{"Z1K1": "Z7", "Z7K1": "Z20612", "Z20612K1": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L816418"}}, "Z20612K2": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L495180"}}}}'
Transactions:		        2000 hits
Availability:		      100.00 %
Elapsed time:		     2137.55 secs
Data transferred:	        1.70 MB
Response time:		        1.14 secs
Transaction rate:	        0.94 trans/sec
Throughput:		        0.00 MB/sec
Concurrency:		        1.07
Successful transactions:        2000
Failed transactions:	           0
Longest transaction:	        2.40
Shortest transaction:	        0.89

vs

A VPS server in Helsinki at Hetzner, created just for this purpose
T389375:~# siege -l t389375.log -c 2 -r 1000 --no-parser --no-follow -d 2 --content-type "application/json" 'http://0.0.0.0:6254/1/v1/evaluate POST {"zobject":{"Z1K1": "Z7", "Z7K1": "Z20612", "Z20612K1": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L816418"}}, "Z20612K2": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L495180"}}}}'
Transactions:		        2000 hits
Availability:		      100.00 %
Elapsed time:		     5422.84 secs
Data transferred:	        1.70 MB
Response time:		        4.42 secs
Transaction rate:	        0.37 trans/sec
Throughput:		        0.00 MB/sec
Concurrency:		        1.63
Successful transactions:        2000
Failed transactions:	           0
Longest transaction:	        9.61
Shortest transaction:	        4.08

The Helsinki VPS numbers mirror my own local dev experience, where the distance from the DCs increase latency times, by a lot. The diff between service mesh and cloud VPS doesn't add up though, looking into that more.

@akosiaris Thank you for looking into this! Out of curiosity, have you tried this with a call that doesn't ship a large object over the network? I'm wondering if the diff between service mesh and cloud VPS would disappear in that case--if so, that would reflect what we've seen in production numbers.

Change #1144577 had a related patch set uploaded (by Alexandros Kosiaris; author: Alexandros Kosiaris):

[operations/puppet@production] [DNM]: Add mw-wikifunctions-ro to deployment server listeners

https://gerrit.wikimedia.org/r/1144577

Change #1144920 had a related patch set uploaded (by Alexandros Kosiaris; author: Alexandros Kosiaris):

[operations/deployment-charts@master] function-orchestrator: Bump CPU requests/limits

https://gerrit.wikimedia.org/r/1144920

Change #1144577 abandoned by Alexandros Kosiaris:

[operations/puppet@production] [DNM]: Add mw-wikifunctions-ro to deployment server listeners

Reason:

Tested the output locally, no change, hypothesis disproved.

https://gerrit.wikimedia.org/r/1144577

Change #1144920 merged by jenkins-bot:

[operations/deployment-charts@master] function-orchestrator: Bump CPU requests/limits

https://gerrit.wikimedia.org/r/1144920

Change #1145267 had a related patch set uploaded (by Alexandros Kosiaris; author: Alexandros Kosiaris):

[operations/deployment-charts@master] function-evaluator: Bump CPU requests/limits

https://gerrit.wikimedia.org/r/1145267

Change #1145267 merged by jenkins-bot:

[operations/deployment-charts@master] function-evaluator: Bump CPU requests/limits

https://gerrit.wikimedia.org/r/1145267

After merging the first of the above patches, numbers are much better, ~33% better

Transactions:		        1987 hits
Availability:		       99.35 %
Elapsed time:		     2965.44 secs
Data transferred:	        0.59 MB
Response time:		        1.94 secs
Transaction rate:	        0.67 trans/sec
Throughput:		        0.00 MB/sec
Concurrency:		        1.30
Successful transactions:        1987
Failed transactions:	          13
Longest transaction:	        7.90
Shortest transaction:	        0.00

Mean response time is down to 1940ms, which is 1100ms less than the numbers of the first benchmark. So, a very big improvement already. Still somewhat slower than the Cloud VPS benchmark, which is also far slower (1300ms) than what the task states (800ms). I am not sure how that number got generated, but I 'd like to see how to reproduce it.

Anyway, this had nothing with the network, the size of the objects, the infrastructure or the platform. The application was just too slow to handle requests fast enough. It was being occasionally throttled. Not enough to error out, but enough to increase latency. This was evident all along in Grafana, which for completeness I attach a picture of.

image.png (1×1 px, 99 KB)

Anyway, after the patch mentioned above, we gained some visibility in fetching of stuff from wikidata. Namely the logs (which are still way too verbose to be operationally helpful - 100+ lines per request is a DoS vector for our logging pipeline) now have lines like orchestration finish fetching ZIDs <Z14290>; 53ms elapsed"

Grabbing logs from both the Cloud VPS benchmark and the Production deployment, averaging all durations and keep just the common ones across the 2 datasets produces this

$ diff -u cloudvps deploy1003
-L816418: 86.34 ms
-Z12899: 88.45 ms
-Z12900: 91.22 ms
-Z12902: 90.02 ms
-Z19316: 98.82 ms
-Z20612: 81.08 ms
-Z20615: 84.61 ms
-Z20616: 101.86 ms
-Z20643: 84.96 ms
-Z20647: 87.80 ms
-Z21127: 93.15 ms
-Z6040: 90.23 ms
-Z610: 89.29 ms
+L816418: 66.88 ms
+Z12899: 59.76 ms
+Z12900: 57.94 ms
+Z12902: 59.29 ms
+Z19316: 66.59 ms
+Z20612: 60.12 ms
+Z20615: 60.76 ms
+Z20616: 71.53 ms
+Z20643: 55.53 ms
+Z20647: 64.76 ms
+Z21127: 61.59 ms
+Z6040: 67.12 ms
+Z610: 58.77 ms

which can be summarized as Cloud VPS fetching stuff is between 25ms and 35ms slower than in production. Which is also what I would expect. It make 0 sense from a physics point of view that transmission of data in production would be slower. It's evidently faster.

At the risk of becoming tedious, I 'll repeat. The network, the size of the objects, the service mesh, the infrastructure and the platform had NOTHING to do with this performance problem.

I should note

  1. That the configuration given above and the configuration in production are different. see production vs the ORCHESTRATOR_CONFIG stanza included in the task
  2. That for good measure I also bumped CPU limits for the evaluators and deployed them as I noticed some throttling there. However, it doesn't look like it made any discernible difference in timings. It probably did shave off some milliseconds, just not perceptible when compared to the total.
  3. There is still 1 open question about a 500ms difference in the end-to-end testing, between production and Cloud VPS, but if anything it does look like the culprit is in the application, not the service mesh or the infrastructure.

@akosiaris Thank you so much for this! And I apologize for the log situation, for using up so much of your time, and for my own lack of understanding--it sounds like, if I had just read Grafana, I should have been able to track this down.

I do want to ask what is meant by "application" here. Is the throttling something that we should be able to control ourselves, by configuring Express better?

@akosiaris Thank you so much for this! And I apologize for the log situation, for using up so much of your time, and for my own lack of understanding--it sounds like, if I had just read Grafana, I should have been able to track this down.

No worries. It's a bit of a shame that this relied on me to find the time to deep dive, but at least it's being worked out.

Is the throttling something that we should be able to control ourselves, by configuring Express better?

Not express per se, but the overall application environment. Throttling shouldn't happen. At least not when an application is well behaving. It's there to stop a misbehaving application from wreaking havoc. When throttling does happen, it's either a sign of a bug/regression (e.g. insertion of an infinite loop) or a sign of a mismatch between what the platform expects and what the application wants to do. Typical ways this happens are that the platform expects the application to consume X CPUs per 100ms but the applications spawns enough child threads to consume a N*Y CPUs per 100ms and that throws off all calculations and throttling happens. Another typical way is memory discrepancies, the application consuming way way more memory (usually due to a memory leak) than allowed. That however was ruled out by @ecarg at T385859: increase CPU and Node heap limit?. Admittedly, that task, despite mentioning CPU, focused a lot on memory, GC and heap limits. We missed the opportunity to figure out the problem in that task.

I do want to ask what is meant by "application" here.

The actual code base and the environment setup for 1 deployment. E.g. insertion of an infinite loop will be causing similar issues. Similarly if the deployment isn't well sized for the traffic it expects to receive, it will exhibit such symptoms as the one we see here before crumling. To give you a concrete idea of what I am talking about, the benchmark run in Cloud VPS had a concurrency of 2. Increasing that concurrency to say 8 (via the -c parameter) already send the latency well over 2000ms

T389375:~# siege -l t389375.log -c 8 -r 10 --no-parser --no-follow --content-type "application/json" 'http://0.0.0.0:6254/1/v1/evaluate POST {"zobject":{"Z1K1": "Z7", "Z7K1": "Z20612", "Z20612K1": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L816418"}}, "Z20612K2": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L495180"}}}}'

Transactions:		          80 hits
Availability:		      100.00 %
Elapsed time:		       22.22 secs
Data transferred:	        0.03 MB
Response time:		        2.11 secs
Transaction rate:	        3.60 trans/sec
Throughput:		        0.00 MB/sec
Concurrency:		        7.59
Successful transactions:          80
Failed transactions:	           0
Longest transaction:	        4.30
Shortest transaction:	        1.16

At 16, it's well over 3.5 seconds.

T389375:~# siege -l t389375.log -c 16 -r 10 --no-parser --no-follow --content-type "application/json" 'http://0.0.0.0:6254/1/v1/evaluate POST {"zobject":{"Z1K1": "Z7", "Z7K1": "Z20612", "Z20612K1": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L816418"}}, "Z20612K2": {"Z1K1": "Z7", "Z7K1": "Z6825", "Z6825K1": {"Z1K1": "Z6095", "Z6095K1": "L495180"}}}}'
Transactions:		         160 hits
Availability:		      100.00 %
Elapsed time:		       36.30 secs
Data transferred:	        0.07 MB
Response time:		        3.53 secs
Transaction rate:	        4.41 trans/sec
Throughput:		        0.00 MB/sec
Concurrency:		       15.57
Successful transactions:         160
Failed transactions:	           0
Longest transaction:	        4.36
Shortest transaction:	        2.44

And so on.

The above overall is part of running a capacity planning exercise. Figuring out what is the number of requests a well behaved, single instance of the application can support before starting to get out of stated performance goals and from that figuring out the number of instances required to support the overall deployment within expected traffic levels (and if levels increase, it's usually quick and simple math to calculate how much more to add).

Has a capacity planning exercise been run for wikifunctions?

I will take this as a hint that I should get better at reading Grafana 😬.

The above overall is part of running a capacity planning exercise. Figuring out what is the number of requests a well behaved, single instance of the application can support before starting to get out of stated performance goals and from that figuring out the number of instances required to support the overall deployment within expected traffic levels (and if levels increase, it's usually quick and simple math to calculate how much more to add).

Has a capacity planning exercise been run for wikifunctions?

No, it hasn't. There is a natural place for us to schedule this next quarter though, so I'll suggest it.

I will take this as a hint that I should get better at reading Grafana 😬.

The above overall is part of running a capacity planning exercise. Figuring out what is the number of requests a well behaved, single instance of the application can support before starting to get out of stated performance goals and from that figuring out the number of instances required to support the overall deployment within expected traffic levels (and if levels increase, it's usually quick and simple math to calculate how much more to add).

Has a capacity planning exercise been run for wikifunctions?

No, it hasn't. There is a natural place for us to schedule this next quarter though, so I'll suggest it.

Perfect, thanks! For what is worth, SRE has extensive knowledge on this one, make sure to utilize it.

There is still 1 open question about a 500ms difference in the end-to-end testing, between production and Cloud VPS, but if anything it does look like the culprit is in the application, not the service mesh or the infrastructure.

This has been bugging me, so I decided to take another closer look today. And apparently, the unfortunate decision of returning HTTP 200 while there is an underlying error is what threw me off. Re-trying this today, and looking a bit more at the output, I saw

"Z500K1":"request to http://python3-evaluator:6927/1/v1/evaluate/ failed, reason: getaddrinfo ENOTFOUND python3-evaluator"}}}}}

This was because the container was no longer running. After restarting it, the very first try returns "Z500K1": "request to http://python3-evaluator:6927/1/v1/evaluate/ failed, reason: socket hang up". Afterwards all subsequent ones are like the one above, returning pretty quickly. The service continues returns a really big chunk of JSON output and HTTP 200s. In dmesg one can see

May 16 20:31:53 T389375 kernel: traps: wasmedge[200268] trap invalid opcode ip:7f053fc5fd37 sp:7f053ca8f740 error:0 in rustpython.so[7f053e956000+1706000]

Whatever is in the payload from the orchestrator to the python-evaluator, makes it die with a invalid opcode error. This is something that can happen when a compiled binary is being run on a CPU that does not have the proper support for it.

This is going to trip every person that tries to debug it. It already did for me in T384944. Chasing for an error message hidden deep inside complex, big inscrutable JSON stanzas is a recipe for failure, not success.

This is what the pretty printed output to curl was

{
  "Z1K1": "Z22",
  "Z22K1": "Z24",
  "Z22K2": {
    "Z1K1": {
      "Z1K1": "Z7",
      "Z7K1": "Z883",
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    ]
  }
}

I really don't see how anyone could possibly reason about this without very very deep internal knowledge of the workings of the software and architecture. They 'd have to rely on metadata, like HTTP status code, which is broken here since it returns 200.
1 recommendation (which I think is recurring) is to NOT return 200 in case of an error. Every off the shelf HTTP tool out there use to perform capacity planning, benchmarking, etc, is going to trip on this and report the wrong results. My current understanding is that this behavior stems from the HTTP client used, but some workaround needs to be found.

So, my late Friday night hypothesis for this running faster in Cloud VPS than in production is that it was erroring out in Cloud VPS

@cmassaro Hi! Could you please verify that now that production orchestrator no longer sees CPU throttling, that the issue regarding the discrepancy observed in latencies between production and local env no longer exists? I think I did in T389375#10821374, but I 'd rather be sure before we resolve this task.

@cmassaro Hi! Could you please verify that now that production orchestrator no longer sees CPU throttling, that the issue regarding the discrepancy observed in latencies between production and local env no longer exists? I think I did in T389375#10821374, but I 'd rather be sure before we resolve this task.

I'm taking a look now! I'll confirm by EOD my time.

Apologies, I couldn't verify this today. I'm unable to reproduce the original function call due to an unrelated bug. I plan to resolve that bug next week (it's quite involved), so I will confirm after that.

cmassaro changed the task status from Open to In Progress.Jun 10 2025, 9:25 PM

Okay! We've now been able to deploy. The original function is currently broken 🙃, but I've verified that the evaluator calls no longer look CPU-throttled. I'll close this task. Thank you for all the work on this (and apologies again for our logging situation)!