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achou (AikoChou)
Machine Learning Engineer

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User Details

User Since
Feb 15 2022, 2:51 PM (50 w, 3 d)
Availability
Available
IRC Nick
aiko
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Unknown
MediaWiki User
AChou-WMF [ Global Accounts ]

Recent Activity

Yesterday

achou added a project to T328276: Add outlink topic model predictions to CirrusSearch indices: Machine-Learning-Team.
Fri, Feb 3, 3:17 PM · Machine-Learning-Team, Discovery-Search, CirrusSearch
achou added a comment to T328276: Add outlink topic model predictions to CirrusSearch indices.

For the first and second questions, Isaac has answered. For the question about the drafttopic model, considering the outlinks model performs worse on low-link/new articles, I think we can keep the drafttopic model for now (although it only supports enwiki).

Fri, Feb 3, 3:15 PM · Machine-Learning-Team, Discovery-Search, CirrusSearch
achou updated achou.
Fri, Feb 3, 1:52 PM

Wed, Feb 1

achou added a comment to T325218: Deploy MultilingualRevertRiskModel to production.

A new model that works with transformers 4.25.1 and torch 1.13.1 is uploaded:
(It is mainly because joblib serialisation specifics. It is needed to reload the model with a new transformers version and reserialize the model dump)

Wed, Feb 1, 10:10 AM · Machine-Learning-Team, Lift-Wing
achou closed T325295: Enrich revertrisk image tag with model's package version as Resolved.

The task is done.

Wed, Feb 1, 9:59 AM · Machine-Learning-Team
achou closed T325349: Update torch's settings in the Knowledge Integrity repo as Resolved.

The problem is resolved.

Wed, Feb 1, 9:57 AM · Machine-Learning-Team, Research

Mon, Jan 30

achou committed rMLIS231957774952: revertrisk: import correct module for multilingual model (authored by achou).
revertrisk: import correct module for multilingual model
Mon, Jan 30, 8:48 AM

Thu, Jan 12

achou committed rMLISb69717fdf1eb: revertrisk: build image for multilingual model (authored by achou).
revertrisk: build image for multilingual model
Thu, Jan 12, 5:26 PM
achou committed rMLISa1c6ee1f99cd: revertrisk: build image for language-agnostic model (authored by achou).
revertrisk: build image for language-agnostic model
Thu, Jan 12, 4:52 PM

Wed, Jan 11

achou added a comment to T325349: Update torch's settings in the Knowledge Integrity repo.

In Knowledge Integrity's latest MR, we declared torch as a direct dependency for the multilingual model and added pytorch cpu index as a secondary source for poetry. Therefore, we no longer need to install torch individually in the requirements.txt.

Wed, Jan 11, 1:30 PM · Machine-Learning-Team, Research
achou added a comment to T325295: Enrich revertrisk image tag with model's package version.

In Knowledge Integrity's latest MR, we declared dependencies for each model as an extra group. In this way, each model's dependencies are no longer associated with a KI version tag like 0.1.0 for language-agnostic model; 0.2.0 for multilingual model. Users can just install dependencies for the model they want to use by including its name in the installation command.

Wed, Jan 11, 1:15 PM · Machine-Learning-Team

Fri, Jan 6

achou added a comment to T325657: [revscoring] Upgrade python from 3.7 to 3.9 in docker images .

@isarantopoulos I saw you upgraded some dependencies for revscoring. One question is whether they are compatible with the current models, because the models were trained with the old environment and dependencies.

Fri, Jan 6, 2:43 PM · Patch-For-Review, Machine-Learning-Team

Dec 23 2022

achou moved T323613: Test MultilingualRevertRiskModel inference service on ml-sandbox from In Progress to Done on the Machine-Learning-Team board.
Dec 23 2022, 4:27 PM · Lift-Wing, Machine-Learning-Team
achou added a comment to T325218: Deploy MultilingualRevertRiskModel to production.

Current status:

Dec 23 2022, 10:33 AM · Machine-Learning-Team, Lift-Wing

Dec 22 2022

achou committed rMLIS6167a6cdee9c: revertrisk: add torch==1.13.1+cpu (authored by achou).
revertrisk: add torch==1.13.1+cpu
Dec 22 2022, 3:06 PM

Dec 21 2022

achou claimed T325295: Enrich revertrisk image tag with model's package version.
Dec 21 2022, 4:06 PM · Machine-Learning-Team
achou claimed T325349: Update torch's settings in the Knowledge Integrity repo.
Dec 21 2022, 4:06 PM · Machine-Learning-Team, Research

Dec 20 2022

achou moved T325577: Add language support for Esperanto (eo) from Backlog/Other to In Progress on the Machine-Learning-Team board.
Dec 20 2022, 3:55 PM · artificial-intelligence, Bad-Words-Detection-System, Machine-Learning-Team, revscoring
achou moved T325577: Add language support for Esperanto (eo) from In Progress to Backlog/Other on the Machine-Learning-Team board.
Dec 20 2022, 3:54 PM · artificial-intelligence, Bad-Words-Detection-System, Machine-Learning-Team, revscoring
achou added a comment to T325349: Update torch's settings in the Knowledge Integrity repo.

We rebuilt our docker image with Luca's knowledge integrity fork repository which removed torch dependency. When we tested the image in ml-sandbox, we got

Message:     None of PyTorch, TensorFlow >= 2.0, or Flax have been found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.

Therefore, we confirmed that transformer needs torch dependency as they assume you already have a deep learning library installed.

Dec 20 2022, 1:49 PM · Machine-Learning-Team, Research
achou moved T325199: Fix mwapi host header issue for outlink model server from In Progress to Done on the Machine-Learning-Team board.
Dec 20 2022, 1:06 PM · Machine-Learning-Team, Lift-Wing
achou moved T324658: Remove hack from ML's blubber files from In Progress to Done on the Machine-Learning-Team board.
Dec 20 2022, 1:05 PM · Machine-Learning-Team

Dec 19 2022

achou added a comment to T323023: Test batch prediction for revert-risk model.

Update:

  • we fixed the issue regarding "missing" responses from MW API and deployed a new image (2022-12-14-170742-publish, corresponding to knowledge integrity v0.1) to codfw/eqiad.
Dec 19 2022, 1:24 PM · Lift-Wing, Machine-Learning-Team
achou added a comment to T324567: Fix translatewiki-reverted and frwikisource-articlequality isvcs.

@elukey Changing model path is good, thanks for your help! :)

Dec 19 2022, 11:41 AM · Machine-Learning-Team

Dec 16 2022

achou committed rMLIS0641fdfdf7f8: outlink: fix mwapi session host headers (authored by achou).
outlink: fix mwapi session host headers
Dec 16 2022, 3:02 PM

Dec 15 2022

achou committed rMLIS968b05add297: revertrisk: upgrade to multilingual revertrisk model (authored by achou).
revertrisk: upgrade to multilingual revertrisk model
Dec 15 2022, 4:04 PM

Dec 14 2022

achou removed a project from T323023: Test batch prediction for revert-risk model: Patch-For-Review.
Dec 14 2022, 6:34 PM · Lift-Wing, Machine-Learning-Team
achou removed a project from T323613: Test MultilingualRevertRiskModel inference service on ml-sandbox: Patch-For-Review.
Dec 14 2022, 6:33 PM · Lift-Wing, Machine-Learning-Team
achou removed a project from T315994: Connect Outlink topic model to eventgate: Patch-For-Review.
Dec 14 2022, 6:32 PM · Machine-Learning-Team, Lift-Wing
achou removed a project from T321594: Deploy revert-risk-model to production: Patch-For-Review.
Dec 14 2022, 6:31 PM · Machine-Learning-Team, Lift-Wing
achou added a comment to T325218: Deploy MultilingualRevertRiskModel to production.

The model has been uploaded to Thanos Swift:

aikochou@stat1004:~$ s3cmd -c /etc/s3cmd/cfg.d/ml-team.cfg ls s3://wmf-ml-models/experimental/revertrisk/20221214175551/
2022-12-14 18:00   2647804395  s3://wmf-ml-models/experimental/revertrisk/20221214175551/model.pkl

The size is around 2.5G.

Dec 14 2022, 6:04 PM · Machine-Learning-Team, Lift-Wing
achou moved T325218: Deploy MultilingualRevertRiskModel to production from Unsorted to In Progress on the Machine-Learning-Team board.
Dec 14 2022, 5:50 PM · Machine-Learning-Team, Lift-Wing
achou moved T325199: Fix mwapi host header issue for outlink model server from Unsorted to In Progress on the Machine-Learning-Team board.
Dec 14 2022, 5:50 PM · Machine-Learning-Team, Lift-Wing
achou updated subscribers of T325218: Deploy MultilingualRevertRiskModel to production.
Dec 14 2022, 5:46 PM · Machine-Learning-Team, Lift-Wing
achou updated the task description for T323613: Test MultilingualRevertRiskModel inference service on ml-sandbox.
Dec 14 2022, 5:45 PM · Lift-Wing, Machine-Learning-Team
achou created T325218: Deploy MultilingualRevertRiskModel to production.
Dec 14 2022, 5:45 PM · Machine-Learning-Team, Lift-Wing
achou created T325199: Fix mwapi host header issue for outlink model server.
Dec 14 2022, 4:38 PM · Machine-Learning-Team, Lift-Wing

Dec 13 2022

achou awarded T325051: Create new GitLab project group: machine-learning a Yellow Medal token.
Dec 13 2022, 3:32 PM · GitLab (Project Migration), Release-Engineering-Team
achou moved T324567: Fix translatewiki-reverted and frwikisource-articlequality isvcs from Backlog/Lift Wing to In Progress on the Machine-Learning-Team board.
Dec 13 2022, 3:21 PM · Machine-Learning-Team
achou added a comment to T324567: Fix translatewiki-reverted and frwikisource-articlequality isvcs.

The problem is their hosts are not set correctly.

Dec 13 2022, 10:18 AM · Machine-Learning-Team

Dec 9 2022

achou added a comment to T323023: Test batch prediction for revert-risk model.

The issue with missing responses in KServe was because we shared a client session between requests, the host header couldn't get updated correctly.

Dec 9 2022, 5:29 PM · Lift-Wing, Machine-Learning-Team
achou committed rMLIS1193fd96dd18: revertrisk: fix mwapi session host headers (authored by achou).
revertrisk: fix mwapi session host headers
Dec 9 2022, 12:21 PM

Dec 5 2022

achou added a comment to T323613: Test MultilingualRevertRiskModel inference service on ml-sandbox.

@MunizaA your theory is right! The host header is not getting updated. It's stuck to the first host it uses. This time I got all the responses from ru wikipedia. I checked the successful request responses of 67538140 (pl) and 36418681 (uk), and they are clearly from ruwiki. Also, the prediction results are totally different from the previous test.

Dec 5 2022, 1:29 PM · Lift-Wing, Machine-Learning-Team
achou added a comment to T323613: Test MultilingualRevertRiskModel inference service on ml-sandbox.

I wrote a lua script https://phabricator.wikimedia.org/P42235 that can read a file with multiple inputs and generate different requests when wrk executes. If specifing n threads, n log files will be created to log responses per thread.

aikochou@ml-sandbox:~/isvcs/revertrisk$ cat input_10.tsv 
ru	123855516
de	224199451
ru	123744978
ru	123855440
ru	123796333
en	1096720424
ru	123727072
en	1096855066
pl	67538140
uk	36418681
Dec 5 2022, 8:29 AM · Lift-Wing, Machine-Learning-Team
achou created P42235 inference.lua.
Dec 5 2022, 8:03 AM
achou renamed T323613: Test MultilingualRevertRiskModel inference service on ml-sandbox from Test MultilingualRevertRiskModel inference service locally with docker to Test MultilingualRevertRiskModel inference service on ml-sandbox.
Dec 5 2022, 7:56 AM · Lift-Wing, Machine-Learning-Team
achou added a comment to T323613: Test MultilingualRevertRiskModel inference service on ml-sandbox.

The poor performance I reported in my last comment was actually due to Macbook with the M1 (Max) processor. I tested the model on ML-Sandbox (our dev cluster, 8 CPUs) and the inference time is much better than it was on Mac.

Dec 5 2022, 7:55 AM · Lift-Wing, Machine-Learning-Team

Nov 28 2022

achou edited P41416 kserve_logs.
Nov 28 2022, 7:17 PM
achou created P41416 kserve_logs.
Nov 28 2022, 6:03 PM

Nov 24 2022

achou added a comment to T323023: Test batch prediction for revert-risk model.

The way we test batch prediction is to have a spark UDF like:

@udf
def getPrediction(body):
    inference_url = 'https://inference-staging.svc.codfw.wmnet:30443/v1/models/revert-risk-model:predict'
    headers = {
        'Host': 'revert-risk-model.experimental.wikimedia.org',
        'Content-Type': 'application/x-www-form-urlencoded',
    }
    resp = requests.post(inference_url, headers=headers, data=body)
    if resp.status_code == 200:
        return resp.text
    else:
        return resp

and then use it on a dataframe:

df_100 = df_100.select("*", getPrediction("data").alias("result"))
df_100 = df_100.withColumn("prediction", json_tuple("result", "score"))
pandas_df = df_100.toPandas()
Nov 24 2022, 2:55 PM · Lift-Wing, Machine-Learning-Team
achou added a comment to T323613: Test MultilingualRevertRiskModel inference service on ml-sandbox.

I was able to run the model server locally with docker yesterday, but there are two issues worth noting.

Nov 24 2022, 11:36 AM · Lift-Wing, Machine-Learning-Team

Nov 22 2022

achou created T323613: Test MultilingualRevertRiskModel inference service on ml-sandbox.
Nov 22 2022, 2:53 PM · Lift-Wing, Machine-Learning-Team

Nov 17 2022

achou added a comment to T320374: Test ML model-servers with Benthos.

Hi @Isaac the issue has been solved, but the task hasn't been updated. I'm doing it now. Thanks for the heads up.

Nov 17 2022, 1:05 PM · Machine-Learning-Team
achou moved T321594: Deploy revert-risk-model to production from In Progress to Done on the Machine-Learning-Team board.
Nov 17 2022, 10:22 AM · Machine-Learning-Team, Lift-Wing
achou added a comment to T321594: Deploy revert-risk-model to production.

The revertrisk model has been deployed to production. I'm going to mark this as RESOLVED. We'll open other tasks for new model deployment when needed.

Nov 17 2022, 10:21 AM · Machine-Learning-Team, Lift-Wing
achou added a comment to T321594: Deploy revert-risk-model to production.

@MunizaA The reason of the socket connection error seems to be the limited file opening on Linux according to the article. It is not a problem from the model server, so I think we don't need to worry too much. Also note that deploy1002 is not only the deployment server for ML services, but also MediaWiki and all Wikimedia kubernetes services, so wrk may be easier to reach the limit.

Nov 17 2022, 10:19 AM · Machine-Learning-Team, Lift-Wing
achou moved T315994: Connect Outlink topic model to eventgate from In Progress to Done on the Machine-Learning-Team board.
Nov 17 2022, 8:33 AM · Machine-Learning-Team, Lift-Wing
achou added a comment to T315994: Connect Outlink topic model to eventgate.

This task has been done. I'm going to mark this as RESOLVED. We'll follow up DE team's new page state stream, and open other tasks when needed.

Nov 17 2022, 8:33 AM · Machine-Learning-Team, Lift-Wing
achou moved T322881: Upload new outlinks topic model to LiftWing from In Progress to Done on the Machine-Learning-Team board.
Nov 17 2022, 8:31 AM · Lift-Wing, Machine-Learning-Team, Research
achou added a comment to T322881: Upload new outlinks topic model to LiftWing.

The new outlinks topic model has been deployed to production. I'm going to mark this as RESOLVED.

Nov 17 2022, 8:30 AM · Lift-Wing, Machine-Learning-Team, Research
achou created P40072 outlink-config.yaml.
Nov 17 2022, 7:47 AM

Nov 14 2022

achou committed rMLISc54450cbe3a6: revertrisk: change output and remove HTTPError exception (authored by achou).
revertrisk: change output and remove HTTPError exception
Nov 14 2022, 3:22 PM
achou added a subtask for T304425: Test LiftWing API/Predictions from Hadoop : T323023: Test batch prediction for revert-risk model.
Nov 14 2022, 1:00 PM · Research
achou added a parent task for T323023: Test batch prediction for revert-risk model: T304425: Test LiftWing API/Predictions from Hadoop .
Nov 14 2022, 1:00 PM · Lift-Wing, Machine-Learning-Team
achou created T323023: Test batch prediction for revert-risk model.
Nov 14 2022, 12:59 PM · Lift-Wing, Machine-Learning-Team

Nov 11 2022

achou committed rMLIS787d9fb57cd7: outlink: log response returned from MW API (authored by achou).
outlink: log response returned from MW API
Nov 11 2022, 3:18 PM
achou added a comment to T322881: Upload new outlinks topic model to LiftWing.

Thanks for updating the model card! I've tested a model server with the new model locally and the model seems to be working great :)

Nov 11 2022, 1:15 PM · Lift-Wing, Machine-Learning-Team, Research
achou added a project to T322881: Upload new outlinks topic model to LiftWing: Lift-Wing.
Nov 11 2022, 10:40 AM · Lift-Wing, Machine-Learning-Team, Research
achou moved T322881: Upload new outlinks topic model to LiftWing from Unsorted to In Progress on the Machine-Learning-Team board.
Nov 11 2022, 10:19 AM · Lift-Wing, Machine-Learning-Team, Research
achou claimed T322881: Upload new outlinks topic model to LiftWing.
Nov 11 2022, 10:19 AM · Lift-Wing, Machine-Learning-Team, Research

Nov 8 2022

achou added a comment to T322614: Update existing fawiki-articlequality isvc with new model on LiftWing.

The new model size looks very suspicious, maybe you could check if you have uploaded the model properly.

aikochou@stat1004:~$ s3cmd -c /etc/s3cmd/cfg.d/ml-team.cfg ls s3://wmf-ml-models/articlequality/fawiki/20221107044250/
2022-11-07 04:42          132  s3://wmf-ml-models/articlequality/fawiki/20221107044250/model.bin
aikochou@stat1004:~$ s3cmd -c /etc/s3cmd/cfg.d/ml-team.cfg ls s3://wmf-ml-models/articlequality/fawiki/20220509071250/
2022-05-09 07:12      3632132  s3://wmf-ml-models/articlequality/fawiki/20220509071250/model.bin
Nov 8 2022, 11:50 AM · Machine-Learning-Team
achou added a comment to T320374: Test ML model-servers with Benthos.

I tested outlink with benthos for around 9 hours the other day (here is the grafana metrics), I observed it returned ~1800 Bad Requests error with "No matching article or the page has no outlinks".

Nov 8 2022, 10:48 AM · Machine-Learning-Team

Nov 4 2022

achou committed rMLISd8bb004cf954: Add logging for BAD_REQUEST responses (authored by achou).
Add logging for BAD_REQUEST responses
Nov 4 2022, 12:55 PM
achou created P38126 revert-risk kserve logs.
Nov 4 2022, 11:21 AM

Nov 3 2022

achou added a comment to T317531: Retrain fawiki articlequality model.

@kevinbazira thanks for working on this. I can see that the quality predictions of the new model remain at the C level for both revisions, indicating that the model takes into account both ref tags and sfn templates. That's great! :) Although I'm a bit surprised that the predicted quality is not GA, I think it might be because the new sfn features also affects other related features like the proportion of references in the article, etc, so nevermind.

Nov 3 2022, 9:57 AM · Machine-Learning-Team

Nov 2 2022

achou added a comment to T321594: Deploy revert-risk-model to production.

Some load test results:

Nov 2 2022, 12:07 PM · Machine-Learning-Team, Lift-Wing
achou added a comment to T322196: No healthy upstream and upstream connect error in Lift Wing.

If there is an upstream issue, we're not getting the right content type for JSON data, so it would raise a ValueError of Could not decode as JSON. (see line 88 and line 101-107 in mwapi/async_session.py)

Nov 2 2022, 10:39 AM · Machine-Learning-Team, Lift-Wing
achou created T322196: No healthy upstream and upstream connect error in Lift Wing.
Nov 2 2022, 10:28 AM · Machine-Learning-Team, Lift-Wing

Nov 1 2022

achou moved T321594: Deploy revert-risk-model to production from Backlog/Other to In Progress on the Machine-Learning-Team board.
Nov 1 2022, 2:31 PM · Machine-Learning-Team, Lift-Wing
achou moved T321594: Deploy revert-risk-model to production from In Progress to Backlog/Other on the Machine-Learning-Team board.
Nov 1 2022, 2:29 PM · Machine-Learning-Team, Lift-Wing

Oct 31 2022

achou added a comment to T321594: Deploy revert-risk-model to production.

@diego I added a section https://wikitech.wikimedia.org/wiki/Machine_Learning/LiftWing#Usage in our documentation about how to access inference services internally.

Oct 31 2022, 6:08 PM · Machine-Learning-Team, Lift-Wing
achou added a comment to T320374: Test ML model-servers with Benthos.

Something interesting I found when I ran benthos for outlink isvc.

Oct 31 2022, 11:50 AM · Machine-Learning-Team

Oct 28 2022

achou added a comment to T321594: Deploy revert-risk-model to production.

The revert-risk model has been deployed to production today. :)

Oct 28 2022, 4:36 PM · Machine-Learning-Team, Lift-Wing
achou committed rMLISc1ab7f19b103: revertrisk: allow access to MediaWiki API from internal endpoint (authored by achou).
revertrisk: allow access to MediaWiki API from internal endpoint
Oct 28 2022, 9:09 AM

Oct 26 2022

achou added a comment to T321594: Deploy revert-risk-model to production.

The model has been uploaded to Thanos Swift:

Oct 26 2022, 3:59 PM · Machine-Learning-Team, Lift-Wing
achou committed rMLIS3b5d0ec3c226: revertrisk: add revertrisk model server and pipeline (authored by achou).
revertrisk: add revertrisk model server and pipeline
Oct 26 2022, 2:29 PM
achou moved T316098: Improve Lift Wing documentation from Unsorted to Backlog/Lift Wing on the Machine-Learning-Team board.
Oct 26 2022, 12:23 PM · Machine-Learning-Team, Documentation, Lift-Wing
achou moved T301378: Custom enwiki-goodfaith Explainer from Unsorted to Backlog/Lift Wing on the Machine-Learning-Team board.
Oct 26 2022, 12:22 PM · Machine-Learning-Team, Patch-For-Review, Lift-Wing
achou moved T321594: Deploy revert-risk-model to production from Unsorted to In Progress on the Machine-Learning-Team board.
Oct 26 2022, 10:19 AM · Machine-Learning-Team, Lift-Wing

Oct 25 2022

achou created T321594: Deploy revert-risk-model to production.
Oct 25 2022, 4:17 PM · Machine-Learning-Team, Lift-Wing
achou added a comment to T315994: Connect Outlink topic model to eventgate.

Current status:

Oct 25 2022, 9:47 AM · Machine-Learning-Team, Lift-Wing
achou created P36242 benthos config for outlink.
Oct 25 2022, 9:29 AM
achou closed T315998: Support pre-transformed inputs for Outlink topic model as Resolved.
Oct 25 2022, 9:17 AM · Machine-Learning-Team (Active Tasks), Lift-Wing
achou removed a project from T315998: Support pre-transformed inputs for Outlink topic model: Patch-For-Review.
Oct 25 2022, 9:17 AM · Machine-Learning-Team (Active Tasks), Lift-Wing
achou added a comment to T315998: Support pre-transformed inputs for Outlink topic model.

The code change for this task are complete. Going to mark this as RESOLVED. I'll open another task when we're going to test large requests/bulk inference from Hadoop.

Oct 25 2022, 9:16 AM · Machine-Learning-Team (Active Tasks), Lift-Wing
achou committed rMLIS8163205d5959: editquality: move aiohttp session creation out of __init__ (authored by achou).
editquality: move aiohttp session creation out of __init__
Oct 25 2022, 9:04 AM

Oct 20 2022

achou closed T318932: Align ORES prediction output with Lift Wing's one (for revscoring models) as Resolved.
Oct 20 2022, 12:44 PM · Machine-Learning-Team (Active Tasks), Lift-Wing
achou closed T318932: Align ORES prediction output with Lift Wing's one (for revscoring models), a subtask of T312518: Migrate ORES clients to LiftWing, as Resolved.
Oct 20 2022, 12:44 PM · Machine-Learning-Team
achou added a comment to T318932: Align ORES prediction output with Lift Wing's one (for revscoring models).

The output change has been applied to all other revscoring model servers.

Oct 20 2022, 12:44 PM · Machine-Learning-Team (Active Tasks), Lift-Wing
achou added a comment to T315994: Connect Outlink topic model to eventgate.

@Isaac Got it! For the moment I only aligned the event output with the existing ORES model. I think it's not super urgent to change the output for on-demand requests now and it doesn't seem very relevant to this task. If in the future we deem it necessary, I'll open a task for that. :)

Oct 20 2022, 9:12 AM · Machine-Learning-Team, Lift-Wing