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Metric AI service #1322

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Metric AI service #1322

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@tybalex tybalex commented Apr 19, 2023 •
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This is the python service implementation of the Epic attached.
a few concepts in this service:

  • A job: A list of namespaces of a cluster to be watched, selected by user, similar to the watchlist we already have in log anomaly detection
  • A job run: run metric analysis for a job at the requested timestamp.

What's included in this PR:

  1. Http server in main.py: provide a few APIs, the most important one is /run_job/{job_id}/, which is the logic to run a job. The other APIs are used by gateway plugin.
  2. filter_anomaly_metric.py defines the rules to filter out normal metrics.
  3. the model dir, cnn_model.py defines the structure of the CNN model and metric_pattern_classification.py defines the logic to train/eval/predict with the model.
  4. Grafana_dashboard_utils.py defines functions to create/delete dashboardjson.
  5. the tests dir: unit-test

kralicky and others added 29 commits March 2, 2023 13:08
@kralicky
update python code generator
c706cec
@tybalex
init commit for metric analysis service
8186e59
@tybalex
fix indenting
43aa4e0
@tybalex
rename file
3318aae
@tybalex
temp add test script
34b2d67
@tybalex
update functions to pull metrics and queroes
cc5daa9
@tybalex
basic examples of using ks-2samp as anomaly detection and apply on di…
8127c7f 
…fferent metric data
@tybalex
simple APIs + improve MAD with better filter rule
7a96ae8
@tybalex
update apis, improved filter methods for abnormal metrics.
30db856
@tybalex
add init changes to incorpate CNN model. and adapt the APIs
2cc272d
@tybalex
complete API by use nats kv as storage
ad01e6d
@tybalex
add API to delete task
0196cdf
@tybalex
example json file to add dynamic grafana dashboard
6dc90f9
@tybalex
swtich from ks_test to t-test -- this will better filter out normal m…
fdf065f 
…etrics, and it can correctly capture some spikes.
@tybalex
init commit
c9848f1
@tybalex
fix error
fc33da1
@tybalex
Merge branch 'main' into metric-ai-plugin
4053ecc
@tybalex
add more apis that UI needs
0dd3415
@tybalex
fix minor bug, for delete api
9274a79
@tybalex
apis that works for gateway plugin
00631cc
@tybalex
add code for using python http API to create folder/dynamic dashboards.
0979065
@tybalex
updatee an API for delete job runs, update field and add a new fiend …
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…for job run status:
@tybalex
minor fix adapt to gateway plugin API changes
851a39a
@tybalex
add precommit configs
7fbe2eb
@tybalex
add example code in the notebook to create dashboard with proper titl…
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…e rows
@tybalex
add docstring to proto
fdc3f40
@tybalex
add README, add docstrings, comments, basic Test coverage , reorg str…
e76ee85 
…ucture of folder
@tybalex
precommit fix lintings
498193b
@tybalex
merge from main
a35f144
@tybalex tybalex linked an issue Apr 19, 2023 that may be closed by this pull request
[EPIC] Metric anomaly pattern matching #1136
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@tybalex tybalex requested a review from kralicky April 28, 2023 03:13
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tybalex commented Apr 28, 2023

Regard to the model file, @AmartC will move it to Opni's internal S3 bucket.

tybalex and others added 11 commits April 27, 2023 20:33
@tybalex
update go.mod to use latest ragu version
525dbdf
@tybalex
Merge branch 'main' into metric-ai-plugin
353625b
@tybalex
update go.mod
968ce5c
@tybalex
Merge branch 'main' into metric-service
edd73a5
@tybalex
Merge remote-tracking branch 'origin/metric-ai-plugin' into metric-se…
e4a094c 
…rvice
@tybalex
Merge branch 'metric-service' of https://github.com/rancher/opni into…
bb05d8a 
… metric-service
@tybalex
Merge branch 'main' into metric-service
482886d
@kralicky
Refactor aiops plugin to use updated plugin structure and driver patt…
f6b23dd 
…ern (#1362)

* Refactor aiops plugin to use updated plugin structure and driver pattern

* Add driver imports to plugins/aiops/main.go

* Move k8s-specific nats utils to a separate package
@kralicky
Implement test env dashboard driver for metric anomaly
2816d03
@kralicky
start testenv agents synchronously
663ecc6
@kralicky
Example code for moving some metric anomaly api methods to aiops plugin
c872e96
@tybalex tybalex mentioned this pull request Apr 29, 2023
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@AmartC AmartC Awaiting requested review from AmartC

@kralicky kralicky Awaiting requested review from kralicky

@dbason dbason Awaiting requested review from dbason

@alexandreLamarre alexandreLamarre Awaiting requested review from alexandreLamarre

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