analysis/

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Repository

chromium.googlesource.com/infra/luci/luci-go

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README ¶

LUCI Analysis

LUCI Analysis is a system designed to understand and reduce the impact of test failures.

Prerequisites

Commands below assume you are running in the infra environment. To enter the infra env (via the infra.git checkout), run:

eval infra/go/env.py

Local Development flow

To run the server locally, first authorize as the correct GCP project (you should only need to do this once):

gcloud config set project luci-analysis-dev
gcloud auth application-default login

Authenticate in LUCI and in CIPD:

In LUCI Analysis's frontend directory run:

luci-auth login -scopes "https://www.googleapis.com/auth/cloud-platform https://www.googleapis.com/auth/userinfo.email"

In the same directory run:
```
cipd auth-login
```

Once the GCP project is authorized, in one terminal start esbuild to rebuild the UI code after any changes:

cd frontend/ui
npm run watch

To run the server, in another terminal use:

cd frontend
go run main.go \
 -cloud-project luci-analysis-dev \
 -spanner-database projects/luci-analysis-dev/instances/dev/databases/luci-analysis-dev \
 -auth-service-host chrome-infra-auth-dev.appspot.com \
 -default-request-timeout 10m0s \
 -buganizer-mode disable \
 -config-local-dir ../configs \
 -encrypted-cookies-expose-state-endpoint

-default-request-timeout is needed if exercising cron jobs through the admin portal as cron jobs run through the /admin/ endpoint attract the default timeout of 1 minute, instead of the 10 minute timeout of the /internal/ endpoint (hit by GAE cron jobs when they are actually executing).

-buganizer-mode is needed when running cron jobs that create/update buganizer issues (e.g. update-analysis-and-bugs). Set the mode to disable to prevent the cron job from filing buganizer bugs.

Note that -config-local-dir is required only if you plan on modifying config and loading it into Cloud Datastore via the read-config cron job accessible via http://127.0.0.1:8900/admin/portal/cron for testing. Omitting this, the server will fetch the current config from Cloud Datastore (as periodically refreshed from LUCI Config Service).

You may also be able to use an arbitrary cloud project (e.g. 'dev') if you setup Cloud Datastore emulator and setup a config for that project under configs.

Running UI tests

You can run the UI tests by:

cd frontend/ui
npm run test

Run Spanner integration tests using Cloud Spanner Emulator

Install Cloud Spanner Emulator

Linux

The Cloud Spanner Emulator is part of the bundled gcloud, to make sure it's installed:

cd infra
gclient runhooks
eval `./go/env.py`
which gcloud # should show bundled gcloud
gcloud components list # should see cloud-spanner-emulator is installed

Run tests

From command line, first set environment variables:

export INTEGRATION_TESTS=1

Then run go test as usual. For example:

go test go.chromium.org/luci/analysis/...

Run UI linter

To run the UI code linter (note: this will also try to auto-fix issues), run:

cd frontend/ui
npm run lint

To additionally auto-fix issues, run:

cd frontend/ui
npm run lint-fix

Regenerating UI proto bindings

You can regenerate typescript bindings for proto files by running:

cd frontend/ui
npm run gen_proto

Deployment

Developer Testing

LUCI Analysis uses gae.py for deployment of the GAE instances for developer testing (e.g. of local changes).

First, enter the infra env (via the infra.git checkout):

eval infra/go/env.py

Then use the following commands to deploy:

cd frontend/ui
npm run build
gae.py upload --target-version ${USER} -A luci-analysis-dev

Dev and Prod Instances

The dev and prod instances are managed via LUCI GAE Automatic Deployment (Googlers-only).

Make a production release

Make sure that you have an infra_internal checkout.
Navigate to data/gae directory under your base checkout directory, should be ~/infra.
Pull the latest with git rebase-update or git checkout main && git pull.
Create a new branch git new-branch <NAME> or git -b <NAME>.
run ./scripts/promote.py luci-analysis --canary --stable --commit.
Upload the CL git cl upload.
Request approval from space: LUCI Test War Room.

Directories ¶

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Path	Synopsis
app Package app contains pub/sub handlers.	Package app contains pub/sub handlers.
frontend
handlers
internal
aip Package aip contains utilities used to comply with API Improvement Proposals (AIPs) from https://google.aip.dev/.	Package aip contains utilities used to comply with API Improvement Proposals (AIPs) from https://google.aip.dev/.
analysis Package analysis contains methods to query cluster analysis maintained in BigQuery, and to add/update clustered failures used by the analysis.	Package analysis contains methods to query cluster analysis maintained in BigQuery, and to add/update clustered failures used by the analysis.
analysis/clusteredfailures
analysis/metrics Package metrics provides a framework for cluster-based metrics.	Package metrics provides a framework for cluster-based metrics.
bqutil Package bqutil provides utility functions to interact with BigQuery.	Package bqutil provides utility functions to interact with BigQuery.
bugs
bugs/buganizer Package buganizer contains methods to manage issues in Issue Tracker linked to failure association rules.	Package buganizer contains methods to manage issues in Issue Tracker linked to failure association rules.
bugs/cron Package cron defines the update-analysis-and-bugs cron job handler.	Package cron defines the update-analysis-and-bugs cron job handler.
bugs/monorail Package monorail contains monorail-specific logic for creating and updating bugs.	Package monorail contains monorail-specific logic for creating and updating bugs.
bugs/monorail/api_proto
bugs/monorail/migration Package migration handles migration rules from monorail to buganizer.	Package migration handles migration rules from monorail to buganizer.
bugs/monorail/migration/proto Package migrationpb contains RPC definitions for the monorail migration service.	Package migrationpb contains RPC definitions for the monorail migration service.
bugs/proto
bugs/updater Package updater contains methods to orchestrate automatic bug management, including automatic bug filing and automatic priority updates/auto-closure.	Package updater contains methods to orchestrate automatic bug management, including automatic bug filing and automatic priority updates/auto-closure.
buildbucket Package buildbucket contains logic of interacting with Buildbucket.	Package buildbucket contains logic of interacting with Buildbucket.
changepoints Package changepoints handles change point detection and analysis.	Package changepoints handles change point detection and analysis.
changepoints/analyzer Package analyzer converts the input buffer into segments using changepoint analysis, and synthesises those segments with the segments in the output buffer to produce a logical segementation of the test history.	Package analyzer converts the input buffer into segments using changepoint analysis, and synthesises those segments with the segments in the output buffer to produce a logical segementation of the test history.
changepoints/bayesian Package bayesian implements bayesian analysis for detecting change points.	Package bayesian implements bayesian analysis for detecting change points.
changepoints/bqexporter Package bqexporter handles the export of test variant analysis results to BigQuery.	Package bqexporter handles the export of test variant analysis results to BigQuery.
changepoints/bqupdater Package bqupdator handles the update of bigquery tables related to changepoint analysis.	Package bqupdator handles the update of bigquery tables related to changepoint analysis.
changepoints/inputbuffer Package inputbuffer handles the input buffer of change point analysis.	Package inputbuffer handles the input buffer of change point analysis.
changepoints/proto
changepoints/sorbet Package sorbet implements analysis for test changepoint culprits.	Package sorbet implements analysis for test changepoint culprits.
changepoints/sources Package sources handles sources information.	Package sources handles sources information.
changepoints/testutil Package testutil contains utility functions for tests.	Package testutil contains utility functions for tests.
changepoints/testvariantbranch Package testvariantbranch handles test variant branch of change point analysis.	Package testvariantbranch handles test variant branch of change point analysis.
checkpoints Package checkpoints contains methods for maintaining and using process checkpoints to ensure processes run once only.	Package checkpoints contains methods for maintaining and using process checkpoints to ensure processes run once only.
clustering
clustering/algorithms
clustering/algorithms/failurereason Package failurereason contains the failure reason clustering algorithm for LUCI Analysis.	Package failurereason contains the failure reason clustering algorithm for LUCI Analysis.
clustering/algorithms/rulesalgorithm
clustering/algorithms/testname Package testname contains the test name-based clustering algorithm for LUCI Analysis.	Package testname contains the test name-based clustering algorithm for LUCI Analysis.
clustering/algorithms/testname/rules Package rules provides methods to evaluate test name clustering rules.	Package rules provides methods to evaluate test name clustering rules.
clustering/chunkstore
clustering/ingestion
clustering/proto
clustering/reclustering
clustering/reclustering/orchestrator
clustering/rules Package rules contains methods to read and write failure association rules.	Package rules contains methods to read and write failure association rules.
clustering/rules/cache
clustering/rules/exporter Package exporter provides methods to interact with the failure_assocation_rules BigQuery table.	Package exporter provides methods to interact with the failure_assocation_rules BigQuery table.
clustering/rules/lang Package lang parses failure association rule predicates.	Package lang parses failure association rule predicates.
clustering/runs
clustering/shards Package shards provides methods to access the ReclusteringShards Spanner table.	Package shards provides methods to access the ReclusteringShards Spanner table.
clustering/state
config Package config implements app-level configs for LUCI Analysis.	Package config implements app-level configs for LUCI Analysis.
config/compiledcfg Package compiledcfg contains compiled versions of the LUCI Analysis config.	Package compiledcfg contains compiled versions of the LUCI Analysis config.
cv Package cv contains logic of interacting with CV (LUCI Change Verifier).	Package cv contains logic of interacting with CV (LUCI Change Verifier).
failureattributes Package failureattributes supports computing and recording additional attributes of a test failure.	Package failureattributes supports computing and recording additional attributes of a test failure.
gerrit Package gerrit contains logic for interacting with Gerrit.	Package gerrit contains logic for interacting with Gerrit.
gerritchangelists Package gerritchangelists contains methods for maintaining a cache of whether gerrit changelists were authored by humans or automation.	Package gerritchangelists contains methods for maintaining a cache of whether gerrit changelists were authored by humans or automation.
gitiles Package gitiles contains logic for interacting with gitiles.	Package gitiles contains logic for interacting with gitiles.
ingestion/control Package control provides methods to read and write records used to:	Package control provides methods to read and write records used to:
ingestion/control/proto
ingestion/join Package join contains methods for joining buildbucket build completions with LUCI CV completions and ResultDB invocation finalizations.	Package join contains methods for joining buildbucket build completions with LUCI CV completions and ResultDB invocation finalizations.
ingestion/resultdb
metrics
pagination
pagination/proto
perms Package perms defines permissions used to control access to LUCI Analysis resources, and related methods.	Package perms defines permissions used to control access to LUCI Analysis resources, and related methods.
resultdb Package resultdb contains logic of interacting with resultdb.	Package resultdb contains logic of interacting with resultdb.
scopedauth Package scopedauth defines a LUCI Server module used to configure how LUCI Analysis authenticates to buildbucket, resultdb and gerrit.	Package scopedauth defines a LUCI Server module used to configure how LUCI Analysis authenticates to buildbucket, resultdb and gerrit.
services/bugupdater Package bugupdater defines a task for updating a project's LUCI Analysis bugs in response to the latest cluster metrics.	Package bugupdater defines a task for updating a project's LUCI Analysis bugs in response to the latest cluster metrics.
services/buildjoiner Package buildjoiner defines a task to join a completed build with the other context (presubmit run and/or ResultDB invocation) required for ingestion.	Package buildjoiner defines a task to join a completed build with the other context (presubmit run and/or ResultDB invocation) required for ingestion.
services/reclustering
services/resultingester Package resultingester defines the task queue which ingests test results from ResultDB and pushes it into: - Test results table (for exoneration analysis) - Test results BigQuery export - Changepoint analysis	Package resultingester defines the task queue which ingests test results from ResultDB and pushes it into: - Test results table (for exoneration analysis) - Test results BigQuery export - Changepoint analysis
services/verdictingester Package verdictingester defines the top-level task queue which ingests test verdicts from ResultDB and pushes it into LUCI Analysis's analysis and BigQuery export pipelines.	Package verdictingester defines the top-level task queue which ingests test verdicts from ResultDB and pushes it into LUCI Analysis's analysis and BigQuery export pipelines.
span Package span contains utility functions to interact with the underlying Spanner storage.	Package span contains utility functions to interact with the underlying Spanner storage.
tasks/taskspb
testresults Package testresults contains methods for accessing test results in Spanner.	Package testresults contains methods for accessing test results in Spanner.
testresults/exporter Package exporter contains methods to export test results to BigQuery.	Package exporter contains methods to export test results to BigQuery.
testresults/lowlatency Package lowlatency contains methods for accessing the low-latency test results table in Spanner.	Package lowlatency contains methods for accessing the low-latency test results table in Spanner.
testresults/stability Package stability implements the test stability analysis used by the QueryStability RPC.	Package stability implements the test stability analysis used by the QueryStability RPC.
testutil
testverdicts Package testverdicts handles read and write test verdicts to BigQuery.	Package testverdicts handles read and write test verdicts to BigQuery.
tracing Package tracing contains helper for reporting OpenTelemetry tracing spans.	Package tracing contains helper for reporting OpenTelemetry tracing spans.
views Package views contains methods to interact with BigQuery views.	Package views contains methods to interact with BigQuery views.
pbutil Package pbutil contains methods for manipulating LUCI Analysis protos.	Package pbutil contains methods for manipulating LUCI Analysis protos.
proto
analyzedtestvariant
bq
config
v1
result-ingestion
rpc Package rpc contains implementations for remote proceedure calls exposed by LUCI Analysis.	Package rpc contains implementations for remote proceedure calls exposed by LUCI Analysis.
server Package server contains shared server initialisation logic for LUCI Analysis services.	Package server contains shared server initialisation logic for LUCI Analysis services.