Harden SentinelML monitoring pipeline, API, and regression checks - #1

Merged

Ayushdevo merged 30 commits into

mainfrom

codex/sentinelml-monitoring-hardening

Sep 27, 2026

Commits on Sep 27, 2026

fix: make PSI safe for constant and invalid samples
Ayushdevo
committed
57c4137
fix: validate drift input feature schema
Ayushdevo
committed
9b2e62c
feat: expose missingness and sample counts in drift report
Ayushdevo
committed
2d6349e
feat: detect shifts in feature missingness
Ayushdevo
committed
25f6d27
fix: align production features to trained model schema
Ayushdevo
committed
65d1532
fix: reject invalid numeric production features
Ayushdevo
committed
c7f07de
fix: validate binary training data before split
Ayushdevo
committed
2b29f5c
fix: reject samples too small for stratified holdout
Ayushdevo
committed
5f2a58b
fix: support running pipeline as Python module
Ayushdevo
committed
5898402
feat: train baseline model when pipeline starts fresh
Ayushdevo
committed
9471f52
fix: avoid silently replacing a half-missing dataset pair
Ayushdevo
committed
4e4f388
fix: reject invalid synthetic data generation inputs
Ayushdevo
committed
36be160
fix: normalize class-aware SHAP output dimensions
Ayushdevo
committed
92b760e
fix: explain exactly the features expected by the model
Ayushdevo
committed
f416f63
fix: fail clearly on empty or incomplete health input
Ayushdevo
committed
48595f1
feat: expose health scoring context and sample size
Ayushdevo
committed
f010a7c
fix: declare API runtime dependencies
Ayushdevo
committed
cbfeb54
fix: serve API startup without a preexisting model artifact
Ayushdevo
committed
83c6a87
fix: return service unavailable for absent health report
Ayushdevo
committed
4eeb366
fix: reject nonfinite or unexpected prediction fields
Ayushdevo
committed
6fdbe15
fix: send API features in model training order
Ayushdevo
committed
522a1c1
feat: add readiness endpoint for generated artifacts
Ayushdevo
committed
26494d8
fix: show actionable dashboard error for missing reports
Ayushdevo
committed
74441d8
feat: show missingness alongside distribution drift
Ayushdevo
committed
3721f44
test: cover constant and invalid PSI populations
Ayushdevo
committed
a6c9fd1
test: verify missingness drift in a report run
Ayushdevo
committed
ad14284
test: cover API readiness and request validation
Ayushdevo
committed
f9f8dc7
build: declare test dependencies separately
Ayushdevo
committed
4da9fe2
ci: run regression suite on pushes and pull requests
Ayushdevo
committed
82cb884
docs: correct fresh pipeline setup and test commands
Ayushdevo
committed
7088731

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Harden SentinelML monitoring pipeline, API, and regression checks - #1

Harden SentinelML monitoring pipeline, API, and regression checks#1
Ayushdevo merged 30 commits into
mainfrom
codex/sentinelml-monitoring-hardening

Commits on Sep 27, 2026

fix: make PSI safe for constant and invalid samples

fix: validate drift input feature schema

feat: expose missingness and sample counts in drift report

feat: detect shifts in feature missingness

fix: align production features to trained model schema

fix: reject invalid numeric production features

fix: validate binary training data before split

fix: reject samples too small for stratified holdout

fix: support running pipeline as Python module

feat: train baseline model when pipeline starts fresh

fix: avoid silently replacing a half-missing dataset pair

fix: reject invalid synthetic data generation inputs

fix: normalize class-aware SHAP output dimensions

fix: explain exactly the features expected by the model

fix: fail clearly on empty or incomplete health input

feat: expose health scoring context and sample size

fix: declare API runtime dependencies

fix: serve API startup without a preexisting model artifact

fix: return service unavailable for absent health report

fix: reject nonfinite or unexpected prediction fields

fix: send API features in model training order

feat: add readiness endpoint for generated artifacts

fix: show actionable dashboard error for missing reports

feat: show missingness alongside distribution drift

test: cover constant and invalid PSI populations

test: verify missingness drift in a report run

test: cover API readiness and request validation

build: declare test dependencies separately

ci: run regression suite on pushes and pull requests

docs: correct fresh pipeline setup and test commands