index

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iso_doc_type: "Description" iso_viewpoint: "ArchitectureDescription" type: "architecture" title: "Master Wiki Index — ISO Architecture Description" description: "Master index of the MLOps Python Package documentation under ISO/IEC/IEEE 42010:2022 and 15289:2019 standards." tags: ["iso42010", "iso15289", "index", "architecture_description"] timestamp: "2026-10-01T17:50:00Z" generated: "agent:wiki-iso-documentation-standard" verified: "true" last_verified_commit: "073b5fd"

Master Documentation Index — MLOps Python Package

Standards Compliance: ISO/IEC/IEEE 42010:2022 (Architecture Descriptions) & ISO/IEC/IEEE 15289:2019 (Life Cycle Information Items).

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📌 Navigation & Entry Points

• Home · Glossary · Documentation Guide · Sidebar

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1. Stakeholder Perspectives & Concerns Matrix (ISO 42010)

Stakeholder Persona	Primary Concerns	Framing ISO Viewpoint	Governed Wiki Document
Lead Data Scientist	Model accuracy, baseline comparison, SHAP feature attributions	ContextView & ComponentView	Business Context, Lifecycle Jobs
MLOps Engineer	CI/CD pipelines, experiment tracking, model registry promotion	ComponentView & SequenceView	Tactical Design, Runtime Sequences
Security & Compliance Auditor	Model integrity, input sanitization, EU AI Act conformity	SecurityView & QualityView	Security Architecture, Compliance Audit
Platform / DevOps Engineer	Kafka streaming latency, Docker deployment, resource quotas	DeploymentView & Operations	Infrastructure Adapters, Production Operations

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2. Architecture Viewpoints (ISO 42010)

Viewpoint	Document	Description
ContextView	Business Context	Business justification, ROI model, KPIs, and ML lifecycle stages.
ContextView	Strategic Design	C4 Level 1-2, Onion Architecture, Bounded Contexts.
ComponentView	Tactical Design	C4 Level 3 Component diagram, design patterns (Strategy, Factory, Singleton).
ComponentView	Lifecycle Job Specs	Specification of all 6 jobs (base.Job, Training, Tuning, Eval, Explain, Infer, Promote).
SequenceView	Runtime Sequences	4 comprehensive Mermaid execution sequences for batch and streaming pipelines.
ComponentView	Data Model & Contracts	Pandera schemas, Parquet lineage, Kafka JSON payload contracts.
ComponentView	Infrastructure Adapters	MLflow Tracking Server, MinIO/S3, Confluent Kafka, DVC, Logging/Alerts.

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3. Security & Governance (ISO 42010 SecurityView & Policies)

Topic	Document	Description
SecurityView	Security Architecture	STRIDE threat model, cryptographic model signing, rate limiting, DoS protection.
Policy	HITL Governance	4-Vertex Human-in-the-Loop governance mesh & promotion threshold verification.
Policy	Verification Triad	Logical, Architectural, and Security quality gates.
Report	Compliance & Audit	EU AI Act conformity assessment, reproducibility standards, experiment auditability.

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4. Operations, Deployment & Quality (ISO 15289 & 25010)

Topic	Document	Description
Procedure	User Manual	Step-by-step guides for environment setup, data generation, CLI, and REST endpoints.
DeploymentView	Production Operations	Docker containerization, Docker Compose multi-service setup, runbook & troubleshooting.
Report	Experiment Logs	MLflow tracking schema, parameters, metrics, and artifact layout.
QualityView	Test Plan & Report	ISO 25010 software quality evaluation, 29 Pytest suites, performance benchmarks.
QualityView	Lab Notebook EXP-2026-008	Empirical benchmark: Deterministic Verification vs. LLM-as-a-Judge Bias (50 mutations, 44% FNR).

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5. 1:1 Structural Codebase Mirror (Modules)

Subsystem	Source Path	Wiki Specification Page	Key Symbols
Root	src/regression_model_template/__init__.py	init.md	Package metadata
Root	src/regression_model_template/__main__.py	main.md	CLI dispatcher
Root	src/regression_model_template/init_data.py	init_data.md	generate_data
Root	src/regression_model_template/scripts.py	scripts.md	main
Root	src/regression_model_template/settings.py	settings.md	Settings, MainSettings
controller	src/regression_model_template/controller/__init__.py	controller/init.md	Controller exports
controller	src/regression_model_template/controller/kafka_app.py	kafka_app.md	RateLimiter, PredictionRequest, FastAPIKafkaService
core	src/regression_model_template/core/__init__.py	core/init.md	Core domain exports
core	src/regression_model_template/core/metrics.py	metrics.md	Metric, SklearnMetric, Threshold
core	src/regression_model_template/core/models.py	models.md	Model, BaselineSklearnModel
core	src/regression_model_template/core/schemas.py	schemas.md	InputsSchema, TargetsSchema, OutputsSchema
io	src/regression_model_template/io/__init__.py	io/init.md	I/O layer exports
io	src/regression_model_template/io/configs.py	configs.md	parse_file, merge_configs
io	src/regression_model_template/io/datasets.py	datasets.md	Reader, ParquetReader, Writer, ParquetWriter
io	src/regression_model_template/io/osvariables.py	osvariables.md	Singleton, Env
io	src/regression_model_template/io/registries.py	registries.md	Loader, Register, MlflowRegister
io	src/regression_model_template/io/services.py	services.md	Service, LoggerService, MlflowService
jobs	src/regression_model_template/jobs/__init__.py	jobs/init.md	Jobs layer exports
jobs	src/regression_model_template/jobs/base.py	base.md	Job (Context manager base)
jobs	src/regression_model_template/jobs/evaluations.py	evaluations.md	EvaluationsJob
jobs	src/regression_model_template/jobs/explanations.py	explanations.md	ExplanationsJob (SHAP)
jobs	src/regression_model_template/jobs/inference.py	inference.md	InferenceJob
jobs	src/regression_model_template/jobs/promotion.py	promotion.md	PromotionJob
jobs	src/regression_model_template/jobs/training.py	training.md	TrainingJob
jobs	src/regression_model_template/jobs/tuning.py	tuning.md	TuningJob
utils	src/regression_model_template/utils/__init__.py	utils/init.md	Utilities exports
utils	src/regression_model_template/utils/searchers.py	searchers.md	Searcher, GridCVSearcher
utils	src/regression_model_template/utils/signers.py	signers.md	Signer, InferSigner
utils	src/regression_model_template/utils/splitters.py	splitters.md	Splitter, TrainTestSplitter, TimeSeriesSplitter