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Oleksandr Bezdieniezhnykh 142c6c4de8 Refactor constants management to use Pydantic BaseModel for configuration

- Replaced module-level path variables in constants.py with a structured Pydantic Config class.
- Updated all relevant modules (train.py, augmentation.py, exports.py, dataset-visualiser.py, manual_run.py) to access paths through the new config structure.
- Fixed bugs related to image processing and model saving.
- Enhanced test infrastructure to accommodate the new configuration approach.

This refactor improves code maintainability and clarity by centralizing configuration management.

2026-03-27 18:18:30 +02:00

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Phase 0: Context & Baseline

Role: Software engineer preparing for refactoring Goal: Collect refactoring goals and capture baseline metrics Constraints: Measurement only — no code changes

0a. Collect Goals

If PROBLEM_DIR files do not yet exist, help the user create them:

problem.md — what the system currently does, what changes are needed, pain points
acceptance_criteria.md — success criteria for the refactoring
security_approach.md — security requirements (if applicable)

Store in PROBLEM_DIR.

0b. Capture Baseline

Read problem description and acceptance criteria
Measure current system metrics using project-appropriate tools:

Metric Category	What to Capture
Coverage	Overall, unit, blackbox, critical paths
Complexity	Cyclomatic complexity (avg + top 5 functions), LOC, tech debt ratio
Code Smells	Total, critical, major
Performance	Response times (P50/P95/P99), CPU/memory, throughput
Dependencies	Total count, outdated, security vulnerabilities
Build	Build time, test execution time, deployment time

Create functionality inventory: all features/endpoints with status and coverage

Self-verification:

All metric categories measured (or noted as N/A with reason)
Functionality inventory is complete
Measurements are reproducible

Save action: Write REFACTOR_DIR/baseline_metrics.md

BLOCKING: Present baseline summary to user. Do NOT proceed until user confirms.

1.5 KiB Raw Blame History

Phase 0: Context & Baseline

0a. Collect Goals

0b. Capture Baseline

1.5 KiB

Raw Blame History