ai-training/_docs/03_implementation/FINAL_implementation_report.md

Final Implementation Report

Date: 2026-03-26 Epic: AZ-151 (Blackbox Tests) Total Tasks: 12 Total Tests: 76

Summary

All 12 test tasks from epic AZ-151 have been implemented across 2 batches:

• Batch 1 (AZ-152): Test infrastructure — conftest, fixtures, constants patching
• Batch 2 (AZ-153–AZ-163): 11 test tasks covering augmentation, dataset formation, label validation, encryption, model split, annotation classes, hardware hash, ONNX inference, NMS, and annotation queue

Test Coverage by Category

Category	Tests	Tasks
Blackbox (functional)	44	AZ-153, AZ-155, AZ-156, AZ-157, AZ-158, AZ-159, AZ-161, AZ-162, AZ-163
Performance	7	AZ-154, AZ-155, AZ-157, AZ-161
Resilience	6	AZ-154, AZ-155, AZ-163
Security	7	AZ-157, AZ-160
Resource Limit	5	AZ-154, AZ-155, AZ-157, AZ-159
Infrastructure	12	AZ-152

Files Created

File	Lines	Purpose
tests/__init__.py	0	Package init
tests/conftest.py	149	Fixtures, constants patching
tests/test_infrastructure.py	59	Infrastructure smoke tests
tests/test_augmentation.py	260	Augmentation blackbox tests
tests/test_augmentation_nonfunc.py	148	Augmentation resilience/resource tests
tests/test_dataset_formation.py	244	Dataset formation tests
tests/test_label_validation.py	42	Label validation tests
tests/test_encryption.py	94	Encryption/security tests
tests/test_model_split.py	25	Model split tests
tests/test_annotation_classes.py	79	Annotation class/YAML tests
tests/test_hardware_hash.py	53	Hardware hash tests
tests/test_onnx_inference.py	67	ONNX inference smoke tests
tests/test_nms.py	38	NMS overlap removal tests
tests/test_annotation_queue.py	76	Annotation queue message tests
tests/performance/__init__.py	0	Package init
tests/performance/conftest.py	0	Performance conftest
tests/performance/test_placeholder.py	2	Placeholder
tests/performance/test_augmentation_perf.py	126	Augmentation performance
tests/performance/test_dataset_perf.py	103	Dataset formation performance
tests/performance/test_encryption_perf.py	18	Encryption performance
tests/performance/test_inference_perf.py	33	ONNX inference performance
pytest.ini	5	Custom mark registration

Batch Commits

Batch	Commit	Tasks
1	66fe1cc	AZ-152
2a	41552c5	AZ-153, AZ-155, AZ-156, AZ-158
2b	0841e09	AZ-154, AZ-157, AZ-159, AZ-160
2c	462a482	AZ-161, AZ-162, AZ-163

Final Test Run

76 passed, 17 warnings in 19.47s