mirror of
https://github.com/azaion/ai-training.git
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Oleksandr Bezdieniezhnykh
142c6c4de8
- 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.
38 lines
1.8 KiB
Markdown
38 lines
1.8 KiB
Markdown
# Resilience Test Scenarios
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## RT-AUG-01: Augmentation handles corrupted image gracefully
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- **Input**: 1 valid image + 1 corrupted image file (truncated JPEG) in data/ dir
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- **Action**: Run `augment_annotations()`
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- **Expected**: Valid image produces 8 outputs; corrupted image skipped without crashing pipeline; total output: 8 files
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- **Traces**: Restriction: Augmentation exception handling per-image
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## RT-AUG-02: Augmentation handles missing label file
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- **Input**: 1 image with no matching label file
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- **Action**: Run `augment_annotation()` on the image
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- **Expected**: Exception caught per-thread; does not crash pipeline
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- **Traces**: Restriction: Augmentation exception handling
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## RT-AUG-03: Augmentation transform failure produces fewer variants
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- **Input**: 1 image + label that causes some transforms to fail (extremely narrow bbox)
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- **Action**: Run `augment_inner()`
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- **Expected**: Returns 1-8 ImageLabel objects (original always present; failed variants skipped); no crash
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- **Traces**: Restriction: Transform failure handling
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## RT-DSF-01: Dataset formation with empty processed directory
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- **Input**: Empty processed images dir
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- **Action**: Run `form_dataset()`
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- **Expected**: Creates empty train/valid/test directories; no crash
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- **Traces**: Restriction: Edge case handling
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## RT-ENC-01: Decrypt with corrupted ciphertext
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- **Input**: Randomly modified ciphertext bytes
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- **Action**: `Security.decrypt_to(corrupted_bytes, key)`
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- **Expected**: Either raises exception or returns garbage bytes (not original)
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- **Traces**: AC: Encryption integrity
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## RT-AQM-01: Malformed msgpack message
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- **Input**: Random bytes that aren't valid msgpack
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- **Action**: Pass to message handler
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- **Expected**: Exception caught; handler doesn't crash
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- **Traces**: AC: Error handling for malformed messages
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