[AZ-154] [AZ-157] [AZ-159] [AZ-160] Add augmentation nonfunc, encryption, annotation class, hardware hash tests

Made-with: Cursor
This commit is contained in:
Oleksandr Bezdieniezhnykh
2026-03-26 23:21:05 +02:00
parent 41552c5699
commit 0841e095c8
6 changed files with 518 additions and 0 deletions
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import concurrent.futures
import random
import shutil
import sys
import time
import types
from pathlib import Path
import numpy as np
import pytest
from tests.conftest import apply_constants_patch
if "matplotlib" not in sys.modules:
_mpl = types.ModuleType("matplotlib")
_plt = types.ModuleType("matplotlib.pyplot")
_mpl.pyplot = _plt
sys.modules["matplotlib"] = _mpl
sys.modules["matplotlib.pyplot"] = _plt
def _patch_augmentation_paths(monkeypatch, base: Path):
import augmentation as aug
import constants as c
apply_constants_patch(monkeypatch, base)
monkeypatch.setattr(aug, "data_images_dir", c.data_images_dir)
monkeypatch.setattr(aug, "data_labels_dir", c.data_labels_dir)
monkeypatch.setattr(aug, "processed_images_dir", c.processed_images_dir)
monkeypatch.setattr(aug, "processed_labels_dir", c.processed_labels_dir)
monkeypatch.setattr(aug, "processed_dir", c.processed_dir)
def _augment_annotation_with_total(monkeypatch):
import augmentation as aug
orig = aug.Augmentator.augment_annotation
def wrapped(self, image_file):
self.total_to_process = self.total_images_to_process
return orig(self, image_file)
monkeypatch.setattr(aug.Augmentator, "augment_annotation", wrapped)
def _seed():
random.seed(42)
np.random.seed(42)
@pytest.mark.performance
def test_pt_aug_01_throughput_ten_images_sixty_seconds(
tmp_path, monkeypatch, sample_images_labels
):
_patch_augmentation_paths(monkeypatch, tmp_path)
_augment_annotation_with_total(monkeypatch)
_seed()
import constants as c
from augmentation import Augmentator
img_dir = Path(c.data_images_dir)
lbl_dir = Path(c.data_labels_dir)
img_dir.mkdir(parents=True, exist_ok=True)
lbl_dir.mkdir(parents=True, exist_ok=True)
src_img, src_lbl = sample_images_labels(10)
for p in src_img.glob("*.jpg"):
shutil.copy2(p, img_dir / p.name)
for p in src_lbl.glob("*.txt"):
shutil.copy2(p, lbl_dir / p.name)
t0 = time.perf_counter()
Augmentator().augment_annotations()
elapsed = time.perf_counter() - t0
assert elapsed <= 60.0
@pytest.mark.performance
def test_pt_aug_02_parallel_at_least_one_point_five_x_faster(
tmp_path, monkeypatch, sample_images_labels
):
_patch_augmentation_paths(monkeypatch, tmp_path)
_augment_annotation_with_total(monkeypatch)
_seed()
import constants as c
from augmentation import Augmentator
img_dir = Path(c.data_images_dir)
lbl_dir = Path(c.data_labels_dir)
proc_dir = Path(c.processed_dir)
img_dir.mkdir(parents=True, exist_ok=True)
lbl_dir.mkdir(parents=True, exist_ok=True)
src_img, src_lbl = sample_images_labels(10)
for p in src_img.glob("*.jpg"):
shutil.copy2(p, img_dir / p.name)
for p in src_lbl.glob("*.txt"):
shutil.copy2(p, lbl_dir / p.name)
Path(c.processed_images_dir).mkdir(parents=True, exist_ok=True)
Path(c.processed_labels_dir).mkdir(parents=True, exist_ok=True)
names = sorted(p.name for p in img_dir.glob("*.jpg"))
class _E:
__slots__ = ("name",)
def __init__(self, name):
self.name = name
entries = [_E(n) for n in names]
aug_seq = Augmentator()
aug_seq.total_images_to_process = len(entries)
t0 = time.perf_counter()
for e in entries:
aug_seq.augment_annotation(e)
seq_elapsed = time.perf_counter() - t0
shutil.rmtree(proc_dir)
Path(c.processed_images_dir).mkdir(parents=True, exist_ok=True)
Path(c.processed_labels_dir).mkdir(parents=True, exist_ok=True)
aug_par = Augmentator()
aug_par.total_images_to_process = len(entries)
t0 = time.perf_counter()
with concurrent.futures.ThreadPoolExecutor() as ex:
list(ex.map(aug_par.augment_annotation, entries))
par_elapsed = time.perf_counter() - t0
assert seq_elapsed >= par_elapsed * 1.5
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import os
import time
import pytest
from security import Security
@pytest.mark.performance
def test_pt_enc_01_encrypt_decrypt_10mb_within_five_seconds():
key = "test-key"
data = os.urandom(10 * 1024 * 1024)
t0 = time.perf_counter()
enc = Security.encrypt_to(data, key)
out = Security.decrypt_to(enc, key)
elapsed = time.perf_counter() - t0
assert elapsed <= 5.0
assert out == data
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import re
import sys
import types
import pytest
from dto.annotationClass import AnnotationClass
def _stub_train_imports():
if getattr(_stub_train_imports, "_done", False):
return
for _name in ("ultralytics", "boto3", "netron", "requests"):
if _name not in sys.modules:
sys.modules[_name] = types.ModuleType(_name)
sys.modules["ultralytics"].YOLO = type("YOLO", (), {})
sys.modules["boto3"].client = lambda *a, **k: None
_stub_train_imports._done = True
def _name_lines_under_names(text):
lines = text.splitlines()
out = []
in_block = False
for line in lines:
s = line.strip()
if s == "names:":
in_block = True
continue
if s.startswith("nc:"):
break
if in_block and s.startswith("-"):
out.append(s)
return out
_PLACEHOLDER_RE = re.compile(r"^-\s+Class-\d+\s*$")
@pytest.fixture
def data_yaml_text(monkeypatch, tmp_path, fixture_classes_json):
_stub_train_imports()
import train
monkeypatch.setattr(train, "today_dataset", str(tmp_path))
train.create_yaml()
return (tmp_path / "data.yaml").read_text(encoding="utf-8")
def test_bt_cls_01_base_classes(fixture_classes_json):
d = AnnotationClass.read_json()
norm = {k: d[k] for k in range(17)}
assert len(norm) == 17
assert len({v.id for v in norm.values()}) == 17
def test_bt_cls_02_weather_expansion(fixture_classes_json):
d = AnnotationClass.read_json()
assert d[0].name == "ArmorVehicle"
assert d[20].name == "ArmorVehicle(Wint)"
assert d[40].name == "ArmorVehicle(Night)"
@pytest.mark.resource_limit
def test_bt_cls_03_yaml_generation(data_yaml_text):
text = data_yaml_text
assert "nc: 80" in text
names = _name_lines_under_names(text)
placeholders = [ln for ln in names if _PLACEHOLDER_RE.match(ln)]
named = [ln for ln in names if not _PLACEHOLDER_RE.match(ln)]
assert len(names) == 80
assert len(placeholders) == 29
assert len(named) == 51
@pytest.mark.resource_limit
def test_rl_cls_01_total_class_count(data_yaml_text):
names = _name_lines_under_names(data_yaml_text)
assert len(names) == 80
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import random
import shutil
import sys
import types
from pathlib import Path
from types import SimpleNamespace
import cv2
import numpy as np
import pytest
from tests.conftest import apply_constants_patch
if "matplotlib" not in sys.modules:
_mpl = types.ModuleType("matplotlib")
_plt = types.ModuleType("matplotlib.pyplot")
_mpl.pyplot = _plt
sys.modules["matplotlib"] = _mpl
sys.modules["matplotlib.pyplot"] = _plt
def _patch_augmentation_paths(monkeypatch, base: Path):
import augmentation as aug
import constants as c
apply_constants_patch(monkeypatch, base)
monkeypatch.setattr(aug, "data_images_dir", c.data_images_dir)
monkeypatch.setattr(aug, "data_labels_dir", c.data_labels_dir)
monkeypatch.setattr(aug, "processed_images_dir", c.processed_images_dir)
monkeypatch.setattr(aug, "processed_labels_dir", c.processed_labels_dir)
monkeypatch.setattr(aug, "processed_dir", c.processed_dir)
def _augment_annotation_with_total(monkeypatch):
import augmentation as aug
orig = aug.Augmentator.augment_annotation
def wrapped(self, image_file):
self.total_to_process = self.total_images_to_process
return orig(self, image_file)
monkeypatch.setattr(aug.Augmentator, "augment_annotation", wrapped)
def _seed():
random.seed(42)
np.random.seed(42)
@pytest.mark.resilience
def test_rt_aug_01_corrupted_image_skipped(
tmp_path, monkeypatch, fixture_images_dir, fixture_labels_dir
):
_patch_augmentation_paths(monkeypatch, tmp_path)
_augment_annotation_with_total(monkeypatch)
_seed()
import constants as c
from augmentation import Augmentator
img_dir = Path(c.data_images_dir)
lbl_dir = Path(c.data_labels_dir)
img_dir.mkdir(parents=True, exist_ok=True)
lbl_dir.mkdir(parents=True, exist_ok=True)
stem = sorted(fixture_images_dir.glob("*.jpg"))[0].stem
shutil.copy2(fixture_images_dir / f"{stem}.jpg", img_dir / f"{stem}.jpg")
shutil.copy2(fixture_labels_dir / f"{stem}.txt", lbl_dir / f"{stem}.txt")
raw = (fixture_images_dir / f"{stem}.jpg").read_bytes()[:200]
(img_dir / "corrupted_trunc.jpg").write_bytes(raw)
Augmentator().augment_annotations()
proc_img = Path(c.processed_images_dir)
assert len(list(proc_img.glob("*.jpg"))) == 8
@pytest.mark.resilience
def test_rt_aug_02_missing_label_no_crash(tmp_path, monkeypatch, fixture_images_dir):
_patch_augmentation_paths(monkeypatch, tmp_path)
_augment_annotation_with_total(monkeypatch)
import constants as c
from augmentation import Augmentator
img_dir = Path(c.data_images_dir)
lbl_dir = Path(c.data_labels_dir)
img_dir.mkdir(parents=True, exist_ok=True)
lbl_dir.mkdir(parents=True, exist_ok=True)
stem = "no_label_here"
shutil.copy2(sorted(fixture_images_dir.glob("*.jpg"))[0], img_dir / f"{stem}.jpg")
aug = Augmentator()
aug.total_images_to_process = 1
aug.augment_annotation(SimpleNamespace(name=f"{stem}.jpg"))
assert len(list(Path(c.processed_images_dir).glob("*.jpg"))) == 0
@pytest.mark.resilience
def test_rt_aug_03_narrow_bbox_fewer_or_eight_variants(
tmp_path, monkeypatch, fixture_images_dir
):
_patch_augmentation_paths(monkeypatch, tmp_path)
_seed()
from augmentation import Augmentator
from dto.imageLabel import ImageLabel
stem = "narrow_bbox"
proc_img = Path(tmp_path) / "azaion" / "data-processed" / "images" / f"{stem}.jpg"
proc_lbl = Path(tmp_path) / "azaion" / "data-processed" / "labels" / f"{stem}.txt"
proc_img.parent.mkdir(parents=True, exist_ok=True)
proc_lbl.parent.mkdir(parents=True, exist_ok=True)
src_img = sorted(fixture_images_dir.glob("*.jpg"))[0]
img = cv2.imdecode(np.fromfile(str(src_img), dtype=np.uint8), cv2.IMREAD_COLOR)
aug = Augmentator()
labels = [[0.5, 0.5, 0.0005, 0.0005, 0]]
img_ann = ImageLabel(
image_path=str(proc_img),
image=img,
labels_path=str(proc_lbl),
labels=labels,
)
out = aug.augment_inner(img_ann)
assert 1 <= len(out) <= 8
@pytest.mark.resource_limit
def test_rl_aug_01_augment_inner_exactly_eight_outputs(
tmp_path, monkeypatch, fixture_images_dir, fixture_labels_dir
):
_patch_augmentation_paths(monkeypatch, tmp_path)
_seed()
from augmentation import Augmentator
from dto.imageLabel import ImageLabel
stem = sorted(fixture_images_dir.glob("*.jpg"))[0].stem
img_path = fixture_images_dir / f"{stem}.jpg"
lbl_path = fixture_labels_dir / f"{stem}.txt"
img = cv2.imdecode(np.fromfile(str(img_path), dtype=np.uint8), cv2.IMREAD_COLOR)
aug = Augmentator()
labels = aug.read_labels(lbl_path)
proc_img = Path(tmp_path) / "azaion" / "data-processed" / "images" / f"{stem}.jpg"
proc_lbl = Path(tmp_path) / "azaion" / "data-processed" / "labels" / f"{stem}.txt"
proc_img.parent.mkdir(parents=True, exist_ok=True)
proc_lbl.parent.mkdir(parents=True, exist_ok=True)
img_ann = ImageLabel(
image_path=str(proc_img),
image=img,
labels_path=str(proc_lbl),
labels=labels,
)
out = aug.augment_inner(img_ann)
assert len(out) == 8
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import os
import pytest
from security import Security
def test_bt_enc_01_roundtrip_1024_random_bytes():
key = "test-key"
data = os.urandom(1024)
enc = Security.encrypt_to(data, key)
assert Security.decrypt_to(enc, key) == data
def test_bt_enc_02_roundtrip_onnx_model(fixture_onnx_model):
key = Security.get_model_encryption_key()
data = fixture_onnx_model
enc = Security.encrypt_to(data, key)
assert Security.decrypt_to(enc, key) == data
def test_bt_enc_03_roundtrip_empty_input():
key = "k"
data = b""
enc = Security.encrypt_to(data, key)
assert Security.decrypt_to(enc, key) == b""
def test_bt_enc_04_roundtrip_single_zero_byte():
key = "k"
data = b"\x00"
enc = Security.encrypt_to(data, key)
assert Security.decrypt_to(enc, key) == b"\x00"
def test_bt_enc_05_same_data_different_keys_different_ciphertext():
data = b"payload"
a = Security.encrypt_to(data, "key-a")
b = Security.encrypt_to(data, "key-b")
assert a != b
def test_bt_enc_06_decrypt_wrong_key_not_equal_original():
original = b"secret"
enc = Security.encrypt_to(original, "key-a")
out = Security.decrypt_to(enc, "key-b")
assert out != original
@pytest.mark.resilience
def test_rt_enc_01_corrupted_ciphertext():
key = "k"
original = b"hello world"
enc = Security.encrypt_to(original, key)
corrupted = bytearray(enc)
corrupted[len(corrupted) // 2] ^= 0xFF
try:
result = Security.decrypt_to(bytes(corrupted), key)
except Exception:
return
assert result != original
@pytest.mark.security
def test_st_enc_01_same_data_same_key_two_encryptions_differ():
key = "k"
data = b"x" * 64
a = Security.encrypt_to(data, key)
b = Security.encrypt_to(data, key)
assert a != b
@pytest.mark.security
def test_st_enc_02_wrong_key_cannot_recover_plaintext():
original = b"data"
enc = Security.encrypt_to(original, "key-one")
out = Security.decrypt_to(enc, "key-two")
assert out != original
@pytest.mark.security
def test_st_enc_03_model_encryption_key_deterministic():
a = Security.get_model_encryption_key()
b = Security.get_model_encryption_key()
assert a == b
@pytest.mark.resource_limit
def test_rl_enc_01_encrypted_size_at_most_plaintext_plus_32():
key = "k"
for n in (0, 1, 15, 16, 17, 1024, 4096):
data = os.urandom(n)
enc = Security.encrypt_to(data, key)
assert len(enc) <= n + 32
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import re
from types import SimpleNamespace
import pytest
from security import Security
def test_bt_hsh_01_deterministic_hw_hash():
h1 = Security.get_hw_hash("test-hardware-info")
h2 = Security.get_hw_hash("test-hardware-info")
assert h1 == h2
def test_bt_hsh_02_different_hardware_different_hash():
assert Security.get_hw_hash("hw-a") != Security.get_hw_hash("hw-b")
def test_bt_hsh_03_output_valid_base64():
h = Security.get_hw_hash("test-hardware-info")
assert re.match(r"^[A-Za-z0-9+/]+=*$", h)
@pytest.mark.security
def test_st_hsh_01_hardware_hash_deterministic():
h1 = Security.get_hw_hash("test-hardware-info")
h2 = Security.get_hw_hash("test-hardware-info")
assert h1 == h2
@pytest.mark.security
def test_st_hsh_02_different_hardware_different_hash():
assert Security.get_hw_hash("hw-a") != Security.get_hw_hash("hw-b")
@pytest.mark.security
def test_st_hsh_03_api_key_depends_on_hardware():
creds = SimpleNamespace(email="a@b.com", password="pass1")
hw1 = Security.get_hw_hash("hw-1")
hw2 = Security.get_hw_hash("hw-2")
k1 = Security.get_api_encryption_key(creds, hw1)
k2 = Security.get_api_encryption_key(creds, hw2)
assert k1 != k2
@pytest.mark.security
def test_st_hsh_04_api_key_depends_on_credentials():
hw = Security.get_hw_hash("fixed-hw")
c1 = SimpleNamespace(email="a@b.com", password="pass1")
c2 = SimpleNamespace(email="x@y.com", password="pass2")
k1 = Security.get_api_encryption_key(c1, hw)
k2 = Security.get_api_encryption_key(c2, hw)
assert k1 != k2