Expand operator samples for YOLO hard negatives
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This commit is contained in:
Codex
2026-07-07 21:42:23 +02:00
parent e8d79fccbb
commit 89c5729d33
8 changed files with 288 additions and 23 deletions
@@ -0,0 +1,102 @@
from __future__ import annotations
import importlib.util
from pathlib import Path
import sys
import pytest
ROOT = Path(__file__).resolve().parents[2]
def load_sample_preparer():
script_path = ROOT / "scripts" / "prepare_operator_real_data_samples.py"
spec = importlib.util.spec_from_file_location("operator_sample_preparer", script_path)
assert spec is not None
assert spec.loader is not None
module = importlib.util.module_from_spec(spec)
sys.modules[spec.name] = module
spec.loader.exec_module(module)
return module
def test_operator_sample_registry_includes_kempen_reference_and_background_candidates() -> None:
module = load_sample_preparer()
expected_reference_slugs = {"geel", "mol", "turnhout", "herentals", "balen", "retie", "westerlo"}
expected_background_slugs = {"postel_bos", "lommel_heide", "kasterlee_bos"}
assert expected_reference_slugs.issubset(module.SAMPLES)
assert expected_background_slugs.issubset(module.SAMPLES)
assert all(not module.SAMPLES[slug].allow_empty_reference for slug in expected_reference_slugs)
assert all(module.SAMPLES[slug].allow_empty_reference for slug in expected_background_slugs)
assert all(module.SAMPLES[slug].sample_role == "background_candidate" for slug in expected_background_slugs)
def test_background_candidate_can_write_empty_reference_geojson(tmp_path: Path, monkeypatch) -> None:
module = load_sample_preparer()
class EmptyFeatureResponse:
headers = {"content-type": "application/geo+json"}
def raise_for_status(self) -> None:
return None
def json(self) -> dict:
return {"type": "FeatureCollection", "features": []}
class FakeRequests:
@staticmethod
def get(*args, **kwargs):
return EmptyFeatureResponse()
monkeypatch.setattr(module, "requests", FakeRequests)
monkeypatch.setattr(module, "prepared_url", lambda url, params: f"{url}?prepared=true")
sample = module.OperatorSample(
slug="background",
display_name="Background",
center_lon=5.0,
center_lat=51.0,
allow_empty_reference=True,
sample_role="background_candidate",
)
reference_path = tmp_path / "background.geojson"
source_url, feature_count = module.fetch_reference(sample, reference_path, [4.9, 50.9, 5.1, 51.1])
assert source_url.endswith("?prepared=true")
assert feature_count == 0
payload = reference_path.read_text(encoding="utf-8")
assert '"features": []' in payload
assert '"sample_role": "background_candidate"' in payload
def test_reference_sample_still_rejects_empty_grb_response(tmp_path: Path, monkeypatch) -> None:
module = load_sample_preparer()
class EmptyFeatureResponse:
def raise_for_status(self) -> None:
return None
def json(self) -> dict:
return {"type": "FeatureCollection", "features": []}
class FakeRequests:
@staticmethod
def get(*args, **kwargs):
return EmptyFeatureResponse()
monkeypatch.setattr(module, "requests", FakeRequests)
monkeypatch.setattr(module, "prepared_url", lambda url, params: f"{url}?prepared=true")
sample = module.OperatorSample(
slug="urban",
display_name="Urban",
center_lon=5.0,
center_lat=51.0,
)
with pytest.raises(SystemExit, match="returned no building features"):
module.fetch_reference(sample, tmp_path / "urban.geojson", [4.9, 50.9, 5.1, 51.1])