Files
cold_display_guard/tests/test_vision.py

277 lines
12 KiB
Python

from __future__ import annotations
import unittest
from datetime import datetime, timedelta, timezone
from cold_display_guard.vision import (
Frame,
Region,
RegionMetrics,
RuntimeVisionSettings,
ZoneOccupancyDetector,
load_runtime_vision_settings,
point_in_polygon,
)
def solid_frame(width: int, height: int, value: int) -> Frame:
return Frame(width=width, height=height, rgb=bytes([value, value, value]) * width * height)
def patched_frame(width: int, height: int, base: int, patch: tuple[int, int, int, int, int]) -> Frame:
x1, y1, x2, y2, value = patch
pixels = bytearray(bytes([base, base, base]) * width * height)
for y in range(y1, y2):
for x in range(x1, x2):
offset = (y * width + x) * 3
pixels[offset : offset + 3] = bytes([value, value, value])
return Frame(width=width, height=height, rgb=bytes(pixels))
def multi_patched_frame(width: int, height: int, base: int, patches: list[tuple[int, int, int, int, int]]) -> Frame:
pixels = bytearray(bytes([base, base, base]) * width * height)
for x1, y1, x2, y2, value in patches:
for y in range(y1, y2):
for x in range(x1, x2):
offset = (y * width + x) * 3
pixels[offset : offset + 3] = bytes([value, value, value])
return Frame(width=width, height=height, rgb=bytes(pixels))
class VisionTests(unittest.TestCase):
def test_point_in_polygon(self) -> None:
polygon = ((0.0, 0.0), (1.0, 0.0), (1.0, 1.0), (0.0, 1.0))
self.assertTrue(point_in_polygon(0.5, 0.5, polygon))
self.assertFalse(point_in_polygon(1.5, 0.5, polygon))
def test_detector_reports_occupied_after_baseline_changes(self) -> None:
detector = ZoneOccupancyDetector(
[Region("r1c1", ((0.0, 0.0), (1.0, 0.0), (1.0, 1.0), (0.0, 1.0)))],
trash_region=None,
settings=RuntimeVisionSettings(
baseline_frames=1,
sample_stride_pixels=4,
occupancy_mean_delta=10,
occupancy_texture_delta=10,
occupancy_confirm_frames=1,
empty_confirm_frames=1,
),
)
now = datetime(2026, 4, 28, 10, 0, tzinfo=timezone.utc)
baseline_counts, _, _ = detector.observe(solid_frame(32, 32, 30), now)
changed_counts, _, _ = detector.observe(patched_frame(32, 32, 30, (0, 0, 32, 32, 90)), now)
self.assertEqual(baseline_counts, {"r1c1": 0})
self.assertEqual(changed_counts, {"r1c1": 1})
def test_detector_reports_trash_motion(self) -> None:
trash = Region("trash", ((0.0, 0.0), (1.0, 0.0), (1.0, 1.0), (0.0, 1.0)))
detector = ZoneOccupancyDetector(
[],
trash_region=trash,
settings=RuntimeVisionSettings(sample_stride_pixels=4, trash_motion_delta=10),
)
now = datetime(2026, 4, 28, 10, 0, tzinfo=timezone.utc)
_, first_deposit, _ = detector.observe(solid_frame(32, 32, 30), now)
_, second_deposit, _ = detector.observe(solid_frame(32, 32, 90), now)
self.assertEqual(first_deposit, 0)
self.assertEqual(second_deposit, 1)
def test_detector_reports_sustained_trash_motion_below_single_frame_threshold(self) -> None:
trash = Region("trash", ((0.0, 0.0), (1.0, 0.0), (1.0, 1.0), (0.0, 1.0)))
detector = ZoneOccupancyDetector(
[],
trash_region=trash,
settings=RuntimeVisionSettings(
sample_stride_pixels=4,
trash_motion_delta=18,
trash_sustained_motion_delta=8,
trash_sustained_motion_frames=2,
),
)
now = datetime(2026, 4, 28, 10, 0, tzinfo=timezone.utc)
_, first_deposit, _ = detector.observe(solid_frame(32, 32, 30), now)
_, second_deposit, second_diagnostics = detector.observe(solid_frame(32, 32, 39), now)
_, third_deposit, third_diagnostics = detector.observe(solid_frame(32, 32, 48), now)
self.assertEqual(first_deposit, 0)
self.assertEqual(second_deposit, 0)
self.assertEqual(second_diagnostics["trash"]["motion_streak"], 1)
self.assertEqual(third_deposit, 1)
self.assertEqual(third_diagnostics["trash"]["motion_streak"], 2)
def test_detector_allows_quick_sequential_strong_trash_motions(self) -> None:
trash = Region("trash", ((0.0, 0.0), (1.0, 0.0), (1.0, 1.0), (0.0, 1.0)))
detector = ZoneOccupancyDetector(
[],
trash_region=trash,
settings=RuntimeVisionSettings(sample_stride_pixels=4, trash_motion_delta=18),
)
now = datetime(2026, 4, 28, 10, 0, tzinfo=timezone.utc)
_, first_deposit, _ = detector.observe(solid_frame(32, 32, 30), now)
_, second_deposit, _ = detector.observe(solid_frame(32, 32, 90), now + timedelta(seconds=1))
_, third_deposit, third_diagnostics = detector.observe(solid_frame(32, 32, 30), now + timedelta(seconds=7))
self.assertEqual(first_deposit, 0)
self.assertEqual(second_deposit, 1)
self.assertEqual(third_deposit, 1)
self.assertFalse(third_diagnostics["trash"]["in_cooldown"])
def test_detector_requires_consecutive_occupied_frames(self) -> None:
detector = ZoneOccupancyDetector(
[Region("1", ((0.0, 0.0), (1.0, 0.0), (1.0, 1.0), (0.0, 1.0)))],
trash_region=None,
settings=RuntimeVisionSettings(
baseline_frames=1,
sample_stride_pixels=4,
occupancy_mean_delta=10,
occupancy_texture_delta=10,
occupancy_confirm_frames=2,
empty_confirm_frames=2,
),
)
now = datetime(2026, 4, 28, 10, 0, tzinfo=timezone.utc)
detector.observe(solid_frame(32, 32, 30), now)
first_counts, _, first_diagnostics = detector.observe(solid_frame(32, 32, 90), now)
second_counts, _, second_diagnostics = detector.observe(solid_frame(32, 32, 90), now)
first_empty_counts, _, _ = detector.observe(solid_frame(32, 32, 30), now)
second_empty_counts, _, _ = detector.observe(solid_frame(32, 32, 30), now)
self.assertEqual(first_counts, {"1": 0})
self.assertTrue(first_diagnostics["zones"]["1"]["raw_occupied"])
self.assertEqual(first_diagnostics["zones"]["1"]["occupied_streak"], 1)
self.assertEqual(second_counts, {"1": 1})
self.assertTrue(second_diagnostics["zones"]["1"]["occupied"])
self.assertEqual(first_empty_counts, {"1": 1})
self.assertEqual(second_empty_counts, {"1": 0})
def test_runtime_vision_defaults_raise_brightness_reflection_threshold(self) -> None:
settings = load_runtime_vision_settings({})
self.assertEqual(settings.sample_stride_pixels, 4)
self.assertEqual(settings.occupancy_mean_delta, 55.0)
self.assertEqual(settings.occupancy_confirm_frames, 2)
self.assertEqual(settings.empty_confirm_frames, 2)
self.assertEqual(settings.trash_motion_delta, 18.0)
self.assertEqual(settings.trash_sustained_motion_delta, 8.0)
self.assertEqual(settings.trash_sustained_motion_frames, 2)
self.assertEqual(settings.trash_motion_cooldown_seconds, 3)
def test_detector_can_seed_previous_baseline_and_occupancy(self) -> None:
detector = ZoneOccupancyDetector(
[Region("1", ((0.0, 0.0), (1.0, 0.0), (1.0, 1.0), (0.0, 1.0)))],
trash_region=None,
settings=RuntimeVisionSettings(
baseline_frames=10,
sample_stride_pixels=4,
occupancy_mean_delta=55,
occupancy_texture_delta=18,
occupancy_confirm_frames=2,
empty_confirm_frames=2,
),
)
detector.seed_baseline({"1": RegionMetrics(mean_luma=30.0, texture=0.0, sample_count=1)})
detector.seed_occupancy({"1": 1})
counts, _, diagnostics = detector.observe(solid_frame(32, 32, 90), datetime(2026, 4, 28, 10, 0, tzinfo=timezone.utc))
self.assertTrue(diagnostics["baseline_ready"])
self.assertEqual(counts, {"1": 1})
self.assertTrue(diagnostics["zones"]["1"]["occupied"])
def test_detector_reports_compact_dark_object_as_occupied(self) -> None:
detector = ZoneOccupancyDetector(
[Region("1", ((0.0, 0.0), (1.0, 0.0), (1.0, 1.0), (0.0, 1.0)))],
trash_region=None,
settings=RuntimeVisionSettings(
baseline_frames=1,
sample_stride_pixels=4,
occupancy_mean_delta=55,
occupancy_texture_delta=100,
occupancy_dark_luma_threshold=80,
occupancy_dark_fraction=0.06,
occupancy_confirm_frames=1,
empty_confirm_frames=1,
),
)
now = datetime(2026, 4, 28, 10, 0, tzinfo=timezone.utc)
detector.observe(solid_frame(32, 32, 180), now)
counts, _, diagnostics = detector.observe(patched_frame(32, 32, 180, (0, 0, 8, 32, 20)), now)
self.assertEqual(counts, {"1": 1})
self.assertGreaterEqual(diagnostics["zones"]["1"]["dark_fraction"], 0.06)
def test_detector_ignores_bright_reflection_without_dark_object(self) -> None:
detector = ZoneOccupancyDetector(
[Region("1", ((0.0, 0.0), (1.0, 0.0), (1.0, 1.0), (0.0, 1.0)))],
trash_region=None,
settings=RuntimeVisionSettings(
baseline_frames=1,
sample_stride_pixels=4,
occupancy_mean_delta=55,
occupancy_texture_delta=10,
occupancy_dark_luma_threshold=80,
occupancy_dark_fraction=0.06,
occupancy_texture_dark_fraction=0.04,
occupancy_confirm_frames=1,
empty_confirm_frames=1,
),
)
now = datetime(2026, 4, 28, 10, 0, tzinfo=timezone.utc)
detector.observe(solid_frame(32, 32, 160), now)
counts, _, diagnostics = detector.observe(patched_frame(32, 32, 160, (0, 0, 8, 32, 255)), now)
self.assertEqual(counts, {"1": 0})
self.assertGreaterEqual(diagnostics["zones"]["1"]["texture_delta"], 10)
self.assertLess(diagnostics["zones"]["1"]["dark_fraction"], 0.04)
def test_detector_ignores_bright_reflection_with_small_dark_edge(self) -> None:
detector = ZoneOccupancyDetector(
[Region("1", ((0.0, 0.0), (1.0, 0.0), (1.0, 1.0), (0.0, 1.0)))],
trash_region=None,
settings=RuntimeVisionSettings(
baseline_frames=1,
sample_stride_pixels=4,
occupancy_mean_delta=55,
occupancy_texture_delta=18,
occupancy_dark_luma_threshold=80,
occupancy_dark_fraction=0.06,
occupancy_texture_dark_fraction=0.04,
occupancy_confirm_frames=1,
empty_confirm_frames=1,
),
)
now = datetime(2026, 4, 28, 10, 0, tzinfo=timezone.utc)
detector.observe(solid_frame(40, 40, 180), now)
counts, _, diagnostics = detector.observe(
multi_patched_frame(
40,
40,
180,
[
(0, 0, 12, 40, 255),
(12, 0, 16, 32, 20),
],
),
now,
)
zone = diagnostics["zones"]["1"]
self.assertEqual(counts, {"1": 0})
self.assertGreaterEqual(zone["dark_fraction"], 0.06)
self.assertGreaterEqual(zone["bright_fraction"], 0.18)
if __name__ == "__main__":
unittest.main()