feat: stage11 — Acceptance tests & performance benchmarks (80 tests)

This commit is contained in:
Yuzviak
2026-03-22 23:18:40 +02:00
parent c86cdc2e82
commit 766cef1514
4 changed files with 211 additions and 3 deletions
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| **Граф поз (F10)** | GTSAM (Python Bindings). Реєстрація відносних та абсолютних факторів з iSAM2 оптимізацією. | | **Граф поз (F10)** | GTSAM (Python Bindings). Реєстрація відносних та абсолютних факторів з iSAM2 оптимізацією. |
| **Recovery & Chunks (F11, F12)** | Координатор відновлення трекінгу та керування незалежними сабграфами-чанками (відривами) під час польоту. | | **Recovery & Chunks (F11, F12)** | Координатор відновлення трекінгу та керування незалежними сабграфами-чанками (відривами) під час польоту. |
| **Повний цикл (Stage 10)** | `process_frame` оркестрація: VO → GPR → Metric → Graph → SSE. State Machine: NORMAL→LOST→RECOVERY→NORMAL. | | **Повний цикл (Stage 10)** | `process_frame` оркестрація: VO → GPR → Metric → Graph → SSE. State Machine: NORMAL→LOST→RECOVERY→NORMAL. |
| **Тестування (Stage 11)** | 80 юніт та acceptance тестів. AC-сценарії: нормальний політ, втрата/відновлення, продуктивність, sustained throughput. |
## Швидкий старт ## Швидкий старт
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### Етап 10 — Повний цикл обробки ✅ ### Етап 10 — Повний цикл обробки ✅
- Оркестрація: `process_frame` зі State Machine (NORMAL→LOST→RECOVERY→NORMAL), асинхронне доуточнення через SSE після зміни графа. - Оркестрація: `process_frame` зі State Machine (NORMAL→LOST→RECOVERY→NORMAL), асинхронне доуточнення через SSE після зміни графа.
### Етап 11 — Приймальні тести та продуктивність ### Етап 11 — Приймальні тести та продуктивність
- Прогін AC-сценаріїв, замір швидкодії (<5с/кадр). - 6 AC-тестів: нормальний політ (20 кадрів), tracking loss/recovery, perf <5с/кадр, user anchor, sustained throughput (50 кадрів), graph convergence.
- Усього 80 тестів проходять.
### Етап 12 — Локальна експлуатація ### Етап 12 — Локальна експлуатація
- Документація локального запуску, README.md. - Документація локального запуску, README.md.
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@@ -130,8 +130,13 @@ class FlightProcessor:
vo_ok = False vo_ok = False
if self._vo and flight_id in self._prev_images: if self._vo and flight_id in self._prev_images:
try: try:
from gps_denied.schemas.flight import CameraParameters
cam = CameraParameters(
focal_length=4.5, sensor_width=6.17, sensor_height=4.55,
resolution_width=640, resolution_height=480,
)
rel_pose = self._vo.compute_relative_pose( rel_pose = self._vo.compute_relative_pose(
self._prev_images[flight_id], image self._prev_images[flight_id], image, cam
) )
if rel_pose and rel_pose.tracking_good: if rel_pose and rel_pose.tracking_good:
vo_ok = True vo_ok = True
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"""Acceptance & Performance Tests (Stage 11).
Scenarios tested:
AC-1: Normal flight — 20 frames processed without tracking loss.
AC-2: Tracking loss & recovery — VO fails mid-flight, recovery re-anchors.
AC-3: Performance — process_frame < 5 s per frame.
AC-4: User anchor fix — user provides GPS fix, graph snaps.
"""
import time
import numpy as np
import pytest
from unittest.mock import MagicMock, AsyncMock
from gps_denied.core.processor import FlightProcessor, TrackingState
from gps_denied.core.models import ModelManager
from gps_denied.core.vo import SequentialVisualOdometry
from gps_denied.core.gpr import GlobalPlaceRecognition
from gps_denied.core.metric import MetricRefinement
from gps_denied.core.graph import FactorGraphOptimizer
from gps_denied.core.chunk_manager import RouteChunkManager
from gps_denied.core.recovery import FailureRecoveryCoordinator
from gps_denied.schemas.graph import FactorGraphConfig
# ---------------------------------------------------------------
# Fixtures
# ---------------------------------------------------------------
@pytest.fixture
def wired_processor():
"""Fully wired FlightProcessor with all components attached."""
repo = MagicMock()
streamer = MagicMock()
streamer.push_event = AsyncMock()
proc = FlightProcessor(repo, streamer)
mm = ModelManager()
vo = SequentialVisualOdometry(mm)
gpr = GlobalPlaceRecognition(mm)
gpr.load_index("ac", "dummy")
metric = MetricRefinement(mm)
graph = FactorGraphOptimizer(FactorGraphConfig())
chunk_mgr = RouteChunkManager(graph)
recovery = FailureRecoveryCoordinator(chunk_mgr, gpr, metric)
proc.attach_components(
vo=vo, gpr=gpr, metric=metric,
graph=graph, recovery=recovery, chunk_mgr=chunk_mgr,
)
return proc
def _random_frame(h=200, w=200):
return np.random.randint(0, 255, (h, w, 3), dtype=np.uint8)
# ---------------------------------------------------------------
# AC-1: Normal flight — 20 consecutive frames
# ---------------------------------------------------------------
@pytest.mark.asyncio
async def test_ac1_normal_flight(wired_processor):
"""Twenty frames processed without crash; SSE events emitted for each."""
flight = "ac1_normal"
for i in range(20):
result = await wired_processor.process_frame(flight, i, _random_frame())
assert result.frame_id == i
# All 20 frames should have emitted SSE
assert wired_processor.streamer.push_event.call_count == 20
# ---------------------------------------------------------------
# AC-2: Tracking loss → recovery cycle
# ---------------------------------------------------------------
@pytest.mark.asyncio
async def test_ac2_tracking_loss_and_recovery(wired_processor, monkeypatch):
"""
Frames 0-4 normal, frame 5 VO fails (LOST),
recovery succeeds → back to NORMAL.
"""
flight = "ac2_loss"
call_count = {"n": 0}
def _controlled_vo(*a, **k):
from gps_denied.schemas.vo import RelativePose
call_count["n"] += 1
if call_count["n"] <= 4:
# Good VO for frames 1-4
return RelativePose(
translation=np.array([1.0, 0, 0]), rotation=np.eye(3), covariance=np.eye(6),
confidence=0.9, inlier_count=100, total_matches=120, tracking_good=True,
)
# Bad VO for frame 5
return RelativePose(
translation=np.zeros(3), rotation=np.eye(3), covariance=np.eye(6),
confidence=0, inlier_count=0, total_matches=0, tracking_good=False,
)
monkeypatch.setattr(wired_processor._vo, "compute_relative_pose", _controlled_vo)
# Frames 0-4 normal
for i in range(5):
r = await wired_processor.process_frame(flight, i, _random_frame())
assert r.tracking_state == TrackingState.NORMAL
# Frame 5: VO fails → recovery
monkeypatch.setattr(
wired_processor._recovery, "process_chunk_recovery", lambda *a, **k: True
)
r5 = await wired_processor.process_frame(flight, 5, _random_frame())
# Recovery succeeded → back to NORMAL
assert r5.tracking_state == TrackingState.NORMAL
assert r5.alignment_success is True
# ---------------------------------------------------------------
# AC-3: Performance — < 5 s per frame
# ---------------------------------------------------------------
@pytest.mark.asyncio
async def test_ac3_performance_per_frame(wired_processor):
"""Each process_frame call must complete in < 5 seconds (mock pipeline)."""
flight = "ac3_perf"
timings = []
for i in range(10):
t0 = time.perf_counter()
await wired_processor.process_frame(flight, i, _random_frame())
elapsed = time.perf_counter() - t0
timings.append(elapsed)
avg = sum(timings) / len(timings)
max_t = max(timings)
# With mocks this should be sub-second
assert max_t < 5.0, f"Max frame time {max_t:.3f}s exceeds 5s limit"
assert avg < 1.0, f"Average frame time {avg:.3f}s unexpectedly high"
# ---------------------------------------------------------------
# AC-4: User anchor fix
# ---------------------------------------------------------------
@pytest.mark.asyncio
async def test_ac4_user_anchor_fix(wired_processor):
"""
Verify that add_absolute_factor with is_user_anchor=True is accepted
by the graph and the trajectory incorporates the anchor.
"""
from gps_denied.schemas.flight import GPSPoint
from gps_denied.schemas.graph import Pose
from datetime import datetime
flight = "ac4_anchor"
graph = wired_processor._graph
# Inject initial pose
graph._init_flight(flight)
graph._flights_state[flight]["poses"][0] = Pose(
frame_id=0, position=np.zeros(3),
orientation=np.eye(3), timestamp=datetime.now(),
)
gps = GPSPoint(lat=49.5, lon=31.0)
ok = graph.add_absolute_factor(flight, 0, gps, np.eye(2), is_user_anchor=True)
assert ok is True
traj = graph.get_trajectory(flight)
assert traj[0].position[1] > 50000 # ~55 km north of origin
# ---------------------------------------------------------------
# AC-5: Sustained throughput — 50 frames
# ---------------------------------------------------------------
@pytest.mark.asyncio
async def test_ac5_sustained_throughput(wired_processor):
"""Process 50 frames back-to-back; no crashes, total < 30 seconds."""
flight = "ac5_sustained"
t0 = time.perf_counter()
for i in range(50):
await wired_processor.process_frame(flight, i, _random_frame())
total = time.perf_counter() - t0
assert total < 30.0, f"Total time for 50 frames: {total:.2f}s"
assert wired_processor.streamer.push_event.call_count == 50
# ---------------------------------------------------------------
# AC-6: Factor graph optimization converges
# ---------------------------------------------------------------
@pytest.mark.asyncio
async def test_ac6_graph_optimization_convergence(wired_processor):
"""After N frames the graph should report convergence."""
flight = "ac6_converge"
for i in range(10):
await wired_processor.process_frame(flight, i, _random_frame())
opt = wired_processor._graph.optimize(flight, 10)
assert opt.converged is True
assert opt.final_error < 1.0