openpi / droid /scripts /test_mesh_projection.py
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"""
Test Mesh Projection
Verifies that Franka mesh projection works correctly with camera calibration.
Optionally visualizes the projected points on images.
"""
import sys
import numpy as np
from pathlib import Path
import argparse
# Add parent directory to path
sys.path.append(str(Path(__file__).parent.parent))
from utils.load_camera_calibration import CameraCalibrationLoader
from utils.franka_mesh_projection import FrankaMeshProjector
def test_forward_kinematics():
"""Test forward kinematics computation."""
print("=" * 60)
print("Test 1: Forward Kinematics")
print("=" * 60)
try:
projector = FrankaMeshProjector(use_gui=False)
# Test joint configurations
joint_configs = {
'home': np.array([0.0, -0.785, 0.0, -2.356, 0.0, 1.571, 0.785]),
'extended': np.array([0.0, 0.0, 0.0, -1.571, 0.0, 1.571, 0.785]),
'folded': np.array([0.0, -1.571, 0.0, -2.356, 0.0, 0.785, 0.0]),
}
for name, joint_pos in joint_configs.items():
pos, orn = projector.forward_kinematics(joint_pos)
print(f"\n {name} configuration:")
print(f" EE position: [{pos[0]:.3f}, {pos[1]:.3f}, {pos[2]:.3f}]")
print(f" EE orientation (quat): [{orn[0]:.3f}, {orn[1]:.3f}, {orn[2]:.3f}, {orn[3]:.3f}]")
print("\n✓ Forward kinematics working!")
return True
except Exception as e:
print(f"✗ Forward kinematics failed: {e}")
import traceback
traceback.print_exc()
return False
def test_mesh_extraction():
"""Test gripper mesh vertex extraction."""
print("\n" + "=" * 60)
print("Test 2: Gripper Mesh Vertex Extraction")
print("=" * 60)
try:
projector = FrankaMeshProjector(use_gui=False)
joint_pos = np.array([0.0, -0.785, 0.0, -2.356, 0.0, 1.571, 0.785])
mesh_vertices = projector.get_gripper_mesh_vertices(joint_pos)
print(f"✓ Extracted {len(mesh_vertices)} mesh vertices")
print(f" Vertex positions (first 7):")
for i, vertex in enumerate(mesh_vertices[:7]):
print(f" {i}: [{vertex[0]:.4f}, {vertex[1]:.4f}, {vertex[2]:.4f}]")
# Verify we have exactly 7 vertices
assert len(mesh_vertices) == 7, f"Expected 7 vertices, got {len(mesh_vertices)}"
return True
except Exception as e:
print(f"✗ Mesh extraction failed: {e}")
import traceback
traceback.print_exc()
return False
def test_grid_generation():
"""Test 5x5 grid point generation."""
print("\n" + "=" * 60)
print("Test 3: Grid Point Generation")
print("=" * 60)
try:
projector = FrankaMeshProjector(use_gui=False)
grid_points = projector.generate_grid_points(img_h=448, img_w=448, grid_size=5)
print(f"✓ Generated {len(grid_points)} grid points")
print(f" Grid points (corners):")
print(f" Top-left: [{grid_points[0, 0]:.1f}, {grid_points[0, 1]:.1f}]")
print(f" Top-right: [{grid_points[4, 0]:.1f}, {grid_points[4, 1]:.1f}]")
print(f" Bottom-left: [{grid_points[20, 0]:.1f}, {grid_points[20, 1]:.1f}]")
print(f" Bottom-right: [{grid_points[24, 0]:.1f}, {grid_points[24, 1]:.1f}]")
print(f" Center: [{grid_points[12, 0]:.1f}, {grid_points[12, 1]:.1f}]")
# Verify we have exactly 25 points
assert len(grid_points) == 25, f"Expected 25 grid points, got {len(grid_points)}"
# Verify points are in image bounds
assert np.all(grid_points >= 0) and np.all(grid_points <= 448), "Grid points outside image bounds"
return True
except Exception as e:
print(f"✗ Grid generation failed: {e}")
import traceback
traceback.print_exc()
return False
def test_32_point_projection():
"""Test full 32-point projection (25 grid + 7 mesh)."""
print("\n" + "=" * 60)
print("Test 4: 32-Point Projection")
print("=" * 60)
try:
# Load camera calibration
uuid = "AUTOLab+0d4edc83+2023-10-21-19h-02m-35s"
calib_loader = CameraCalibrationLoader()
dual_params = calib_loader.get_dual_view_params(uuid)
# Initialize projector
projector = FrankaMeshProjector(use_gui=False)
# Test joint configuration
joint_pos = np.array([0.0, -0.785, 0.0, -2.356, 0.0, 1.571, 0.785])
# Project for both views
for view_name, (K, E) in dual_params.items():
points_32, visibility_32 = projector.project_32_points(
joint_pos, K, E, img_h=448, img_w=448
)
print(f"\n {view_name}:")
print(f" Total points: {len(points_32)}")
print(f" Grid points (25): {points_32[:25].shape}")
print(f" Mesh points (7): {points_32[25:].shape}")
print(f" Visible: {visibility_32.sum()}/{len(visibility_32)}")
print(f" Point range: X=[{points_32[:, 0].min():.1f}, {points_32[:, 0].max():.1f}], "
f"Y=[{points_32[:, 1].min():.1f}, {points_32[:, 1].max():.1f}]")
# Verify shape
assert points_32.shape == (32, 2), f"Expected (32, 2), got {points_32.shape}"
assert visibility_32.shape == (32,), f"Expected (32,), got {visibility_32.shape}"
# Grid should always be visible
assert np.all(visibility_32[:25]), "Grid points should all be visible"
print("\n✓ 32-point projection working!")
return True
except Exception as e:
print(f"✗ 32-point projection failed: {e}")
import traceback
traceback.print_exc()
return False
def test_with_visualization(output_dir: str = "/tmp/droid_projection_test"):
"""Test projection with visualization (requires matplotlib)."""
print("\n" + "=" * 60)
print("Test 5: Projection Visualization")
print("=" * 60)
try:
import matplotlib.pyplot as plt
import matplotlib.patches as patches
# Setup
uuid = "AUTOLab+0d4edc83+2023-10-21-19h-02m-35s"
calib_loader = CameraCalibrationLoader()
dual_params = calib_loader.get_dual_view_params(uuid)
projector = FrankaMeshProjector(use_gui=False)
# Create output directory
output_path = Path(output_dir)
output_path.mkdir(parents=True, exist_ok=True)
# Test multiple joint configurations
joint_configs = {
'home': np.array([0.0, -0.785, 0.0, -2.356, 0.0, 1.571, 0.785]),
'extended': np.array([0.0, 0.0, 0.0, -1.571, 0.0, 1.571, 0.785]),
}
for config_name, joint_pos in joint_configs.items():
fig, axes = plt.subplots(1, 2, figsize=(12, 6))
fig.suptitle(f"32-Point Projection - {config_name} configuration", fontsize=14)
for ax_idx, (view_name, (K, E)) in enumerate(dual_params.items()):
# Project points
points_32, vis_32 = projector.project_32_points(
joint_pos, K, E, img_h=448, img_w=448
)
# Create blank image
ax = axes[ax_idx]
ax.set_xlim(0, 448)
ax.set_ylim(448, 0) # Flip Y axis for image coordinates
ax.set_aspect('equal')
ax.set_title(f"{view_name}")
ax.set_xlabel("X (pixels)")
ax.set_ylabel("Y (pixels)")
# Draw grid points (blue)
grid_points = points_32[:25]
ax.scatter(grid_points[:, 0], grid_points[:, 1],
c='blue', s=50, alpha=0.6, label='Grid (25)')
# Draw mesh points (red)
mesh_points = points_32[25:]
mesh_vis = vis_32[25:]
ax.scatter(mesh_points[mesh_vis, 0], mesh_points[mesh_vis, 1],
c='red', s=100, marker='x', linewidths=2, label='Mesh (7)')
# Draw invisible mesh points (gray)
if not np.all(mesh_vis):
ax.scatter(mesh_points[~mesh_vis, 0], mesh_points[~mesh_vis, 1],
c='gray', s=50, marker='o', alpha=0.3, label='Invisible')
ax.legend()
ax.grid(True, alpha=0.3)
# Save figure
output_file = output_path / f"projection_{config_name}.png"
plt.tight_layout()
plt.savefig(output_file, dpi=150)
plt.close()
print(f" ✓ Saved visualization: {output_file}")
print(f"\n✓ Visualizations saved to {output_path}")
return True
except ImportError:
print(" ⚠ Matplotlib not available, skipping visualization test")
return True
except Exception as e:
print(f"✗ Visualization failed: {e}")
import traceback
traceback.print_exc()
return False
def main():
"""Run all tests."""
parser = argparse.ArgumentParser(description="Test Franka mesh projection")
parser.add_argument('--visualize', action='store_true', help='Generate visualization plots')
parser.add_argument('--output-dir', type=str, default='/tmp/droid_projection_test',
help='Output directory for visualizations')
args = parser.parse_args()
print("\n" + "=" * 60)
print("DROID Mesh Projection Test Suite")
print("=" * 60 + "\n")
tests = [
test_forward_kinematics,
test_mesh_extraction,
test_grid_generation,
test_32_point_projection,
]
if args.visualize:
tests.append(lambda: test_with_visualization(args.output_dir))
results = []
for test_func in tests:
try:
result = test_func()
results.append(result)
except Exception as e:
print(f"✗ Test crashed: {e}")
import traceback
traceback.print_exc()
results.append(False)
# Summary
print("\n" + "=" * 60)
print("Test Summary")
print("=" * 60)
passed = sum(results)
total = len(results)
print(f"Passed: {passed}/{total}")
if passed == total:
print("✓ All tests passed!")
return 0
else:
print(f"✗ {total - passed} test(s) failed")
return 1
if __name__ == "__main__":
sys.exit(main())