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https://github.com/huggingface/lerobot.git
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(depth image processing): excluding depth frames from the RGB to BGR image processing (#4135)
* (depth image processing): excluding depth frames from the RGB to BGR image processing * test(update): updating tests to include RGB/BGR conversion checks
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@@ -26,7 +26,7 @@ import cv2
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import numpy as np
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import pytest
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from lerobot.cameras.configs import Cv2Rotation
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from lerobot.cameras.configs import ColorMode, Cv2Rotation
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from lerobot.cameras.opencv import OpenCVCamera, OpenCVCameraConfig
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from lerobot.utils.errors import DeviceAlreadyConnectedError, DeviceNotConnectedError
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@@ -132,6 +132,28 @@ def test_read(index_or_path):
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assert isinstance(img, np.ndarray)
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@pytest.mark.parametrize("index_or_path", TEST_IMAGE_PATHS, ids=TEST_IMAGE_SIZES)
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def test_color_mode_conversion(index_or_path):
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"""RGB and BGR reads of the same frame must differ only by a channel-axis reversal."""
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rgb_config = OpenCVCameraConfig(index_or_path=index_or_path, color_mode=ColorMode.RGB, warmup_s=0)
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bgr_config = OpenCVCameraConfig(index_or_path=index_or_path, color_mode=ColorMode.BGR, warmup_s=0)
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with OpenCVCamera(rgb_config) as rgb_cam:
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rgb = rgb_cam.read()
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with OpenCVCamera(bgr_config) as bgr_cam:
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bgr = bgr_cam.read()
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assert rgb.shape == bgr.shape
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np.testing.assert_array_equal(rgb, bgr[..., ::-1])
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def test_postprocess_invalid_color_mode():
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config = OpenCVCameraConfig(index_or_path=DEFAULT_PNG_FILE_PATH)
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camera = OpenCVCamera(config)
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camera.color_mode = "invalid"
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with pytest.raises(ValueError):
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camera._postprocess_image(np.zeros((120, 160, 3), dtype=np.uint8))
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def test_read_before_connect():
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config = OpenCVCameraConfig(index_or_path=DEFAULT_PNG_FILE_PATH)
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@@ -22,6 +22,7 @@ import pytest
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pytest.importorskip("reachy2_sdk")
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from lerobot.cameras.configs import ColorMode
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from lerobot.cameras.reachy2_camera import Reachy2Camera, Reachy2CameraConfig
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from lerobot.utils.errors import DeviceNotConnectedError
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@@ -33,28 +34,19 @@ PARAMS = [
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]
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def _make_cam_manager_mock():
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def _make_cam_manager_mock(color_frame, depth_frame=None):
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c = MagicMock(name="CameraManagerMock")
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teleop = MagicMock(name="TeleopCam")
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teleop.width = 640
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teleop.height = 480
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teleop.get_frame = MagicMock(
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side_effect=lambda *_, **__: (
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np.zeros((480, 640, 3), dtype=np.uint8),
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time.time(),
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)
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)
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teleop.get_frame = MagicMock(side_effect=lambda *_, **__: (color_frame, time.time()))
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depth = MagicMock(name="DepthCam")
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depth.width = 640
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depth.height = 480
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depth.get_frame = MagicMock(
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side_effect=lambda *_, **__: (
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np.zeros((480, 640, 3), dtype=np.uint8),
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time.time(),
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)
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)
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depth.get_frame = MagicMock(side_effect=lambda *_, **__: (color_frame, time.time()))
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depth.get_depth_frame = MagicMock(side_effect=lambda *_, **__: (depth_frame, time.time()))
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c.is_connected.return_value = True
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c.teleop = teleop
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@@ -84,12 +76,14 @@ def _make_cam_manager_mock():
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# ids=["teleop-left", "teleop-right", "torso-rgb", "torso-depth"],
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ids=["teleop-left", "teleop-right", "torso-rgb"],
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)
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def camera(request):
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def camera(request, img_array_factory):
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name, image_type = request.param
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color_frame = img_array_factory(height=480, width=640)
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depth_frame = img_array_factory(height=480, width=640, channels=1, dtype=np.uint16)[..., 0]
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with (
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patch(
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"lerobot.cameras.reachy2_camera.reachy2_camera.CameraManager",
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side_effect=lambda *a, **k: _make_cam_manager_mock(),
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side_effect=lambda *a, **k: _make_cam_manager_mock(color_frame, depth_frame),
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),
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):
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config = Reachy2CameraConfig(name=name, image_type=image_type)
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@@ -188,6 +182,41 @@ def test_read_latest_too_old(camera):
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_ = camera.read_latest(max_age_ms=0) # immediately too old
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def test_color_mode_conversion(img_array_factory):
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"""teleop frames are native BGR: RGB reverses the channel axis, BGR is passed through."""
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frame = img_array_factory(height=8, width=8)
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outputs = {}
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for color_mode in (ColorMode.RGB, ColorMode.BGR):
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with patch(
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"lerobot.cameras.reachy2_camera.reachy2_camera.CameraManager",
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side_effect=lambda *a, **k: _make_cam_manager_mock(frame),
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):
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cam = Reachy2Camera(Reachy2CameraConfig(name="teleop", image_type="left", color_mode=color_mode))
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cam.connect()
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outputs[color_mode] = cam.read()
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cam.disconnect()
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np.testing.assert_array_equal(outputs[ColorMode.BGR], frame)
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np.testing.assert_array_equal(outputs[ColorMode.RGB], frame[..., ::-1])
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def test_depth_frame_not_color_converted(img_array_factory):
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"""A depth/depth frame must be returned as-is, without BGR<->RGB conversion."""
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color_frame = img_array_factory(height=8, width=8)
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depth = img_array_factory(height=8, width=8, channels=1, dtype=np.uint16)[..., 0]
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with patch(
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"lerobot.cameras.reachy2_camera.reachy2_camera.CameraManager",
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side_effect=lambda *a, **k: _make_cam_manager_mock(color_frame, depth_frame=depth),
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):
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cam = Reachy2Camera(Reachy2CameraConfig(name="depth", image_type="depth"))
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cam.connect()
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out = cam.read()
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cam.disconnect()
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np.testing.assert_array_equal(out, depth)
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def test_wrong_camera_name():
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with pytest.raises(ValueError):
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_ = Reachy2CameraConfig(name="wrong-name", image_type="left")
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@@ -25,7 +25,7 @@ from unittest.mock import patch
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import numpy as np
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import pytest
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from lerobot.cameras.configs import Cv2Rotation
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from lerobot.cameras.configs import ColorMode, Cv2Rotation
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from lerobot.utils.errors import DeviceAlreadyConnectedError, DeviceNotConnectedError
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pytest.importorskip("pyrealsense2")
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@@ -109,6 +109,32 @@ def test_read_depth():
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assert isinstance(img, np.ndarray)
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# These exercise _postprocess_image directly rather than read(): the bag playback returns
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# non-deterministic frames we can't compare against, and the depth read() path is skipped
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# (see test_read_depth) with the current pyrealsense2 version.
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def test_color_mode_conversion(img_array_factory):
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"""RGB (native for RealSense) is passed through; BGR reverses the channel axis."""
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color = img_array_factory(height=3, width=4)
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outputs = {}
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for color_mode in (ColorMode.RGB, ColorMode.BGR):
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camera = RealSenseCamera(RealSenseCameraConfig(serial_number_or_name="042", color_mode=color_mode))
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camera.capture_height, camera.capture_width = color.shape[:2]
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outputs[color_mode] = camera._postprocess_image(color)
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np.testing.assert_array_equal(outputs[ColorMode.RGB], color)
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np.testing.assert_array_equal(outputs[ColorMode.BGR], color[..., ::-1])
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def test_depth_frame_not_color_converted(img_array_factory):
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"""Depth frames must bypass color conversion, even when a BGR color_mode is set."""
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camera = RealSenseCamera(RealSenseCameraConfig(serial_number_or_name="042", color_mode=ColorMode.BGR))
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depth = img_array_factory(height=3, width=4, channels=1, dtype=np.uint16)[..., 0]
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camera.capture_height, camera.capture_width = depth.shape
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np.testing.assert_array_equal(camera._postprocess_image(depth, depth_frame=True), depth)
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def test_read_before_connect():
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config = RealSenseCameraConfig(serial_number_or_name="042")
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camera = RealSenseCamera(config)
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