forked from tangger/lerobot
Add real robot devices and scripts to control real robot (#288)
Co-authored-by: Simon Alibert <alibert.sim@gmail.com>
This commit is contained in:
125
tests/test_cameras.py
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125
tests/test_cameras.py
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import numpy as np
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import pytest
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from lerobot.common.robot_devices.cameras.opencv import OpenCVCamera, save_images_from_cameras
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from lerobot.common.robot_devices.utils import RobotDeviceAlreadyConnectedError, RobotDeviceNotConnectedError
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from tests.utils import require_koch
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CAMERA_INDEX = 2
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# Maximum absolute difference between two consecutive images recored by a camera.
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# This value differs with respect to the camera.
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MAX_PIXEL_DIFFERENCE = 25
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def compute_max_pixel_difference(first_image, second_image):
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return np.abs(first_image.astype(float) - second_image.astype(float)).max()
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@require_koch
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def test_camera(request):
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"""Test assumes that `camera.read()` returns the same image when called multiple times in a row.
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So the environment should not change (you shouldnt be in front of the camera) and the camera should not be moving.
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Warning: The tests worked for a macbookpro camera, but I am getting assertion error (`np.allclose(color_image, async_color_image)`)
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for my iphone camera and my LG monitor camera.
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"""
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# TODO(rcadene): measure fps in nightly?
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# TODO(rcadene): test logs
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# TODO(rcadene): add compatibility with other camera APIs
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# Test instantiating
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camera = OpenCVCamera(CAMERA_INDEX)
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# Test reading, async reading, disconnecting before connecting raises an error
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with pytest.raises(RobotDeviceNotConnectedError):
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camera.read()
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with pytest.raises(RobotDeviceNotConnectedError):
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camera.async_read()
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with pytest.raises(RobotDeviceNotConnectedError):
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camera.disconnect()
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# Test deleting the object without connecting first
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del camera
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# Test connecting
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camera = OpenCVCamera(CAMERA_INDEX)
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camera.connect()
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assert camera.is_connected
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assert camera.fps is not None
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assert camera.width is not None
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assert camera.height is not None
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# Test connecting twice raises an error
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with pytest.raises(RobotDeviceAlreadyConnectedError):
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camera.connect()
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# Test reading from the camera
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color_image = camera.read()
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assert isinstance(color_image, np.ndarray)
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assert color_image.ndim == 3
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h, w, c = color_image.shape
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assert c == 3
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assert w > h
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# Test read and async_read outputs similar images
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# ...warming up as the first frames can be black
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for _ in range(30):
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camera.read()
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color_image = camera.read()
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async_color_image = camera.async_read()
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print(
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"max_pixel_difference between read() and async_read()",
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compute_max_pixel_difference(color_image, async_color_image),
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)
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assert np.allclose(color_image, async_color_image, rtol=1e-5, atol=MAX_PIXEL_DIFFERENCE)
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# Test disconnecting
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camera.disconnect()
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assert camera.camera is None
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assert camera.thread is None
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# Test disconnecting with `__del__`
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camera = OpenCVCamera(CAMERA_INDEX)
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camera.connect()
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del camera
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# Test acquiring a bgr image
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camera = OpenCVCamera(CAMERA_INDEX, color_mode="bgr")
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camera.connect()
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assert camera.color_mode == "bgr"
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bgr_color_image = camera.read()
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assert np.allclose(color_image, bgr_color_image[:, :, [2, 1, 0]], rtol=1e-5, atol=MAX_PIXEL_DIFFERENCE)
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del camera
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# TODO(rcadene): Add a test for a camera that doesnt support fps=60 and raises an OSError
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# TODO(rcadene): Add a test for a camera that supports fps=60
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# Test fps=10 raises an OSError
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camera = OpenCVCamera(CAMERA_INDEX, fps=10)
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with pytest.raises(OSError):
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camera.connect()
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del camera
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# Test width and height can be set
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camera = OpenCVCamera(CAMERA_INDEX, fps=30, width=1280, height=720)
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camera.connect()
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assert camera.fps == 30
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assert camera.width == 1280
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assert camera.height == 720
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color_image = camera.read()
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h, w, c = color_image.shape
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assert h == 720
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assert w == 1280
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assert c == 3
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del camera
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# Test not supported width and height raise an error
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camera = OpenCVCamera(CAMERA_INDEX, fps=30, width=0, height=0)
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with pytest.raises(OSError):
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camera.connect()
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del camera
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@require_koch
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def test_save_images_from_cameras(tmpdir, request):
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save_images_from_cameras(tmpdir, record_time_s=1)
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