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5 Commits
| Author | SHA1 | Date | |
|---|---|---|---|
| 0f30ad3424 | |||
| c76a876653 | |||
| 0d11ab9e3e | |||
| 10a8ea1377 | |||
| 1c4eb45d9e |
@@ -136,6 +136,10 @@ config = RealSenseCameraConfig(
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height=480,
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color_mode=ColorMode.RGB,
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use_depth=True,
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# Optional fixed color controls. Omit them to leave the current sensor settings unchanged.
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exposure=120,
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gain=64,
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white_balance=4600,
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rotation=Cv2Rotation.NO_ROTATION
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)
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@@ -154,6 +158,15 @@ finally:
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```
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<!-- prettier-ignore-end -->
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Manual color controls disable the corresponding automatic exposure or white-balance mode. Their
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supported ranges vary by camera model; an invalid value raises an error at connection time that
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includes the range reported by the sensor. Requesting an unsupported control also raises an error.
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Omitted controls leave the sensor's existing automatic or manual setting unchanged. These options
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require `use_rgb=True`.
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On the RealSense D405, the color stream is provided by the Stereo Module, so changing manual
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exposure or gain also affects the depth stream.
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</hfoption>
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</hfoptions>
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@@ -121,6 +121,9 @@ class RealSenseCamera(Camera):
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self.config = config
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self.width: int | None = config.width
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self.height: int | None = config.height
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if config.serial_number_or_name.isdigit():
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self.serial_number = config.serial_number_or_name
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else:
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@@ -131,6 +134,9 @@ class RealSenseCamera(Camera):
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self.use_rgb = config.use_rgb
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self.use_depth = config.use_depth
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self.warmup_s = config.warmup_s
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self.exposure: int | None = config.exposure
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self.gain: int | None = config.gain
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self.white_balance: int | None = config.white_balance
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self.rs_pipeline: rs.pipeline | None = None
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self.rs_profile: rs.pipeline_profile | None = None
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@@ -172,7 +178,8 @@ class RealSenseCamera(Camera):
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Raises:
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DeviceAlreadyConnectedError: If the camera is already connected.
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ValueError: If the configuration is invalid (e.g., missing serial/name, name not unique).
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ValueError: If the configuration is invalid, a requested sensor option is unsupported,
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or a requested sensor value is invalid.
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ConnectionError: If the camera is found but fails to start the pipeline or no RealSense devices are detected at all.
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RuntimeError: If the pipeline starts but fails to apply requested settings.
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"""
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@@ -190,22 +197,30 @@ class RealSenseCamera(Camera):
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f"Failed to open {self}.Run `lerobot-find-cameras realsense` to find available cameras."
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) from e
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self._configure_capture_settings()
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self._start_read_thread()
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try:
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self._configure_capture_settings()
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self._configure_sensor_options()
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self._start_read_thread()
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# NOTE(Steven/Caroline): Enforcing at least one second of warmup as RS cameras need a bit of time before the first read. If we don't wait, the first read from the warmup will raise.
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self.warmup_s = max(self.warmup_s, 1)
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# NOTE(Steven/Caroline): Enforcing at least one second of warmup as RS cameras need a bit of time before the first read. If we don't wait, the first read from the warmup will raise.
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self.warmup_s = max(self.warmup_s, 1)
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warmup_read = self.async_read if self.use_rgb else self.async_read_depth
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start_time = time.time()
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while time.time() - start_time < self.warmup_s:
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warmup_read(timeout_ms=self.warmup_s * 1000)
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time.sleep(0.1)
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with self.frame_lock:
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if (self.use_rgb and self.latest_color_frame is None) or (
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self.use_depth and self.latest_depth_frame is None
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):
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raise ConnectionError(f"{self} failed to capture frames during warmup.")
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warmup_read = self.async_read if self.use_rgb else self.async_read_depth
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start_time = time.time()
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while time.time() - start_time < self.warmup_s:
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warmup_read(timeout_ms=self.warmup_s * 1000)
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time.sleep(0.1)
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with self.frame_lock:
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if (self.use_rgb and self.latest_color_frame is None) or (
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self.use_depth and self.latest_depth_frame is None
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):
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raise ConnectionError(f"{self} failed to capture frames during warmup.")
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except Exception:
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try:
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self._cleanup_connection()
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except Exception:
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logger.exception(f"Failed to clean up {self} after a connection error.")
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raise
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logger.info(f"{self} connected.")
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@@ -339,6 +354,111 @@ class RealSenseCamera(Camera):
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self.new_frame_event.clear()
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return self._async_read(timeout_ms=10000, read_depth=read_depth)
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def _get_color_sensor(self) -> "rs.sensor":
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"""Returns the sensor that controls the color stream.
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Most RealSense cameras expose "RGB Camera" for color. The D405 has no
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separate RGB module — its color stream comes from "Stereo Module".
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We try RGB Camera first, then fall back to Stereo Module.
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"""
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if self.rs_profile is None:
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raise RuntimeError(f"{self}: rs_profile must be initialized before use.")
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device = self.rs_profile.get_device()
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sensors = {s.get_info(rs.camera_info.name): s for s in device.query_sensors()}
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for name in ("RGB Camera", "Stereo Module"):
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if name in sensors:
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return sensors[name]
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available = list(sensors.keys())
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raise RuntimeError(f"{self}: no color sensor found. Available sensors: {available}")
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def _set_sensor_option(self, sensor: "rs.sensor", option: "rs.option", value: float, label: str) -> None:
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"""Sets a sensor option, re-raising range errors with actionable diagnostics."""
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try:
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sensor.set_option(option, value)
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except Exception as e:
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range_info = ""
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try:
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option_range = sensor.get_option_range(option)
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range_info = (
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f" (supported range: min={option_range.min}, max={option_range.max}, "
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f"step={option_range.step}, default={option_range.default})"
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)
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except Exception:
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range_info = " (option range unavailable)"
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raise ValueError(
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f"{self}: failed to set {label} to {value}{range_info}. Original error: {e}"
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) from e
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def _configure_sensor_options(self) -> None:
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"""Applies manual sensor options (exposure, gain, white balance) to the color sensor.
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When exposure or gain is set, auto-exposure is disabled first. When white_balance
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is set, auto white balance is disabled first. An omitted option is left unchanged,
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and configuration is skipped entirely if all options are omitted.
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Raises:
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ValueError: If the sensor does not support a requested option or a requested
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value is invalid. Invalid-value errors include the option name, requested
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value, and supported range when available.
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"""
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if self.exposure is None and self.gain is None and self.white_balance is None:
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return
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color_sensor = self._get_color_sensor()
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requested_options = (
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(rs.option.exposure, self.exposure, "exposure"),
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(rs.option.gain, self.gain, "gain"),
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(rs.option.white_balance, self.white_balance, "white balance"),
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)
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unsupported_options = [
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label
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for option, value, label in requested_options
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if value is not None and not color_sensor.supports(option)
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]
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if unsupported_options:
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raise ValueError(
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f"{self}: color sensor does not support requested manual options: {unsupported_options}."
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)
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manual_exposure_requested = self.exposure is not None or self.gain is not None
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if manual_exposure_requested:
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if color_sensor.supports(rs.option.enable_auto_exposure):
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self._set_sensor_option(color_sensor, rs.option.enable_auto_exposure, 0, "auto-exposure")
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logger.info(f"{self} auto-exposure disabled.")
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else:
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logger.warning(
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f"{self} sensor does not support disabling auto-exposure; "
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"applying manual exposure/gain directly."
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)
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if self.exposure is not None:
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self._set_sensor_option(color_sensor, rs.option.exposure, self.exposure, "exposure")
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logger.info(f"{self} exposure set to {self.exposure}.")
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if self.gain is not None:
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self._set_sensor_option(color_sensor, rs.option.gain, self.gain, "gain")
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logger.info(f"{self} gain set to {self.gain}.")
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if self.white_balance is not None:
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if color_sensor.supports(rs.option.enable_auto_white_balance):
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self._set_sensor_option(
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color_sensor, rs.option.enable_auto_white_balance, 0, "auto white balance"
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)
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logger.info(f"{self} auto white balance disabled.")
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else:
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logger.warning(
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f"{self} sensor does not support disabling auto white balance; "
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"applying manual white balance directly."
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)
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self._set_sensor_option(
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color_sensor, rs.option.white_balance, self.white_balance, "white balance"
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)
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logger.info(f"{self} white balance set to {self.white_balance}.")
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@check_if_not_connected
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def read_depth(self, timeout_ms: int = 200) -> NDArray[Any]:
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"""
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@@ -684,13 +804,17 @@ class RealSenseCamera(Camera):
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f"Attempted to disconnect {self}, but it appears already disconnected."
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)
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self._cleanup_connection()
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logger.info(f"{self} disconnected.")
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def _cleanup_connection(self) -> None:
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"""Release connection resources and reset state after disconnect or failed connect."""
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if self.thread is not None:
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self._stop_read_thread()
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if self.rs_pipeline is not None:
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self.rs_pipeline.stop()
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self.rs_pipeline = None
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self.rs_profile = None
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pipeline = self.rs_pipeline
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self.rs_pipeline = None
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self.rs_profile = None
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with self.frame_lock:
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self.latest_color_frame = None
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@@ -698,4 +822,5 @@ class RealSenseCamera(Camera):
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self.latest_timestamp = None
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self.new_frame_event.clear()
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logger.info(f"{self} disconnected.")
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if pipeline is not None:
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pipeline.stop()
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@@ -46,6 +46,17 @@ class RealSenseCameraConfig(CameraConfig):
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use_depth: Whether to enable depth stream. Defaults to False.
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rotation: Image rotation setting (0°, 90°, 180°, or 270°). Defaults to no rotation.
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warmup_s: Time reading frames before returning from connect (in seconds)
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exposure: Manual exposure value for the color sensor. When set, auto-exposure is
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disabled and this fixed value is used. Valid ranges are camera-model specific
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and reported if the value is rejected. Defaults to None (leave unchanged).
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gain: Manual gain value for the color sensor. When set, auto-exposure is disabled
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and this fixed gain is used, which also freezes exposure at its current value
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when no exposure is configured. Valid ranges are camera-model specific and
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reported if the value is rejected. Defaults to None (leave unchanged).
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white_balance: Manual white balance value for the color sensor. When set, auto
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white balance is disabled and this fixed value is used. Valid ranges are
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camera-model specific and reported if the value is rejected. Defaults to None
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(leave unchanged).
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Note:
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- Either name or serial_number must be specified.
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@@ -61,6 +72,9 @@ class RealSenseCameraConfig(CameraConfig):
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use_depth: bool = False
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rotation: Cv2Rotation = Cv2Rotation.NO_ROTATION
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warmup_s: int = 1
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exposure: int | None = None
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gain: int | None = None
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white_balance: int | None = None
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def __post_init__(self) -> None:
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self.color_mode = ColorMode(self.color_mode)
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@@ -69,6 +83,18 @@ class RealSenseCameraConfig(CameraConfig):
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if not self.use_rgb and not self.use_depth:
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raise ValueError("At least one of `use_rgb` or `use_depth` must be enabled.")
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|
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manual_color_options = {
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"exposure": self.exposure,
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"gain": self.gain,
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"white_balance": self.white_balance,
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}
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configured_color_options = [name for name, value in manual_color_options.items() if value is not None]
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if configured_color_options and not self.use_rgb:
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raise ValueError(
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"Manual color sensor options require `use_rgb=True`. "
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f"Configured options: {configured_color_options}."
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)
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values = (self.fps, self.width, self.height)
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if any(v is not None for v in values) and any(v is None for v in values):
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raise ValueError(
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@@ -20,7 +20,7 @@
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# ```
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from pathlib import Path
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from unittest.mock import patch
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from unittest.mock import MagicMock, patch
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|
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import numpy as np
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import pytest
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@@ -30,6 +30,8 @@ from lerobot.utils.errors import DeviceAlreadyConnectedError, DeviceNotConnected
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pytest.importorskip("pyrealsense2")
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import pyrealsense2 as rs
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|
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from lerobot.cameras.realsense import RealSenseCamera, RealSenseCameraConfig
|
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|
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TEST_ARTIFACTS_DIR = Path(__file__).parent.parent / "artifacts" / "cameras"
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@@ -61,6 +63,17 @@ def test_abc_implementation():
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_ = RealSenseCamera(config)
|
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|
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|
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@pytest.mark.parametrize("option", ["exposure", "gain", "white_balance"])
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def test_manual_color_option_requires_rgb(option):
|
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with pytest.raises(ValueError, match="use_rgb=True"):
|
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RealSenseCameraConfig(
|
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serial_number_or_name="042",
|
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use_rgb=False,
|
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use_depth=True,
|
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**{option: 100},
|
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)
|
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|
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|
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def test_connect():
|
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config = RealSenseCameraConfig(serial_number_or_name="042", warmup_s=0)
|
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|
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@@ -83,6 +96,27 @@ def test_connect_invalid_camera_path(patch_realsense):
|
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camera.connect(warmup=False)
|
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|
||||
|
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def test_connect_cleans_up_when_sensor_configuration_fails():
|
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config = RealSenseCameraConfig(serial_number_or_name="042", exposure=120)
|
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camera = RealSenseCamera(config)
|
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pipeline = MagicMock()
|
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pipeline.start.return_value = MagicMock()
|
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|
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with (
|
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patch("lerobot.cameras.realsense.camera_realsense.rs.pipeline", return_value=pipeline),
|
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patch.object(camera, "_configure_rs_pipeline_config"),
|
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patch.object(camera, "_configure_capture_settings"),
|
||||
patch.object(camera, "_configure_sensor_options", side_effect=ValueError("invalid exposure")),
|
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pytest.raises(ValueError, match="invalid exposure"),
|
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):
|
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camera.connect(warmup=False)
|
||||
|
||||
pipeline.stop.assert_called_once_with()
|
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assert camera.rs_pipeline is None
|
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assert camera.rs_profile is None
|
||||
assert not camera.is_connected
|
||||
|
||||
|
||||
def test_invalid_width_connect():
|
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config = RealSenseCameraConfig(serial_number_or_name="042", width=99999, height=480, fps=30)
|
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camera = RealSenseCamera(config)
|
||||
@@ -202,6 +236,203 @@ def test_read_latest_too_old():
|
||||
_ = camera.read_latest(max_age_ms=0) # immediately too old
|
||||
|
||||
|
||||
def _make_mock_sensor(name: str, supported_options: set | None = None) -> MagicMock:
|
||||
"""Build a fake rs.sensor that reports a name and a configurable supported-options set."""
|
||||
supported = supported_options if supported_options is not None else set()
|
||||
sensor = MagicMock()
|
||||
sensor.get_info.return_value = name
|
||||
sensor.supports.side_effect = lambda opt: opt in supported
|
||||
return sensor
|
||||
|
||||
|
||||
def _attach_mock_color_sensor(camera: RealSenseCamera, sensor: MagicMock) -> None:
|
||||
"""Wire camera.rs_profile so _get_color_sensor finds the given sensor."""
|
||||
profile = MagicMock()
|
||||
device = MagicMock()
|
||||
device.query_sensors.return_value = [sensor]
|
||||
profile.get_device.return_value = device
|
||||
camera.rs_profile = profile
|
||||
|
||||
|
||||
def test_get_color_sensor_prefers_rgb_camera():
|
||||
config = RealSenseCameraConfig(serial_number_or_name="042")
|
||||
camera = RealSenseCamera(config)
|
||||
|
||||
rgb = _make_mock_sensor("RGB Camera")
|
||||
stereo = _make_mock_sensor("Stereo Module")
|
||||
profile = MagicMock()
|
||||
device = MagicMock()
|
||||
device.query_sensors.return_value = [stereo, rgb]
|
||||
profile.get_device.return_value = device
|
||||
camera.rs_profile = profile
|
||||
|
||||
assert camera._get_color_sensor() is rgb
|
||||
|
||||
|
||||
def test_get_color_sensor_falls_back_to_stereo_module():
|
||||
"""D405 has no separate RGB module; color comes from Stereo Module."""
|
||||
config = RealSenseCameraConfig(serial_number_or_name="042")
|
||||
camera = RealSenseCamera(config)
|
||||
|
||||
stereo = _make_mock_sensor("Stereo Module")
|
||||
_attach_mock_color_sensor(camera, stereo)
|
||||
|
||||
assert camera._get_color_sensor() is stereo
|
||||
|
||||
|
||||
def test_get_color_sensor_raises_with_available_sensors():
|
||||
config = RealSenseCameraConfig(serial_number_or_name="042")
|
||||
camera = RealSenseCamera(config)
|
||||
|
||||
other = _make_mock_sensor("Motion Module")
|
||||
_attach_mock_color_sensor(camera, other)
|
||||
|
||||
with pytest.raises(RuntimeError, match="Motion Module"):
|
||||
camera._get_color_sensor()
|
||||
|
||||
|
||||
def test_configure_sensor_options_skipped_when_none():
|
||||
config = RealSenseCameraConfig(serial_number_or_name="042")
|
||||
camera = RealSenseCamera(config)
|
||||
|
||||
with patch.object(RealSenseCamera, "_get_color_sensor") as mock_get:
|
||||
camera._configure_sensor_options()
|
||||
mock_get.assert_not_called()
|
||||
|
||||
|
||||
def test_configure_sensor_options_applies_all_values():
|
||||
config = RealSenseCameraConfig(serial_number_or_name="042", exposure=120, gain=64, white_balance=4600)
|
||||
camera = RealSenseCamera(config)
|
||||
|
||||
sensor = _make_mock_sensor(
|
||||
"RGB Camera",
|
||||
supported_options={
|
||||
rs.option.enable_auto_exposure,
|
||||
rs.option.exposure,
|
||||
rs.option.gain,
|
||||
rs.option.enable_auto_white_balance,
|
||||
rs.option.white_balance,
|
||||
},
|
||||
)
|
||||
_attach_mock_color_sensor(camera, sensor)
|
||||
|
||||
camera._configure_sensor_options()
|
||||
|
||||
sensor.set_option.assert_any_call(rs.option.enable_auto_exposure, 0)
|
||||
sensor.set_option.assert_any_call(rs.option.exposure, 120)
|
||||
sensor.set_option.assert_any_call(rs.option.gain, 64)
|
||||
sensor.set_option.assert_any_call(rs.option.enable_auto_white_balance, 0)
|
||||
sensor.set_option.assert_any_call(rs.option.white_balance, 4600)
|
||||
|
||||
|
||||
@pytest.mark.parametrize(
|
||||
("config_field", "option", "label"),
|
||||
[
|
||||
("exposure", rs.option.exposure, "exposure"),
|
||||
("gain", rs.option.gain, "gain"),
|
||||
("white_balance", rs.option.white_balance, "white balance"),
|
||||
],
|
||||
)
|
||||
def test_configure_sensor_options_raises_when_requested_option_is_unsupported(config_field, option, label):
|
||||
config = RealSenseCameraConfig(serial_number_or_name="042", **{config_field: 100})
|
||||
camera = RealSenseCamera(config)
|
||||
|
||||
sensor = _make_mock_sensor("RGB Camera", supported_options=set())
|
||||
_attach_mock_color_sensor(camera, sensor)
|
||||
|
||||
with pytest.raises(ValueError, match=label):
|
||||
camera._configure_sensor_options()
|
||||
|
||||
sensor.supports.assert_any_call(option)
|
||||
sensor.set_option.assert_not_called()
|
||||
|
||||
|
||||
@pytest.mark.parametrize(
|
||||
("config_field", "option", "value"),
|
||||
[
|
||||
("exposure", rs.option.exposure, 120),
|
||||
("gain", rs.option.gain, 64),
|
||||
],
|
||||
)
|
||||
def test_configure_sensor_options_exposure_or_gain_disables_auto_exposure(config_field, option, value):
|
||||
"""white_balance=None should not touch auto white balance."""
|
||||
config = RealSenseCameraConfig(serial_number_or_name="042", **{config_field: value})
|
||||
camera = RealSenseCamera(config)
|
||||
|
||||
sensor = _make_mock_sensor(
|
||||
"RGB Camera",
|
||||
supported_options={rs.option.enable_auto_exposure, option},
|
||||
)
|
||||
_attach_mock_color_sensor(camera, sensor)
|
||||
|
||||
camera._configure_sensor_options()
|
||||
|
||||
calls = [call.args for call in sensor.set_option.call_args_list]
|
||||
assert (rs.option.enable_auto_exposure, 0) in calls
|
||||
assert (option, value) in calls
|
||||
for opt, _ in calls:
|
||||
assert opt != rs.option.enable_auto_white_balance
|
||||
assert opt != rs.option.white_balance
|
||||
|
||||
|
||||
def test_configure_sensor_options_warns_when_auto_exposure_control_is_unsupported(caplog):
|
||||
config = RealSenseCameraConfig(serial_number_or_name="042", exposure=120)
|
||||
camera = RealSenseCamera(config)
|
||||
|
||||
sensor = _make_mock_sensor("RGB Camera", supported_options={rs.option.exposure})
|
||||
_attach_mock_color_sensor(camera, sensor)
|
||||
|
||||
with caplog.at_level("WARNING"):
|
||||
camera._configure_sensor_options()
|
||||
|
||||
sensor.set_option.assert_called_once_with(rs.option.exposure, 120)
|
||||
assert "does not support disabling auto-exposure" in caplog.text
|
||||
|
||||
|
||||
def test_configure_sensor_options_warns_when_auto_white_balance_control_is_unsupported(caplog):
|
||||
config = RealSenseCameraConfig(serial_number_or_name="042", white_balance=4600)
|
||||
camera = RealSenseCamera(config)
|
||||
|
||||
sensor = _make_mock_sensor("RGB Camera", supported_options={rs.option.white_balance})
|
||||
_attach_mock_color_sensor(camera, sensor)
|
||||
|
||||
with caplog.at_level("WARNING"):
|
||||
camera._configure_sensor_options()
|
||||
|
||||
sensor.set_option.assert_called_once_with(rs.option.white_balance, 4600)
|
||||
assert "does not support disabling auto white balance" in caplog.text
|
||||
|
||||
|
||||
def test_configure_sensor_options_out_of_range_raises_value_error():
|
||||
"""set_option errors should be re-raised as ValueError with range diagnostics."""
|
||||
config = RealSenseCameraConfig(serial_number_or_name="042", exposure=999999)
|
||||
camera = RealSenseCamera(config)
|
||||
|
||||
sensor = _make_mock_sensor(
|
||||
"RGB Camera",
|
||||
supported_options={rs.option.enable_auto_exposure, rs.option.exposure},
|
||||
)
|
||||
|
||||
def fake_set_option(option, value):
|
||||
if option == rs.option.exposure:
|
||||
raise RuntimeError("value out of range")
|
||||
|
||||
sensor.set_option.side_effect = fake_set_option
|
||||
|
||||
option_range = MagicMock(min=1, max=10000, step=1, default=156)
|
||||
sensor.get_option_range.return_value = option_range
|
||||
|
||||
_attach_mock_color_sensor(camera, sensor)
|
||||
|
||||
with pytest.raises(ValueError, match="exposure") as exc_info:
|
||||
camera._configure_sensor_options()
|
||||
|
||||
msg = str(exc_info.value)
|
||||
assert "999999" in msg
|
||||
assert "min=1" in msg
|
||||
assert "max=10000" in msg
|
||||
|
||||
|
||||
@pytest.mark.parametrize(
|
||||
"rotation",
|
||||
[
|
||||
|
||||
Reference in New Issue
Block a user