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https://github.com/huggingface/lerobot.git
synced 2026-07-30 04:59:44 +00:00
fix(find-cameras): enforce sequential lifecycle and add configurable warmup (#3593)
* Connect, test and disconnected camera instances sequentially * Add warmup-s cli argument to lerobot-find-cameras script * Reduce default record time from 6 to 2 seconds in find_cameras * Annotate return value of save_image function * Initialize logging configuration in find_cameras
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@@ -28,7 +28,6 @@ lerobot-find-cameras
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# NOTE(Steven): macOS cameras sometimes report different FPS at init time, not an issue here as we don't specify FPS when opening the cameras, but the information displayed might not be truthful.
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import argparse
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import concurrent.futures
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import logging
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import time
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from pathlib import Path
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@@ -133,7 +132,7 @@ def save_image(
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camera_identifier: str | int,
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images_dir: Path,
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camera_type: str,
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):
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) -> None:
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"""
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Saves a single image to disk using Pillow. Handles color conversion if necessary.
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"""
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@@ -152,7 +151,7 @@ def save_image(
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logger.error(f"Failed to save image for camera {camera_identifier} (type {camera_type}): {e}")
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def create_camera_instance(cam_meta: dict[str, Any]) -> dict[str, Any] | None:
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def create_camera_instance(cam_meta: dict[str, Any], *, warmup_s: int = 1) -> dict[str, Any] | None:
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"""Create and connect to a camera instance based on metadata."""
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cam_type = cam_meta.get("type")
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cam_id = cam_meta.get("id")
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@@ -165,12 +164,14 @@ def create_camera_instance(cam_meta: dict[str, Any]) -> dict[str, Any] | None:
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cv_config = OpenCVCameraConfig(
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index_or_path=cam_id,
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color_mode=ColorMode.RGB,
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warmup_s=warmup_s,
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)
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instance = OpenCVCamera(cv_config)
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elif cam_type == "RealSense":
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rs_config = RealSenseCameraConfig(
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serial_number_or_name=cam_id,
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color_mode=ColorMode.RGB,
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warmup_s=warmup_s,
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)
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instance = RealSenseCamera(rs_config)
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else:
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@@ -188,9 +189,7 @@ def create_camera_instance(cam_meta: dict[str, Any]) -> dict[str, Any] | None:
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return None
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def process_camera_image(
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cam_dict: dict[str, Any], output_dir: Path, current_time: float
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) -> concurrent.futures.Future | None:
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def process_camera_image(cam_dict: dict[str, Any], output_dir: Path, current_time: float) -> None:
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"""Capture and process an image from a single camera."""
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cam = cam_dict["instance"]
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meta = cam_dict["meta"]
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@@ -200,7 +199,7 @@ def process_camera_image(
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try:
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image_data = cam.read()
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return save_image(
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save_image(
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image_data,
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cam_id_str,
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output_dir,
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@@ -215,10 +214,9 @@ def process_camera_image(
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return None
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def cleanup_cameras(cameras_to_use: list[dict[str, Any]]):
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def cleanup_camera(cam_dict: dict[str, Any]) -> None:
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"""Disconnect all cameras."""
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logger.info(f"Disconnecting {len(cameras_to_use)} cameras...")
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for cam_dict in cameras_to_use:
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logger.info(f"Disconnecting camera with ID {cam_dict['meta'].get('id')}...")
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try:
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if cam_dict["instance"] and cam_dict["instance"].is_connected:
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cam_dict["instance"].disconnect()
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@@ -230,6 +228,7 @@ def save_images_from_all_cameras(
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output_dir: Path,
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record_time_s: float = 2.0,
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camera_type: str | None = None,
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warmup_s: int = 1,
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):
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"""
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Connects to detected cameras (optionally filtered by type) and saves images from each.
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@@ -240,6 +239,7 @@ def save_images_from_all_cameras(
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record_time_s: Duration in seconds to record images.
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camera_type: Optional string to filter cameras ("realsense" or "opencv").
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If None, uses all detected cameras.
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warmup_s: Duration in seconds to warmup camera before recording images.
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"""
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output_dir.mkdir(parents=True, exist_ok=True)
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logger.info(f"Saving images to {output_dir}")
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@@ -249,39 +249,23 @@ def save_images_from_all_cameras(
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logger.warning("No cameras detected matching the criteria. Cannot save images.")
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return
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cameras_to_use = []
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for cam_meta in all_camera_metadata:
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camera_instance = create_camera_instance(cam_meta)
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if camera_instance:
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cameras_to_use.append(camera_instance)
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logger.info(
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f"Starting image capture for {record_time_s} seconds from {len(all_camera_metadata)} cameras."
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)
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if not cameras_to_use:
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logger.warning("No cameras could be connected. Aborting image save.")
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return
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logger.info(f"Starting image capture for {record_time_s} seconds from {len(cameras_to_use)} cameras.")
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start_time = time.perf_counter()
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with concurrent.futures.ThreadPoolExecutor(max_workers=len(cameras_to_use) * 2) as executor:
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try:
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for cam_meta in all_camera_metadata:
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cam_dict = create_camera_instance(cam_meta, warmup_s=warmup_s)
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if cam_dict is None:
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continue
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start_time = time.perf_counter()
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while time.perf_counter() - start_time < record_time_s:
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futures = []
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current_capture_time = time.perf_counter()
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for cam_dict in cameras_to_use:
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future = process_camera_image(cam_dict, output_dir, current_capture_time)
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if future:
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futures.append(future)
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if futures:
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concurrent.futures.wait(futures)
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process_camera_image(cam_dict, output_dir, current_capture_time)
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cleanup_camera(cam_dict)
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except KeyboardInterrupt:
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logger.info("Capture interrupted by user.")
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finally:
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print("\nFinalizing image saving...")
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executor.shutdown(wait=True)
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cleanup_cameras(cameras_to_use)
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print(f"Image capture finished. Images saved to {output_dir}")
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@@ -291,7 +275,6 @@ def main():
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parser = argparse.ArgumentParser(
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description="Unified camera utility script for listing cameras and capturing images."
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)
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parser.add_argument(
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"camera_type",
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type=str,
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@@ -309,8 +292,14 @@ def main():
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parser.add_argument(
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"--record-time-s",
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type=float,
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default=6.0,
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help="Time duration to attempt capturing frames. Default: 6 seconds.",
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default=2.0,
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help="Time duration to attempt capturing frames. Default: 2 seconds.",
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)
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parser.add_argument(
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"--warmup-s",
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type=int,
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default=1,
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help="Time duration to warmup camera before attempting to capture frames. Default: 1 second.",
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)
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args = parser.parse_args()
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save_images_from_all_cameras(**vars(args))
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