# Copyright (c) Meta Platforms, Inc. and affiliates. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import os from typing import Any, Dict, Optional import data_loaders.HandBox2dDataProvider as HandBox2dDataProvider import data_loaders.ObjectBox2dDataProvider as ObjectBox2dDataProvider from data_loaders.AriaDataProvider import AriaDataProvider from data_loaders.HeadsetPose3dProvider import ( HeadsetPose3dProvider, load_headset_pose_provider_from_csv, ) from data_loaders.headsets import Headset from data_loaders.io_utils import load_json from data_loaders.loader_object_library import ObjectLibrary from data_loaders.mano_layer import MANOHandModel from data_loaders.ManoHandDataProvider import MANOHandDataProvider from data_loaders.ObjectPose3dProvider import ( load_pose_provider_from_csv, ObjectPose3dProvider, ) from data_loaders.PathProvider import Hot3dDataPathProvider from data_loaders.QuestDataProvider import QuestDataProvider from data_loaders.UmeTrackHandDataProvider import UmeTrackHandDataProvider # 3D assets # - object_uid # 3D transform # Aria Device to Optitrack # Generic idea around the DataProvider is that is allow to initialize the data reading # and offer a generic interface to retrieve timestamp data by TYPE (Image, Object, Hand, etc.) class Hot3dDataProvider: """ High Level interface to retrieve and use data from the hot3d dataset """ def __init__( self, sequence_folder: str, object_library: ObjectLibrary, mano_hand_model: Optional[MANOHandModel] = None, fail_on_missing_data: bool = True, ) -> None: """ INIT_DOC_STRING """ # Will read all required metadata # Hands # Objects # Device type, ... self.path_provider = Hot3dDataPathProvider.fromRecordingFolder( recording_instance_folderpath=sequence_folder ) #根据path_provider检查是否所有文件存在 if not self.path_provider.is_valid(): missing_filepaths = [ filepath for filepath in self.path_provider.required_filepaths if not os.path.exists(filepath) ] if fail_on_missing_data: raise RuntimeError( f"Invalid hot3d path. Not all expected data are present. missing_filepaths: {missing_filepaths}" ) else: print( f"Not all expected data are present. missing_filepaths: {missing_filepaths}" ) self._dynamic_objects_provider = load_pose_provider_from_csv( self.path_provider.dynamic_objects_filepath ) #头显设备 self._device_pose_provider = load_headset_pose_provider_from_csv( self.path_provider.headset_trajectory_filepath ) #物体在图像上的 2D 边界框 self._object_box2d_provider = ( ObjectBox2dDataProvider.load_box2d_trajectory_from_csv( self.path_provider.box2d_objects_filepath ) ) #手在图像上的 2D 边界框,注意手是两个手,所以是一个list[0]是左手数据,list[1]是右手 self._hand_box2d_provider = ( HandBox2dDataProvider.load_box2d_trajectory_from_csv( self.path_provider.box2d_hands_filepath ) ) self._object_library: ObjectLibrary = object_library self._mano_hand_data_provider = None if os.path.isfile(self.path_provider.mano_hand_pose_trajectory_filepath): if mano_hand_model is not None: self._mano_hand_data_provider = MANOHandDataProvider( #mano_hand_pose_trajectory.jsonl:每一帧中每只手的“手腕位置 + 手腕朝向 + 手指姿态 + 手型” self.path_provider.mano_hand_pose_trajectory_filepath, mano_hand_model, ) else: print("No MANO hand model provided, skipping MANO hand data provider") else: print( f"WARN: Cannot find {self.path_provider.mano_hand_pose_trajectory_filepath}" ) #umetrack_手部追踪系统,提供手部数据,但用的手模型不同 self._umetrack_hand_data_provider = None if os.path.exists( self.path_provider.umetrack_hand_pose_trajectory_filepath ) and os.path.exists(self.path_provider.umetrack_hand_user_profile_filepath): self._umetrack_hand_data_provider = UmeTrackHandDataProvider( self.path_provider.umetrack_hand_pose_trajectory_filepath, self.path_provider.umetrack_hand_user_profile_filepath, ) if self.get_device_type() == Headset.Aria: self._device_data_provider = AriaDataProvider( self.path_provider.vrs_filepath, self.path_provider.mps_folderpath, ) elif self.get_device_type() == Headset.Quest3: self._device_data_provider = QuestDataProvider( #recording.vrs self.path_provider.vrs_filepath, #camera_models.json self.path_provider.camera_models_filepath, ) else: raise RuntimeError(f"Unsupported device type {self.get_device_type()}") def get_data_statistics(self) -> Dict[str, Any]: statistics_dict = {} statistics_dict["dynamic_objects"] = ( self._dynamic_objects_provider.get_data_statistics() ) if self._mano_hand_data_provider is not None: statistics_dict["mano_hand_poses"] = ( self._mano_hand_data_provider.get_data_statistics() ) if self._umetrack_hand_data_provider is not None: statistics_dict["umetrack_hand_poses"] = ( self._umetrack_hand_data_provider.get_data_statistics() ) if self._object_box2d_provider is not None: statistics_dict["object_box2ds"] = ( self.object_box2d_data_provider.get_data_statistics() ) if self._hand_box2d_provider is not None: statistics_dict["hand_box2ds"] = ( self.hand_box2d_data_provider.get_data_statistics() ) return statistics_dict @property def object_library(self) -> ObjectLibrary: """ Return the object library used for initializing the Hot3dDataProvider """ return self._object_library @property def device_data_provider(self): """ Return the device data provider (calibration and image stream data) """ return self._device_data_provider @property def mano_hand_data_provider(self) -> Optional[MANOHandDataProvider]: """ Return the Mano hand data provider """ return self._mano_hand_data_provider @property def umetrack_hand_data_provider(self) -> Optional[UmeTrackHandDataProvider]: """ Return the UmeTrack hand data provider """ return self._umetrack_hand_data_provider @property def object_box2d_data_provider(self): """ Return the object box2d data provider """ return self._object_box2d_provider @property def hand_box2d_data_provider(self): """ Return the hand box2d data provider """ return self._hand_box2d_provider @property def object_pose_data_provider(self) -> Optional[ObjectPose3dProvider]: """ Return the object pose provider """ return self._dynamic_objects_provider @property def device_pose_data_provider(self) -> Optional[HeadsetPose3dProvider]: """ Return the device pose provider """ return self._device_pose_provider def get_device_type(self) -> Headset: """ Return the type of device used for recording (e.g. Quest3, Aria, etc.) """ return Headset[self.get_sequence_metadata()["headset"]] def get_sequence_metadata(self) -> Dict: """ Return the metadata associated with the sequence """ metadata_json = load_json(self.path_provider.scene_metadata_filepath) return metadata_json