From e2d6d8f4a8db3fe41edfd7d139591bb62ccb85ca Mon Sep 17 00:00:00 2001 From: inter Date: Sun, 21 Sep 2025 20:19:51 +0800 Subject: [PATCH] Add File --- tools/cfgs/dataset_configs/waymo_dataset.yaml | 84 +++++++++++++++++++ 1 file changed, 84 insertions(+) create mode 100644 tools/cfgs/dataset_configs/waymo_dataset.yaml diff --git a/tools/cfgs/dataset_configs/waymo_dataset.yaml b/tools/cfgs/dataset_configs/waymo_dataset.yaml new file mode 100644 index 0000000..ba836e8 --- /dev/null +++ b/tools/cfgs/dataset_configs/waymo_dataset.yaml @@ -0,0 +1,84 @@ +DATASET: 'WaymoDataset' +DATA_PATH: '../data/waymo' +PROCESSED_DATA_TAG: 'waymo_processed_data_v0_5_0' + +POINT_CLOUD_RANGE: [-75.2, -75.2, -2, 75.2, 75.2, 4] + +DATA_SPLIT: { + 'train': train, + 'test': val +} + +SAMPLED_INTERVAL: { + 'train': 5, + 'test': 1 +} + +FILTER_EMPTY_BOXES_FOR_TRAIN: True +DISABLE_NLZ_FLAG_ON_POINTS: True + +USE_SHARED_MEMORY: False # it will load the data to shared memory to speed up (DO NOT USE IT IF YOU DO NOT FULLY UNDERSTAND WHAT WILL HAPPEN) +SHARED_MEMORY_FILE_LIMIT: 35000 # set it based on the size of your shared memory + +DATA_AUGMENTOR: + DISABLE_AUG_LIST: ['placeholder'] + AUG_CONFIG_LIST: + - NAME: gt_sampling + USE_ROAD_PLANE: False + DB_INFO_PATH: + - waymo_processed_data_v0_5_0_waymo_dbinfos_train_sampled_1.pkl + + USE_SHARED_MEMORY: False # set it to True to speed up (it costs about 15GB shared memory) + DB_DATA_PATH: + - waymo_processed_data_v0_5_0_gt_database_train_sampled_1_global.npy + + BACKUP_DB_INFO: + # if the above DB_INFO cannot be found, will use this backup one + DB_INFO_PATH: waymo_processed_data_v0_5_0_waymo_dbinfos_train_sampled_1_multiframe_-4_to_0.pkl + DB_DATA_PATH: waymo_processed_data_v0_5_0_gt_database_train_sampled_1_multiframe_-4_to_0_global.npy + NUM_POINT_FEATURES: 6 + + PREPARE: { + filter_by_min_points: ['Vehicle:5', 'Pedestrian:5', 'Cyclist:5'], + filter_by_difficulty: [-1], + } + + SAMPLE_GROUPS: ['Vehicle:15', 'Pedestrian:10', 'Cyclist:10'] + NUM_POINT_FEATURES: 5 + REMOVE_EXTRA_WIDTH: [0.0, 0.0, 0.0] + LIMIT_WHOLE_SCENE: True + + - NAME: random_world_flip + ALONG_AXIS_LIST: ['x', 'y'] + + - NAME: random_world_rotation + WORLD_ROT_ANGLE: [-0.78539816, 0.78539816] + + - NAME: random_world_scaling + WORLD_SCALE_RANGE: [0.95, 1.05] + + +POINT_FEATURE_ENCODING: { + encoding_type: absolute_coordinates_encoding, + used_feature_list: ['x', 'y', 'z', 'intensity', 'elongation'], + src_feature_list: ['x', 'y', 'z', 'intensity', 'elongation'], +} + + +DATA_PROCESSOR: + - NAME: mask_points_and_boxes_outside_range + REMOVE_OUTSIDE_BOXES: True + + - NAME: shuffle_points + SHUFFLE_ENABLED: { + 'train': True, + 'test': True + } + + - NAME: transform_points_to_voxels + VOXEL_SIZE: [0.1, 0.1, 0.15] + MAX_POINTS_PER_VOXEL: 5 + MAX_NUMBER_OF_VOXELS: { + 'train': 150000, + 'test': 150000 + }