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RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/nuimages/mask_rcnn_r101_fpn_1x_nuim.py
_base_ = './mask_rcnn_r50_fpn_1x_nuim.py' model = dict(pretrained='torchvision://resnet101', backbone=dict(depth=101))
119
39
76
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/nuimages/cascade_mask_rcnn_r101_fpn_1x_nuim.py
_base_ = './cascade_mask_rcnn_r50_fpn_1x_nuim.py' model = dict(pretrained='torchvision://resnet101', backbone=dict(depth=101))
127
41.666667
76
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/nuimages/cascade_mask_rcnn_x101_32x4d_fpn_1x_nuim.py
_base_ = './cascade_mask_rcnn_r50_fpn_1x_nuim.py' model = dict( pretrained='open-mmlab://resnext101_32x4d', backbone=dict( type='ResNeXt', depth=101, groups=32, base_width=4, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(ty...
376
25.928571
53
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/nuimages/htc_x101_64x4d_fpn_dconv_c3-c5_coco-20e_16x1_20e_nuim.py
_base_ = './htc_r50_fpn_1x_nuim.py' model = dict( pretrained='open-mmlab://resnext101_64x4d', backbone=dict( type='ResNeXt', depth=101, groups=64, base_width=4, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN', requi...
859
34.833333
218
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/regnet/hv_pointpillars_regnet-400mf_fpn_sbn-all_4x8_2x_nus-3d.py
_base_ = [ '../_base_/models/hv_pointpillars_fpn_nus.py', '../_base_/datasets/nus-3d.py', '../_base_/schedules/schedule_2x.py', '../_base_/default_runtime.py', ] # model settings model = dict( type='MVXFasterRCNN', pts_backbone=dict( _delete_=True, type='NoStemRegNet', ar...
793
30.76
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/regnet/hv_pointpillars_regnet-400mf_fpn_sbn-all_2x8_2x_lyft-3d.py
_base_ = [ '../_base_/models/hv_pointpillars_fpn_lyft.py', '../_base_/datasets/lyft-3d.py', '../_base_/schedules/schedule_2x.py', '../_base_/default_runtime.py', ] # model settings model = dict( type='MVXFasterRCNN', pts_backbone=dict( _delete_=True, type='NoStemRegNet', ...
795
30.84
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/regnet/hv_pointpillars_regnet-400mf_fpn_sbn-all_range100_2x8_2x_lyft-3d.py
_base_ = [ '../_base_/models/hv_pointpillars_fpn_range100_lyft.py', '../_base_/datasets/range100_lyft-3d.py', '../_base_/schedules/schedule_2x.py', '../_base_/default_runtime.py', ] # model settings model = dict( type='MVXFasterRCNN', pts_backbone=dict( _delete_=True, type='NoSte...
813
31.56
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/regnet/hv_pointpillars_regnet-1.6gf_fpn_sbn-all_4x8_2x_nus-3d.py
_base_ = [ '../_base_/models/hv_pointpillars_fpn_nus.py', '../_base_/datasets/nus-3d.py', '../_base_/schedules/schedule_2x.py', '../_base_/default_runtime.py', ] # model settings model = dict( type='MVXFasterRCNN', pts_backbone=dict( _delete_=True, type='NoStemRegNet', ar...
744
28.8
72
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/mvxnet/dv_mvx-fpn_second_secfpn_adamw_2x8_80e_kitti-3d-3class.py
_base_ = ['../_base_/schedules/cosine.py', '../_base_/default_runtime.py'] # model settings voxel_size = [0.05, 0.05, 0.1] point_cloud_range = [0, -40, -3, 70.4, 40, 1] model = dict( type='DynamicMVXFasterRCNN', img_backbone=dict( type='ResNet', depth=50, num_stages=4, out_indi...
8,599
33.126984
193
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/_base_/models/cascade_mask_rcnn_r50_fpn.py
# model settings model = dict( type='CascadeRCNN', pretrained='torchvision://resnet50', backbone=dict( type='ResNet', depth=50, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN', requires_grad=True), norm_eval=True, ...
6,976
33.711443
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/_base_/models/mask_rcnn_r50_fpn.py
# model settings model = dict( type='MaskRCNN', pretrained='torchvision://resnet50', backbone=dict( type='ResNet', depth=50, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN', requires_grad=True), norm_eval=True, ...
4,080
31.648
78
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/_base_/models/fcos3d.py
model = dict( type='FCOSMono3D', pretrained='open-mmlab://detectron2/resnet101_caffe', backbone=dict( type='ResNet', depth=101, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN', requires_grad=False), norm_eval=True, ...
2,279
29.4
77
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/_base_/models/imvotenet_image.py
model = dict( type='ImVoteNet', img_backbone=dict( type='ResNet', depth=50, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN', requires_grad=False), norm_eval=True, style='caffe'), img_neck=dict( type='FPN...
3,563
31.697248
77
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/_base_/schedules/cyclic_40e.py
# The schedule is usually used by models trained on KITTI dataset # The learning rate set in the cyclic schedule is the initial learning rate # rather than the max learning rate. Since the target_ratio is (10, 1e-4), # the learning rate will change from 0.0018 to 0.018, than go to 0.0018*1e-4 lr = 0.0018 # The optimiz...
1,572
48.15625
150
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/imvoxelnet/imvoxelnet_4x8_kitti-3d-car.py
model = dict( type='ImVoxelNet', backbone=dict( type='ResNet', depth=50, num_stages=4, out_indices=(0, 1, 2, 3), frozen_stages=1, norm_cfg=dict(type='BN', requires_grad=False), norm_eval=True, init_cfg=dict(type='Pretrained', checkpoint='torchvisio...
5,125
30.838509
78
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/free_anchor/hv_pointpillars_regnet-1.6gf_fpn_sbn-all_free-anchor_strong-aug_4x8_3x_nus-3d.py
_base_ = './hv_pointpillars_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py' model = dict( pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch='regnetx_1.6gf', init_cfg=dict( type='Pretrained', checkpoint='open-mmlab://regnetx_1.6gf'), out_indices=(1, 2, 3), ...
2,504
34.28169
76
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/free_anchor/hv_pointpillars_regnet-400mf_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py
_base_ = './hv_pointpillars_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py' model = dict( pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch='regnetx_400mf', init_cfg=dict( type='Pretrained', checkpoint='open-mmlab://regnetx_400mf'), out_indices=(1, 2, 3), ...
593
30.263158
72
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/free_anchor/hv_pointpillars_regnet-3.2gf_fpn_sbn-all_free-anchor_strong-aug_4x8_3x_nus-3d.py
_base_ = './hv_pointpillars_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py' model = dict( pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch='regnetx_3.2gf', init_cfg=dict( type='Pretrained', checkpoint='open-mmlab://regnetx_3.2gf'), out_indices=(1, 2, 3), ...
2,503
34.267606
76
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/free_anchor/hv_pointpillars_regnet-1.6gf_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py
_base_ = './hv_pointpillars_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py' model = dict( pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch='regnetx_1.6gf', init_cfg=dict( type='Pretrained', checkpoint='open-mmlab://regnetx_1.6gf'), out_indices=(1, 2, 3), ...
594
30.315789
72
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/free_anchor/hv_pointpillars_regnet-3.2gf_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py
_base_ = './hv_pointpillars_fpn_sbn-all_free-anchor_4x8_2x_nus-3d.py' model = dict( pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch='regnetx_3.2gf', init_cfg=dict( type='Pretrained', checkpoint='open-mmlab://regnetx_3.2gf'), out_indices=(1, 2, 3), ...
595
30.368421
72
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/ssn/hv_ssn_regnet-400mf_secfpn_sbn-all_2x16_2x_nus-3d.py
_base_ = './hv_ssn_secfpn_sbn-all_2x16_2x_nus-3d.py' # model settings model = dict( type='MVXFasterRCNN', pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch=dict(w0=24, wa=24.48, wm=2.54, group_w=16, depth=22, bot_mul=1.0), init_cfg=dict( type='Pretrained', c...
668
32.45
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/.mim/configs/ssn/hv_ssn_regnet-400mf_secfpn_sbn-all_1x16_2x_lyft-3d.py
_base_ = './hv_ssn_secfpn_sbn-all_2x16_2x_lyft-3d.py' # model settings model = dict( type='MVXFasterRCNN', pts_backbone=dict( _delete_=True, type='NoStemRegNet', arch=dict(w0=24, wa=24.48, wm=2.54, group_w=16, depth=22, bot_mul=1.0), init_cfg=dict( type='Pretrained', ...
738
32.590909
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/norm.py
import torch from mmcv.cnn import NORM_LAYERS from mmcv.runner import force_fp32 from torch import distributed as dist from torch import nn as nn from torch.autograd.function import Function class AllReduce(Function): @staticmethod def forward(ctx, input): input_list = [ torch.zeros_like(...
5,015
36.432836
78
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/sparse_block.py
# Copyright (c) OpenMMLab. All rights reserved. from mmcv.cnn import build_conv_layer, build_norm_layer from torch import nn from mmdet3d.ops import spconv from mmdet.models.backbones.resnet import BasicBlock, Bottleneck class SparseBottleneck(Bottleneck, spconv.SparseModule): """Sparse bottleneck block for Part...
5,952
30.834225
77
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/pointnet_modules/point_sa_module.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.cnn import ConvModule from torch import nn as nn from torch.nn import functional as F from mmdet3d.ops import (GroupAll, PAConv, Points_Sampler, QueryAndGroup, gather_points) from .builder import SA_MODULES class BasePoin...
13,315
37.822157
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/pointnet_modules/point_fp_module.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.cnn import ConvModule from mmcv.runner import BaseModule, force_fp32 from torch import nn as nn from typing import List from mmdet3d.ops import three_interpolate, three_nn class PointFPModule(BaseModule): """Point feature propagation module u...
2,811
34.15
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/pointnet_modules/paconv_sa_module.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from torch import nn as nn from mmdet3d.ops import PAConv, PAConvCUDA from .builder import SA_MODULES from .point_sa_module import BasePointSAModule @SA_MODULES.register_module() class PAConvSAModuleMSG(BasePointSAModule): r"""Point set abstraction mod...
13,102
37.312865
78
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/group_points/group_points.py
import torch from torch import nn as nn from torch.autograd import Function from typing import Tuple from ..ball_query import ball_query from ..knn import knn from . import group_points_ext class QueryAndGroup(nn.Module): """Query and Group. Groups with a ball query of radius Args: max_radius (...
7,898
33.49345
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/gather_points/gather_points.py
import torch from torch.autograd import Function from . import gather_points_ext class GatherPoints(Function): """Gather Points. Gather points with given index. """ @staticmethod def forward(ctx, features: torch.Tensor, indices: torch.Tensor) -> torch.Tensor: """forward....
1,541
28.09434
74
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/bev_pool/bev_pool.py
import torch from . import bev_pool_ext __all__ = ["bev_pool"] class QuickCumsum(torch.autograd.Function): @staticmethod def forward(ctx, x, geom_feats, ranks): x = x.cumsum(0) kept = torch.ones(x.shape[0], device=x.device, dtype=torch.bool) kept[:-1] = ranks[1:] != ranks[:-1] ...
2,638
25.928571
76
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/voxel/voxelize.py
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved import torch from torch import nn from torch.autograd import Function from torch.nn.modules.utils import _pair from .voxel_layer import dynamic_voxelize, hard_voxelize class _Voxelization(Function): @staticmethod def forward(ctx, ...
6,502
42.644295
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/voxel/scatter_points.py
import torch from torch import nn from torch.autograd import Function from .voxel_layer import (dynamic_point_to_voxel_backward, dynamic_point_to_voxel_forward) class _dynamic_scatter(Function): @staticmethod def forward(ctx, feats, coors, reduce_type='max'): """convert kit...
4,237
38.240741
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/knn/knn.py
import torch from torch.autograd import Function from . import knn_ext class KNN(Function): r"""KNN (CUDA) based on heap data structure. Modified from `PAConv <https://github.com/CVMI-Lab/PAConv/tree/main/ scene_seg/lib/pointops/src/knnquery_heap>`_. Find k-nearest points. """ @staticmethod...
2,353
31.246575
75
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/furthest_point_sample/utils.py
import torch def calc_square_dist(point_feat_a, point_feat_b, norm=True): """Calculating square distance between a and b. Args: point_feat_a (Tensor): (B, N, C) Feature vector of each point. point_feat_b (Tensor): (B, M, C) Feature vector of each point. norm (Bool): Whether to normali...
1,051
31.875
70
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/furthest_point_sample/points_sampler.py
import torch from mmcv.runner import force_fp32 from torch import nn as nn from typing import List from .furthest_point_sample import (furthest_point_sample, furthest_point_sample_with_dist) from .utils import calc_square_dist def get_sampler_type(sampler_type): """Get the typ...
5,371
32.786164
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/furthest_point_sample/furthest_point_sample.py
import torch from torch.autograd import Function from . import furthest_point_sample_ext class FurthestPointSampling(Function): """Furthest Point Sampling. Uses iterative furthest point sampling to select a set of features whose corresponding points have the furthest distance. """ @staticmethod...
2,381
29.151899
77
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/iou3d/iou3d_utils.py
import torch from . import iou3d_cuda def boxes_iou_bev(boxes_a, boxes_b): """Calculate boxes IoU in the bird view. Args: boxes_a (torch.Tensor): Input boxes a with shape (M, 5). boxes_b (torch.Tensor): Input boxes b with shape (N, 5). Returns: ans_iou (torch.Tensor): IoU result...
2,289
30.805556
76
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/interpolate/three_interpolate.py
import torch from torch.autograd import Function from typing import Tuple from . import interpolate_ext class ThreeInterpolate(Function): @staticmethod def forward(ctx, features: torch.Tensor, indices: torch.Tensor, weight: torch.Tensor) -> torch.Tensor: """Performs weighted linear i...
2,144
32.515625
74
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/interpolate/three_nn.py
import torch from torch.autograd import Function from typing import Tuple from . import interpolate_ext class ThreeNN(Function): @staticmethod def forward(ctx, target: torch.Tensor, source: torch.Tensor) -> Tuple[torch.Tensor, torch.Tensor]: """Find the top-3 nearest neighbors of the...
1,296
27.195652
77
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/paconv/utils.py
import torch def calc_euclidian_dist(xyz1, xyz2): """Calculate the Euclidian distance between two sets of points. Args: xyz1 (torch.Tensor): (N, 3), the first set of points. xyz2 (torch.Tensor): (N, 3), the second set of points. Returns: torch.Tensor: (N, ), the Euclidian distanc...
3,677
41.275862
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/paconv/assign_score.py
from torch.autograd import Function from . import assign_score_withk_ext class AssignScoreWithK(Function): r"""Perform weighted sum to generate output features according to scores. Modified from `PAConv <https://github.com/CVMI-Lab/PAConv/tree/main/ scene_seg/lib/paconv_lib/src/gpu>`_. This is a mem...
4,015
38.372549
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/paconv/paconv.py
import copy import torch from mmcv.cnn import (ConvModule, build_activation_layer, build_norm_layer, constant_init) from torch import nn as nn from torch.nn import functional as F from .assign_score import assign_score_withk as assign_score_cuda from .utils import assign_kernel_withoutk, assign_s...
15,868
39.585678
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/spconv/structure.py
import numpy as np import torch def scatter_nd(indices, updates, shape): """pytorch edition of tensorflow scatter_nd. this function don't contain except handle code. so use this carefully when indice repeats, don't support repeat add which is supported in tensorflow. """ ret = torch.zeros(*shape,...
2,187
30.257143
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py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/spconv/modules.py
# Copyright 2019 Yan Yan # # 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, soft...
6,999
33.482759
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/spconv/functional.py
# Copyright 2019 Yan Yan # # 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, soft...
3,699
36.373737
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/spconv/ops.py
# Copyright 2019 Yan Yan # # 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, soft...
7,236
38.331522
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/spconv/conv.py
# Copyright 2019 Yan Yan # # 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, soft...
14,355
30.482456
79
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/roiaware_pool3d/roiaware_pool3d.py
import mmcv import torch from torch import nn as nn from torch.autograd import Function from . import roiaware_pool3d_ext class RoIAwarePool3d(nn.Module): def __init__(self, out_size, max_pts_per_voxel=128, mode='max'): super().__init__() """RoIAwarePool3d module Args: out_s...
3,668
32.054054
78
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/roiaware_pool3d/points_in_boxes.py
import torch from . import roiaware_pool3d_ext def points_in_boxes_gpu(points, boxes): """Find points that are in boxes (CUDA) Args: points (torch.Tensor): [B, M, 3], [x, y, z] in LiDAR coordinate boxes (torch.Tensor): [B, T, 7], num_valid_boxes <= T, [x, y, z, w, l, h, ry] in Li...
4,690
36.830645
77
py
RoboBEV
RoboBEV-master/zoo/BEVerse/mmdet3d/ops/ball_query/ball_query.py
import torch from torch.autograd import Function from . import ball_query_ext class BallQuery(Function): """Ball Query. Find nearby points in spherical space. """ @staticmethod def forward(ctx, min_radius: float, max_radius: float, sample_num: int, xyz: torch.Tensor, center_xyz:...
1,463
29.5
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py
RoboBEV
RoboBEV-master/zoo/BEVDet/setup.py
from setuptools import find_packages, setup import os import shutil import sys import torch import warnings from os import path as osp from torch.utils.cpp_extension import (BuildExtension, CppExtension, CUDAExtension) def readme(): with open('README.md', encoding='utf-8') ...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/generate_dataset.py
import argparse import os import warnings import time import numpy as np import torch import mmcv from mmdet3d.datasets import build_dataset, build_dataloader from mmcv import Config, DictAction from mmdet3d.datasets import build_dataset from project.mmdet3d_plugin.corruptions import CORRUPTIONS SEVERITY = {'1': '...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/test.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import mmcv import os import torch import warnings from mmcv import Config, DictAction from mmcv.cnn import fuse_conv_bn from mmcv.parallel import MMDataParallel, MMDistributedDataParallel from mmcv.runner import (get_dist_info, init_dist, load_checkpoint,...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/robust_test.py
# Copyright (c) OpenMMLab. All rights reserved. # --------------------------------------------- # Modified by Shaoyuan Xie # --------------------------------------------- import argparse import mmcv import os import torch import warnings from mmcv import Config, DictAction from mmcv.cnn import fuse_conv_bn from mmcv.p...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/train.py
# Copyright (c) OpenMMLab. All rights reserved. from __future__ import division import argparse import copy import mmcv import os import time import torch import warnings from mmcv import Config, DictAction from mmcv.runner import get_dist_info, init_dist from os import path as osp from mmdet import __version__ as mm...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/data_converter/create_gt_database.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import pickle from mmcv import track_iter_progress from mmcv.ops import roi_align from os import path as osp from pycocotools import mask as maskUtils from pycocotools.coco import COCO from mmdet3d.core.bbox import box_np_ops as box_np_ops ...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/misc/fuse_conv_bn.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import torch from mmcv.runner import save_checkpoint from torch import nn as nn from mmdet3d.apis import init_model def fuse_conv_bn(conv, bn): """During inference, the functionary of batch norm layers is turned off but only the mean and var alo...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/model_converters/publish_model.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import subprocess import torch def parse_args(): parser = argparse.ArgumentParser( description='Process a checkpoint to be published') parser.add_argument('in_file', help='input checkpoint filename') parser.add_argument('out_file', he...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/model_converters/regnet2mmdet.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import torch from collections import OrderedDict def convert_stem(model_key, model_weight, state_dict, converted_names): new_key = model_key.replace('stem.conv', 'conv1') new_key = new_key.replace('stem.bn', 'bn1') state_dict[new_key] = model...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/model_converters/convert_h3dnet_checkpoints.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import tempfile import torch from mmcv import Config from mmcv.runner import load_state_dict from mmdet3d.models import build_detector def parse_args(): parser = argparse.ArgumentParser( description='MMDet3D upgrade model version(before v0.6...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/model_converters/convert_votenet_checkpoints.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import tempfile import torch from mmcv import Config from mmcv.runner import load_state_dict from mmdet3d.models import build_detector def parse_args(): parser = argparse.ArgumentParser( description='MMDet3D upgrade model version(before v0.6...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/analysis_tools/benchmark.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import time import torch from mmcv import Config from mmcv.parallel import MMDataParallel from mmcv.runner import load_checkpoint, wrap_fp16_model from mmdet3d.datasets import build_dataloader, build_dataset from mmdet3d.models import build_detector from ...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/analysis_tools/get_flops.py
# Copyright (c) OpenMMLab. All rights reserved. import argparse import torch from mmcv import Config, DictAction from mmdet3d.models import build_model try: from mmcv.cnn import get_model_complexity_info except ImportError: raise ImportError('Please upgrade mmcv to >0.6.2') def parse_args(): parser = ar...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/analysis_tools/mse_calculate.py
# --------------------------------------------------------------------------------- # Copyright (c) OpenMMLab. All rights reserved. # --------------------------------------------------------------------------------- # Modified by Shaoyuan Xie # Used to calculate MSE of depth estimation between clean input and corrupt...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tools/analysis_tools/depth_estimation.py
# --------------------------------------------- # Copyright (c) OpenMMLab. All rights reserved. # --------------------------------------------- # Modified by Shaoyuan Xie # Used to visualize depth estimation results # --------------------------------------------- import os import time import numpy as np import os.pa...
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RoboBEV
RoboBEV-master/zoo/BEVDet/docs_zh-CN/conf.py
# Configuration file for the Sphinx documentation builder. # # This file only contains a selection of the most common options. For a full # list see the documentation: # https://www.sphinx-doc.org/en/master/usage/configuration.html # -- Path setup -------------------------------------------------------------- # If ex...
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RoboBEV
RoboBEV-master/zoo/BEVDet/.dev_scripts/gather_models.py
# Copyright (c) OpenMMLab. All rights reserved. """Script to gather benchmarked models and prepare them for upload. Usage: python gather_models.py ${root_path} ${out_dir} """ import argparse import glob import json import mmcv import shutil import subprocess import torch from os import path as osp # build schedule l...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_runtime/test_config.py
# Copyright (c) OpenMMLab. All rights reserved. from os.path import dirname, exists, join, relpath def _get_config_directory(): """Find the predefined detector config directory.""" try: # Assume we are running in the source mmdetection3d repo repo_dpath = dirname(dirname(dirname(__file__))) ...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_runtime/test_apis.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import os import pytest import tempfile import torch from mmcv.parallel import MMDataParallel from os.path import dirname, exists, join from mmdet3d.apis import (convert_SyncBN, inference_detector, inference_mono_3d_detector, ...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_detectors.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import numpy as np import pytest import random import torch from os.path import dirname, exists, join from mmdet3d.core.bbox import (CameraInstance3DBoxes, DepthInstance3DBoxes, LiDARInstance3DBoxes) from mmdet3d.models.builder ...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_forward.py
# Copyright (c) OpenMMLab. All rights reserved. """Test model forward process. CommandLine: pytest tests/test_models/test_forward.py xdoctest tests/test_models/test_forward.py zero """ import copy import numpy as np import torch from os.path import dirname, exists, join def _get_config_directory(): """Fi...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_backbones.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch from mmdet3d.models import build_backbone def test_pointnet2_sa_ssg(): if not torch.cuda.is_available(): pytest.skip() cfg = dict( type='PointNet2SASSG', in_channels=6, num_points=(3...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_segmentors.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import numpy as np import pytest import torch from os.path import dirname, exists, join from mmdet3d.models.builder import build_segmentor from mmdet.apis import set_random_seed def _get_config_directory(): """Find the predefined detector config directo...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_voxel_encoder/test_voxelize.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch from mmdet3d.core.voxel.voxel_generator import VoxelGenerator from mmdet3d.datasets.pipelines import LoadPointsFromFile from mmdet3d.ops.voxel.voxelize import Voxelization def _get_voxel_points_indices(points, coors, voxel)...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_voxel_encoder/test_dynamic_scatter.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from torch.autograd import gradcheck from mmdet3d.ops import DynamicScatter def test_dynamic_scatter(): if not torch.cuda.is_available(): pytest.skip('test requires GPU and torch+cuda') dsmean = DynamicScatter([0.32, 0.32, 6]...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_voxel_encoder/test_voxel_encoders.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet3d.models.builder import build_voxel_encoder def test_pillar_feature_net(): pillar_feature_net_cfg = dict( type='PillarFeatureNet', in_channels=5, feat_channels=[64], with_distance=False, voxel_size=(0....
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_fusion/test_point_fusion.py
# Copyright (c) OpenMMLab. All rights reserved. """Tests the core function of point fusion. CommandLine: pytest tests/test_models/test_fusion/test_point_fusion.py """ import torch from mmdet3d.models.fusion_layers import PointFusion def test_sample_single(): # this function makes sure the rewriting of 3d c...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_fusion/test_vote_fusion.py
# Copyright (c) OpenMMLab. All rights reserved. """Tests the core function of vote fusion. CommandLine: pytest tests/test_models/test_fusion/test_vote_fusion.py """ import torch from mmdet3d.models.fusion_layers import VoteFusion def test_vote_fusion(): img_meta = { 'ori_shape': (530, 730, 3), ...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_fusion/test_fusion_coord_trans.py
# Copyright (c) OpenMMLab. All rights reserved. """Tests coords transformation in fusion modules. CommandLine: pytest tests/test_models/test_fusion/test_fusion_coord_trans.py """ import torch from mmdet3d.models.fusion_layers import apply_3d_transformation def test_coords_transformation(): """Test the tran...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_common_modules/test_roiaware_pool3d.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmdet3d.ops.roiaware_pool3d import (RoIAwarePool3d, points_in_boxes_batch, points_in_boxes_cpu, points_in_boxes_gpu) def test_RoIAwarePool3d(): # RoIAw...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_common_modules/test_vote_module.py
# Copyright (c) OpenMMLab. All rights reserved. import torch def test_vote_module(): from mmdet3d.models.model_utils import VoteModule vote_loss = dict( type='ChamferDistance', mode='l1', reduction='none', loss_dst_weight=10.0) self = VoteModule(vote_per_seed=3, in_channel...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_common_modules/test_paconv_modules.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch def test_paconv_sa_module_msg(): if not torch.cuda.is_available(): pytest.skip() from mmdet3d.ops import PAConvSAModuleMSG # paconv_num_kernels should have same length as mlp_channels with pytest.rai...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_common_modules/test_pointnet_ops.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmdet3d.ops import (ball_query, furthest_point_sample, furthest_point_sample_with_dist, gather_points, grouping_operation, knn, three_interpolate, three_nn) def test_fps(): if not tor...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_common_modules/test_middle_encoders.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmdet3d.models.builder import build_middle_encoder def test_sparse_encoder(): if not torch.cuda.is_available(): pytest.skip('test requires GPU and torch+cuda') sparse_encoder_cfg = dict( type='SparseEncoder', ...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_common_modules/test_paconv_ops.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmdet3d.ops import PAConv, PAConvCUDA, assign_score_withk def test_paconv_assign_scores(): if not torch.cuda.is_available(): pytest.skip() scores = torch.tensor([[[[0.06947571, 0.6065746], [0.28462553, 0.8378516], ...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_common_modules/test_pointnet_modules.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch def test_pointnet_sa_module_msg(): if not torch.cuda.is_available(): pytest.skip() from mmdet3d.ops import PointSAModuleMSG self = PointSAModuleMSG( num_point=16, radii=[0.2, 0.4], ...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_common_modules/test_sparse_unet.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet3d.ops import SparseBasicBlock from mmdet3d.ops import spconv as spconv def test_SparseUNet(): from mmdet3d.models.middle_encoders.sparse_unet import SparseUNet self = SparseUNet(in_channels=4, sparse_shape=[41, 1600, 1408]) # test e...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_heads/test_roi_extractors.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmdet3d.models.roi_heads.roi_extractors import Single3DRoIAwareExtractor def test_single_roiaware_extractor(): if not torch.cuda.is_available(): pytest.skip('test requires GPU and torch+cuda') roi_layer_cfg = dict( ...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_heads/test_semantic_heads.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmdet3d.core.bbox import LiDARInstance3DBoxes def test_PointwiseSemanticHead(): # PointwiseSemanticHead only support gpu version currently. if not torch.cuda.is_available(): pytest.skip('test requires GPU and torch+cuda')...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_heads/test_paconv_decode_head.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch from mmcv.cnn.bricks import ConvModule from mmdet3d.models.builder import build_head def test_paconv_decode_head_loss(): if not torch.cuda.is_available(): pytest.skip('test requires GPU and torch+cuda') paco...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_heads/test_heads.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import numpy as np import pytest import random import torch from os.path import dirname, exists, join from mmdet3d.core.bbox import (Box3DMode, CameraInstance3DBoxes, DepthInstance3DBoxes, LiDARInstance3DBoxes) from mmdet3d.mode...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_heads/test_pointnet2_decode_head.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import torch from mmcv.cnn.bricks import ConvModule from mmdet3d.models.builder import build_head def test_pn2_decode_head_loss(): if not torch.cuda.is_available(): pytest.skip('test requires GPU and torch+cuda') pn2_dec...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_heads/test_parta2_bbox_head.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmcv import Config from torch.nn import BatchNorm1d, ReLU from mmdet3d.core.bbox import Box3DMode, LiDARInstance3DBoxes from mmdet3d.core.bbox.samplers import IoUNegPiecewiseSampler from mmdet3d.models import PartA2BboxHead from mmdet3d.op...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_models/test_necks/test_necks.py
# Copyright (c) OpenMMLab. All rights reserved. import pytest import torch from mmdet3d.models.builder import build_backbone, build_neck def test_centerpoint_fpn(): second_cfg = dict( type='SECOND', in_channels=64, out_channels=[64, 128, 256], layer_nums=[3, 5, 5], layer_...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_data/test_datasets/test_dataset_wrappers.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch from mmdet3d.datasets.builder import build_dataset def test_getitem(): np.random.seed(1) torch.manual_seed(1) point_cloud_range = [-50, -50, -5, 50, 50, 3] file_client_args = dict(backend='disk') class_names = [ ...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_data/test_datasets/test_kitti_mono_dataset.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import pytest import torch from mmdet3d.datasets import KittiMonoDataset def test_getitem(): np.random.seed(0) class_names = ['Pedestrian', 'Cyclist', 'Car'] img_norm_cfg = dict( mean=[103.530, 116.280, 123.675], std=[...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_data/test_datasets/test_kitti_dataset.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import os import pytest import tempfile import torch from mmdet3d.core.bbox import LiDARInstance3DBoxes from mmdet3d.datasets import KittiDataset def _generate_kitti_dataset_config(): data_root = 'tests/data/kitti' ann_file = 'tests/data/kitt...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_data/test_datasets/test_scannet_dataset.py
# Copyright (c) OpenMMLab. All rights reserved. import copy import numpy as np import pytest import torch from mmdet3d.datasets import ScanNetDataset, ScanNetSegDataset def test_getitem(): np.random.seed(0) root_path = './tests/data/scannet/' ann_file = './tests/data/scannet/scannet_infos.pkl' class_...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_data/test_datasets/test_nuscenes_mono_dataset.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import pytest import tempfile import torch from os import path as osp from mmdet3d.datasets import NuScenesMonoDataset def test_getitem(): np.random.seed(0) class_names = [ 'car', 'truck', 'trailer', 'bus', 'construction_v...
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RoboBEV
RoboBEV-master/zoo/BEVDet/tests/test_data/test_datasets/test_waymo_dataset.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import pytest import tempfile import torch from mmdet3d.datasets import WaymoDataset def _generate_waymo_train_dataset_config(): data_root = 'tests/data/waymo/kitti_format/' ann_file = 'tests/data/waymo/kitti_format/waymo_infos_train.pkl' ...
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