repo
stringlengths
1
99
file
stringlengths
13
215
code
stringlengths
12
59.2M
file_length
int64
12
59.2M
avg_line_length
float64
3.82
1.48M
max_line_length
int64
12
2.51M
extension_type
stringclasses
1 value
RoboBEV
RoboBEV-master/zoo/BEVDet/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/BEVDet/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/BEVDet/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/BEVDet/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
78
py
RoboBEV
RoboBEV-master/zoo/BEVDet/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/BEVDet/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/BEVDet/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/BEVDet/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/BEVDet/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/BEVDet/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/BEVDet/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
79
py
RoboBEV
RoboBEV-master/zoo/DETR3D/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 = {'2': '...
5,629
35.322581
125
py
RoboBEV
RoboBEV-master/zoo/DETR3D/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,...
9,760
38.358871
79
py
RoboBEV
RoboBEV-master/zoo/DETR3D/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...
11,425
39.51773
94
py
RoboBEV
RoboBEV-master/zoo/DETR3D/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...
9,490
37.116466
125
py
RoboBEV
RoboBEV-master/zoo/DETR3D/tools/corruption_test.py
# --------------------------------------------- # Copyright (c) OpenMMLab. All rights reserved. # --------------------------------------------- # Modified by Zhiqi Li # --------------------------------------------- from copy import deepcopy import os.path as osp import pickle import shutil import tempfile import time ...
6,699
35.813187
118
py
RoboBEV
RoboBEV-master/zoo/DETR3D/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 ...
12,654
36.330383
79
py
RoboBEV
RoboBEV-master/zoo/DETR3D/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 mmdet.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 alone...
2,240
31.955882
79
py
RoboBEV
RoboBEV-master/zoo/DETR3D/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...
1,075
28.888889
77
py
RoboBEV
RoboBEV-master/zoo/DETR3D/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...
3,062
33.033333
77
py
RoboBEV
RoboBEV-master/zoo/DETR3D/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...
5,090
32.27451
79
py
RoboBEV
RoboBEV-master/zoo/DETR3D/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 ...
2,987
30.125
79
py
RoboBEV
RoboBEV-master/zoo/DETR3D/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...
3,147
31.791667
79
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/configs/uda/city2city/detr3d_res101_gridmask_bos2sing.py
_base_ = [ '/nvme/konglingdong/models/mmdetection3d/configs/_base_/datasets/nus-3d.py', '/nvme/konglingdong/models/mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range acc...
7,809
31.406639
119
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/configs/uda/city2city/detr3d_res101_gridmask_sing2sing.py
_base_ = [ '/nvme/konglingdong/models/mmdetection3d/configs/_base_/datasets/nus-3d.py', '/nvme/konglingdong/models/mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range acc...
7,768
31.506276
119
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/configs/uda/dry2rain/detr3d_res101_gridmask_dry2rain.py
_base_ = [ '/nvme/konglingdong/models/mmdetection3d/configs/_base_/datasets/nus-3d.py', '/nvme/konglingdong/models/mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range acc...
7,839
31.666667
119
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/configs/uda/day2night/detr3d_res101_gridmask_day2night.py
_base_ = [ '/nvme/konglingdong/models/mmdetection3d/configs/_base_/datasets/nus-3d.py', '/nvme/konglingdong/models/mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range acc...
7,873
31.53719
119
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/configs/robust_test/detr3d_res101_gridmask.py
_base_ = [ '/nvme/konglingdong/models/mmdetection3d/configs/_base_/datasets/nus-3d.py', '/nvme/konglingdong/models/mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range acc...
7,923
31.743802
119
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/configs/robust_test/detr3d_res101_gridmask_cbgs.py
_base_ = [ '/nvme/konglingdong/models/mmdetection3d/configs/_base_/datasets/nus-3d.py', '/nvme/konglingdong/models/mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range acc...
7,860
31.483471
119
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/configs/detr3d/detr3d_res101_gridmask.py
_base_ = [ '/nvme/konglingdong/models/mmdetection3d/configs/_base_/datasets/nus-3d.py', '/nvme/konglingdong/models/mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range acc...
7,655
31.303797
119
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/configs/detr3d/detr3d_res101_gridmask_cbgs.py
_base_ = [ '/nvme/konglingdong/models/mmdetection3d/configs/_base_/datasets/nus-3d.py', '/nvme/konglingdong/models/mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range acc...
7,761
31.341667
119
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/core/bbox/util.py
import torch def normalize_bbox(bboxes, pc_range): cx = bboxes[..., 0:1] cy = bboxes[..., 1:2] cz = bboxes[..., 2:3] w = bboxes[..., 3:4].log() l = bboxes[..., 4:5].log() h = bboxes[..., 5:6].log() rot = bboxes[..., 6:7] if bboxes.size(-1) > 7: vx = bboxes[..., 7:8] ...
1,464
26.641509
83
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/core/bbox/assigners/hungarian_assigner_3d.py
import torch from mmdet.core.bbox.builder import BBOX_ASSIGNERS from mmdet.core.bbox.assigners import AssignResult from mmdet.core.bbox.assigners import BaseAssigner from mmdet.core.bbox.match_costs import build_match_cost from mmdet.models.utils.transformer import inverse_sigmoid from projects.mmdet3d_plugin.core.bbo...
6,391
46.701493
79
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/core/bbox/match_costs/match_cost.py
import torch from mmdet.core.bbox.match_costs.builder import MATCH_COST @MATCH_COST.register_module() class BBox3DL1Cost(object): """BBox3DL1Cost. Args: weight (int | float, optional): loss_weight """ def __init__(self, weight=1.): self.weight = weight def __call__(self, bbox_p...
852
30.592593
75
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/core/bbox/coders/nms_free_coder.py
import torch from mmdet.core.bbox import BaseBBoxCoder from mmdet.core.bbox.builder import BBOX_CODERS from projects.mmdet3d_plugin.core.bbox.util import denormalize_bbox @BBOX_CODERS.register_module() class NMSFreeCoder(BaseBBoxCoder): """Bbox coder for NMS-free detector. Args: pc_range (list[float]...
4,163
36.513514
109
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/models/detectors/obj_dgcnn.py
import torch from mmdet.models import DETECTORS from mmdet3d.core import bbox3d2result, merge_aug_bboxes_3d from mmdet3d.models.detectors.mvx_two_stage import MVXTwoStageDetector @DETECTORS.register_module() class ObjDGCNN(MVXTwoStageDetector): """Base class of Multi-modality VoxelNet.""" def __init__(self,...
8,239
43.064171
78
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/models/detectors/detr3d.py
import torch from mmcv.runner import force_fp32, auto_fp16 from mmdet.models import DETECTORS from mmdet3d.core import bbox3d2result from mmdet3d.models.detectors.mvx_two_stage import MVXTwoStageDetector from projects.mmdet3d_plugin.models.utils.grid_mask import GridMask @DETECTORS.register_module() class Detr3D(MVX...
9,226
41.520737
98
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/models/dense_heads/dgcnn3d_head.py
import copy import torch import torch.nn as nn import torch.nn.functional as F from mmcv.cnn import Linear, bias_init_with_prob from mmcv.runner import force_fp32, auto_fp16 from mmdet.core import multi_apply, reduce_mean from mmdet.models.utils.transformer import inverse_sigmoid from mmdet.mo...
22,189
44.847107
138
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/models/dense_heads/detr3d_head.py
import copy import torch import torch.nn as nn import torch.nn.functional as F from mmcv.cnn import Linear, bias_init_with_prob from mmcv.runner import force_fp32 from mmdet.core import (multi_apply, multi_apply, reduce_mean) from mmdet.models.utils.transformer import inverse_sigmoid from mmde...
20,260
44.428251
137
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/models/utils/detr.py
import torch from mmcv.cnn.bricks.registry import TRANSFORMER_LAYER_SEQUENCE from mmcv.cnn.bricks.transformer import TransformerLayerSequence def inverse_sigmoid(x, eps=1e-5): """Inverse function of sigmoid. Args: x (Tensor): The tensor to do the inverse. eps (float): EPS avoid num...
4,262
38.841121
81
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/models/utils/grid_mask.py
import torch import torch.nn as nn import numpy as np from PIL import Image class Grid(object): def __init__(self, use_h, use_w, rotate = 1, offset=False, ratio = 0.5, mode=0, prob = 1.): self.use_h = use_h self.use_w = use_w self.rotate = rotate self.offset = offset self.ra...
3,825
30.105691
95
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/models/utils/dgcnn_attn.py
import math import torch import torch.nn as nn from mmcv.cnn.bricks.registry import ATTENTION from mmcv.runner.base_module import BaseModule @ATTENTION.register_module() class DGCNNAttn(BaseModule): """A warpper for DGCNN-type self-attention. Args: embed_dims (int): The embedding dimension. n...
3,825
38.443299
108
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/models/utils/detr3d_transformer.py
import numpy as np import torch import torch.nn as nn import torch.nn.functional as F from mmcv.cnn import xavier_init, constant_init from mmcv.cnn.bricks.registry import (ATTENTION, TRANSFORMER_LAYER_SEQUENCE) from mmcv.cnn.bricks.transformer import (MultiScaleDeformableAttention...
17,768
41.007092
103
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/models/backbones/vovnet.py
from collections import OrderedDict from mmcv.runner import BaseModule from mmdet.models.builder import BACKBONES import torch import torch.nn as nn import torch.nn.functional as F from torch.nn.modules.batchnorm import _BatchNorm VoVNet19_slim_dw_eSE = { 'stem': [64, 64, 64], 'stage_conv_ch': [64, 80, 96, 1...
11,701
30.205333
119
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/datasets/uda_nuscenes.py
# Copyright (c) OpenMMLab. All rights reserved. import mmcv import numpy as np import pyquaternion import tempfile from nuscenes.utils.data_classes import Box as NuScenesBox from os import path as osp from mmdet.datasets import DATASETS from mmdet3d.core import show_result from mmdet3d.core.bbox import Box3DMode, Coor...
25,999
38.816233
154
py
RoboBEV
RoboBEV-master/zoo/DETR3D/projects/mmdet3d_plugin/datasets/nuscenes_dataset.py
import numpy as np from mmdet.datasets import DATASETS from mmdet3d.datasets import NuScenesDataset @DATASETS.register_module() class CustomNuScenesDataset(NuScenesDataset): r"""NuScenes Dataset. This datset only add camera intrinsics and extrinsics to the results. """ def get_data_info(self, index)...
2,846
35.974026
78
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/tools/para.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...
9,723
37.283465
141
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/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 def parse_args(): ...
4,414
34.32
128
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/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,...
9,741
38.441296
79
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/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...
11,425
39.51773
94
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/tools/train.py
# Copyright (c) OpenMMLab. All rights reserved. from __future__ import division import os os.environ["CUDA_VISIBLE_DEVICES"] = "2,3" import argparse import copy import mmcv import time import torch import warnings from mmcv import Config, DictAction from mmcv.runner import get_dist_info, init_dist from os import pat...
9,707
37.070588
142
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/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 ...
12,654
36.330383
79
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/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 mmdet.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 alone...
2,240
31.955882
79
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/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...
1,075
28.888889
77
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/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...
3,062
33.033333
77
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/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...
5,090
32.27451
79
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/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 ...
2,987
30.125
79
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/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...
3,147
31.791667
79
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/configs/robust_test/srcn3d_res101_roi7_nusc.py
_base_ = [ '../../../mmdetection3d/configs/_base_/datasets/nus-3d.py', '../../../mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range accordingly point_cloud_range = [-51....
8,843
32.627376
119
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/configs/srcn3d/srcn3d_res101_roi7_nusc.py
_base_ = [ '../../../mmdetection3d/configs/_base_/datasets/nus-3d.py', '../../../mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range accordingly point_cloud_range = [-51....
8,843
32.627376
119
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/apis/inference.py
# Copyright (c) OpenMMLab. All rights reserved. import re from copy import deepcopy from os import path as osp import mmcv import numpy as np import torch from mmcv.parallel import collate, scatter from mmcv.runner import load_checkpoint from mmdet3d.core import (Box3DMode, CameraInstance3DBoxes, Coord3DMode, ...
18,835
32.877698
79
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/apis/test.py
import os.path as osp import pickle import shutil import tempfile import time import mmcv import torch import torch.distributed as dist from mmcv.image import tensor2imgs from mmcv.runner import get_dist_info from mmdet.core import encode_mask_results # def single_gpu_test_srcn3d(model, # data_l...
9,912
35.178832
79
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/core/bbox/util.py
import torch def normalize_bbox(bboxes, pc_range): cx = bboxes[..., 0:1] cy = bboxes[..., 1:2] cz = bboxes[..., 2:3] w = bboxes[..., 3:4].log() l = bboxes[..., 4:5].log() h = bboxes[..., 5:6].log() rot = bboxes[..., 6:7] if bboxes.size(-1) > 7: vx = bboxes[..., 7:8] ...
1,464
26.641509
83
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/core/bbox/assigners/hungarian_assigner_3d.py
import torch from mmdet.core.bbox.builder import BBOX_ASSIGNERS from mmdet.core.bbox.assigners import AssignResult from mmdet.core.bbox.assigners import BaseAssigner from mmdet.core.bbox.match_costs import build_match_cost from mmdet.models.utils.transformer import inverse_sigmoid from projects.mmdet3d_plugin.core.bbo...
6,391
46.701493
79
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/core/bbox/match_costs/match_cost.py
import torch from mmdet.core.bbox.match_costs.builder import MATCH_COST @MATCH_COST.register_module() class BBox3DL1Cost(object): """BBox3DL1Cost. Args: weight (int | float, optional): loss_weight """ def __init__(self, weight=1.): self.weight = weight def __call__(self, bbox_p...
852
30.592593
75
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/core/bbox/coders/nms_free_coder.py
import torch from mmdet.core.bbox import BaseBBoxCoder from mmdet.core.bbox.builder import BBOX_CODERS from projects.mmdet3d_plugin.core.bbox.util import denormalize_bbox @BBOX_CODERS.register_module() class NMSFreeCoder(BaseBBoxCoder): """Bbox coder for NMS-free detector. Args: pc_range (list[float]...
4,245
37.252252
109
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/models/detectors/srcn3d.py
import torch from mmcv.runner import force_fp32, auto_fp16 from mmdet.models import DETECTORS from mmdet3d.core import bbox3d2result from mmdet3d.models.detectors.mvx_two_stage import MVXTwoStageDetector from projects.mmdet3d_plugin.models.utils.grid_mask import GridMask @DETECTORS.register_module() class SRCN3D(MVX...
9,864
43.237668
113
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/models/dense_heads/srcn3d_head.py
import copy import torch import torch.nn as nn import torch.nn.functional as F from mmcv.cnn import Linear, bias_init_with_prob from mmcv.runner import force_fp32, auto_fp16 from mmdet.models import DETECTORS, build_backbone, build_neck, build_head from mmdet.core import multi_apply, reduce_mean, bui...
27,635
45.447059
161
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/models/utils/box_torch_ops.py
# Copyright (c) OpenMMLab. All rights reserved. # TODO: clean the functions in this file and move the APIs into box structures # in the future import numba import numpy as torch import torch def camera_to_lidar(points, r_rect, velo2cam): """Convert points in camera coordinate to lidar coordinate. Args: ...
34,349
37.039867
85
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/models/utils/grid_mask.py
import torch import torch.nn as nn import numpy as np from PIL import Image class Grid(object): def __init__(self, use_h, use_w, rotate = 1, offset=False, ratio = 0.5, mode=0, prob = 1.): self.use_h = use_h self.use_w = use_w self.rotate = rotate self.offset = offset self.ra...
3,825
30.105691
95
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/models/utils/__init__.py
from .box_torch_ops import center_to_corner_box3d # from .dynamic_head import DynamicHead # from .srcn3d_quasi_transformer import SRCN3DQuasiTransformer, SRCN3DDecoder,RCNNHead,DynamicConvAtten __all__ = ['center_to_corner_box3d']
233
32.428571
103
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/models/roi_heads/dii_head3d.py
# Copyright (c) OpenMMLab. All rights reserved. import torch import torch.nn as nn from mmcv.cnn import (Linear, bias_init_with_prob, build_activation_layer, build_norm_layer) from mmcv.cnn.bricks.transformer import FFN, MultiheadAttention from mmcv.runner import auto_fp16, force_fp32 from mmdet...
19,489
44.751174
81
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/models/roi_heads/sparse_roi_head3d.py
# Copyright (c) OpenMMLab. All rights reserved. import numpy as np import torch import math from mmdet.core import bbox2result, bbox2roi, bbox_xyxy_to_cxcywh from mmdet.core.bbox.samplers import PseudoSampler from mmdet.models.builder import HEADS from mmdet.models.roi_heads.cascade_roi_head import CascadeRoIHead from ...
43,512
47.080663
169
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/models/backbones/vovnet.py
from collections import OrderedDict from mmcv.runner import BaseModule from mmdet.models.builder import BACKBONES import torch import torch.nn as nn import torch.nn.functional as F from torch.nn.modules.batchnorm import _BatchNorm VoVNet19_slim_dw_eSE = { 'stem': [64, 64, 64], 'stage_conv_ch': [64, 80, 96, 1...
11,701
30.205333
119
py
RoboBEV
RoboBEV-master/zoo/SRCN3D/projects/mmdet3d_plugin/datasets/nuscenes_dataset.py
import numpy as np from mmdet.datasets import DATASETS from mmdet3d.datasets import NuScenesDataset @DATASETS.register_module() class CustomNuScenesDataset(NuScenesDataset): r"""NuScenes Dataset. This datset only add camera intrinsics and extrinsics to the results. """ def __init__(self, ...
6,260
36.491018
107
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/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': '...
5,606
35.174194
125
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/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,...
9,741
38.441296
79
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/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...
11,425
39.51773
94
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/tools/train.py
# add auto-resume. copy from mmdet.api.train (the latest version) # 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_di...
9,878
37.290698
125
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/configs/robust_test/polarformer_r101_without_bev_aug.py
_base_ = [ '/nvme/konglingdong/models/mmdetection3d/configs/_base_/datasets/nus-3d.py', '/nvme/konglingdong/models/mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range acc...
10,943
35.602007
181
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/configs/robust_test/polarformer_r101.py
_base_ = [ '/nvme/konglingdong/models/mmdetection3d/configs/_base_/datasets/nus-3d.py', '/nvme/konglingdong/models/mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range acc...
10,560
35.543253
119
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/configs/polarformer/polarformer_r101_without_bev_aug.py
_base_ = [ '/nvme/konglingdong/models/mmdetection3d/configs/_base_/datasets/nus-3d.py', '/nvme/konglingdong/models/mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range acc...
10,677
35.074324
181
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/configs/polarformer/polarformer_r101.py
_base_ = [ '/nvme/konglingdong/models/mmdetection3d/configs/_base_/datasets/nus-3d.py', '/nvme/konglingdong/models/mmdetection3d/configs/_base_/default_runtime.py' ] plugin=True plugin_dir='projects/mmdet3d_plugin/' # If point cloud range is changed, the models should also change their point # cloud range acc...
10,354
35.080139
119
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/core/bbox/util.py
import torch import math def normalize_bbox(bboxes, pc_range): cx = bboxes[..., 0:1] cy = bboxes[..., 1:2] cz = bboxes[..., 2:3] w = bboxes[..., 3:4].log() l = bboxes[..., 4:5].log() h = bboxes[..., 5:6].log() rot = bboxes[..., 6:7] # change to polar coord theta_center = torch...
2,288
31.239437
89
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/core/bbox/assigners/hungarian_assigner_3d.py
import torch from mmdet.core.bbox.builder import BBOX_ASSIGNERS from mmdet.core.bbox.assigners import AssignResult from mmdet.core.bbox.assigners import BaseAssigner from mmdet.core.bbox.match_costs import build_match_cost from mmdet.models.utils.transformer import inverse_sigmoid from projects.mmdet3d_plugin.core.bbo...
6,760
47.640288
96
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/core/bbox/match_costs/match_cost.py
import torch from mmdet.core.bbox.match_costs.builder import MATCH_COST @MATCH_COST.register_module() class BBox3DL1Cost(object): """BBox3DL1Cost. Args: weight (int | float, optional): loss_weight """ def __init__(self, weight=1.): self.weight = weight def __call__(self, bbox_p...
852
30.592593
75
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/core/bbox/samplers/sampling_results.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet.utils import util_mixins class SamplingResult3D(util_mixins.NiceRepr): """Bbox sampling result. Example: >>> # xdoctest: +IGNORE_WANT >>> from mmdet.core.bbox.samplers.sampling_result import * # NOQA >>> self = ...
5,416
34.405229
105
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/core/bbox/samplers/pseudo_sampler.py
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmdet.core.bbox.builder import BBOX_SAMPLERS from mmdet.core.bbox.samplers.base_sampler import BaseSampler from .sampling_results import SamplingResult3D @BBOX_SAMPLERS.register_module() class PseudoSampler3D(BaseSampler): """A pseudo sampler that...
1,507
34.904762
81
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/core/bbox/coders/nms_free_coder.py
import torch from mmdet.core.bbox import BaseBBoxCoder from mmdet.core.bbox.builder import BBOX_CODERS from projects.mmdet3d_plugin.core.bbox.util import denormalize_bbox @BBOX_CODERS.register_module() class NMSFreeCoder(BaseBBoxCoder): """Bbox coder for NMS-free detector. Args: pc_range (list[float]...
4,163
36.513514
109
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/models/detectors/polarformer.py
# ------------------------------------------------------------------------ # Copyright (c) 2022 Fudan Zhang Vision Group. All Rights Reserved. # ------------------------------------------------------------------------ # Modified from DETR3D (https://github.com/WangYueFt/detr3d) # Copyright (c) 2021 Wang, Yue # --------...
10,016
43.323009
121
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/models/necks/fpn_trans.py
from mmdet.models.necks import FPN from ..utils.positional_encoding import TransSinePositionalEncoding import torch import torch.nn as nn from mmdet.models import NECKS from mmdet.models.backbones.resnet import BasicBlock, Bottleneck import torch.nn.functional as F import math from ..utils.bev_aug import BEVRandomRotat...
14,720
47.745033
177
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/models/dense_heads/polarformer_head.py
# ------------------------------------------------------------------------ # Copyright (c) 2022 Fudan Zhang Vision Group. All Rights Reserved. # ------------------------------------------------------------------------ # Modified from DETR3D (https://github.com/WangYueFt/detr3d) # Copyright (c) 2021 Wang, Yue # --------...
22,424
45.141975
141
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/models/utils/bev_aug.py
import torch import torch.nn.functional as F import torch.nn as nn import numpy as np import math import random class BEVRandomRotateScale(nn.Module): def __init__(self, prob=0.5, max_rotate_degree=22.5, scaling_ratio_range=(0.95, 1.05), pc_range=...
5,775
41.785185
125
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/models/utils/polar_transformer.py
# Copyright (c) OpenMMLab. All rights reserved. import math import warnings from typing import Sequence import torch import torch.nn as nn import torch.nn.functional as F from mmcv.cnn import (build_activation_layer, build_conv_layer, build_norm_layer, xavier_init) from mmcv.cnn.bricks.registry i...
21,673
40.761079
98
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/models/utils/grid_mask.py
import torch import torch.nn as nn import numpy as np from PIL import Image class Grid(object): def __init__(self, use_h, use_w, rotate = 1, offset=False, ratio = 0.5, mode=0, prob = 1.): self.use_h = use_h self.use_w = use_w self.rotate = rotate self.offset = offset self.ra...
3,825
30.105691
95
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/models/utils/positional_encoding.py
# Copyright (c) OpenMMLab. All rights reserved. import math from turtle import forward import torch import torch.nn as nn from mmcv.cnn.bricks.transformer import POSITIONAL_ENCODING from mmcv.runner import BaseModule @POSITIONAL_ENCODING.register_module() class TransSinePositionalEncoding(BaseModule): """Positio...
6,679
39
90
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/models/backbones/vovnet.py
from collections import OrderedDict from mmcv.runner import BaseModule from mmdet.models.builder import BACKBONES import torch import torch.nn as nn import torch.nn.functional as F from torch.nn.modules.batchnorm import _BatchNorm VoVNet19_slim_dw_eSE = { 'stem': [64, 64, 64], 'stage_conv_ch': [64, 80, 96, 1...
11,701
30.205333
119
py
RoboBEV
RoboBEV-master/zoo/PolarFormer/projects/mmdet3d_plugin/datasets/nuscenes_dataset.py
# ------------------------------------------------------------------------ # Copyright (c) 2022 Fudan Zhang Vision Group. All Rights Reserved. # ------------------------------------------------------------------------ # Modified from DETR3D (https://github.com/WangYueFt/detr3d) # Copyright (c) 2021 Wang, Yue # --------...
6,315
39.748387
78
py
RoboBEV
RoboBEV-master/zoo/FCOS3D/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 def parse_args(): ...
4,414
34.32
128
py
RoboBEV
RoboBEV-master/zoo/FCOS3D/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,...
9,736
38.581301
79
py