【SA-SD】1デバッグ記録

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1.実行create_data.pyで発生した問題

1. パスの問題

2. ModuleNotFoundError: No module named 'pybind11'

3. ModuleNotFoundError: No module named 'mmcv'

4. ImportError:/opt/ros/kinetic/lib/python2.7/dist-packages/cv2.so

5. ModuleNotFoundError: No module named 'pycocotools'

6. ModuleNotFoundError: No module named 'mmdet.ops.iou3d.iou3d_cuda'

7. ModuleNotFoundError: No module named 'terminaltables'

8. No such file or directory: '/home/seivl/data/KITTI/ImageSets/trainval.txt'

2.trainを実行します.pyで発生した問題

1. パスの問題

2. No module named 'mmdet.ops.pointnet2.pointnet2_cuda'

3. ImportError: cannot import name 'parallel_test'

4. ModuleNotFoundError: No module named 'mmdet'

5. OSError: [Errno 12] Cannot allocate memory

三.testを実行します.pyで発生した問題

1. KeyError: 'model_state'

自分はSA-SDを再現する時に多くの穴に出会って、多くのインストール依存作者はすべて詳しく言っていないで、それでは私はここで私が出会った問題と解決方法を記録します.他にも3 d object detectionをしている友達がいてもお互いに交流できます～
一.実行create_data.pyで発生した問題
1.パスの問題

if __name__ == '__main__':
    create_kitti_info_file('/home/billyhe/data/KITTI')
    create_reduced_point_cloud('/home/billyhe/data/KITTI')

    create_groundtruth_database(data_path='/home/billyhe/data/KITTI', \
                                info_path='/home/billyhe/data/KITTI/kitti_infos_trainval.pkl', \
                                db_info_save_path='/home/billyhe/data/KITTI/kitti_dbinfos_trainval.pkl')

自分のものに変えればいい
2. ModuleNotFoundError: No module named ‘pybind11’

(pc) seivl@seivl-Default-string:~/SA-SSD/mmdet/ops/points_op$  python3 setup.py build_ext --inplace
running build_ext
building 'points_op_cpu' extension
Traceback (most recent call last):
  File "setup.py", line 34, in <module>
    'build_ext': BuildExtension
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/setuptools/__init__.py", line 161, in setup
    return distutils.core.setup(**attrs)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/distutils/core.py", line 148, in setup
    dist.run_commands()
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/distutils/dist.py", line 955, in run_commands
    self.run_command(cmd)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/distutils/dist.py", line 974, in run_command
    cmd_obj.run()
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/setuptools/command/build_ext.py", line 87, in run
    _build_ext.run(self)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/distutils/command/build_ext.py", line 339, in run
    self.build_extensions()
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/torch/utils/cpp_extension.py", line 343, in build_extensions
    build_ext.build_extensions(self)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/distutils/command/build_ext.py", line 448, in build_extensions
    self._build_extensions_serial()
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/distutils/command/build_ext.py", line 473, in _build_extensions_serial
    self.build_extension(ext)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/setuptools/command/build_ext.py", line 208, in build_extension
    _build_ext.build_extension(self, ext)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/distutils/command/build_ext.py", line 533, in build_extension
    depends=ext.depends)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/distutils/ccompiler.py", line 566, in compile
    depends, extra_postargs)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/distutils/ccompiler.py", line 341, in _setup_compile
    pp_opts = gen_preprocess_options(macros, incdirs)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/distutils/ccompiler.py", line 1075, in gen_preprocess_options
    pp_opts.append("-I%s" % dir)
  File "setup.py", line 14, in __str__
    import pybind11
ModuleNotFoundError: No module named 'pybind11'

解決策

pip install pybind11

3. ModuleNotFoundError: No module named ‘mmcv’

(pc) seivl@seivl-Default-string:~/SA-SSD$ python3 tools/create_data.py
Traceback (most recent call last):
  File "tools/create_data.py", line 7, in <module>
    from mmdet.core.bbox3d.geometry import remove_outside_points, points_in_rbbox, box_camera_to_lidar
  File "/home/seivl/SA-SSD/mmdet/core/__init__.py", line 1, in <module>
    from .anchor import *  # noqa: F401, F403
  File "/home/seivl/SA-SSD/mmdet/core/anchor/__init__.py", line 2, in <module>
    from .anchor_target import anchor_target
  File "/home/seivl/SA-SSD/mmdet/core/anchor/anchor_target.py", line 2, in <module>
    from ..bbox import assign_and_sample, BBoxAssigner, SamplingResult, bbox2delta, rbbox3d2delta
  File "/home/seivl/SA-SSD/mmdet/core/bbox/__init__.py", line 2, in <module>
    from .assignment import BBoxAssigner, AssignResult
  File "/home/seivl/SA-SSD/mmdet/core/bbox/assignment.py", line 3, in <module>
    from mmdet.core.bbox3d import region_similarity
  File "/home/seivl/SA-SSD/mmdet/core/bbox3d/region_similarity.py", line 23, in <module>
    from mmdet.core.post_processing.rotate_nms_gpu import rotate_iou_gpu, rotate_iou_gpu_eval
  File "/home/seivl/SA-SSD/mmdet/core/post_processing/__init__.py", line 1, in <module>
    from .merge_augs import (merge_aug_proposals, merge_aug_bboxes,
  File "/home/seivl/SA-SSD/mmdet/core/post_processing/merge_augs.py", line 4, in <module>
    from mmdet.core.bbox.transforms import bbox_mapping_back
  File "/home/seivl/SA-SSD/mmdet/core/bbox/transforms.py", line 1, in <module>
    import mmcv
ModuleNotFoundError: No module named 'mmcv'

解決策

pip install pytest-runner -i https://pypi.tuna.tsinghua.edu.cn/simple
pip install mmcv -i https://pypi.tuna.tsinghua.edu.cn/simple

4. ImportError:/opt/ros/kinetic/lib/python2.7/dist-packages/cv2.so

(pc) seivl@seivl-Default-string:~/SA-SSD$ python3 tools/create_data.py
Traceback (most recent call last):
  File "tools/create_data.py", line 7, in <module>
    from mmdet.core.bbox3d.geometry import remove_outside_points, points_in_rbbox, box_camera_to_lidar
  File "/home/seivl/SA-SSD/mmdet/core/__init__.py", line 1, in <module>
    from .anchor import *  # noqa: F401, F403
  File "/home/seivl/SA-SSD/mmdet/core/anchor/__init__.py", line 2, in <module>
    from .anchor_target import anchor_target
  File "/home/seivl/SA-SSD/mmdet/core/anchor/anchor_target.py", line 2, in <module>
    from ..bbox import assign_and_sample, BBoxAssigner, SamplingResult, bbox2delta, rbbox3d2delta
  File "/home/seivl/SA-SSD/mmdet/core/bbox/__init__.py", line 2, in <module>
    from .assignment import BBoxAssigner, AssignResult
  File "/home/seivl/SA-SSD/mmdet/core/bbox/assignment.py", line 3, in <module>
    from mmdet.core.bbox3d import region_similarity
  File "/home/seivl/SA-SSD/mmdet/core/bbox3d/region_similarity.py", line 23, in <module>
    from mmdet.core.post_processing.rotate_nms_gpu import rotate_iou_gpu, rotate_iou_gpu_eval
  File "/home/seivl/SA-SSD/mmdet/core/post_processing/__init__.py", line 1, in <module>
    from .merge_augs import (merge_aug_proposals, merge_aug_bboxes,
  File "/home/seivl/SA-SSD/mmdet/core/post_processing/merge_augs.py", line 4, in <module>
    from mmdet.core.bbox.transforms import bbox_mapping_back
  File "/home/seivl/SA-SSD/mmdet/core/bbox/transforms.py", line 1, in <module>
    import mmcv
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/mmcv/__init__.py", line 5, in <module>
    from .image import *
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/mmcv/image/__init__.py", line 2, in <module>
    from .colorspace import (bgr2gray, bgr2hls, bgr2hsv, bgr2rgb, bgr2ycbcr,
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/mmcv/image/colorspace.py", line 2, in <module>
    import cv2
ImportError: /opt/ros/kinetic/lib/python2.7/dist-packages/cv2.so: undefined symbol: PyCObject_Type

解決策は、/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/mmcv/image/colorspace.pyのファイルを見つけます.ちょっと直す

import sys
ros_path = '/opt/ros/kinetic/lib/python2.7/dist-packages'

if ros_path in sys.path:
    sys.path.remove(ros_path)

import cv2

5. ModuleNotFoundError: No module named ‘pycocotools’

(pc) seivl@seivl-Default-string:~/SA-SSD$ python3 tools/create_data.py
Traceback (most recent call last):
  File "tools/create_data.py", line 7, in <module>
    from mmdet.core.bbox3d.geometry import remove_outside_points, points_in_rbbox, box_camera_to_lidar
  File "/home/seivl/SA-SSD/mmdet/core/__init__.py", line 1, in <module>
    from .anchor import *  # noqa: F401, F403
  File "/home/seivl/SA-SSD/mmdet/core/anchor/__init__.py", line 2, in <module>
    from .anchor_target import anchor_target
  File "/home/seivl/SA-SSD/mmdet/core/anchor/anchor_target.py", line 2, in <module>
    from ..bbox import assign_and_sample, BBoxAssigner, SamplingResult, bbox2delta, rbbox3d2delta
  File "/home/seivl/SA-SSD/mmdet/core/bbox/__init__.py", line 2, in <module>
    from .assignment import BBoxAssigner, AssignResult
  File "/home/seivl/SA-SSD/mmdet/core/bbox/assignment.py", line 3, in <module>
    from mmdet.core.bbox3d import region_similarity
  File "/home/seivl/SA-SSD/mmdet/core/bbox3d/region_similarity.py", line 23, in <module>
    from mmdet.core.post_processing.rotate_nms_gpu import rotate_iou_gpu, rotate_iou_gpu_eval
  File "/home/seivl/SA-SSD/mmdet/core/post_processing/__init__.py", line 1, in <module>
    from .merge_augs import (merge_aug_proposals, merge_aug_bboxes,
  File "/home/seivl/SA-SSD/mmdet/core/post_processing/merge_augs.py", line 4, in <module>
    from mmdet.core.bbox.transforms import bbox_mapping_back
  File "/home/seivl/SA-SSD/mmdet/core/bbox/transforms.py", line 4, in <module>
    from mmdet.datasets.kitti_utils import project_rect_to_image, project_velo_to_rect
  File "/home/seivl/SA-SSD/mmdet/datasets/__init__.py", line 2, in <module>
    from .coco import CocoDataset
  File "/home/seivl/SA-SSD/mmdet/datasets/coco.py", line 2, in <module>
    from pycocotools.coco import COCO
ModuleNotFoundError: No module named 'pycocotools'

解決策:pycocotools packageをダウンロードしてインストール
pycocotools
インストールに成功した結果:

(pc) seivl@seivl-Default-string:~/  $ pip install pycocotools-2.0.1.tar.gz 
Processing ./pycocotools-2.0.1.tar.gz
Requirement already satisfied: setuptools>=18.0 in /home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages (from pycocotools==2.0.1) (47.3.1.post20200616)
Requirement already satisfied: cython>=0.27.3 in /home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages (from pycocotools==2.0.1) (0.29.20)
Requirement already satisfied: matplotlib>=2.1.0 in /home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages (from pycocotools==2.0.1) (3.2.2)
Requirement already satisfied: cycler>=0.10 in /home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages (from matplotlib>=2.1.0->pycocotools==2.0.1) (0.10.0)
Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages (from matplotlib>=2.1.0->pycocotools==2.0.1) (2.4.7)
Requirement already satisfied: kiwisolver>=1.0.1 in /home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages (from matplotlib>=2.1.0->pycocotools==2.0.1) (1.2.0)
Requirement already satisfied: numpy>=1.11 in /home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages (from matplotlib>=2.1.0->pycocotools==2.0.1) (1.18.5)
Requirement already satisfied: python-dateutil>=2.1 in /home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages (from matplotlib>=2.1.0->pycocotools==2.0.1) (2.8.1)
Requirement already satisfied: six in /home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages (from cycler>=0.10->matplotlib>=2.1.0->pycocotools==2.0.1) (1.15.0)
Building wheels for collected packages: pycocotools
  Building wheel for pycocotools (setup.py) ... done
  Created wheel for pycocotools: filename=pycocotools-2.0.1-cp36-cp36m-linux_x86_64.whl size=282836 sha256=94ddfbc55d38a7a575cd825d7816345afe54aa980b5b3167f2b1f795307972cf
  Stored in directory: /home/seivl/.cache/pip/wheels/0a/3c/ff/9f4f09fd5a7531bb35d8c8bf58117f105e0c9f67d8a9f53a03
Successfully built pycocotools
Installing collected packages: pycocotools
Successfully installed pycocotools-2.0.1

6. ModuleNotFoundError: No module named ‘mmdet.ops.iou3d.iou3d_cuda’

(pc) seivl@seivl-Default-string:~/SA-SSD$ python3 tools/create_data.py
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_NVVM=/usr/local/cuda/nvvm/lib64/libnvvm.so.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_LIBDEVICE=/usr/local/cuda/nvvm/libdevice.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_CUDA_DRIVER=/usr/lib/x86_64-linux-gnu/libcuda.so.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
Traceback (most recent call last):
  File "tools/create_data.py", line 7, in <module>
    from mmdet.core.bbox3d.geometry import remove_outside_points, points_in_rbbox, box_camera_to_lidar
  File "/home/seivl/SA-SSD/mmdet/core/__init__.py", line 1, in <module>
    from .anchor import *  # noqa: F401, F403
  File "/home/seivl/SA-SSD/mmdet/core/anchor/__init__.py", line 2, in <module>
    from .anchor_target import anchor_target
  File "/home/seivl/SA-SSD/mmdet/core/anchor/anchor_target.py", line 2, in <module>
    from ..bbox import assign_and_sample, BBoxAssigner, SamplingResult, bbox2delta, rbbox3d2delta
  File "/home/seivl/SA-SSD/mmdet/core/bbox/__init__.py", line 2, in <module>
    from .assignment import BBoxAssigner, AssignResult
  File "/home/seivl/SA-SSD/mmdet/core/bbox/assignment.py", line 4, in <module>
    from mmdet.ops.iou3d import iou3d_utils
  File "/home/seivl/SA-SSD/mmdet/ops/iou3d/iou3d_utils.py", line 2, in <module>
    import mmdet.ops.iou3d.iou3d_cuda as iou3d_cuda
ModuleNotFoundError: No module named 'mmdet.ops.iou3d.iou3d_cuda'

解決策、対応するフォルダの下に入ってコンパイルします

(pc) seivl@seivl-Default-string:~/SA-SSD/mmdet/ops/iou3d$ python3 setup.py build_ext --inplace

7. ModuleNotFoundError: No module named ‘terminaltables’

(pc) seivl@seivl-Default-string:~/SA-SSD$ python3 tools/create_data.py
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_NVVM=/usr/local/cuda/nvvm/lib64/libnvvm.so.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_LIBDEVICE=/usr/local/cuda/nvvm/libdevice.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_CUDA_DRIVER=/usr/lib/x86_64-linux-gnu/libcuda.so.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
Traceback (most recent call last):
  File "tools/create_data.py", line 7, in <module>
    from mmdet.core.bbox3d.geometry import remove_outside_points, points_in_rbbox, box_camera_to_lidar
  File "/home/seivl/SA-SSD/mmdet/core/__init__.py", line 5, in <module>
    from .evaluation import *  # noqa: F401, F403
  File "/home/seivl/SA-SSD/mmdet/core/evaluation/__init__.py", line 4, in <module>
    from .coco_utils import coco_eval, fast_eval_recall, results2json
  File "/home/seivl/SA-SSD/mmdet/core/evaluation/coco_utils.py", line 6, in <module>
    from .recall import eval_recalls
  File "/home/seivl/SA-SSD/mmdet/core/evaluation/recall.py", line 2, in <module>
    from terminaltables import AsciiTable
ModuleNotFoundError: No module named 'terminaltables'

解決策

pip install terminaltables -i https://pypi.tuna.tsinghua.edu.cn/simple

8. No such file or directory: ‘/home/seivl/data/KITTI/ImageSets/trainval.txt’

(pc) seivl@seivl-Default-string:~/SA-SSD$ python3 tools/create_data.py
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_NVVM=/usr/local/cuda/nvvm/lib64/libnvvm.so.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_LIBDEVICE=/usr/local/cuda/nvvm/libdevice.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_CUDA_DRIVER=/usr/lib/x86_64-linux-gnu/libcuda.so.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
Traceback (most recent call last):
  File "tools/create_data.py", line 276, in <module>
    create_kitti_info_file('/home/seivl/data/KITTI')
  File "tools/create_data.py", line 57, in create_kitti_info_file
    trainval_img_ids = _read_imageset_file(osp.join(data_path, "ImageSets/trainval.txt"))
  File "tools/create_data.py", line 13, in _read_imageset_file
    with open(path, 'r') as f:
FileNotFoundError: [Errno 2] No such file or directory: '/home/seivl/data/KITTI/ImageSets/trainval.txt'

ここでダウンロードして、対応するパスの下に置けばいいです

https://xiaozhichen.github.io/files/mv3d/imagesets.tar.gz

データハンドラを正常に実行しました.実はsecondと同じです

(pc) seivl@seivl-Default-string:~/SA-SSD$ python3 tools/create_data.py
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_NVVM=/usr/local/cuda/nvvm/lib64/libnvvm.so.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_LIBDEVICE=/usr/local/cuda/nvvm/libdevice.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_CUDA_DRIVER=/usr/lib/x86_64-linux-gnu/libcuda.so.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
Generate info. this may take several minutes.
/home/seivl/SA-SSD/mmdet/core/bbox3d/geometry.py:189: NumbaWarning: 
Compilation is falling back to object mode WITH looplifting enabled because Function "points_in_convex_polygon_3d_jit" failed type inference due to: Invalid use of type(CPUDispatcher(<function surface_equ_3d_jit at 0x7fc8d316cc80>)) with parameters (array(float64, 4d, A))

During: resolving callee type: type(CPUDispatcher(<function surface_equ_3d_jit at 0x7fc8d316cc80>))
During: typing of call at /home/seivl/SA-SSD/mmdet/core/bbox3d/geometry.py (210)


File "mmdet/core/bbox3d/geometry.py", line 210:
def points_in_convex_polygon_3d_jit(points,
    <source elided>
        num_surfaces = np.full((num_polygons,), 9999999, dtype=np.int64)
    normal_vec, d = surface_equ_3d_jit(polygon_surfaces[:, :, :3, :])
    ^

  @numba.jit(nopython=False)
/home/seivl/SA-SSD/mmdet/core/bbox3d/geometry.py:189: NumbaWarning: 
Compilation is falling back to object mode WITHOUT looplifting enabled because Function "points_in_convex_polygon_3d_jit" failed type inference due to: cannot determine Numba type of <class 'numba.core.dispatcher.LiftedLoop'>

File "mmdet/core/bbox3d/geometry.py", line 215:
def points_in_convex_polygon_3d_jit(points,
    <source elided>
    sign = 0.0
    for i in range(num_points):
    ^

  @numba.jit(nopython=False)
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/core/object_mode_passes.py:178: NumbaWarning: Function "points_in_convex_polygon_3d_jit" was compiled in object mode without forceobj=True, but has lifted loops.

File "mmdet/core/bbox3d/geometry.py", line 205:
def points_in_convex_polygon_3d_jit(points,
    <source elided>
    """
    max_num_surfaces, max_num_points_of_surface = polygon_surfaces.shape[1:3]
    ^

  state.func_ir.loc))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/core/object_mode_passes.py:188: NumbaDeprecationWarning: 
Fall-back from the nopython compilation path to the object mode compilation path has been detected, this is deprecated behaviour.

For more information visit http://numba.pydata.org/numba-doc/latest/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit

File "mmdet/core/bbox3d/geometry.py", line 205:
def points_in_convex_polygon_3d_jit(points,
    
    """
    max_num_surfaces, max_num_points_of_surface = polygon_surfaces.shape[1:3]
    ^

  state.func_ir.loc))
/home/seivl/SA-SSD/mmdet/core/bbox3d/geometry.py:76: NumbaWarning: 
Compilation is falling back to object mode WITH looplifting enabled because Function "corner_to_surfaces_3d" failed type inference due to: No implementation of function Function(<built-in function array>) found for signature:
 
 >>> array(list(list(array(float64, 2d, A))))
 
There are 2 candidate implementations:
  - Of which 2 did not match due to:
  Overload in function 'array': File: <built-in>: Line <N/A>.
    With argument(s): '(list(list(array(float64, 2d, A))))':
   Rejected as the implementation raised a specific error:
     TypingError: array(float64, 2d, A) not allowed in a homogeneous sequence
  raised from /home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/core/typing/npydecl.py:471

During: resolving callee type: Function(<built-in function array>)
During: typing of call at /home/seivl/SA-SSD/mmdet/core/bbox3d/geometry.py (93)


File "mmdet/core/bbox3d/geometry.py", line 93:
def corner_to_surfaces_3d(corners):
    <source elided>
        [corners[:, 0], corners[:, 4], corners[:, 5], corners[:, 1]],
        [corners[:, 3], corners[:, 2], corners[:, 6], corners[:, 7]],
        ^

  @numba.jit(nopython=False)
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/core/object_mode_passes.py:178: NumbaWarning: Function "corner_to_surfaces_3d" was compiled in object mode without forceobj=True.

File "mmdet/core/bbox3d/geometry.py", line 77:
@numba.jit(nopython=False)
def corner_to_surfaces_3d(corners):
^

  state.func_ir.loc))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/core/object_mode_passes.py:188: NumbaDeprecationWarning: 
Fall-back from the nopython compilation path to the object mode compilation path has been detected, this is deprecated behaviour.

For more information visit http://numba.pydata.org/numba-doc/latest/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit

File "mmdet/core/bbox3d/geometry.py", line 77:
@numba.jit(nopython=False)
def corner_to_surfaces_3d(corners):
^

  state.func_ir.loc))
/home/seivl/SA-SSD/mmdet/core/bbox3d/geometry.py:189: NumbaWarning: 
Compilation is falling back to object mode WITH looplifting enabled because Function "points_in_convex_polygon_3d_jit" failed type inference due to: Invalid use of type(CPUDispatcher(<function surface_equ_3d_jit at 0x7fc8d316cc80>)) with parameters (array(float64, 4d, A))

During: resolving callee type: type(CPUDispatcher(<function surface_equ_3d_jit at 0x7fc8d316cc80>))
During: typing of call at /home/seivl/SA-SSD/mmdet/core/bbox3d/geometry.py (210)


File "mmdet/core/bbox3d/geometry.py", line 210:
def points_in_convex_polygon_3d_jit(points,
    <source elided>
        num_surfaces = np.full((num_polygons,), 9999999, dtype=np.int64)
    normal_vec, d = surface_equ_3d_jit(polygon_surfaces[:, :, :3, :])
    ^

  @numba.jit(nopython=False)
/home/seivl/SA-SSD/mmdet/core/bbox3d/geometry.py:189: NumbaWarning: 
Compilation is falling back to object mode WITHOUT looplifting enabled because Function "points_in_convex_polygon_3d_jit" failed type inference due to: cannot determine Numba type of <class 'numba.core.dispatcher.LiftedLoop'>

File "mmdet/core/bbox3d/geometry.py", line 215:
def points_in_convex_polygon_3d_jit(points,
    <source elided>
    sign = 0.0
    for i in range(num_points):
    ^

  @numba.jit(nopython=False)
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/core/object_mode_passes.py:178: NumbaWarning: Function "points_in_convex_polygon_3d_jit" was compiled in object mode without forceobj=True, but has lifted loops.

File "mmdet/core/bbox3d/geometry.py", line 205:
def points_in_convex_polygon_3d_jit(points,
    <source elided>
    """
    max_num_surfaces, max_num_points_of_surface = polygon_surfaces.shape[1:3]
    ^

  state.func_ir.loc))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/core/object_mode_passes.py:188: NumbaDeprecationWarning: 
Fall-back from the nopython compilation path to the object mode compilation path has been detected, this is deprecated behaviour.

For more information visit http://numba.pydata.org/numba-doc/latest/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit

File "mmdet/core/bbox3d/geometry.py", line 205:
def points_in_convex_polygon_3d_jit(points,
    
    """
    max_num_surfaces, max_num_points_of_surface = polygon_surfaces.shape[1:3]
    ^

state.func_ir.loc))
Kitti info train file is saved to /home/seivl/data/KITTI/kitti_infos_train.pkl
Kitti info val file is saved to /home/seivl/data/KITTI/kitti_infos_val.pkl
Kitti info trainval file is saved to /home/seivl/data/KITTI/kitti_infos_trainval.pkl
Kitti info test file is saved to /home/seivl/data/KITTI/kitti_infos_test.pkl

load 28742 Car database infos
load 4487 Pedestrian database infos
load 1627 Cyclist database infos
load 2914 Van database infos
load 222 Person_sitting database infos
load 1094 Truck database infos
load 511 Tram database infos
load 973 Misc database infos

注意/configs/car_cfg.pyファイルのパスの変更
二.trainを実行します.pyで発生した問題
1.パスの問題
解決策

import sys
sys.path.append('/home/seivl/SA-SSD')

2. No module named ‘mmdet.ops.pointnet2.pointnet2_cuda’

(pc) seivl@seivl-Default-string:~/SA-SSD/tools$ python3 train.py ../configs/car_cfg.py
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_NVVM=/usr/local/cuda/nvvm/lib64/libnvvm.so.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_LIBDEVICE=/usr/local/cuda/nvvm/libdevice.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_CUDA_DRIVER=/usr/lib/x86_64-linux-gnu/libcuda.so.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
Traceback (most recent call last):
  File "train.py", line 15, in <module>
    from mmdet.models import build_detector
  File "/home/seivl/SA-SSD/mmdet/models/__init__.py", line 1, in <module>
    from .detectors import (BaseDetector,RPN)
  File "/home/seivl/SA-SSD/mmdet/models/detectors/__init__.py", line 2, in <module>
    from .single_stage import SingleStageDetector
  File "/home/seivl/SA-SSD/mmdet/models/detectors/single_stage.py", line 7, in <module>
    from .. import builder
  File "/home/seivl/SA-SSD/mmdet/models/builder.py", line 4, in <module>
    from . import (backbones, necks, roi_extractors, rpn_heads, bbox_heads,
  File "/home/seivl/SA-SSD/mmdet/models/necks/__init__.py", line 2, in <module>
    from .cmn import SpMiddleFHD
  File "/home/seivl/SA-SSD/mmdet/models/necks/cmn.py", line 4, in <module>
    from mmdet.ops.pointnet2 import pointnet2_utils
  File "/home/seivl/SA-SSD/mmdet/ops/pointnet2/pointnet2_utils.py", line 7, in <module>
    import mmdet.ops.pointnet2.pointnet2_cuda as pointnet2
ModuleNotFoundError: No module named 'mmdet.ops.pointnet2.pointnet2_cuda'

解決策

(pc) seivl@seivl-Default-string:~/SA-SSD/mmdet/ops/pointnet2$ python3 setup.py build_ext --inplace

3. ImportError: cannot import name ‘parallel_test’

(pc) seivl@seivl-Default-string:~/SA-SSD/tools$ python3 test.py ../configs/car_cfg.py ../saved_model_vehicle/epoch_50.pth 
Traceback (most recent call last):
  File "test.py", line 4, in <module>
    from mmcv.runner import load_checkpoint, parallel_test
ImportError: cannot import name 'parallel_test'

解决方法:コメントを落とせばいい
4. ModuleNotFoundError: No module named ‘mmdet’

(pc) seivl@seivl-Default-string:~/SA-SSD/tools$ python3 test.py ../configs/car_cfg.py ../saved_model_vehicle/epoch_50.pth 
Traceback (most recent call last):
  File "test.py", line 6, in <module>
    from mmdet.core.evaluation.kitti_eval import get_official_eval_result
ModuleNotFoundError: No module named 'mmdet'

解決策

pip install mmdet

5. OSError: [Errno 12] Cannot allocate memory

2020-07-24 21:19:41,508 - INFO - **********************Start training**********************
Traceback (most recent call last):
  File "/home/seivl/SA-SSD/tools/train.py", line 134, in <module>
    main()
  File "/home/seivl/SA-SSD/tools/train.py", line 128, in main
    log_interval = cfg.log_config.interval
  File "/home/seivl/SA-SSD/tools/train_utils/__init__.py", line 95, in train_model
    log_interval = log_interval
  File "/home/seivl/SA-SSD/tools/train_utils/__init__.py", line 40, in train_one_epoch
    for i, data_batch in enumerate(train_loader):
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/torch/utils/data/dataloader.py", line 193, in __iter__
    return _DataLoaderIter(self)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/torch/utils/data/dataloader.py", line 469, in __init__
    w.start()
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/multiprocessing/process.py", line 105, in start
    self._popen = self._Popen(self)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/multiprocessing/context.py", line 223, in _Popen
    return _default_context.get_context().Process._Popen(process_obj)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/multiprocessing/context.py", line 277, in _Popen
    return Popen(process_obj)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/multiprocessing/popen_fork.py", line 19, in __init__
    self._launch(process_obj)
  File "/home/seivl/anaconda3/envs/pc/lib/python3.6/multiprocessing/popen_fork.py", line 66, in _launch
    self.pid = os.fork()
OSError: [Errno 12] Cannot allocate memory

解決策:car_cfg.py内のスレッド数を修正する

data = dict(
    imgs_per_gpu=2,
    # workers_per_gpu=4,
    workers_per_gpu=0,
    ...

三.testを実行します.pyで発生した問題
1. KeyError: ‘model_state’

(pc) seivl@seivl-Default-string:~/SA-SSD/tools$ python3 test.py ../configs/car_cfg.py ../saved_model_vehicle/epoch_50.pth 
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_NVVM=/usr/local/cuda/nvvm/lib64/libnvvm.so.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_LIBDEVICE=/usr/local/cuda/nvvm/libdevice.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
/home/seivl/anaconda3/envs/pc/lib/python3.6/site-packages/numba/cuda/envvars.py:17: NumbaWarning: 
Environment variables with the 'NUMBAPRO' prefix are deprecated and consequently ignored, found use of NUMBAPRO_CUDA_DRIVER=/usr/lib/x86_64-linux-gnu/libcuda.so.

For more information about alternatives visit: ('http://numba.pydata.org/numba-doc/latest/cuda/overview.html', '#cudatoolkit-lookup')
  warnings.warn(errors.NumbaWarning(msg))
[40, 1600, 1408]
==> Loading parameters from checkpoint ../saved_model_vehicle/epoch_50.pth to GPU
Traceback (most recent call last):
  File "test.py", line 158, in <module>
    main()
  File "test.py", line 140, in main
    load_params_from_file(model, args.checkpoint)
  File "/home/seivl/SA-SSD/tools/train_utils/__init__.py", line 157, in load_params_from_file
    model_state_disk = checkpoint['model_state']
KeyError: 'model_state'

解决方法:原答案,修正コード,不对~#model_state_disk = checkpoint[‘model_state’] model_state_disk = checkpoint[‘state_dict’]
Ronaanのコメントに感謝します.
KeyError: ‘model_state’という間違いは、公式モデルを使って生まれたので、自分で訓練したものはなく、直す必要もなく、結果は悪くない.

pythonの強力な三重引用符、文字列オペレータ

Python集計ソートアルゴリズム