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Error: Expect: b.shape[0] == W.shape[0] Actual: 88 != 324 #76

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alanxuefei opened this issue Feb 12, 2021 · 1 comment
Open

Error: Expect: b.shape[0] == W.shape[0] Actual: 88 != 324 #76

alanxuefei opened this issue Feb 12, 2021 · 1 comment

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@alanxuefei
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Encounter the following error. Would you like to share how to fix it? Thanks in advance

(base) alan@alan-Precision-5820-Tower:~/Desktop/morefusion/examples/ycb_video/instance_segm$ mpirun -n 0 python train_multi.py
/ True
/bbox_head True
/bbox_head/conf True
/bbox_head/fc1 True
/bbox_head/fc2 True
/bbox_head/loc True
/extractor False
/extractor/base False
/extractor/base/conv1 False
/extractor/base/conv1/bn False
/extractor/base/conv1/conv False
/extractor/base/res2 False
/extractor/base/res2/a False
/extractor/base/res2/a/conv1 False
/extractor/base/res2/a/conv1/bn False
/extractor/base/res2/a/conv1/conv False
/extractor/base/res2/a/conv2 False
/extractor/base/res2/a/conv2/bn False
/extractor/base/res2/a/conv2/conv False
/extractor/base/res2/a/conv3 False
/extractor/base/res2/a/conv3/bn False
/extractor/base/res2/a/conv3/conv False
/extractor/base/res2/a/residual_conv False
/extractor/base/res2/a/residual_conv/bn False
/extractor/base/res2/a/residual_conv/conv False
/extractor/base/res2/b1 False
/extractor/base/res2/b1/conv1 False
/extractor/base/res2/b1/conv1/bn False
/extractor/base/res2/b1/conv1/conv False
/extractor/base/res2/b1/conv2 False
/extractor/base/res2/b1/conv2/bn False
/extractor/base/res2/b1/conv2/conv False
/extractor/base/res2/b1/conv3 False
/extractor/base/res2/b1/conv3/bn False
/extractor/base/res2/b1/conv3/conv False
/extractor/base/res2/b2 False
/extractor/base/res2/b2/conv1 False
/extractor/base/res2/b2/conv1/bn False
/extractor/base/res2/b2/conv1/conv False
/extractor/base/res2/b2/conv2 False
/extractor/base/res2/b2/conv2/bn False
/extractor/base/res2/b2/conv2/conv False
/extractor/base/res2/b2/conv3 False
/extractor/base/res2/b2/conv3/bn False
/extractor/base/res2/b2/conv3/conv False
/extractor/base/res3 False
/extractor/base/res3/a False
/extractor/base/res3/a/conv1 False
/extractor/base/res3/a/conv1/bn False
/extractor/base/res3/a/conv1/conv False
/extractor/base/res3/a/conv2 False
/extractor/base/res3/a/conv2/bn False
/extractor/base/res3/a/conv2/conv False
/extractor/base/res3/a/conv3 False
/extractor/base/res3/a/conv3/bn False
/extractor/base/res3/a/conv3/conv False
/extractor/base/res3/a/residual_conv False
/extractor/base/res3/a/residual_conv/bn False
/extractor/base/res3/a/residual_conv/conv False
/extractor/base/res3/b1 False
/extractor/base/res3/b1/conv1 False
/extractor/base/res3/b1/conv1/bn False
/extractor/base/res3/b1/conv1/conv False
/extractor/base/res3/b1/conv2 False
/extractor/base/res3/b1/conv2/bn False
/extractor/base/res3/b1/conv2/conv False
/extractor/base/res3/b1/conv3 False
/extractor/base/res3/b1/conv3/bn False
/extractor/base/res3/b1/conv3/conv False
/extractor/base/res3/b2 False
/extractor/base/res3/b2/conv1 False
/extractor/base/res3/b2/conv1/bn False
/extractor/base/res3/b2/conv1/conv False
/extractor/base/res3/b2/conv2 False
/extractor/base/res3/b2/conv2/bn False
/extractor/base/res3/b2/conv2/conv False
/extractor/base/res3/b2/conv3 False
/extractor/base/res3/b2/conv3/bn False
/extractor/base/res3/b2/conv3/conv False
/extractor/base/res3/b3 False
/extractor/base/res3/b3/conv1 False
/extractor/base/res3/b3/conv1/bn False
/extractor/base/res3/b3/conv1/conv False
/extractor/base/res3/b3/conv2 False
/extractor/base/res3/b3/conv2/bn False
/extractor/base/res3/b3/conv2/conv False
/extractor/base/res3/b3/conv3 False
/extractor/base/res3/b3/conv3/bn False
/extractor/base/res3/b3/conv3/conv False
/extractor/base/res4 False
/extractor/base/res4/a False
/extractor/base/res4/a/conv1 False
/extractor/base/res4/a/conv1/bn False
/extractor/base/res4/a/conv1/conv False
/extractor/base/res4/a/conv2 False
/extractor/base/res4/a/conv2/bn False
/extractor/base/res4/a/conv2/conv False
/extractor/base/res4/a/conv3 False
/extractor/base/res4/a/conv3/bn False
/extractor/base/res4/a/conv3/conv False
/extractor/base/res4/a/residual_conv False
/extractor/base/res4/a/residual_conv/bn False
/extractor/base/res4/a/residual_conv/conv False
/extractor/base/res4/b1 False
/extractor/base/res4/b1/conv1 False
/extractor/base/res4/b1/conv1/bn False
/extractor/base/res4/b1/conv1/conv False
/extractor/base/res4/b1/conv2 False
/extractor/base/res4/b1/conv2/bn False
/extractor/base/res4/b1/conv2/conv False
/extractor/base/res4/b1/conv3 False
/extractor/base/res4/b1/conv3/bn False
/extractor/base/res4/b1/conv3/conv False
/extractor/base/res4/b2 False
/extractor/base/res4/b2/conv1 False
/extractor/base/res4/b2/conv1/bn False
/extractor/base/res4/b2/conv1/conv False
/extractor/base/res4/b2/conv2 False
/extractor/base/res4/b2/conv2/bn False
/extractor/base/res4/b2/conv2/conv False
/extractor/base/res4/b2/conv3 False
/extractor/base/res4/b2/conv3/bn False
/extractor/base/res4/b2/conv3/conv False
/extractor/base/res4/b3 False
/extractor/base/res4/b3/conv1 False
/extractor/base/res4/b3/conv1/bn False
/extractor/base/res4/b3/conv1/conv False
/extractor/base/res4/b3/conv2 False
/extractor/base/res4/b3/conv2/bn False
/extractor/base/res4/b3/conv2/conv False
/extractor/base/res4/b3/conv3 False
/extractor/base/res4/b3/conv3/bn False
/extractor/base/res4/b3/conv3/conv False
/extractor/base/res4/b4 False
/extractor/base/res4/b4/conv1 False
/extractor/base/res4/b4/conv1/bn False
/extractor/base/res4/b4/conv1/conv False
/extractor/base/res4/b4/conv2 False
/extractor/base/res4/b4/conv2/bn False
/extractor/base/res4/b4/conv2/conv False
/extractor/base/res4/b4/conv3 False
/extractor/base/res4/b4/conv3/bn False
/extractor/base/res4/b4/conv3/conv False
/extractor/base/res4/b5 False
/extractor/base/res4/b5/conv1 False
/extractor/base/res4/b5/conv1/bn False
/extractor/base/res4/b5/conv1/conv False
/extractor/base/res4/b5/conv2 False
/extractor/base/res4/b5/conv2/bn False
/extractor/base/res4/b5/conv2/conv False
/extractor/base/res4/b5/conv3 False
/extractor/base/res4/b5/conv3/bn False
/extractor/base/res4/b5/conv3/conv False
/extractor/base/res5 False
/extractor/base/res5/a False
/extractor/base/res5/a/conv1 False
/extractor/base/res5/a/conv1/bn False
/extractor/base/res5/a/conv1/conv False
/extractor/base/res5/a/conv2 False
/extractor/base/res5/a/conv2/bn False
/extractor/base/res5/a/conv2/conv False
/extractor/base/res5/a/conv3 False
/extractor/base/res5/a/conv3/bn False
/extractor/base/res5/a/conv3/conv False
/extractor/base/res5/a/residual_conv False
/extractor/base/res5/a/residual_conv/bn False
/extractor/base/res5/a/residual_conv/conv False
/extractor/base/res5/b1 False
/extractor/base/res5/b1/conv1 False
/extractor/base/res5/b1/conv1/bn False
/extractor/base/res5/b1/conv1/conv False
/extractor/base/res5/b1/conv2 False
/extractor/base/res5/b1/conv2/bn False
/extractor/base/res5/b1/conv2/conv False
/extractor/base/res5/b1/conv3 False
/extractor/base/res5/b1/conv3/bn False
/extractor/base/res5/b1/conv3/conv False
/extractor/base/res5/b2 False
/extractor/base/res5/b2/conv1 False
/extractor/base/res5/b2/conv1/bn False
/extractor/base/res5/b2/conv1/conv False
/extractor/base/res5/b2/conv2 False
/extractor/base/res5/b2/conv2/bn False
/extractor/base/res5/b2/conv2/conv False
/extractor/base/res5/b2/conv3 False
/extractor/base/res5/b2/conv3/bn False
/extractor/base/res5/b2/conv3/conv False
/extractor/inner False
/extractor/inner/0 False
/extractor/inner/1 False
/extractor/inner/2 False
/extractor/inner/3 False
/extractor/outer False
/extractor/outer/0 False
/extractor/outer/1 False
/extractor/outer/2 False
/extractor/outer/3 False
/mask_head True
/mask_head/conv1 True
/mask_head/conv1/conv True
/mask_head/conv2 True
/mask_head/conv2/conv True
/mask_head/conv3 True
/mask_head/conv3/conv True
/mask_head/conv4 True
/mask_head/conv4/conv True
/mask_head/conv5 True
/mask_head/seg True
/rpn False
/rpn/conf False
/rpn/conv False
/rpn/loc False
/home/alan/Desktop/morefusion/examples/ycb_video/instance_segm/transforms.py:86: DeprecationWarning: AffineCv2 is deprecated. Use imgaug.augmenters.geometric.Affine(..., backend='cv2') instead.
  shear=(-15, 15),
/home/alan/Desktop/morefusion/examples/ycb_video/instance_segm/transforms.py:86: DeprecationWarning: AffineCv2 is deprecated. Use imgaug.augmenters.geometric.Affine(..., backend='cv2') instead.
  shear=(-15, 15),
/home/alan/Desktop/morefusion/examples/ycb_video/instance_segm/transforms.py:86: DeprecationWarning: AffineCv2 is deprecated. Use imgaug.augmenters.geometric.Affine(..., backend='cv2') instead.
  shear=(-15, 15),
/home/alan/Desktop/morefusion/examples/ycb_video/instance_segm/transforms.py:86: DeprecationWarning: AffineCv2 is deprecated. Use imgaug.augmenters.geometric.Affine(..., backend='cv2') instead.
  shear=(-15, 15),
/home/alan/Desktop/morefusion/examples/ycb_video/instance_segm/transforms.py:86: DeprecationWarning: AffineCv2 is deprecated. Use imgaug.augmenters.geometric.Affine(..., backend='cv2') instead.
  shear=(-15, 15),
/home/alan/Desktop/morefusion/examples/ycb_video/instance_segm/transforms.py:86: DeprecationWarning: AffineCv2 is deprecated. Use imgaug.augmenters.geometric.Affine(..., backend='cv2') instead.
  shear=(-15, 15),
/home/alan/Desktop/morefusion/examples/ycb_video/instance_segm/transforms.py:86: DeprecationWarning: AffineCv2 is deprecated. Use imgaug.augmenters.geometric.Affine(..., backend='cv2') instead.
  shear=(-15, 15),
/home/alan/Desktop/morefusion/examples/ycb_video/instance_segm/transforms.py:86: DeprecationWarning: AffineCv2 is deprecated. Use imgaug.augmenters.geometric.Affine(..., backend='cv2') instead.
  shear=(-15, 15),
Exception in main training loop: 
Invalid operation is performed in: LinearFunction (Forward)

Expect: b.shape[0] == W.shape[0]
Actual: 88 != 324
Traceback (most recent call last):
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/training/trainer.py", line 343, in run
    update()
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/training/updaters/standard_updater.py", line 240, in update
    self.update_core()
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/training/updaters/standard_updater.py", line 253, in update_core
    optimizer.update(loss_func, *in_arrays)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainermn/optimizers.py", line 21, in update
    loss = lossfun(*args, **kwds)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/link.py", line 287, in __call__
    out = forward(*args, **kwargs)
  File "train_multi.py", line 104, in forward
    head_locs, head_confs = self.model.bbox_head(hs, rois, roi_indices)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/link.py", line 287, in __call__
    out = forward(*args, **kwargs)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainercv/links/model/fpn/bbox_head.py", line 92, in forward
    locs = self.loc(h)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/link.py", line 287, in __call__
    out = forward(*args, **kwargs)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/links/connection/linear.py", line 183, in forward
    return linear.linear(x, self.W, self.b, n_batch_axes=n_batch_axes)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/functions/connection/linear.py", line 308, in linear
    y, = LinearFunction().apply(args)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/function_node.py", line 307, in apply
    self._check_data_type_forward(in_data)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/function_node.py", line 455, in _check_data_type_forward
    self.check_type_forward(in_type)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/functions/connection/linear.py", line 37, in check_type_forward
    b_type.shape[0] == w_type.shape[0],
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/utils/type_check.py", line 564, in expect
    expr.expect()
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/utils/type_check.py", line 497, in expect
    '{0} {1} {2}'.format(left, self.inv, right))
Will finalize trainer extensions and updater before reraising the exception.
Traceback (most recent call last):
  File "train_multi.py", line 376, in <module>
    main()
  File "train_multi.py", line 372, in main
    trainer.run()
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/training/trainer.py", line 376, in run
    six.reraise(*exc_info)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/six.py", line 703, in reraise
    raise value
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/training/trainer.py", line 343, in run
    update()
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/training/updaters/standard_updater.py", line 240, in update
    self.update_core()
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/training/updaters/standard_updater.py", line 253, in update_core
    optimizer.update(loss_func, *in_arrays)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainermn/optimizers.py", line 21, in update
    loss = lossfun(*args, **kwds)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/link.py", line 287, in __call__
    out = forward(*args, **kwargs)
  File "train_multi.py", line 104, in forward
    head_locs, head_confs = self.model.bbox_head(hs, rois, roi_indices)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/link.py", line 287, in __call__
    out = forward(*args, **kwargs)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainercv/links/model/fpn/bbox_head.py", line 92, in forward
    locs = self.loc(h)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/link.py", line 287, in __call__
    out = forward(*args, **kwargs)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/links/connection/linear.py", line 183, in forward
    return linear.linear(x, self.W, self.b, n_batch_axes=n_batch_axes)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/functions/connection/linear.py", line 308, in linear
    y, = LinearFunction().apply(args)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/function_node.py", line 307, in apply
    self._check_data_type_forward(in_data)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/function_node.py", line 455, in _check_data_type_forward
    self.check_type_forward(in_type)
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/functions/connection/linear.py", line 37, in check_type_forward
    b_type.shape[0] == w_type.shape[0],
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/utils/type_check.py", line 564, in expect
    expr.expect()
  File "/home/alan/Desktop/morefusion/.anaconda3/lib/python3.7/site-packages/chainer/utils/type_check.py", line 497, in expect
    '{0} {1} {2}'.format(left, self.inv, right))
chainer.utils.type_check.InvalidType: 
Invalid operation is performed in: LinearFunction (Forward)

Expect: b.shape[0] == W.shape[0]
Actual: 88 != 324
@alanxuefei alanxuefei changed the title Error Expect: b.shape[0] == W.shape[0] Actual: 88 != 324 Error: Expect: b.shape[0] == W.shape[0] Actual: 88 != 324 Feb 12, 2021
@alanxuefei
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If batchsize = 2 as below, it works.

parser.add_argument("--batchsize", type=int, default=2, help="batch size")

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