Summary on deep learning framework --- PyTorch
Summary on deep learning framework --- PyTorch html
Updated on 2018-07-22 21:25:42 python
import os
os.environ["CUDA_VISIBLE_DEVICES"]="4"linux
1. install the pytorch version 0.1.11 git
## Version 0.1.11
## python2.7 and cuda 8.0
sudo pip install http://download.pytorch.org/whl/cu80/torch-0.1.11.post5-cp27-none-linux_x86_64.whl
pip install torchvision
install pytorch version 0.2.0 github
sudo pip install http://download.pytorch.org/whl/cu80/torch-0.2.0.post3-cp27-cp27mu-manylinux1_x86_64.whl
install pytorch version 0.4.0 canvas
step-1. Download the files from:
https://files.pythonhosted.org/packages/df/a4/7f5ec6e9df1bf13f1881353702aa9713fcd997481b26018f35e0be85faf7/torch-0.4.0-cp27-cp27mu-manylinux1_x86_64.whl
step-2. Install this file
pip install torch-0.4.0-cp27-cp27mu-manylinux1_x86_64.whl
Other visions of pyTorch can check this file: https://github.com/pytorch/pytorch.github.io/blob/master/_data/wizard.yml
ubuntu
You can also download related files from my Baidu Yun: https://pan.baidu.com/s/1mc_b6AB6P2YlV6lwxGOOzA數組
2. what happened when following errors occurs ???app
Traceback (most recent call last): File "examples/triplet_loss.py", line 221, in <module> File "examples/triplet_loss.py", line 150, in main File "build/bdist.linux-x86_64/egg/reid/evaluators.py", line 118, in evaluate File "build/bdist.linux-x86_64/egg/reid/evaluators.py", line 21, in extract_features File "/usr/local/lib/python2.7/dist-packages/torch/utils_v2/data/dataloader.py", line 301, in __iter__ File "/usr/local/lib/python2.7/dist-packages/torch/utils_v2/data/dataloader.py", line 163, in __init__ File "/usr/local/lib/python2.7/dist-packages/torch/utils_v2/data/dataloader.py", line 226, in _put_indices File "/usr/lib/python2.7/multiprocessing/queues.py", line 390, in put File "/usr/local/lib/python2.7/dist-packages/torch/multiprocessing/queue.py", line 17, in send File "/usr/lib/python2.7/pickle.py", line 224, in dump File "/usr/lib/python2.7/pickle.py", line 286, in save File "/usr/lib/python2.7/pickle.py", line 548, in save_tuple File "/usr/lib/python2.7/pickle.py", line 286, in save File "/usr/lib/python2.7/pickle.py", line 600, in save_list File "/usr/lib/python2.7/pickle.py", line 633, in _batch_appends File "/usr/lib/python2.7/pickle.py", line 286, in save File "/usr/lib/python2.7/pickle.py", line 600, in save_list File "/usr/lib/python2.7/pickle.py", line 633, in _batch_appends File "/usr/lib/python2.7/pickle.py", line 286, in save File "/usr/lib/python2.7/pickle.py", line 562, in save_tuple File "/usr/lib/python2.7/pickle.py", line 286, in save File "/usr/lib/python2.7/multiprocessing/forking.py", line 67, in dispatcher File "/usr/lib/python2.7/pickle.py", line 401, in save_reduce File "/usr/lib/python2.7/pickle.py", line 286, in save File "/usr/lib/python2.7/pickle.py", line 548, in save_tuple File "/usr/lib/python2.7/pickle.py", line 286, in save File "/usr/lib/python2.7/multiprocessing/forking.py", line 66, in dispatcher File "/usr/local/lib/python2.7/dist-packages/torch/multiprocessing/reductions.py", line 113, in reduce_storage RuntimeError: unable to open shared memory object </torch_29419_2971992535> in read-write mode at /b/wheel/pytorch-src/torch/lib/TH/THAllocator.c:226 Traceback (most recent call last): File "/usr/lib/python2.7/multiprocessing/util.py", line 274, in _run_finalizers File "/usr/lib/python2.7/multiprocessing/util.py", line 207, in __call__ File "/usr/lib/python2.7/shutil.py", line 239, in rmtree File "/usr/lib/python2.7/shutil.py", line 237, in rmtree OSError: [Errno 24] Too many open files: '/tmp/pymp-QoKm2p'
3. GPU 和 CPU 數據之間的轉換：python2.7
（1）CPU ---> GPU: a.cuda()
（2）GPU ---> CPU: a.cpu()
（3） torch.tensor ---> numpy array:
a_numpy_style = a.numpy()
（4）numpy array ---> torch.tensor:
1 >>> import numpy as np 2 >>> a = np.ones(5) 3 >>> b = torch.from_numpy(a) 4 >>> np.add(a, 1, out=a) 5 array([ 2., 2., 2., 2., 2.]) 6 >>> print(a) 7 [ 2. 2. 2. 2. 2.] 8 >>> print(b) 9
10 2
11 2
12 2
13 2
14 2
15 [torch.DoubleTensor of size 5] 16
17 >>> c=b.numpy() 18 >>> c 19 array([ 2., 2., 2., 2., 2.])
4. Variable and Tensor:
==>> programs occured error:
expected a Variable, but got a Float.Tensor(), ~~~~
==>> this can be solved by adding:
from torch.autograd import Variable hard_neg_differ_ = Variable(hard_neg_differ_)
==>> this will change the hard_neg_differ_ into a variable, not a Float.Tensor() any more.
we can read this reference: http://blog.csdn.net/shudaqi2010/article/details/54880748
it tell us:
>>> import torch >>> x = torch.Tensor(2,3,4) >>> x (0 ,.,.) =
1.00000e-37 *
2.4168 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 (1 ,.,.) =
1.00000e-37 *
0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 [torch.FloatTensor of size 2x3x4] >>> from torch.autograd import Variable >>> x = Variable(x) >>> x Variable containing: (0 ,.,.) =
1.00000e-37 *
2.4168 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 (1 ,.,.) =
1.00000e-37 *
0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 [torch.FloatTensor of size 2x3x4]
But, you can not directly convert the Variable to numpy() or something else. You can load the values in the Variable and convert to numpy() through:
value = varable.data.numpy().
5. Some Operations about tensor. obtained from blog: http://www.cnblogs.com/huangshiyu13/p/6672828.html
============改變數組的維度==================
已知reshape函數能夠有一維數組造成多維數組
ravel函數能夠展平數組
b.ravel()
flatten()函數也能夠實現一樣的功能
區別：ravel只提供視圖view，而flatten分配內存存儲
重塑：
用元祖設置維度
>>> b.shape=(4,2,3)
>>> b
array(［[ 0, 1, 2],
[ 3, 4, 5］,
［ 6, 7, 8],
[ 9, 10, 11］,
［12, 13, 14],
[15, 16, 17］,
［18, 19, 20],
[21, 22, 23］])
轉置：
>>> b
array(［0, 1],
[2, 3］)
>>> b.transpose()
array(［0, 2],
[1, 3］)
=============數組的組合==============
>>> a
array(［0, 1, 2],
[3, 4, 5],
[6, 7, 8］)
>>> b = a*2
>>> b
array(［ 0, 2, 4],
[ 6, 8, 10],
[12, 14, 16］)
1.水平組合
>>> np.hstack((a,b))
array(［ 0, 1, 2, 0, 2, 4],
[ 3, 4, 5, 6, 8, 10],
[ 6, 7, 8, 12, 14, 16］)
>>> np.concatenate((a,b),axis=1)
array(［ 0, 1, 2, 0, 2, 4],
[ 3, 4, 5, 6, 8, 10],
[ 6, 7, 8, 12, 14, 16］)
2.垂直組合
>>> np.vstack((a,b))
array(［ 0, 1, 2],
[ 3, 4, 5],
[ 6, 7, 8],
[ 0, 2, 4],
[ 6, 8, 10],
[12, 14, 16］)
>>> np.concatenate((a,b),axis=0)
array(［ 0, 1, 2],
[ 3, 4, 5],
[ 6, 7, 8],
[ 0, 2, 4],
[ 6, 8, 10],
[12, 14, 16］)
3.深度組合：沿着縱軸方向組合
>>> np.dstack((a,b))
array(［[ 0, 0],
[ 1, 2],
[ 2, 4］,
［ 3, 6],
[ 4, 8],
[ 5, 10］,
［ 6, 12],
[ 7, 14],
[ 8, 16］])
4.列組合column_stack()
一維數組：按列方向組合
二維數組：同hstack同樣
5.行組合row_stack()
覺得數組：按行方向組合
二維數組：和vstack同樣
6.==用來比較兩個數組
>>> a==b
array(［ True, False, False],
[False, False, False],
[False, False, False］, dtype=bool)
#True那個由於都是0啊
==================數組的分割===============
>>> a
array(［0, 1, 2],
[3, 4, 5],
[6, 7, 8］)
>>> b = a*2
>>> b
array(［ 0, 2, 4],
[ 6, 8, 10],
[12, 14, 16］)
1.水平分割（難道不是垂直分割？？？）
>>> np.hsplit(a,3)
[array(［0],
[3],
[6］),
array(［1],
[4],
[7］),
array(［2],
[5],
[8］)]
split(a,3,axis=1)同理達到目的
2.垂直分割
>>> np.vsplit(a,3)
[array(［0, 1, 2］), array(［3, 4, 5］), array(［6, 7, 8］)]
split(a,3,axis=0)同理達到目的
3.深度分割
某三維數組：：：
>>> d = np.arange(27).reshape(3,3,3)
>>> d
array(［[ 0, 1, 2],
[ 3, 4, 5],
[ 6, 7, 8］,
［ 9, 10, 11],
[12, 13, 14],
[15, 16, 17］,
［18, 19, 20],
[21, 22, 23],
[24, 25, 26］])
深度分割後（即按照深度的方向分割）
注意：dsplite只對3維以上數組起做用
raise ValueError('dsplit only works on arrays of 3 or more dimensions')
ValueError: dsplit only works on arrays of 3 or more dimensions
>>> np.dsplit(d,3)
[array(［[ 0],
[ 3],
[ 6］,
［ 9],
[12],
[15］,
［18],
[21],
[24］]), array(［[ 1],
[ 4],
[ 7］,
［10],
[13],
[16］,
［19],
[22],
[25］]), array(［[ 2],
[ 5],
[ 8］,
［11],
[14],
[17］,
［20],
[23],
[26］])]
===================數組的屬性=================
>>> a.shape #數組維度
(3, 3)
>>> a.dtype #元素類型
dtype('int32')
>>> a.size #數組元素個數
9
>>> a.itemsize #元素佔用字節數
4
>>> a.nbytes #整個數組佔用存儲空間=itemsize*size
36
>>> a.T #轉置=transpose
array(［0, 3, 6],
[1, 4, 7],
[2, 5, 8］)
6. image paste using python:
im = Image.open('/home/wangxiao/Pictures/9c1147d3gy1fjuyywz23sj20dl09u3yw.jpg') box = (100,100,500,500) region = im.crop(box) im.paste(region,(100,70)) im.show()
7. pytorch save checkpoints
torch.save(model.state_dict(), filename)
8. install python3.5 on ubuntu system:
sudo add-apt-repository ppa:fkrull/deadsnakes
sudo apt-get update
sudo apt-get install python3.5
when testing, just type: python3.5
9. load imge to tensor & save tensor data to image files.
def tensor_load_rgbimage(filename, size=None, scale=None):
img = Image.open(filename)
if size is not None:
img = img.resize((size, size), Image.ANTIALIAS)
elif scale is not None:
img = img.resize((int(img.size[0] / scale), int(img.size[1] / scale)), Image.ANTIALIAS)
img = np.array(img).transpose(2, 0, 1)
img = torch.from_numpy(img).float()
return img
def tensor_save_rgbimage(tensor, filename, cuda=False):
if cuda:
img = tensor.clone().cpu().clamp(0, 255).numpy()
else:
img = tensor.clone().clamp(0, 255).numpy()
img = img.transpose(1, 2, 0).astype('uint8')
img = Image.fromarray(img)
img.save(filename)
10. the often used opeartions in pytorch:
########################## save log files #############################################
logfile_path = './log_files_AAE_2017.10.08.16:20.txt'
fobj=open(logfile_path,'a')
fobj.writelines(['Epoch: %d Niter:%d Loss_VAE: %.4f Loss_D: %.4f Loss_D_noise: %.4f Loss_G: %.4f D(x): %.4f D(G(z)): %.4f / %.4f \n'
% (EEEPoch, total_epoch, VAEerr.data[0], errD_noise.data[0], errD.data[0], total_errG.data[0], D_x, D_G_z1, D_G_z2)])
fobj.close()
# print('==>> saving txt files ... Done!')
########################### save checkpoints ###########################
if epoch%opt.saveInt == 0 and epoch!=0:
torch.save(netG.state_dict(), '%s/netG_epoch_%d.pth' % (opt.outf, epoch))
# torch.save(netD.state_dict(), '%s/netD_epoch_%d.pth' % (opt.outf, epoch))
# torch.save(netD_gaussian.state_dict(), '%s/netD_Z_epoch_%d.pth' % (opt.outf, epoch))
# ########################### save middle images into folders ###########################
# img_index = EEEPoch + index_batch + epoch
# if epoch % 10 == 0:
# vutils.save_image(real_cpu, '%s/real_samples.png' % img_index,
# normalize=True)
# fake = netG.decoder(fixed_noise)
# vutils.save_image(fake.data,
# '%s/fake_samples_epoch_%03d.png' % (img_index, img_index),
# normalize=True)
11. error: RuntimeError: tensors are on different GPUs
==>> this is caused you set data into GPU mode, but not pre-defined model.
12. torch.mm and torch.spmm
torch.mm(mat1, mat2) ---> 輸入的兩個矩陣相乘；
torch.spmm() --->
13. Expected object of type torch.cuda.LongTensor but found type torch.cuda.DoubleTensor for argument #2 'target'
File "/usr/local/lib/python2.7/dist-packages/torch/nn/functional.py", line 1332, in nll_loss
return torch._C._nn.nll_loss(input, target, weight, size_average, ignore_index, reduce)
RuntimeError: Expected object of type torch.cuda.LongTensor but found type torch.cuda.DoubleTensor for argument #2 'target'
==>> Solution: just add .long() to change the type of that variable, according to https://github.com/fastai/fastai/issues/71.
14. RuntimeError: multi-target not supported at /pytorch/aten/src/THCUNN/generic/ClassNLLCriterion.cu:16
File "run_train.py", line 150, in train_gcnTracker
loss_train = F.nll_loss(output.float(), labels.long())
File "/usr/local/lib/python2.7/dist-packages/torch/nn/functional.py", line 1332, in nll_loss
return torch._C._nn.nll_loss(input, target, weight, size_average, ignore_index, reduce)
RuntimeError: multi-target not supported at /pytorch/aten/src/THCUNN/generic/ClassNLLCriterion.cu:16
==>> Solution: change the label into a single class labels, i.e. 1,2,3, ... N. Do not use one-hot like labels, according to https://discuss.pytorch.org/t/runtimeerror-multi-target-not-supported-newbie/10216/6
15. Set GPU ID: export CUDA_VISIBLE_DEVICES=0
16. fig.savefig(os.path.join(savefig_dir,'0000.jpg'),dpi=dpi)
1 # Display
2 savefig = savefig_dir != ''
3 if display or savefig: 4 dpi = 80.0
5 figsize = (image.size[0]/dpi, image.size[1]/dpi) 6
7 fig = plt.figure(frameon=False, figsize=figsize, dpi=dpi) 8 ax = plt.Axes(fig, [0., 0., 1., 1.]) 9 ax.set_axis_off() 10 fig.add_axes(ax) 11 im = ax.imshow(image, aspect='normal') 12
13 if gt is not None: 14 gt_rect = plt.Rectangle(tuple(gt[0,:2]),gt[0,2],gt[0,3],linewidth=3, edgecolor="#00ff00", zorder=1, fill=False) 15 ax.add_patch(gt_rect) 16
17 rect = plt.Rectangle(tuple(result_bb[0,:2]),result_bb[0,2],result_bb[0,3], 18 linewidth=3, edgecolor="#ff0000", zorder=1, fill=False) 19 ax.add_patch(rect) 20
21 # pdb.set_trace()
22
23 if display: 24 plt.pause(.01) 25 plt.draw() 26 if savefig: 27 fig.savefig(os.path.join(savefig_dir,'0000.png'),dpi=dpi)
File "/usr/local/lib/python2.7/dist-packages/matplotlib/figure.py", line 1563, in savefig
self.canvas.print_figure(*args, **kwargs)
File "/usr/local/lib/python2.7/dist-packages/matplotlib/backend_bases.py", line 2232, in print_figure
**kwargs)
File "/usr/local/lib/python2.7/dist-packages/matplotlib/backends/backend_agg.py", line 583, in print_jpg
return image.save(filename_or_obj, format='jpeg', **options)
File "/usr/local/lib/python2.7/dist-packages/PIL/Image.py", line 1930, in save
save_handler(self, fp, filename)
File "/usr/local/lib/python2.7/dist-packages/PIL/JpegImagePlugin.py", line 607, in _save
raise IOError("cannot write mode %s as JPEG" % im.mode)
IOError: cannot write mode RGBA as JPEG
==>> I find one blog talk about this issue from: blog. I change it type of saved image as ".png" and saved it successfully.
17. when I use torch.cat() to concatenate two tensors, it shown me errors like follows:
*** RuntimeError: Expected a Tensor of type torch.DoubleTensor but found a type torch.FloatTensor for sequence element 1 in sequence argument at position #1 'tensors'
==>> according to https://github.com/pytorch/pytorch/issues/2138 , we can solve it by adding:
18. RuntimeError: element 0 of tensors does not require grad and does not have a grad_fn
==== Start Cycle 0 ====
(' ==>> loss_attention: ', tensor(0.6981))
Traceback (most recent call last):
File "step_1_train_attention.py", line 187, in <module>
train_hardAttention()
File "step_1_train_attention.py", line 165, in train_hardAttention
loss_attention.backward()
File "/usr/local/lib/python2.7/dist-packages/torch/tensor.py", line 93, in backward
torch.autograd.backward(self, gradient, retain_graph, create_graph)
File "/usr/local/lib/python2.7/dist-packages/torch/autograd/__init__.py", line 89, in backward
allow_unreachable=True) # allow_unreachable flag
RuntimeError: element 0 of tensors does not require grad and does not have a grad_fn
==>> try this: loss_attention = Variable(loss_attention, requires_grad = True)
19. print the loss variation along with training:
import matplotlib.pyplot as plt def show_plot(iteration,loss): plt.plot(iteration,loss) plt.show() counter = [] loss_history = [] iteration_number= 0 for epoch in range(0,Config.train_number_epochs): for i, data in enumerate(train_dataloader,0): img0, img1 , label = data img0, img1 , label = img0.cuda(), img1.cuda() , label.cuda() optimizer.zero_grad() output1, output2 = net(img0,img1) loss_contrastive = criterion(output1,output2,label) loss_contrastive.backward() optimizer.step() if i %10 == 0 : print("Epoch number {}\n Current loss {}\n".format(epoch,loss_contrastive.item())) iteration_number +=10 counter.append(iteration_number) loss_history.append(loss_contrastive.item()) show_plot(counter,loss_history)
20. Model initialization for fc layers
1 ## Initialization for fc layers
2
3 from torch.nn import init 4
5 self.fc1 = nn.Linear(1024, 1024) 6 init.xavier_normal(self.fc1.weight)
21. PyTorch implementation for convolutional feature visualization:
reference github: https://github.com/leelabcnbc/cnnvis-pytorch/blob/master/test.ipynb
22. ValueError: invalid literal for int() with base 10: '135.5'
(Pdb) int(x)
*** ValueError: invalid literal for int() with base 10: '135.5'
(Pdb) round(float(x))
136.0
(Pdb)
==>> Solution:
int(round(float(initial_BBox[2])))
23. Loading pre-trained VGG-19 Model:
model_root='./vgg16-397923af.pth'
def make_layers(cfg, batch_norm=False): layers = [] in_channels = 3
for v in cfg: if v == 'M': layers += [nn.MaxPool2d(kernel_size=2, stride=2)] else: conv2d = nn.Conv2d(in_channels, v, kernel_size=3, padding=1) if batch_norm: layers += [conv2d, nn.BatchNorm2d(v), nn.ReLU(inplace=True)] else: layers += [conv2d, nn.ReLU(inplace=True)] in_channels = v return nn.Sequential(*layers) cfg = { 'A': [64, 'M', 128, 'M', 256, 256, 'M', 512, 512, 'M', 512, 512, 'M'], 'B': [64, 64, 'M', 128, 128, 'M', 256, 256, 'M', 512, 512, 'M', 512, 512, 'M'], 'D': [64, 64, 'M', 128, 128, 'M', 256, 256, 256, 'M', 512, 512, 512, 'M', 512, 512, 512, 'M'], 'E': [64, 64, 'M', 128, 128, 'M', 256, 256, 256, 256, 'M', 512, 512, 512, 512, 'M', 512, 512, 512, 512, 'M'], } """VGG 19-layer model""" model = VGG(make_layers(cfg['D'])) model.load_state_dict(torch.load(model_root)) VGG_net = VGG(model) VGG_net = VGG_net.cuda()
24. *** RuntimeError: CUDNN_STATUS_BAD_PARAM
==>> due to different input and given feature dimension.
25. *** RuntimeError: Trying to backward through the graph a second time, but the buffers have already been freed. Specify retain_graph=True when calling backward the first time.
==>> follow the solution from this link.
To reduce memory usage, during the .backward() call, all the intermediary results are deleted when they are not needed anymore.
Hence if you try to call .backward() again, the intermediary results don’t exist and the backward pass cannot be performed (and you get the error you see).
You can call .backward(retain_graph=True) to make a backward pass that will not delete intermediary results, and so you will be able to call .backward() again.
All but the last call to backward should have the retain_graph=True option.
26. RuntimeError: function ConcatBackward returned a gradient different than None at position 3, but the corresponding forward input was not a Variable
g_loss.backward(retain_graph=True)
File "/usr/local/lib/python2.7/dist-packages/torch/autograd/variable.py", line 156, in backward
torch.autograd.backward(self, gradient, retain_graph, create_graph, retain_variables)
File "/usr/local/lib/python2.7/dist-packages/torch/autograd/__init__.py", line 98, in backward
variables, grad_variables, retain_graph)
RuntimeError: function ConcatBackward returned a gradient different than None at position 3, but the corresponding forward input was not a Variable
==>> Similar operations like: output = torch.cat(Variable(x), y), will cause this problem. You need to check the variables you feed to the neural network and make sure they are all Variable.
27. Shown me the following error when use nn.BCELoss():
CUDA error after cudaEventDestroy in future dtor: device-side assert triggeredTraceback (most recent call last):
File "main.py", line 122, in <module>
g_gen_loss = loss_function(fake_map, batch_map)
File "/usr/local/lib/python3.6/site-packages/torch/nn/modules/module.py", line 477, in __call__
result = self.forward(*input, **kwargs)
File "/usr/local/lib/python3.6/site-packages/torch/nn/modules/loss.py", line 486, in forward
return F.binary_cross_entropy(input, target, weight=self.weight, reduction=self.reduction)
File "/usr/local/lib/python3.6/site-packages/torch/nn/functional.py", line 1603, in binary_cross_entropy
return torch._C._nn.binary_cross_entropy(input, target, weight, reduction)
RuntimeError: cudaEventSynchronize in future::wait: device-side assert triggered
Exception ignored in: <bound method tqdm.__del__ of 0%| | 0/100 [44:41<?, ?it/s]>
Traceback (most recent call last):
File "/usr/local/lib/python3.6/site-packages/tqdm/_tqdm.py", line 931, in __del__
self.close()
File "/usr/local/lib/python3.6/site-packages/tqdm/_tqdm.py", line 1133, in close
self._decr_instances(self)
File "/usr/local/lib/python3.6/site-packages/tqdm/_tqdm.py", line 496, in _decr_instances
cls.monitor.exit()
File "/usr/local/lib/python3.6/site-packages/tqdm/_monitor.py", line 52, in exit
self.join()
File "/usr/local/lib/python3.6/threading.py", line 1053, in join
raise RuntimeError("cannot join current thread")
RuntimeError: cannot join current thread
==>> Find one solution for this issue from: https://github.com/NVIDIA/pix2pixHD/issues/9:
"Get's fixed applying nn.BCEWithLogitsLoss() instead of nn.BCELoss() in networks.py line 82 --it restricts loss values between 0 and 1 before applying the loss."
28. Shit issues about nn.GRU to encode the natural language: RuntimeError: CuDNN error: CUDNN_STATUS_SUCCESS
Traceback (most recent call last):
File "train_mim_langTracking.py", line 373, in <module>
train_mdnet()
File "train_mim_langTracking.py", line 180, in train_mdnet
encoder_output, encoder_hidden = encoder(textEmbedding[ei], encoder_hidden.cuda())
File "/usr/local/lib/python2.7/dist-packages/torch/nn/modules/module.py", line 477, in __call__
result = self.forward(*input, **kwargs)
File "./modules/model.py", line 39, in forward
output, hidden = self.gru(embedded, hidden)
File "/usr/local/lib/python2.7/dist-packages/torch/nn/modules/module.py", line 477, in __call__
result = self.forward(*input, **kwargs)
File "/usr/local/lib/python2.7/dist-packages/torch/nn/modules/rnn.py", line 192, in forward
output, hidden = func(input, self.all_weights, hx, batch_sizes)
File "/usr/local/lib/python2.7/dist-packages/torch/nn/_functions/rnn.py", line 324, in forward
return func(input, *fargs, **fkwargs)
File "/usr/local/lib/python2.7/dist-packages/torch/nn/_functions/rnn.py", line 288, in forward
dropout_ts)
RuntimeError: CuDNN error: CUDNN_STATUS_SUCCESS
A28: h0, c0 = h0.cuda(), c0.cuda(), according to: https://discuss.pytorch.org/t/cuda-error-runtimeerror-cudnn-status-execution-failed/17625.
29. Deep copy with "clone" operation
A29: vis_feat = x.data.clone()
30. How to Train the Deep Network with Multi-GPU in one machine ?
A30: Here is a Code example from: https://www.jianshu.com/p/b366cad90a6c ( 可是這個代碼不能直接跑，由於他只是一個案例，並且有語法錯誤之類的)。
PyTorch 官方文檔給出的接口代碼 torch.nn.DataParallel 的解釋以下：https://pytorch.org/docs/0.4.1/nn.html#dataparallel
>>> net = torch.nn.DataParallel(model, device_ids=[0, 1, 2]) >>> output = net(input_var)
可是有時候想直接運行，仍是不行的，好比我（T_T）。我定義的模型中包含了 RoI 的相關操做，該操做本來的調用方式是：
align_h = model.roi_align_model.aligned_height
這個時候，必須改成： align_h = model.module.roi_align_model.aligned_height ，區別就是：中間加一個 module 做爲過分才能夠。
另一個 bug 是：本來能夠正常執行的代碼，加了並行化的模塊後，不行了。好比：
==== Start Cycle 0 ====
Traceback (most recent call last):
File "train_lang_coAttention_MultiGPU_version.py", line 311, in <module>
train_mdnet()
File "train_lang_coAttention_MultiGPU_version.py", line 182, in train_mdnet
cur_feat_map = model(cur_scene, language, k, out_layer='conv3')
File "/usr/local/lib/python2.7/dist-packages/torch/nn/modules/module.py", line 477, in __call__
result = self.forward(*input, **kwargs)
File "/usr/local/lib/python2.7/dist-packages/torch/nn/parallel/data_parallel.py", line 123, in forward
outputs = self.parallel_apply(replicas, inputs, kwargs)
File "/usr/local/lib/python2.7/dist-packages/torch/nn/parallel/data_parallel.py", line 133, in parallel_apply
return parallel_apply(replicas, inputs, kwargs, self.device_ids[:len(replicas)])
File "/usr/local/lib/python2.7/dist-packages/torch/nn/parallel/parallel_apply.py", line 77, in parallel_apply
raise output
TypeError: forward() takes at least 3 arguments (2 given)
這裏，提示我僅僅給了 2 個參數。可是不加這個模塊，是能夠正常運行的。這是否是說明了，某些 bug 的存在致使了該錯誤？那麼，是什麼 bug 呢？？？
31. (pysot) wangxiao@wx:~/Downloads/pysot/experiments/siamrpn_mobilev2_l234_dwxcorr$ CUDA_LAUNCH_BLOCKING=1 python -u ../../tools/test.py --snapshot model.pth --dataset VOT2018 --config config.yaml
loading VOT2018: 100%|██████████████████████████████████| 60/60 [00:00<00:00, 66.26it/s, zebrafish1]
THCudaCheck FAIL file=/opt/conda/conda-bld/pytorch_1535493744281/work/aten/src/THC/THCGeneral.cpp line=663 error=11 : invalid argument
cudaCheckError() failed : an illegal memory access was encountered
A31. anybody know what happened?
32. 這個函數不能隨便用：torch.nn.utils.clip_grad_norm_(model.parameters(), 0.25)
原本本來的代碼中不帶這句話，收斂的很正常。可是後來由於某些緣由，我加上了這個。結果 loss 一直降不下來，維持在 200 左右，坑得很啊，而後我將其註釋掉以後，從新跑，loss 分分鐘下來了。
Q33. Model transform from caffe to pytorch:
A33. https://github.com/last-one/Pytorch_Realtime_Multi-Person_Pose_Estimation/tree/master/caffe2pytorch
import caffe from caffe.proto import caffe_pb2 import torch import os import sys sys.path.append('..') import pose_estimation from utils import save_checkpoint as save_checkpoint def load_caffe_model(deploy_path, model_path): caffe.set_mode_cpu() net = caffe.Net(deploy_path, model_path, caffe.TEST) return net def load_pytorch_model(): model = pose_estimation.PoseModel(num_point=19, num_vector=19, pretrained=True) return model def convert(caffe_net, pytorch_net): caffe_keys = caffe_net.params.keys() pytorch_keys = pytorch_net.state_dict().keys() length_caffe = len(caffe_keys) length_pytorch = len(pytorch_keys) dic = {} L1 = [] L2 = [] _1 = [] _2 = [] for i in range(length_caffe): if 'L1' in caffe_keys[i]: L1.append(caffe_keys[i]) if '_1' in pytorch_keys[2 * i]: _1.append(pytorch_keys[2 * i][:-7]) else: _2.append(pytorch_keys[2 * i][:-7]) elif 'L2' in caffe_keys[i]: L2.append(caffe_keys[i]) if '_1' in pytorch_keys[2 * i]: _1.append(pytorch_keys[2 * i][:-7]) else: _2.append(pytorch_keys[2 * i][:-7]) else: dic[caffe_keys[i]] = pytorch_keys[2 * i][:-7] for info in zip(L1, _1): dic[info[0]] = info[1] for info in zip(L2, _2): dic[info[0]] = info[1] model_dict = pytorch_net.state_dict() from collections import OrderedDict weights_load = OrderedDict() for key in dic: caffe_key = key pytorch_key = dic[key] weights_load[pytorch_key + '.weight'] = torch.from_numpy(caffe_net.params[caffe_key][0].data) weights_load[pytorch_key + '.bias'] = torch.from_numpy(caffe_net.params[caffe_key][1].data) model_dict.update(weights_load) pytorch_net.load_state_dict(model_dict) save_checkpoint({ 'iter': 0, 'state_dict': pytorch_net.state_dict(), }, True, 'caffe_model_coco') if __name__ == '__main__': caffe_net = load_caffe_model('../caffe_model/coco/pose_deploy.prototxt', '../caffe_model/coco/pose_iter_440000.caffemodel') pytorch_net = load_pytorch_model() convert(caffe_net, pytorch_net)
Q34. SRU issue: ModuleNotFoundError: No Module named 'cuda_functional':
A34. pip install sru[cuda] will solve this problem.
Q35. Save only or load only part of pre-trained pyTorch model:
A35. https://github.com/agrimgupta92/sgan
# Save another checkpoint with model weights and
# optimizer state
checkpoint['g_state'] = generator.state_dict() checkpoint['g_optim_state'] = optimizer_g.state_dict() checkpoint['d_state'] = discriminator.state_dict() checkpoint['d_optim_state'] = optimizer_d.state_dict() checkpoint_path = os.path.join(args.output_dir, '%s_with_model.pt' % args.checkpoint_name) logger.info('Saving checkpoint to {}'.format(checkpoint_path)) torch.save(checkpoint, checkpoint_path) logger.info('Done.') # Save a checkpoint with no model weights by making a shallow copy of the checkpoint excluding some items
checkpoint_path = os.path.join(args.output_dir, '%s_no_model.pt' % args.checkpoint_name) logger.info('Saving checkpoint to {}'.format(checkpoint_path)) key_blacklist = ['g_state', 'd_state', 'g_best_state', 'g_best_nl_state','g_optim_state', 'd_optim_state', 'd_best_state', 'd_best_nl_state'] small_checkpoint = {} for k, v in checkpoint.items(): if k not in key_blacklist: small_checkpoint[k] = v torch.save(small_checkpoint, checkpoint_path) logger.info('Done.')
pretrained_dict=torch.load(model_weight) model_dict=myNet.state_dict() # 1. filter out unnecessary keys
pretrained_dict = {k: v for k, v in pretrained_dict.items() if k in model_dict} # 2. overwrite entries in the existing state dict
model_dict.update(pretrained_dict) myNet.load_state_dict(model_dict) ———————————————— 版權聲明：本文爲CSDN博主「lxx516」的原創文章，遵循 CC 4.0 BY-SA 版權協議，轉載請附上原文出處連接及本聲明。 原文連接：https://blog.csdn.net/LXX516/article/details/80124768
Q36. 在使用 PyTorch 訓練的過程當中，顯存佔用愈來愈大，最終致使 out-of-memory？
A36. 致使這種狀況的一個可能的緣由是（我本身遇到的）：在計算 total loss 的時候，不能直接相加。要用 .data[0] 將數據取出來，才能夠。否則，pyTorch 會自動將該部分加入計算圖，致使顯存佔用愈來愈多，最終爆掉了。
Q37. *** RuntimeError: _sigmoid_forward_out is not implemented for type torch.cuda.LongTensor
A37. So, how to transform the torch.cuda.LongTensor style into the torch.cuda.FloatTensor ? Try this:
maxIoU = maxIoU.type(torch.cuda.FloatTensor)
Q38. File "training_demo.py", line 236, in <module>
main(args)
File "training_demo.py", line 218, in main
L2_loss.backward()
File "/home/wangxiao/anaconda2/envs/pygoturn/lib/python3.7/site-packages/torch/tensor.py", line 102, in backward
torch.autograd.backward(self, gradient, retain_graph, create_graph)
File "/home/wangxiao/anaconda2/envs/pygoturn/lib/python3.7/site-packages/torch/autograd/__init__.py", line 90, in backward
allow_unreachable=True) # allow_unreachable flag
RuntimeError: element 0 of tensors does not require grad and does not have a grad_fn
A38. First, you need to do: from torch.autograd import Variable, then, add this line before the backward function:
L2_loss = Variable(L2_loss, requires_grad = True)
Q39. ImportError: cannot import name 'imresize' from 'scipy.misc' (/home/wangxiao/anaconda3/envs/goturn2.0/lib/python3.7/site-packages/scipy/misc/__init__.py)
pip install Pillow
pip install scipy==1.1.0
Q40. ImportError: libcudart.so.10.1: cannot open shared object file: No such file or directory
A40. https://github.com/tensorflow/tensorflow/issues/26182
conda install cudatoolkit
conda install cudnn
Q41. ImportError: ./modules/roi_align/roi_align_cuda.cpython-37m-x86_64-linux-gnu.so: undefined symbol: _ZN2at19UndefinedTensorImpl10_singletonE
A41. First, you need to remove the folder "build", generated from previous version. Then make this file again:
rm -rf build/
python setup.py build_ext --inplace
Shit, aforementioned solutions can not handle the following issues:
ImportError: ./modules/roi_align/roi_align_cuda.cpython-37m-x86_64-linux-gnu.so: undefined symbol: _ZN3c105ErrorC1ENS_14SourceLocationERKSs.
Try this: conda install pytorch torchvision cudatoolkit=10.0 -c pytorch
Q42. Segmentation fault (core dumped)
A42. This maybe caused by you forget to transform the data into GPU. Find the line the bug occurred, and do this: feature = feature.cuda()
Q43. Set edge color with PIL for visualization (RGB(0,153,255), #0099FF顏色查詢):
A43. https://www.fontke.com/tool/rgb/0099ff/
Q44.
/usr/lib/gcc/x86_64-linux-gnu/7/../../collect2: error: ld returned 1 exit status
../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFGetConfiguredCODECs@LIBTIFF_4.0'
//usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_unparse@UUID_1.0'
/usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetErrorHandler@LIBTIFF_4.0'
/usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFGetSizeProc@LIBTIFF_4.0'
/usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../Makefile:613: recipe for target '.build_release/examples/siamese/convert_mnist_siamese_data.bin' failed
lib/make: *** [.build_release/examples/siamese/convert_mnist_siamese_data.bin] Error 1
libgdal.so.20: undefined reference to `TIFFRewriteDirectory@LIBTIFF_4.0'
//usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmalloc@LIBTIFF_4.0'
/usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSetDirectory@LIBTIFF_4.0'
/usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFReadScanline@LIBTIFF_4.0'
/usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFNumberOfTiles@LIBTIFF_4.0'
collect2: error: ld returned 1 exit status
Makefile:613: recipe for target '.build_release/examples/mnist/convert_mnist_data.bin' failed
make: *** [.build_release/examples/mnist/convert_mnist_data.bin] Error 1
CXX/LD -o .build_release/examples/cifar10/convert_cifar_data.bin CXX/LD -o .build_release/examples/mnist/convert_mnist_data.bin CXX/LD -o .build_release/examples/cpp_classification/classification.bin CXX/LD -o .build_release/examples/siamese/convert_mnist_siamese_data.bin /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadRGBAStrip@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmemcpy@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFClientdata@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFrealloc@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmemset@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFLastDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFReadRGBAStripExt@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFWriteEncodedStrip@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfShort@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFIsTiled@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFIsByteSwapped@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFFlushData@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteCheck@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetWriteOffset@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFDefaultStripSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFScanlineSize64@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libpoppler.so.73: undefined reference to `TIFFFdOpen@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFIsBigEndian@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFWriteScanline@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `_TIFFfree@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabShort@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFFreeDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFGetField@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFNumberOfStrips@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteBufferSetup@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFScanlineSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteEncodedTile@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabLong@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFTileSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteDirectory@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_generate@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadEncodedTile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadRGBATile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFClose@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `TIFFClientOpen@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFFlush@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetTagExtender@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFRGBAImageOK@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_parse@UUID_1.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteRawStrip@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFErrorExt@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFGetFieldDefaulted@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfLong@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFNumberOfDirectories@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFTileSize64@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteRawTile@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFStripSize64@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFOpen@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFCreateDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetSubDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFStripSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfDouble@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFReadRGBATileExt@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadEncodedStrip@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFUnlinkDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFUnsetField@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetField@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFMergeFieldInfo@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFCurrentDirOffset@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFIsCODECConfigured@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFDataWidth@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetWarningHandler@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFGetConfiguredCODECs@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_unparse@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetErrorHandler@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFGetSizeProc@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFRewriteDirectory@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmalloc@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFReadScanline@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFNumberOfTiles@LIBTIFF_4.0' collect2: error: ld returned 1 exit status Makefile:608: recipe for target '.build_release/tools/upgrade_net_proto_text.bin' failed make: *** [.build_release/tools/upgrade_net_proto_text.bin] Error 1 make: *** Waiting for unfinished jobs.... /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadRGBAStrip@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmemcpy@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFClientdata@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFrealloc@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmemset@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFLastDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFReadRGBAStripExt@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFWriteEncodedStrip@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfShort@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFIsTiled@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFIsByteSwapped@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFFlushData@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFWriteCheck@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSetWriteOffset@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFDefaultStripSize@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFScanlineSize64@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libpoppler.so.73: undefined reference to `TIFFFdOpen@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFIsBigEndian@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFWriteScanline@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `_TIFFfree@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSwabShort@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFFreeDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFGetField@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFNumberOfStrips@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFWriteBufferSetup@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFScanlineSize@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFWriteEncodedTile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSwabLong@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFTileSize@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFWriteDirectory@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_generate@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadEncodedTile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadRGBATile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFClose@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `TIFFClientOpen@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFFlush@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSetTagExtender@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFRGBAImageOK@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_parse@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFWriteRawStrip@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFErrorExt@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFGetFieldDefaulted@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfLong@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFNumberOfDirectories@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFTileSize64@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFWriteRawTile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFStripSize64@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFOpen@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFCreateDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSetSubDirectory@LIBTIFF_4.0' /usr/lib/gcc//x86_64-usrlinux-gnu/7//.lib.//../.gcc./x86_64-/linux-gnu/../x86_64.-.linux/-libgnu/libgdal.so.20: undefined/ 7reference/ to. .`/TIFFStripSize@LIBTIFF_4.0' /usr./lib/.gcc//.x86_64-linux-gnu/.7//x86_64../..-/linux.-gnu./x86_64-linux-gnu//libopencv_imgcodecs.so../../lib:/ libgdal.so.20undefined: undefined referencereference to ` TIFFSwabArrayOfDouble@LIBTIFF_4.0'to /usr/lib/gcc/`x86_64-TIFFReadRGBAStriplinux-gnu/7@/../LIBTIFF_4.0../../x86_64-'linux-gnu/ ././/..usr/lib//liblibgdal.so.20: undefined reference to/ `TIFFReadRGBATileExt@LIBTIFF_4.0x86_64' /usr-/lib/gcclinux/-x86_64gnu-linux-gnu//7/../../.libgeotiff.so.2./x86_64-:linux -gnuundefined/ libopencv_imgcodecs.soreference: undefined reference toto `TIFFReadEncodedStrip`@LIBTIFF_4.0' _TIFFmemcpy/@usrLIBTIFF_4.0/'lib //gcc/usrx86_64/-liblinux-gnu//7/../..gcc//../x86_64x86_64-linux--gnu/..linux/-.gnu./lib/libgdal.so.20:/ undefined7 /reference. .to/ ../`TIFFUnlinkDirectory@.LIBTIFF_4.0' /.usr/lib//x86_64gcc-/x86_64linux--linuxgnu-gnu/7/./.libopencv_imgcodecs.so/:. .undefined/ .reference. /tox86_64- linux-`gnuTIFFReadDirectory/@..LIBTIFF_4.0/'. ./lib//libgdal.so.20/:usr undefined reference /to lib`TIFFUnsetField@/LIBTIFF_4.0libgdal.so.20': /undefined referenceusr /libto/ gcc`TIFFClientdata/x86_64-linux@-LIBTIFF_4.0gnu'/7 /..//..//../x86_64usr-/linuxlib-gnu/libopencv_imgcodecs.so: /undefined reference x86_64to `-TIFFSetField@LIBTIFF_4.0linux' /usr/lib/gcc/-x86_64-gnulinux/-libgeotiff.so.2gnu/7/../.:. /undefined. .reference/ x86_64to-linux-gnu/. ./..`_TIFFrealloc/lib/libgdal.so.20@:LIBTIFF_4.0 ' undefined/ /referenceusr /tolib/ x86_64`-TIFFMergeFieldInfo@LIBTIFF_4.0linux'- gnu/usr//liblibgeotiff.so.2/gcc/x86_64-linux:- gnu/7/undefined../. .reference/ .to. `_TIFFmemset/x86_64-linux-@gnuLIBTIFF_4.0'/ ..//../lib//libgdal.so.20: usrundefined/ referencelib to /`TIFFCurrentDirOffsetlibgdal.so.20@LIBTIFF_4.0' :/ usrundefined/ libreference/ gccto/ x86_64`-TIFFLastDirectorylinux@-LIBTIFF_4.0gnu'/ 7///.usr.//lib./.libgdal.so.20/:. .undefined/ x86_64reference- linuxto- gnu`/TIFFReadRGBAStripExt.@.LIBTIFF_4.0/'. .//usrlib//liblibgdal.so.20/:gcc /undefinedx86_64 -referencelinux -tognu /`TIFFIsCODECConfigured@LIBTIFF_4.0' /usr7//lib./.gcc//.x86_64.-/linux.-.gnu/x86_64-/linux7-/gnu../../..//x86_64libopencv_imgcodecs.so-linux-gnu:/ ../../undefinedlib /libgdal.so.20: undefinedreference reference to to ``TIFFDataWidthTIFFWriteEncodedStrip@@LIBTIFF_4.0LIBTIFF_4.0'' ///usr/lib/usrlibgdal.so.20/:lib /undefinedgcc /referencex86_64 -linux-tognu //`7TIFFSwabArrayOfShort/@.LIBTIFF_4.0usr.'/ ./.usr//.lib.//gccx86_64/lib/x86_64--linux/linux-gcc-gnu/gnu//libopencv_imgcodecs.so7: x86_64/undefined- .linuxreference- .gnuto// .`.TIFFSetWarningHandler/@7.LIBTIFF_4.0'. ///usr./.libx86_64//-gcc.linux/.x86_64/--linuxgnu-/gnulibopencv_imgcodecs.so/.7:/. .undefined.//x86_64.- .referencelinux/ .-to. /`x86_64TIFFIsTiled-@gnulinuxLIBTIFF_4.0/-'gnu //./.usr//.lib.//libgdal.so.20lib:/ libgdal.so.20: libopencv_imgcodecs.soundefined reference to: `undefinedTIFFGetConfiguredCODECs @referenceLIBTIFF_4.0 'to /`/usr/TIFFReadRGBAStriplib@/LIBTIFF_4.0x86_64'- linux/-/gnuusr//libgdcmMSFF.so.2.8lib:/ x86_64undefined- linuxreference- gnuto/ libgeotiff.so.2`:uuid_unparse @undefinedUUID_1.0 'reference /tousr /`lib_TIFFmemcpy/@gccLIBTIFF_4.0/'x86_64 -/linuxusr-/gnulib//7gcc//.x86_64.-/linux.-.gnu//.7.//.x86_64.-/linux.-.gnu//.libopencv_imgcodecs.so.:/ x86_64undefined- linuxreference- gnuto/ libopencv_imgcodecs.so`:TIFFSetErrorHandler @undefinedLIBTIFF_4.0 'reference /tousr /`libTIFFReadDirectory/@gccLIBTIFF_4.0/'x86_64 -/linux/-usrgnu//lib7//libgdal.so.20.:. /undefined. .reference/ .to. /`x86_64TIFFClientdata-@linuxLIBTIFF_4.0-'gnu //./.usr//.lib.//x86_64lib-/linuxlibgdal.so.20-:gnu /undefinedlibgeotiff.so.2 :reference undefinedto reference` TIFFGetSizeProcto@ LIBTIFF_4.0`'_TIFFrealloc @/LIBTIFF_4.0usr'/ lib///gccusr//x86_64lib-/linuxx86_64--gnulinux/-7gnu//.libgeotiff.so.2.:/ .undefined. /reference. .to/ x86_64`-_TIFFmemsetlinux@-LIBTIFF_4.0gnu'/ ././/usr./.lib//liblibgdal.so.20/:libgdal.so.20 :undefined undefinedreference referenceto to` TIFFLastDirectory`@TIFFRewriteDirectoryLIBTIFF_4.0@'LIBTIFF_4.0 '/ //usr//usrlib//liblibgdal.so.20/:x86_64 -undefinedlinux -referencegnu /tolibgeotiff.so.2 :` TIFFReadRGBAStripExtundefined@ LIBTIFF_4.0reference' to/ usr`/_TIFFmalloclib@/LIBTIFF_4.0gcc'/ x86_64/-usrlinux/-libgnu//gcc7//x86_64.-.linux/-.gnu.//7./../.x86_64/-.linux.-/gnu././x86_64-libopencv_imgcodecs.solinux-:gnu /undefined .reference. /to. .`/TIFFWriteEncodedStriplib@/LIBTIFF_4.0libgdal.so.20': /undefined/ usrreference/ libto/ libgdal.so.20`:TIFFSetDirectory @undefinedLIBTIFF_4.0 'reference /tousr /`libTIFFSwabArrayOfShort/@gccLIBTIFF_4.0/'x86_64 -/linuxusr-/gnulib/7/..//..gcc/./.x86_64/-x86_64linux--linuxgnu-/gnu7//....//....//lib./.libgdal.so.20/:x86_64 -undefinedlinux -referencegnu /tolibopencv_imgcodecs.so :` TIFFReadScanlineundefined@ LIBTIFF_4.0reference' to/ usr/lib`/TIFFIsTiledgcc@/LIBTIFF_4.0x86_64'- linux/-/gnuusr//7lib//.libgdal.so.20.:/ .undefined. /reference. .to/ x86_64`-TIFFIsByteSwappedlinux@-LIBTIFF_4.0gnu'/ ././/usr./.lib//liblibgdal.so.20/:libgdal.so.20 :undefined undefinedreference referenceto to` TIFFFlushData`TIFFNumberOfTiles@@LIBTIFF_4.0LIBTIFF_4.0'' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteCheck@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetWriteOffset@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference collect2: error: ld returned 1 exit status to `TIFFDefaultStripSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFScanlineSize64@LIBTIFF_4.0' //usr/lib/x86_64-linux-undefined reference to `TIFFIsByteSwapped@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFFlushData@LIBTIFF_4.0' //usr/libgnu/libpoppler.so.73: undefined reference to `TIFFFdOpen@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFIsBigEndian@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFWriteScanline@LIBTIFF_4.0' Makefile:613: recipe for target '.build_release/examples/cpp_classification/classification.bin' failed //usr/make: *** [.build_release/examples/cpp_classification/classification.bin] Error 1 lib/libgdal.so.20: undefined reference to `_TIFFfree@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabShort@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFFreeDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFGetField@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFNumberOfStrips@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteBufferSetup@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFScanlineSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteEncodedTile@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabLong@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFTileSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteDirectory@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_generate@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadEncodedTile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadRGBATile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFClose@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `TIFFClientOpen@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFFlush@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference /libgdal.so.20: undefined reference to `TIFFWriteCheck@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetWriteOffset@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFDefaultStripSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFScanlineSize64@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libpoppler.so.73: undefined reference to `TIFFFdOpen@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFIsBigEndian@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFWriteScanline@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `_TIFFfree@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabShort@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFFreeDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFGetField@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFNumberOfStrips@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteBufferSetup@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFScanlineSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteEncodedTile@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabLong@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFTileSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteDirectory@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_generate@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadEncodedTile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadRGBATile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFClose@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `TIFFClientOpen@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFFlush@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetTagExtender@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFRGBAImageOK@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_parse@UUID_1.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteRawStrip@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFErrorExt@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFGetFieldDefaulted@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfLong@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFNumberOfDirectories@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFTileSize64@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteRawTile@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFStripSize64@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFOpen@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFCreateDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetSubDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFStripSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfDouble@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFReadRGBATileExt@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadEncodedStrip@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFUnlinkDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFUnsetField@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetField@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFMergeFieldInfo@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFCurrentDirOffset@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFIsCODECConfigured@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFDataWidth@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetWarningHandler@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `to `TIFFSetTagExtender@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFRGBAImageOK@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_parse@UUID_1.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteRawStrip@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFErrorExt@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFGetFieldDefaulted@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfLong@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFNumberOfDirectories@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFTileSize64@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteRawTile@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFStripSize64@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFOpen@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFCreateDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetSubDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFStripSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfDouble@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFReadRGBATileExt@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadEncodedStrip@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFUnlinkDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFUnsetField@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetField@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFMergeFieldInfo@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFCurrentDirOffset@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFIsCODECConfigured@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFDataWidth@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetWarningHandler@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFGetConfiguredCODECs@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_unparse@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetErrorHandler@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFGetSizeProc@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFRewriteDirectory@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmalloc@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFReadScanline@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFNumberOfTiles@LIBTIFF_4.0' collect2: error: ld returned 1 exit status TIFFGetConfiguredCODECs@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_unparse@UUID_1.0' /usr/lib/gcc/x86_64Makefile:608: recipe for target '.build_release/tools/upgrade_solver_proto_text.bin' failed make: *** [.build_release/tools/upgrade_solver_proto_text.bin] Error 1 -linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetErrorHandler@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFGetSizeProc@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFRewriteDirectory@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmalloc@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFReadScanline@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFNumberOfTiles@LIBTIFF_4.0' collect2: error: ld returned 1 exit status Makefile:608: recipe for target '.build_release/tools/upgrade_net_proto_binary.bin' failed make: *** [.build_release/tools/upgrade_net_proto_binary.bin] Error 1 /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadRGBAStrip@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmemcpy@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFClientdata@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFrealloc@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmemset@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFLastDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFReadRGBAStripExt@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFWriteEncodedStrip@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfShort@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFIsTiled@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFIsByteSwapped@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFFlushData@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteCheck@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetWriteOffset@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFDefaultStripSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFScanlineSize64@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libpoppler.so.73: undefined reference to `TIFFFdOpen@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFIsBigEndian@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFWriteScanline@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `_TIFFfree@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabShort@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFFreeDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFGetField@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFNumberOfStrips@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteBufferSetup@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFScanlineSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteEncodedTile@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabLong@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFTileSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteDirectory@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_generate@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadEncodedTile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadRGBATile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFClose@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `TIFFClientOpen@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFFlush@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetTagExtender@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFRGBAImageOK@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_parse@UUID_1.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteRawStrip@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFErrorExt@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFGetFieldDefaulted@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfLong@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFNumberOfDirectories@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFTileSize64@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFWriteRawTile@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFStripSize64@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFOpen@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFCreateDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetSubDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFStripSize@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfDouble@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFReadRGBATileExt@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadEncodedStrip@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFUnlinkDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFUnsetField@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetField@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFMergeFieldInfo@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFCurrentDirOffset@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFIsCODECConfigured@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFDataWidth@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetWarningHandler@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFGetConfiguredCODECs@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_unparse@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetErrorHandler@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFGetSizeProc@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFRewriteDirectory@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmalloc@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFSetDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFReadScanline@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to `TIFFNumberOfTiles@LIBTIFF_4.0' collect2: error: ld returned 1 exit status /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadRGBAStrip@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmemcpy@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFClientdataMakefile:608: recipe for target '.build_release/tools/caffe.bin' failed @make: *** [.build_release/tools/caffe.bin] Error 1 LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFrealloc@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmemset@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFLastDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFReadRGBAStripExt@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFWriteEncodedStrip@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfShort@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFIsTiled@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFIsByteSwapped@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFFlushData@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFWriteCheck@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSetWriteOffset@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFDefaultStripSize@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFScanlineSize64@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libpoppler.so.73: undefined reference to `TIFFFdOpen@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFIsBigEndian@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFWriteScanline@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `_TIFFfree@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSwabShort@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFFreeDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFGetField@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFNumberOfStrips@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFWriteBufferSetup@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFScanlineSize@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFWriteEncodedTile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSwabLong@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFTileSize@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFWriteDirectory@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_generate@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadEncodedTile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadRGBATile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFClose@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `TIFFClientOpen@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFFlush@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSetTagExtender@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFRGBAImageOK@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_parse@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFWriteRawStrip@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFErrorExt@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFGetFieldDefaulted@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfLong@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFNumberOfDirectories@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFTileSize64@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFWriteRawTile@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFStripSize64@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFOpen@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFCreateDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSetSubDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFStripSize@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSwabArrayOfDouble@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFReadRGBATileExt@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadEncodedStrip@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFUnlinkDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFUnsetField@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetField@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFMergeFieldInfo@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFCurrentDirOffset@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFIsCODECConfigured@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFDataWidth@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetWarningHandler@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFGetConfiguredCODECs@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_unparse@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetErrorHandler@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFGetSizeProc@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFRewriteDirectory@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmalloc@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSetDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFReadScanline@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFNumberOfTiles@LIBTIFF_4.0' collect2: error: ld returned 1 exit status Makefile:613: recipe for target '.build_release/examples/cifar10/convert_cifar_data.bin' failed make: *** [.build_release/examples/cifar10/convert_cifar_data.bin] Error 1 /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadRGBAStrip@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmemcpy@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFReadDirectory@LIBTIFF_4.0' //usr/lib/libgdal.so.20: undefined reference to /`usrTIFFClientdata/@libLIBTIFF_4.0/'gcc //x86_64/-usrlinux/-libgnu//x86_647-/linux.-.gnu//.libgeotiff.so.2.:/ .undefined. /referencex86_64 -tolinux -`gnu_TIFFrealloc/@libopencv_imgcodecs.soLIBTIFF_4.0:' undefined/ /referenceusr /tolib /`x86_64TIFFReadRGBAStrip-@linuxLIBTIFF_4.0-'gnu //libgeotiff.so.2/:usr /undefinedlib /referencex86_64 -tolinux -`gnu_TIFFmemset/@libgeotiff.so.2LIBTIFF_4.0:' undefined/ /referenceusr /tolib /`libgdal.so.20_TIFFmemcpy:@ LIBTIFF_4.0undefined' reference/ usrto/ lib`/TIFFLastDirectorygcc@/LIBTIFF_4.0x86_64'- linux/-/gnuusr//7lib//.libgdal.so.20.:/ .undefined. /reference. .to/ x86_64`-TIFFReadRGBAStripExtlinux@-LIBTIFF_4.0gnu'/ libopencv_imgcodecs.so/:usr /undefinedlib /referencegcc /tox86_64 -`linuxTIFFReadDirectory-@gnuLIBTIFF_4.0/'7 //.usr.//lib./.gcc//.x86_64.-/linuxx86_64--gnulinux/-7gnu//.libopencv_imgcodecs.so.:/ .undefined. /reference. .to/ x86_64`-TIFFWriteEncodedStriplinux@-LIBTIFF_4.0gnu'/ ././/usr./.lib//liblibgdal.so.20/:libgdal.so.20 :undefined undefinedreference referenceto to` TIFFSwabArrayOfShort`@TIFFClientdataLIBTIFF_4.0@'LIBTIFF_4.0 '/ usr///libusr//gcclib//x86_64x86_64--linuxlinux--gnugnu//7libgeotiff.so.2/:. .undefined/ .reference. /to. .`/_TIFFreallocx86_64@-LIBTIFF_4.0linux'- gnu///libopencv_imgcodecs.sousr:/ libundefined/ x86_64reference- linuxto- gnu`/TIFFIsTiledlibgeotiff.so.2@:LIBTIFF_4.0 'undefined /reference/ usrto/ lib`/_TIFFmemsetlibgdal.so.20@:LIBTIFF_4.0 'undefined /referenceusr /tolib /`gccTIFFIsByteSwapped/@x86_64LIBTIFF_4.0-'linux -/gnu//usr7//lib./.libgdal.so.20/:. .undefined/ .reference. /tox86_64 -`linuxTIFFFlushData-@gnuLIBTIFF_4.0/'. .///.usr.//liblib//libgdal.so.20libgdal.so.20:: undefinedundefined referencereference toto ``TIFFWriteCheckTIFFLastDirectory@@LIBTIFF_4.0LIBTIFF_4.0'' ///usrusr//liblib//gcclibgdal.so.20/:x86_64 -undefinedlinux -referencegnu /to7 /`.TIFFSetWriteOffset.@/LIBTIFF_4.0.'. //./.usr//x86_64lib-/linuxlibgdal.so.20-:gnu /undefined. .reference/ .to. /`libTIFFDefaultStripSize/@libgdal.so.20LIBTIFF_4.0:' undefined/ /referenceusr /tolib /`libgdal.so.20TIFFReadRGBAStripExt:@ LIBTIFF_4.0undefined' reference/ usrto/ lib`/TIFFScanlineSize64gcc@/LIBTIFF_4.0x86_64'- linux/-/gnuusr//7lib//.x86_64.-/linux.-.gnu//.libpoppler.so.73.:/ x86_64undefined- linuxreference- gnuto/ libopencv_imgcodecs.so`:TIFFFdOpen @undefinedLIBTIFF_4.0 'reference /to/ usr`/TIFFWriteEncodedStriplib@/LIBTIFF_4.0libgdal.so.20': /undefinedusr /referencelib /togcc /`x86_64TIFFIsBigEndian-@linuxLIBTIFF_4.0-'gnu //7usr//.lib.//gcc./.x86_64/-.linux.-/gnux86_64/-7linux/-.gnu.//....//....//libx86_64/-libgdal.so.20linux:- gnuundefined/ libopencv_imgcodecs.soreference: toundefined `referenceTIFFSwabArrayOfShort @toLIBTIFF_4.0 '` TIFFWriteScanline/@usrLIBTIFF_4.0/'lib //gcc//usrx86_64/-liblinux/-libgdal.so.20gnu:/ 7undefined/ .reference. /to. .`/_TIFFfree.@.LIBTIFF_4.0/'x86_64 -/linux/-usrgnu//liblibopencv_imgcodecs.so/:libgdal.so.20 :undefined undefinedreference referenceto to` TIFFIsTiled`@TIFFSwabShortLIBTIFF_4.0@'LIBTIFF_4.0/ '/usr usr///lib/lib/usr/gccgcc///libx86_64x86_64/--libgdal.so.20linuxlinux:-- gnugnuundefined// 77reference// ..to.. //`..TIFFFreeDirectory..@//LIBTIFF_4.0..'.. ///x86_64x86_64usr--/linuxlinuxlib--/gnugnugcc///libopencv_imgcodecs.so.x86_64:.- /linuxundefined.-. gnu/reference/lib 7//tolibgdal.so.20. :.` /TIFFReadRGBAStripundefined.@ .LIBTIFF_4.0reference/' . to./ /`x86_64/TIFFIsByteSwapped-usr@/linuxLIBTIFF_4.0lib-'/gnu x86_64//-libopencv_imgcodecs.sousrlinux:/- libgnuundefined// gcclibgeotiff.so.2reference:/ x86_64undefinedto- linuxreference`- TIFFGetFieldgnuto@/ LIBTIFF_4.07`'/_TIFFmemcpy .@/.LIBTIFF_4.0usr/'/. lib.///usrgcc.//.libx86_64//-x86_64gcclinux-/-linuxx86_64gnu--/gnulinux7/-/.gnu.././7/./...././lib/./..libgdal.so.20./:/x86_64 .-undefined.linux /reference-x86_64 gnu-to/linux libopencv_imgcodecs.so-`:gnuTIFFFlushData /@undefinedlibopencv_imgcodecs.soLIBTIFF_4.0 :'reference undefinedto/ usrreference`/ TIFFNumberOfStripslibto@/ LIBTIFF_4.0gcc`/'TIFFReadDirectoryx86_64 @-/linuxLIBTIFF_4.0/-'usrgnu/ /lib/7/usr/libgdal.so.20/.:lib. //undefinedgcc. /.referencex86_64/ -.tolinux. -/`x86_64gnuTIFFWriteBufferSetup-/@linux7LIBTIFF_4.0-/gnu'/. .././usr/../..lib///.libgcc.///libgdal.so.20x86_64x86_64:--linux linux-undefinedgnu- /referencegnu7 //to.. ..`/TIFFWriteCheck/.@..LIBTIFF_4.0.'// .lib/./usr/libgdal.so.20//x86_64:lib-usr /linuxgcc/undefined-/lib gnux86_64/-reference/gcclinux libopencv_imgcodecs.so/-to:x86_64gnu -/`7undefinedlinuxTIFFClientdata/ -@.referencegnuLIBTIFF_4.0. /'/to7 . //.`.//TIFFScanlineSize.@usr./LIBTIFF_4.0/../'lib./x86_64x86_64 -/-/linux.linux/-.gnu-usr///gnulibgeotiff.so.2x86_64:lib/-. /linux.undefinedlibgdal.so.20-/ :gnu .reference/undefined. libopencv_imgcodecs.so /to: referencelib ` /undefined_TIFFrealloctolibgdal.so.20 @ :referenceLIBTIFF_4.0` 'TIFFWriteEncodedTileundefinedto @/ LIBTIFF_4.0/reference`'usr TIFFReadRGBAStrip /to@/lib LIBTIFF_4.0//`'usrx86_64TIFFSetWriteOffset /-lib@/linux/LIBTIFF_4.0/-libgdal.so.20gnu'usr:/ / liblibgeotiff.so.2/undefined/:usr /x86_64 referencelib-undefined /linux toreferencegcc- /tognu`x86_64 /TIFFSwabLong-@`libgeotiff.so.2linuxLIBTIFF_4.0_TIFFmemset:-'@ gnu LIBTIFF_4.0undefined//' 7/ reference/usr/ ./usrto.lib/ //lib`/.libgdal.so.20_TIFFmemcpygcc.:@// LIBTIFF_4.0x86_64.undefined'-. linux/reference/-x86_64 usrgnu-/to/linux7 /lib-`./gnuTIFFTileSize.gcc/@//.LIBTIFF_4.0.x86_64.'.-/ /linux./.-./.usrgnu////liblibx86_647//-/libgdal.so.20libgdal.so.20linux.::-. undefinedgnu/undefined /. reference..reference ./ to/.to .. `./`TIFFWriteDirectory/x86_64TIFFDefaultStripSize@lib-@LIBTIFF_4.0/linuxLIBTIFF_4.0'libgdal.so.20-' :gnu / ///undefinedlibopencv_imgcodecs.sousrusr :reference/ / libtolibundefined/ / gcc`x86_64reference/TIFFLastDirectory- x86_64@linuxto-LIBTIFF_4.0- linux'gnu`- //TIFFReadDirectorygnulibgdcmMSFF.so.2.8usr@//:LIBTIFF_4.0 lib7'undefined// gcc./reference/./ x86_64/usr.to-/. linuxlib/`-/.uuid_generategnulibgdal.so.20.@/:7/UUID_1.0 /x86_64.'undefined -/. linuxusr/reference-/. gnulib.to/// .`gcc..TIFFClientdata/.x86_64/@/-/.LIBTIFF_4.0.x86_64linuxusr-'/-/gnulib/ liblinux/-7//gccgnu//libgdal.so.20//.usr.:x86_64.// -.lib.undefinedlinux//. -.x86_64/referencegnu.-. //linux.to7 lib-//`/gnux86_64.-TIFFScanlineSize64libgdal.so.20/.linux@:libgeotiff.so.2/-LIBTIFF_4.0 :.gnu'undefined .// undefinedlibopencv_imgcodecs.so./reference :./ reference /usrto undefinedx86_64/ to -lib` referencelinux/TIFFReadRGBAStripExt` -tognux86_64@_TIFFrealloc @/-LIBTIFF_4.0`LIBTIFF_4.0libopencv_imgcodecs.solinux'TIFFReadEncodedTile':- @ gnu/LIBTIFF_4.0//usr'/libpoppler.so.73/ usr/:lib//usrgcc lib//undefined/libx86_64 x86_64/-gccreference-linux/ linux-x86_64to-gnu- gnu/linux`/7-TIFFFdOpenlibgeotiff.so.2/gnu@:./LIBTIFF_4.0 .7'undefined/ ./reference.usr/ //.to.lib. /./`./gcc_TIFFmemset.x86_64/-@/x86_64linuxLIBTIFF_4.0.--'.linuxgnu /-//x86_64gnulibopencv_imgcodecs.so/:-/usr linux7/undefined-/lib gnu./reference/.libgdal.so.20 libopencv_imgcodecs.so/:to:. .undefined`undefined/ TIFFWriteEncodedStrip .referencereference@. LIBTIFF_4.0/toto'x86_64 -``/linuxTIFFReadRGBATileTIFFLastDirectoryusr-@ @/gnuLIBTIFF_4.0undefinedLIBTIFF_4.0lib/' '/.gcc reference .// usrto//x86_64/ lib`/.-/gcc/x86_64-linux-gnu/7/..TIFFReadRGBAStrip@usrLIBTIFF_4.0'./ linux/lib//lib-///.gnulibgdal.so.20usrlibgdal.so.20./:/:/7 lib ./undefined/undefined.. x86_64 /.reference-referencex86_64/ linux -.linuxto-to.- gnu /gnu`/`./TIFFReadRGBAStripExtlibgeotiff.so.2TIFFIsBigEndian.libopencv_imgcodecs.so@:: @/LIBTIFF_4.0 undefinedundefinedLIBTIFF_4.0x86_64'- ' linuxreferencereference /- to/usrgnuto usr// `/lib.`TIFFCloselib/._TIFFmemcpy@@/LIBTIFF_4.0gcc/LIBTIFF_4.0gcc'/.'/ x86_64. x86_64/-//-usrlinuxlib/linux/-/usr-libgnulibgdal.so.20/gnu//:lib/gcc7 /7x86_64//undefined/-x86_64. .linux--linux.reference.gnu-/ //gnu.to.libgeotiff.so.2/. .:7/`/ /.TIFFSwabArrayOfShort.undefined..@. ./LIBTIFF_4.0/reference/x86_64'x86_64 .- -/to.linuxlinuxusr /--/`.gnugnulibTIFFClientOpen.@//libopencv_imgcodecs.so//LIBTIFF_4.0libopencv_imgcodecs.so:gccx86_64/': -x86_64 undefinedlinux-/undefined -linux/ referencegnu-usrreference /gnu/ tolibopencv_imgcodecs.so/lib7to :// ` libgdal.so.20.:`TIFFWriteEncodedStripundefined. 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TIFFTileSize64@.to@LIBTIFF_4.0/ LIBTIFF_4.0'.`' .TIFFReadRGBATile //@//x86_64LIBTIFF_4.0/usr-'usr/linux /lib-/lib/gnuusr/libgdal.so.20//libgdal.so.20:.lib: ./ undefined/gccundefined ./ reference.x86_64reference /- linuxto-libto gnu/ `/libgdal.so.20`TIFFCreateDirectory7:TIFFWriteRawTile@/ @LIBTIFF_4.0.undefinedLIBTIFF_4.0'. ' /reference /. //.to/usr/ .usr/`./libTIFFSwabArrayOfLong/lib/@x86_64/libgdal.so.20LIBTIFF_4.0-libgdal.so.20:'linux: - undefined/gnuundefined usr/ reference/libopencv_imgcodecs.soreference lib: to/ to gccundefined `/ `TIFFSetSubDirectoryx86_64referenceTIFFStripSize64@- @LIBTIFF_4.0linuxtoLIBTIFF_4.0'- '` gnu TIFFClose/@///LIBTIFF_4.07usrusr'/// .lib.lib/////gcc.libgdal.so.20usr//.:x86_64lib/ -/.undefinedlinuxx86_64. --/referencegnulinuxx86_64 /--to7gnulinux //-`.libgeotiff.so.2gnuTIFFStripSize.:/@/ .LIBTIFF_4.0.undefined.'. / /reference./. ./.to/usr/ lib/x86_64`/lib-TIFFClientOpenlibgdal.so.20@/LIBTIFF_4.0linux:libgdal.so.20'- gnu: undefined/ libopencv_imgcodecs.so/ usrundefined:reference/ libreferenceundefinedto/ gcc to/reference` x86_64 TIFFNumberOfDirectories`-to@TIFFSwabArrayOfDoublelinux LIBTIFF_4.0@-`'LIBTIFF_4.0 gnuTIFFOpen'//@ usr7LIBTIFF_4.0///'/lib. usr/.//gcc//.lib/usr./x86_64//libgdal.so.20-lib.:linux/. -libgdal.so.20/undefinedgnu:x86_64 / -reference7undefinedlinux / -to.referencegnu . /`/to.TIFFReadRGBATileExt. .@.`/TIFFCreateDirectoryLIBTIFF_4.0/.@'..LIBTIFF_4.0 ./'/ /libusr/x86_64///-libgdal.so.20libusrlinux:-// gnugcclibundefined/// .x86_64libgdal.so.20reference.-: /linux to.-undefined .gnu `//referenceTIFFFlushlib7 @//toLIBTIFF_4.0libgdal.so.20. ':.` /TIFFSetSubDirectory/undefined.@usr .referenceLIBTIFF_4.0// 'lib.to //.`/gcc/TIFFTileSize64usr/x86_64@/x86_64--linuxLIBTIFF_4.0liblinux-'/ -gnulibgdal.so.20/gnu/:usr/libopencv_imgcodecs.so /7:undefinedlib/ /.undefinedreferencegcc. //reference.tox86_64 . -to/`linux .TIFFStripSize-`.@gnuTIFFReadEncodedStrip/LIBTIFF_4.0/@x86_64'7LIBTIFF_4.0- /'linux/. .-///gnu.usr//./usr./lib/../lib/.libgdal.so.20/./:libgdal.so.20.x86_64 :/-undefined liblinux undefined/-reference libgdal.so.20gnu reference:/to . toundefined.` /TIFFSwabArrayOfDouble`reference.@TIFFUnlinkDirectory .LIBTIFF_4.0@to/'LIBTIFF_4.0 lib '`// TIFFSetTagExtenderlibgdal.so.20//@:usr/LIBTIFF_4.0 /usr'undefinedlib/ /lib/referencelibgdal.so.20/usr :libgdal.so.20/to :lib undefined /` undefinedgccTIFFWriteRawTilereference /@ referencex86_64LIBTIFF_4.0to -'linux to -` /gnuTIFFReadRGBATileExt`usr/@TIFFUnsetField/7LIBTIFF_4.0@lib/'LIBTIFF_4.0/. 'gcc./ //usr/x86_64./usr-.lib/linux//lib-.gcc/gnu./gcc//x86_64/7x86_64--x86_64/linuxlinux-.--linux.gnugnu-///7gnu.libopencv_imgcodecs.so//.:.7/ .../undefined//. .x86_64.-reference./linux /.-to..gnu .//`/..TIFFRGBAImageOKx86_64..@/-/LIBTIFF_4.0.linuxx86_64'.-- /gnulinux/lib/-libopencv_imgcodecs.so//gnu:usrlibgdal.so.20/ /:libopencv_imgcodecs.soundefinedlib : /undefined referencex86_64 undefined -reference tolinuxreferenceto - ``gnutoTIFFReadEncodedStripTIFFStripSize64/ @@libgdcmMSFF.so.2.8`LIBTIFF_4.0LIBTIFF_4.0:TIFFSetField'' @ undefinedLIBTIFF_4.0// '/usrreference usr/ //libto/lib/ usr/gcc`/libgdal.so.20/uuid_parselib:x86_64@/ -UUID_1.0libgdal.so.20undefinedlinux': - referencegnu/undefined /usr to7/reference /lib `./toTIFFUnlinkDirectory.gcc/ @/.`.LIBTIFF_4.0/x86_64TIFFMergeFieldInfo'.-.linux@ /-LIBTIFF_4.0/x86_64gnu'/-/ usrlinux7//-//libgnu.usr.///libopencv_imgcodecs.so/libgdal.so.20lib:.:/ . libgdal.so.20undefined/undefined: . reference.referenceundefined / tox86_64to-referencelinux - `gnu`toTIFFOpen/TIFFUnsetField @.@`LIBTIFF_4.0.LIBTIFF_4.0TIFFCurrentDirOffset'/'@ . LIBTIFF_4.0/./'usr/usr /lib//lib/lib//libgdal.so.20/:usrgccgcc ///undefinedlibx86_64x86_64 /--referencelibgdal.so.20linuxlinux :--to gnugnu undefined`/TIFFWriteRawStrip/ 7@7reference/LIBTIFF_4.0/ .'.to. . ///`.TIFFIsCODECConfiguredusr..@/./LIBTIFF_4.0lib/.'/.gcc. .////x86_64x86_64/x86_64--usr-linuxlinux/linux--lib-gnugnu/gnu//libgdal.so.20/7.:libopencv_imgcodecs.so/. :./undefined .. undefined/.reference ./ reference.libto // to.libgdal.so.20` .:TIFFDataWidth`/ @TIFFSetFieldx86_64undefined-LIBTIFF_4.0@ linux'LIBTIFF_4.0reference- ' gnu// tousr./ /./`lib/usrTIFFCreateDirectory/./@gcc.libLIBTIFF_4.0///'x86_64liblibgdal.so.20 -/:libgdal.so.20/linux :usr-undefined /gnu undefinedlib/reference /7 referencegcc/to /. tox86_64.-` /linuxTIFFMergeFieldInfo`.-@TIFFErrorExt.gnuLIBTIFF_4.0@//'LIBTIFF_4.0.'7 .////.usr/x86_64./usr-/lib/linux./lib-.gcc/gnu//libgdal.so.20/.x86_64:-libopencv_imgcodecs.so. linux:/undefined- x86_64 gnuundefined-reference/ linux 7reference-to/ gnu .to/`. .TIFFCurrentDirOffset/`.@.TIFFSetWarningHandler/LIBTIFF_4.0.@.'/LIBTIFF_4.0. .'//. lib///x86_64/usr/-libgdal.so.20/usrlinux:-lib/ gnu/libundefined/libgdal.so.20/ .:libgdal.so.20reference. : /undefined to. undefined .reference `/ referenceTIFFSetSubDirectorylibto @/ toLIBTIFF_4.0libgdal.so.20` ':TIFFIsCODECConfigured` @TIFFGetConfiguredCODECs/undefinedLIBTIFF_4.0@usr 'LIBTIFF_4.0/reference 'lib / /to//gcc usr//`/usrx86_64TIFFGetFieldDefaultedlib/-@/liblinuxLIBTIFF_4.0libgdal.so.20/-'gnu:/x86_64 7-/undefined/linuxusr .-/reference.gnulib ///to.libgdcmMSFF.so.2.8gcc .:/`/ x86_64TIFFDataWidth.undefined-@. linuxLIBTIFF_4.0/reference-'x86_64 gnu -to//linux 7usr-`//gnuuuid_unparse.lib/@./.UUID_1.0/gcc.'.//x86_64 ..-//.linuxusr./-/.lib/gnux86_64lib//-/libgdal.so.207linuxgcc:/-/gnu .x86_64/undefined.-. /referencelinux.. -/.tognu./ /..`7/.TIFFStripSize/lib/@./x86_64LIBTIFF_4.0.libgdal.so.20-'/:linux . -/.undefinedgnuusr/ //.referencelibopencv_imgcodecs.solib. ://to gccx86_64 undefined/-` x86_64linuxTIFFSwabArrayOfLongreference--@ linuxgnuLIBTIFF_4.0to-/' gnulibopencv_imgcodecs.so `/:/TIFFSetWarningHandler7 usr@/undefined/LIBTIFF_4.0. lib'.reference/ / gccto/./ /.x86_64`usr/-TIFFSetErrorHandler/.linux@libLIBTIFF_4.0.-/'/gnulibgdal.so.20 x86_64/:7/- //linuxundefined.usr.-/ /gnu.referencelib/. /./to. libgdal.so.20..`/:/TIFFGetConfiguredCODECsx86_64 .@-undefinedlinux.LIBTIFF_4.0 -/'referencegnulib ///to.libgdal.so.20/ .:usr`/ /undefinedTIFFGetSizeProc.lib. @//referencelibLIBTIFF_4.0x86_64 /'-tolibgdal.so.20 linux :/ -`/TIFFSwabArrayOfDoubleundefinedgnuusr@ //LIBTIFF_4.0referencelibgdcmMSFF.so.2.8lib' ://to usrlibgdal.so.20 undefined/:` lib TIFFNumberOfDirectoriesreference/undefinedgcc@ /LIBTIFF_4.0toreferencex86_64' - linux`to/-uuid_unparse usrgnu@`//UUID_1.0TIFFRewriteDirectorylib7'@// .LIBTIFF_4.0gcc/.'/usrx86_64/ /-./liblinux.//-/usrgccgnu.///.lib/x86_647/x86_64-/x86_64-linuxlinux.---.linuxgnugnu//-./.7.gnu.////..libgeotiff.so.2...:.// /.x86_64undefinedlib./- /libgdal.so.20linuxreference.:- .gnuundefinedto// referencex86_64.` -._TIFFmalloctolinux/@ -.LIBTIFF_4.0`gnu.'TIFFReadRGBATileExt@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux/libopencv_imgcodecs.so/:lib /-undefined/libgdal.so.20gnu /:/referenceusr 7 /undefined/tolib . /reference. `libgdal.so.20/toTIFFSetErrorHandler:. @ .`LIBTIFF_4.0undefined/TIFFTileSize64' .@ reference.LIBTIFF_4.0/ /'/tox86_64 usr -//`linuxusrlibTIFFSetDirectory-//@gnuliblibgdal.so.20LIBTIFF_4.0//:'libopencv_imgcodecs.sogcc: / undefined/x86_64undefined /- referencereferenceusrlinux /-totolib gnu /`/`libgdal.so.20TIFFReadEncodedStrip7TIFFGetSizeProc:@/@ LIBTIFF_4.0.LIBTIFF_4.0undefined'.' / reference/./ usr./to//usr lib./`/.libTIFFReadScanlinegcc//@/x86_64libgdal.so.20LIBTIFF_4.0x86_64-:'-linux linux-undefined/-gnu /gnu/referenceusr/. /7.tolib// /..`libgdal.so.20..TIFFRewriteDirectory://@ .libLIBTIFF_4.0undefined./' /libgdal.so.20 reference.:/ . /to/undefinedusr x86_64/reference`-TIFFNumberOfTileslib linuxto@ /-LIBTIFF_4.0`x86_64gnu'TIFFWriteRawTile-/ .@linux.LIBTIFF_4.0-/'gnu. /./libgeotiff.so.2/usr:lib/ /libundefinedlibgdal.so.20/ :gccreference /undefined x86_64 to-reference collect2: error: ld returned 1 exit status linux`to-_TIFFmalloc gnu`@/TIFFUnlinkDirectoryLIBTIFF_4.07@'/LIBTIFF_4.0 .'/. ///usr.usr/./liblib///.libgdal.so.20gcc./:/x86_64 -x86_64undefinedlinux- -linuxreferencegnu- /gnuto7/ /.`..TIFFSetDirectory./@/..LIBTIFF_4.0..'// .lib/.///libgdal.so.20usrx86_64:/- liblinuxundefined/- libgdal.so.20gnureference:/ .undefinedto. /reference`. TIFFStripSize64.to@/ LIBTIFF_4.0lib`'/TIFFReadScanline libgdal.so.20@/:LIBTIFF_4.0usr 'undefined/ lib/reference// gccusrMakefile:608: recipe for target '.build_release/tools/compute_image_mean.bin' failed to// x86_64make: *** [.build_release/tools/compute_image_mean.bin] Error 1 lib`-/TIFFUnsetFieldlinuxlibgdal.so.20@-:LIBTIFF_4.0gnu '/undefined 7/ /referenceusr. /.tolib/ /.`gcc./TIFFNumberOfTiles/x86_64@.-LIBTIFF_4.0linux.'-/ gnux86_64/-7linux/-.gnu.//libopencv_imgcodecs.so.:. /undefined. .reference/ x86_64to- linux`-TIFFOpengnu@/LIBTIFF_4.0libopencv_imgcodecs.so': collect2: error: ld returned 1 exit status /undefinedusr /referencelib /togcc /`x86_64TIFFSetField-@linuxLIBTIFF_4.0-'gnu //7usr//.lib.//gcc./.x86_64/-.linux.-/gnux86_64/-7linux/-.gnu.//....//....//libx86_64/-libgdal.so.20linux:- gnuundefined/ .reference. /to. .`/TIFFCreateDirectorylib@/LIBTIFF_4.0libgdal.so.20': /undefinedusr /referencelib /togcc /`x86_64TIFFMergeFieldInfo-@linuxLIBTIFF_4.0-'gnu //7usr//.lib.//gcc./.x86_64/-.linux.-/gnux86_64/-7linuxMakefile:608: recipe for target '.build_release/tools/extract_features.bin' failed /-.make: *** [.build_release/tools/extract_features.bin] Error 1 gnu.//....//....//libx86_64/-libgdal.so.20linux:- gnuundefined/ .reference. /to. .`/TIFFSetSubDirectorylib@/LIBTIFF_4.0libgdal.so.20': /undefinedusr /referencelib /togcc /`x86_64TIFFCurrentDirOffset-@linuxLIBTIFF_4.0-'gnu //7usr//.lib.//gcc./.x86_64/-.linux.-/gnux86_64/-7linux/-.gnu.//....//....//libx86_64/-libgdal.so.20linux:- gnuundefined/ .reference. /to. .`/TIFFStripSizelib@/LIBTIFF_4.0libgdal.so.20': /undefinedusr /referencelib /togcc /`x86_64TIFFIsCODECConfigured-@linuxLIBTIFF_4.0-'gnu //7usr//.lib.//gcc./.x86_64/-.linux.-/gnux86_64/-7linux/-.gnu.//....//....//libx86_64/-libgdal.so.20linux:- gnuundefined/ .reference. /to. .`/TIFFSwabArrayOfDoublelib@/LIBTIFF_4.0libgdal.so.20': /undefinedusr /referencelib /togcc /`x86_64TIFFDataWidth-@linuxLIBTIFF_4.0-'gnu //7/usr./.lib//.gcc.//x86_64.-.linux/-x86_64gnu-/linux7-/gnu./../../../../.lib//x86_64libgdal.so.20-:linux -undefinedgnu /referencelibopencv_imgcodecs.so :to undefined` TIFFReadRGBATileExtreference@ LIBTIFF_4.0to' `/TIFFSetWarningHandlerusr@/LIBTIFF_4.0lib'/ gcc//usrx86_64/-liblinux/-gccgnu//x86_647-/linux.-.gnu//.7.//....//.x86_64.-/linux.-.gnu//x86_64libopencv_imgcodecs.so-:linux -undefinedgnu /reference. .to/ .`.TIFFReadEncodedStrip/@libLIBTIFF_4.0/'libgdal.so.20 :/ usrundefined/ libreference/ gccto/ x86_64`-TIFFGetConfiguredCODECslinux@-LIBTIFF_4.0gnu'/ 7///.usr.//lib./.x86_64/-.linux.-/gnux86_64/-libgdcmMSFF.so.2.8linux:- gnuundefined/ .reference. /to. .`/uuid_unparselib@/UUID_1.0libgdal.so.20': /undefinedusr /referencelib /togcc /`x86_64TIFFUnlinkDirectory-@linuxLIBTIFF_4.0-'gnu //7usr//.lib.//gcc./.x86_64/-.linux.-/gnux86_64/-7linux/-.gnu.//libopencv_imgcodecs.so.:. /undefined. .reference/ x86_64to- linux`-TIFFSetErrorHandlergnu@/LIBTIFF_4.0.'. //.usr.//liblib//gcclibgdal.so.20/:x86_64 -undefinedlinux -referencegnu /to7 /`.TIFFUnsetField.@/LIBTIFF_4.0.'. //.usr.//libx86_64/-gcclinux/-x86_64gnu-/linux.-.gnu//.7.//.lib.//libgdal.so.20.:. /undefined. .reference/ x86_64to- linux`-TIFFGetSizeProcgnu@/LIBTIFF_4.0libopencv_imgcodecs.so': /undefinedusr /referencelib /togcc /`x86_64TIFFSetField-@linuxLIBTIFF_4.0-'gnu //7usr//.lib.//gcc./.x86_64/-.linux.-/gnux86_64/-7linux/-.gnu.//....//....//libx86_64/-libgdal.so.20linux:- gnuundefined/ .reference. /to. .`/TIFFRewriteDirectorylib@/LIBTIFF_4.0libgdal.so.20': /undefined/ usrreference/ libto/ x86_64`-TIFFMergeFieldInfolinux@-LIBTIFF_4.0gnu'/ libgeotiff.so.2/:usr /undefinedlib /referencegcc /tox86_64 -`linux_TIFFmalloc-@gnuLIBTIFF_4.0/'7 //.usr.//lib./.gcc//.x86_64.-/linuxx86_64--gnulinux/-7gnu//....//....//.lib.//libgdal.so.20x86_64:- linuxundefined- gnureference/ .to. /`.TIFFCurrentDirOffset.@/LIBTIFF_4.0lib'/ libgdal.so.20/:usr /undefinedlib /referencegcc /tox86_64 -`linuxTIFFSetDirectory-@gnuLIBTIFF_4.0/'7 //.usr.//lib./.gcc//.x86_64.-/linuxx86_64--gnulinux/-7gnu//....//....//.lib.//libgdal.so.20x86_64:- linuxundefined- gnureference/ .to. /`.TIFFIsCODECConfigured.@/LIBTIFF_4.0lib'/ libgdal.so.20/:usr /undefinedlib /referencegcc /tox86_64 -`linuxTIFFReadScanline-@gnuLIBTIFF_4.0/'7 //.usr.//lib./.gcc//.x86_64.-/linuxx86_64--gnulinux/-7gnu//....//....//.lib.//libgdal.so.20x86_64:- linuxundefined- gnureference/ .to. /`.TIFFDataWidth.@/LIBTIFF_4.0lib'/ libgdal.so.20/: usrundefined/ libreference/ gccto/ x86_64`-TIFFNumberOfTileslinux@-LIBTIFF_4.0gnu'/ 7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetWarningHandler@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../collect2: error: ld returned 1 exit status ../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFGetConfiguredCODECs@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgdcmMSFF.so.2.8: undefined reference to `uuid_unparse@UUID_1.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/libopencv_imgcodecs.so: undefined reference to `TIFFSetErrorHandler@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFGetSizeProc@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../Makefile:613: recipe for target '.build_release/examples/siamese/convert_mnist_siamese_data.bin' failed lib/make: *** [.build_release/examples/siamese/convert_mnist_siamese_data.bin] Error 1 libgdal.so.20: undefined reference to `TIFFRewriteDirectory@LIBTIFF_4.0' //usr/lib/x86_64-linux-gnu/libgeotiff.so.2: undefined reference to `_TIFFmalloc@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFSetDirectory@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFReadScanline@LIBTIFF_4.0' /usr/lib/gcc/x86_64-linux-gnu/7/../../../x86_64-linux-gnu/../../lib/libgdal.so.20: undefined reference to `TIFFNumberOfTiles@LIBTIFF_4.0' collect2: error: ld returned 1 exit status Makefile:613: recipe for target '.build_release/examples/mnist/convert_mnist_data.bin' failed make: *** [.build_release/examples/mnist/convert_mnist_data.bin] Error 1 (pygoturn) wangxiao@wx:~/Downloads/PY-GOTURN$ conda uninstall libtiff
A44. conda uninstall libtiff reference: https://github.com/colmap/colmap/issues/188
Q45. AssertionError:
The NVIDIA driver on your system is too old (found version 9000). Please update your GPU driver by downloading and installing a new version from the URL: http://www.nvidia.com/Download/index.aspx
Alternatively, go to: https://pytorch.org to install a PyTorch version that has been compiled with your version of the CUDA driver.
A45. 目測是因爲 pytorch 版本和 cuda 版本不一致致使的：https://www.zhihu.com/question/309583980?sort=created
So ??? Try this:
conda install pytorch==1.2.0 torchvision==0.4.0 cudatoolkit=10.0 -c pytorch
Q46.
==
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