Search code examples
python-2.7anacondacaffejupyter-notebookpycaffe

Caffe install getting ImportError: DLL load failed: The specified module could not be found


I am trying to compile and run the snippets posted here, which basically is going to let me visualize the network internals (feature maps).

I have successfully compiled caffe and pycaffe using the caffe-windows branch, And I have copied the caffe folder, into T:\Anaconda\Lib\site-packages folder. Yet still, when I try to run this snippet of code in Jupyter notebook:

import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline

# Make sure that caffe is on the python path:
caffe_root = 'TC:/Caffe/'  # this file is expected to be in {caffe_root}/examples
import sys
sys.path.insert(0, caffe_root + 'python')

import caffe

plt.rcParams['figure.figsize'] = (10, 10)
plt.rcParams['image.interpolation'] = 'nearest'
plt.rcParams['image.cmap'] = 'gray'

import os
if not os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):
    print("Downloading pre-trained CaffeNet model...")
    !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet

I get the following error:

---------------------------------------------------------------------------
ImportError                               Traceback (most recent call last)
<ipython-input-1-e7a8ec94e861> in <module>()
      8 sys.path.insert(0, caffe_root + 'python')
      9 
---> 10 import caffe

L:\Anaconda2\lib\site-packages\caffe\__init__.py in <module>()
----> 1 from .pycaffe import Net, SGDSolver
      2 from ._caffe import set_mode_cpu, set_mode_gpu, set_device, Layer, get_solver
      3 from .proto.caffe_pb2 import TRAIN, TEST
      4 from .classifier import Classifier
      5 from .detector import Detector

L:\Anaconda2\lib\site-packages\caffe\pycaffe.py in <module>()
     11 import numpy as np
     12 
---> 13 from ._caffe import Net, SGDSolver
     14 import caffe.io
     15 

ImportError: DLL load failed: The specified module could not be found.

What's wrong here?

Note: I'm using Anaconda2-2.4.1-Windows-x86_64.exe.


Solution

  • There's most likely a more specific dependency issue you are not seeing (Protobuf / OpenCV). First try using the C++ API to load an example and make sure all the DLL's load. Then you can more confidently narrow things down to the Python side. I recommend the more recent windows caffe instructions based off the branch you're using:

    https://initialneil.wordpress.com/2015/01/11/build-caffe-in-windows-with-visual-studio-2013-cuda-6-5-opencv-2-4-9/

    I had to do a complete rebuild as detailed above (note that some dependencies are easier to find with NuGet). Also be on the lookout for the right protobuf binaries in various 3rdParty.zip files throughout the above blog.

    If you are okay with a snapshot version of Caffe and you don't need to modify the project itself, the following binaries are much easier to install and get working:

    https://initialneil.wordpress.com/2015/07/15/caffe-vs2013-opencv-in-windows-tutorial-i/