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[jovian] Detected Colab notebook... [jovian] Please enter your API key ( from https://jovian.ai/ ): API KEY: ·········· [jovian] Uploading colab notebook to Jovian... [jovian] Capturing environment.. [jovian] Committed successfully! https://jovian.ai/f20180367/deep-dreams-by-google 
'https://jovian.ai/f20180367/deep-dreams-by-google'

Deep Dreams (with Caffe)

This notebook demonstrates how to use the Caffe neural network framework to produce "dream" visuals shown in the Google Research blog post.

It'll be interesting to see what imagery people are able to generate using the described technique. If you post images to Google+, Facebook, or Twitter, be sure to tag them with #deepdream so other researchers can check them out too.

##Dependencies
This notebook is designed to have as few dependencies as possible:

!apt install -y caffe-cpu
Reading package lists... Done Building dependency tree Reading state information... Done The following package was automatically installed and is no longer required: libnvidia-common-460 Use 'apt autoremove' to remove it. The following additional packages will be installed: caffe-tools-cpu cython3 fonts-lyx javascript-common libblosc1 libcaffe-cpu1 libgflags2.2 libgoogle-glog0v5 libjs-jquery libjs-jquery-ui libleveldb1v5 liblmdb0 python-matplotlib-data python-tables-data python3-bs4 python3-caffe-cpu python3-chardet python3-cycler python3-dateutil python3-decorator python3-gflags python3-h5py python3-html5lib python3-ipython python3-ipython-genutils python3-leveldb python3-lxml python3-matplotlib python3-networkx python3-nose python3-numexpr python3-numpy python3-olefile python3-pandas python3-pandas-lib python3-pexpect python3-pickleshare python3-pil python3-pkg-resources python3-prompt-toolkit python3-protobuf python3-ptyprocess python3-pygments python3-pyparsing python3-pywt python3-scipy python3-simplegeneric python3-six python3-skimage python3-skimage-lib python3-tables python3-tables-lib python3-traitlets python3-tz python3-wcwidth python3-webencodings python3-yaml ttf-bitstream-vera Suggested packages: libcaffe-cpu-dev caffe-doc cython-doc apache2 | lighttpd | httpd libjs-jquery-ui-docs python-cycler-doc python-h5py-doc python3-genshi python3-lxml-dbg python-lxml-doc dvipng gir1.2-gtk-3.0 ghostscript inkscape ipython3 python-matplotlib-doc python3-cairocffi python3-gi-cairo python3-gobject python3-pyqt4 python3-sip python3-tornado texlive-extra-utils texlive-latex-extra ttf-staypuft python3-pydotplus python-nose-doc python-numpy-doc python3-numpy-dbg python-pandas-doc python-pexpect-doc python-pil-doc python3-pil-dbg python3-setuptools python-pyparsing-doc python-scipy-doc python-skimage-doc python-tables-doc python3-netcdf4 vitables The following NEW packages will be installed: caffe-cpu caffe-tools-cpu cython3 fonts-lyx javascript-common libblosc1 libcaffe-cpu1 libgflags2.2 libgoogle-glog0v5 libjs-jquery libjs-jquery-ui libleveldb1v5 liblmdb0 python-matplotlib-data python-tables-data python3-bs4 python3-caffe-cpu python3-chardet python3-cycler python3-dateutil python3-decorator python3-gflags python3-h5py python3-html5lib python3-ipython python3-ipython-genutils python3-leveldb python3-lxml python3-matplotlib python3-networkx python3-nose python3-numexpr python3-numpy python3-olefile python3-pandas python3-pandas-lib python3-pexpect python3-pickleshare python3-pil python3-pkg-resources python3-prompt-toolkit python3-protobuf python3-ptyprocess python3-pygments python3-pyparsing python3-pywt python3-scipy python3-simplegeneric python3-six python3-skimage python3-skimage-lib python3-tables python3-tables-lib python3-traitlets python3-tz python3-wcwidth python3-webencodings python3-yaml ttf-bitstream-vera 0 upgraded, 59 newly installed, 0 to remove and 34 not upgraded. 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Setting up python3-leveldb (0~svn68-3build3) ... Setting up python3-dateutil (2.6.1-1) ... Setting up python3-h5py (2.7.1-2) ... Setting up fonts-lyx (2.2.4-0ubuntu0.18.04.1) ... Setting up python3-pygments (2.2.0+dfsg-1ubuntu0.2) ... Setting up python3-scipy (0.19.1-2ubuntu1) ... Setting up python3-prompt-toolkit (1.0.15-1) ... Setting up python3-tables-lib (3.4.2-4) ... Setting up python-matplotlib-data (2.1.1-2ubuntu3) ... Setting up python3-numexpr (2.6.4-1) ... Setting up python3-tables (3.4.2-4) ... Setting up libcaffe-cpu1:amd64 (1.0.0-6) ... Setting up python3-pexpect (4.2.1-1) ... Setting up python3-networkx (1.11-1ubuntu3) ... Setting up caffe-tools-cpu (1.0.0-6) ... Setting up python3-pandas (0.22.0-4ubuntu1) ... Setting up python3-matplotlib (2.1.1-2ubuntu3) ... Setting up python3-ipython (5.5.0-1) ... Setting up python3-skimage (0.13.1-2) ... Setting up python3-caffe-cpu (1.0.0-6) ... Setting up caffe-cpu (1.0.0-6) ... Processing triggers for libc-bin (2.27-3ubuntu1.2) ... /sbin/ldconfig.real: /usr/local/lib/python3.7/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link Processing triggers for man-db (2.8.3-2ubuntu0.1) ... Processing triggers for fontconfig (2.12.6-0ubuntu2) ... 
!apt install caffe-cuda
Reading package lists... Done Building dependency tree Reading state information... Done The following package was automatically installed and is no longer required: libnvidia-common-460 Use 'apt autoremove' to remove it. The following additional packages will be installed: caffe-tools-cuda libcaffe-cuda1 libcublas9.1 libcudart9.1 libcurand9.1 python3-caffe-cuda Suggested packages: libcaffe-cuda-dev caffe-doc The following packages will be REMOVED: caffe-cpu caffe-tools-cpu libcaffe-cpu1 python3-caffe-cpu The following NEW packages will be installed: caffe-cuda caffe-tools-cuda libcaffe-cuda1 libcublas9.1 libcudart9.1 libcurand9.1 python3-caffe-cuda 0 upgraded, 7 newly installed, 4 to remove and 34 not upgraded. Need to get 66.4 MB of archives. After this operation, 120 MB of additional disk space will be used. Get:1 http://archive.ubuntu.com/ubuntu bionic/multiverse amd64 libcublas9.1 amd64 9.1.85-3ubuntu1 [25.0 MB] Get:2 http://archive.ubuntu.com/ubuntu bionic/multiverse amd64 libcudart9.1 amd64 9.1.85-3ubuntu1 [121 kB] Get:3 http://archive.ubuntu.com/ubuntu bionic/multiverse amd64 libcurand9.1 amd64 9.1.85-3ubuntu1 [38.9 MB] Get:4 http://archive.ubuntu.com/ubuntu bionic/multiverse amd64 libcaffe-cuda1 amd64 1.0.0-6build1 [1,600 kB] Get:5 http://archive.ubuntu.com/ubuntu bionic/multiverse amd64 caffe-tools-cuda amd64 1.0.0-6build1 [105 kB] Get:6 http://archive.ubuntu.com/ubuntu bionic/multiverse amd64 python3-caffe-cuda amd64 1.0.0-6build1 [689 kB] Get:7 http://archive.ubuntu.com/ubuntu bionic/multiverse amd64 caffe-cuda amd64 1.0.0-6build1 [4,564 B] Fetched 66.4 MB in 3s (25.8 MB/s) (Reading database ... 167053 files and directories currently installed.) Removing caffe-cpu (1.0.0-6) ... Removing caffe-tools-cpu (1.0.0-6) ... Removing python3-caffe-cpu (1.0.0-6) ... Removing libcaffe-cpu1:amd64 (1.0.0-6) ... Selecting previously unselected package libcublas9.1:amd64. (Reading database ... 167004 files and directories currently installed.) Preparing to unpack .../0-libcublas9.1_9.1.85-3ubuntu1_amd64.deb ... Unpacking libcublas9.1:amd64 (9.1.85-3ubuntu1) ... Selecting previously unselected package libcudart9.1:amd64. Preparing to unpack .../1-libcudart9.1_9.1.85-3ubuntu1_amd64.deb ... Unpacking libcudart9.1:amd64 (9.1.85-3ubuntu1) ... Selecting previously unselected package libcurand9.1:amd64. Preparing to unpack .../2-libcurand9.1_9.1.85-3ubuntu1_amd64.deb ... Unpacking libcurand9.1:amd64 (9.1.85-3ubuntu1) ... Selecting previously unselected package libcaffe-cuda1:amd64. Preparing to unpack .../3-libcaffe-cuda1_1.0.0-6build1_amd64.deb ... Unpacking libcaffe-cuda1:amd64 (1.0.0-6build1) ... Selecting previously unselected package caffe-tools-cuda. Preparing to unpack .../4-caffe-tools-cuda_1.0.0-6build1_amd64.deb ... Unpacking caffe-tools-cuda (1.0.0-6build1) ... Selecting previously unselected package python3-caffe-cuda. Preparing to unpack .../5-python3-caffe-cuda_1.0.0-6build1_amd64.deb ... Unpacking python3-caffe-cuda (1.0.0-6build1) ... Selecting previously unselected package caffe-cuda. Preparing to unpack .../6-caffe-cuda_1.0.0-6build1_amd64.deb ... Unpacking caffe-cuda (1.0.0-6build1) ... Setting up libcurand9.1:amd64 (9.1.85-3ubuntu1) ... Setting up libcublas9.1:amd64 (9.1.85-3ubuntu1) ... Setting up libcudart9.1:amd64 (9.1.85-3ubuntu1) ... Setting up libcaffe-cuda1:amd64 (1.0.0-6build1) ... Setting up python3-caffe-cuda (1.0.0-6build1) ... Setting up caffe-tools-cuda (1.0.0-6build1) ... Setting up caffe-cuda (1.0.0-6build1) ... Processing triggers for man-db (2.8.3-2ubuntu0.1) ... Processing triggers for libc-bin (2.27-3ubuntu1.2) ... /sbin/ldconfig.real: /usr/local/lib/python3.7/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link 
# !wget https://anaconda.org/pytorch/pytorch-nightly/1.0.0.dev20181206/download/linux-64/pytorch-nightly-1.0.0.dev20181206-py2.7_cuda9.2.148_cudnn7.4.1_0.tar.bz2
# !tar xvjf pytorch-nightly-1.0.0.dev20181206-py2.7_cuda9.2.148_cudnn7.4.1_0.tar.bz2
# !cp -r lib/python2.7/site-packages/* /usr/local/lib/python2.7/dist-packages/