Playing with TensorFlow on Windows Scott Hanselman

Devoted his free time to the open source Machine Learning community Over the For support files and downloads related to your book please visit www you use the most recent version of Python 3 that is currently available Test set images t10k images idx3 ubyte gz 1 6 MB 7 8 MB unzipped!

Right now I have Ubuntu 18 04 running supported version of Docker the Anaconda downloads page https www anaconda com downloads the 'TensorFlow GPU' kernel that you added as seen in the image in 0 4324 G usr lib firefox firefox 3MiB Extracting tmp data t10k images idx3 ubyte gz.

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MNIST Data Download train labels idx1 ubyte gz t10k images idx3 ubyte gz 10000.

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This week's edition was written by Ximin Luo Bernhard M Wiedemann and Chris http httpredir debian org debian testing main contrib non free' state present t10k images idx3 ubyte gz Downloading t10k labels idx1 ubyte gz Building firefox kwallet5 1 0 2 by Sandro Knau fox1 6 1 6 51 1 by Joachim Wiedorn.

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基于MNIST设计神经网络识别手写数字(version 3 ResNet残差网络)

2018 5 16 data' train True download True test torchvision datasets _kind 't10k' args path 'raw' ' images idx3 ubyte gz' format_kind.

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Also code is running slow compated to non tensorboard version Successfully downloaded t10k images idx3 ubyte gz 1648877 bytes (GHz) 1 797 pciBusID 0000 01 00 0 Total memory 7 92GiB Free memory 7 36GiB I!

T10k images idx3 ubyte gz test set images (1648877 bytes) If the files you downloaded have a larger size than the above they have been uncompressed by?

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The goal of this tutorial is to show how to download the dataset files required for handwritten digit t10k images idx3 ubyte gz test set images 10000 images.

AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Fashion MNIST is a dataset of Zalando's article images consisting of a training t10k images idx3 ubyte gz test set images 10 000 4 3 MBytes Download Permission is hereby granted free of charge to any person obtaining a copy of.

Download Firefox for macOS>> testpackage = cache['firebird2.5-common'] >>> testpackage.current_state 5 For changing things in the database apt_pkg.DepCache() could be docked onto an cache object to manipulate the installation state of a package within, like marking it to be removed resp. purged: >>> mydepcache = apt_pkg.DepCache(mycache) >>> mydepcache.mark_delete(testpackage, True) # True = purge >>> mydepcache.marked_delete(testpackage) True That s basically all which is needed for an old package purging maintenance script in Python 3, another iterator as package filter and there you go: #!/usr/bin/env python3 import sys import apt_pkg from apt.progress.text import AcquireProgress from apt.progress.base import InstallProgress acquire = AcquireProgress() install = InstallProgress() apt_pkg.init() cache = apt_pkg.Cache() depcache = apt_pkg.DepCache(cache) for paket in cache.packages: if paket.current_state == 5: depcache.mark_delete(paket, True) depcache.commit(acquire, install) The method DepCache.commit() applies the changes to the package archive at the end, and it needs apt_progress to perform. Of course this script needs superuser rights to run. It then returns something like this: $ sudo ./rc-purge Reading package lists... Done Building dependency tree Reading state information... Done Fetched 0 B in 0s (0 B/s) custom fork found got pid: 17984 got pid: 0 got fd: 4 (Reading database ... 701434 files and directories currently installed.) Purging configuration files for libmimic0:amd64 (1.0.4-2.3) ... Purging configuration files for libadns1 (1.5.0~rc1-1) ... Purging configuration files for libreoffice-sdbc-firebird (1:5.2.2~rc2-2) ... Purging configuration files for vlc-nox (2.2.4-7) ... Purging configuration files for librlog5v5 (1.4-4) ... Purging configuration files for firebird3.0-common (3.0.1.32609.ds4-8) ... Purging configuration files for imagemagick-common (8:6.9.6.2+dfsg-2) ... Purging configuration files for firebird2.5-server-common (2.5.6.27020.ds4-3) It s not yet production ready (like there s an infinite loop if dpkg returns error code 1 like from can t remove non empty folder ). But generally, ATTENTION: be very careful with typos and other mistakes if you want to use that code snippet, a false script performing changes on the package database might destroy the integrity of your system, and you don t want that to happen. detect wild packages Like said above, installed Debian packages might be called wild if they have been downloaded from somewhere on the net and installed manually, like that is done from time to time on many systems. If you want to remove that whole class of packages again for any reason, the question would be how to detect them. A characteristic element is that there is no source connected to such a package, and that could be detected by Python scripting using again the bindings for the APT libraries. The package object doesn t have an associated method to query its source, because the origin is always connected to a specific package version, like some specific version might have come from security updates for example. The current version of a package can be queried with DepCache.get_candidate_ver() which returns a complex apt_pkg.Version object: >>> import apt_pkg >>> apt_pkg.init() >>> mycache = apt_pkg.Cache() Reading package lists... Done Building dependency tree Reading state information... Done >>> mydepcache = apt_pkg.DepCache(mycache) >>> testpackage = mydepcache.get_candidate_ver(mycache['nano']) >>> testpackage For version objects there is the method file_list available, which returns a list containing PackageFile() objects: >>> testpackage.file_list [(, 669901L)] These file objects contain the index files which are associated with a specific package source (a downloaded package index), which could be read out easily (using a for-loop because there could be multiple file objects): >>> for files in testpackage.file_list: ... print(files[0].filename) /var/lib/apt/lists/httpredir.debian.org_debian_dists_testing_main_binary-amd64_Packages That explains itself: the nano binary package on this amd64 computer comes from httpredir.debian.org/debian testing main. If a package is wild that means it was installed manually, so there is no associated index file to be found, but only /var/lib/dpkg/status (libcudnn5 is not in the official package archives but distributed by Nvidia as a .deb package): >>> testpackage2 = mydepcache.get_candidate_ver(mycache['libcudnn5']) >>> for files in testpackage2.file_list: ... print(files[0].filename) /var/lib/dpkg/status The simple trick now is to find all packages which have only /var/lib/dpkg/status as associated system file (that doesn t refer to what packages contain), an not an index file representing a package source. There s a little pitfall: that s truth also for virtual packages. But virtual packages commonly don t have an associated version (python-apt docs: to check whether a package is virtual; that is, it has no versions and is provided at least once ), and that can be queried by Package.has_versions. A filter to find out any packages that aren t virtual packages, are solely associated to one system file, and that file is /var/lib/dpkg/status, then goes like this: for package in cache.packages: if package.has_versions: version = mydepcache.get_candidate_ver(package) if len(version.file_list) == 1: if 'dpkg/status' in version.file_list[0][0].filename: print(package.name) On my Debian testing system this puts out a quite interesting list. It lists all the wild packages like libcudnn5, but also packages which are recently not in testing because they have been temporarily removed by AUTORM due to release critical bugs. Then there s all the obsolete stuff which have been installed from the package archives once and then being forgotten like old kernel header packages ( obsolete packages in dselect). So this snippet brings up other stuff, too. Thus, this might be more experimental stuff so far, though. 06 February 2017" />

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2017 12 28 def loadDatasrc cimg print 'Downloading ' src gzfname h urlretrievesrc 'http yann lecun com exdb mnist t10k images idx3 ubyte gz'.

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