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Cocoapod integration for Tensorflow (unofficial)

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TensorflowPod

Build Tensorflow for iOS on macOS

  • [Prerequsite] Install xcode cli tools

    $ xcode-select --install
    
  • [Prerequsite] Install automake and libtool

    $ brew install automake libtool
    
  • Clone TensorFlow repository

    $ cd ~/Code
    $ git clone https://github.com/tensorflow/tensorflow/
    
  • Clone TensorflowPod repository

    $ cd ~/Code
    $ git clone https://github.com/rainbean/TensorflowPod
    
  • Compile TensorFlow

    $ cd ~/Code/tensorflow
    $ tensorflow/contrib/makefile/build_all_ios.sh
    
  • Pack necessary header and static library

    $ cd ~/Code/tensorflow
    $ ~/Code/TensorflowPod/pack.sh
    $ ls tensorflow.tar.gz
    

Integrate TensorFlow as Pod

  • [Prerequsite] Install Cocoapods

    sudo gem install cocoapods
    
  • Create or add pod into your project Podfile, which should look like

    target 'DemoApp' do
        # Comment the next line if you're not using Swift and don't want to use dynamic frameworks
        use_frameworks!
    
        # Pods for DemoApp
        pod 'TensorflowPod', :podspec => 'https://raw.githubusercontent.com/rainbean/TensorflowPod/master/TensorflowPod.podspec'
    
    end
    
  • Install Pod

    pod install
    
  • Follow official demo app to develop, link

    #include "google/protobuf/message_lite.h"
    #include "tensorflow/core/framework/tensor.h"
    #include "tensorflow/core/public/session.h"
    
    tensorflow::GraphDef graph;
    ...
    

Apply hotfix

  • Issue #1740: No OpKernel was registered to support Op 'Switch'

    $ sed  -i -- '98s/$/ m(bool)/' tensorflow/core/framework/register_types.h
    $ git diff
        ...
        -#define TF_CALL_bool(m)
        +#define TF_CALL_bool(m) m(bool)
    
  • Issue #9476: No OpKernel was registered to support Op 'Less'

    $ sed  -i -- '302,430s/__ANDROID_TYPES_SLIM__/__ANDROID_TYPES_FULL__/' tensorflow/contrib/makefile/Makefile
    $ git diff
        ...
        - -D__ANDROID_TYPES_SLIM__ \
        + -D__ANDROID_TYPES_FULL__ \
    

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Cocoapod integration for Tensorflow (unofficial)

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