Hi, I've just given this a whirl and managed to successfully open the Android Tensorflow Demo under Android Studio and build it from there. You'll still need Bazel for building the native libs, but you'll be able to get full Java support through Android Studio.

Some of these steps are shared with
https://github.com/tensorflow/tensorflow/blob/master/tensorflow/examples/android/README.md, so feel free to skip if you've already done them.

Instructions:
Download and install bazel 0.3.0 for your system: https://github.com/bazelbuild/bazel/releases

Download Android NDK r11c and unzip it somewhere:

Clone repo:

git clone --recursive https://github.com/tensorflow/tensorflow/
cd tensorflow

Now edit WORKSPACE to point to your NDK (the SDK should be unnecessary, since only AS will be using it, not Bazel).

Install Assets for Demo:

wget https://storage.googleapis.com/download.tensorflow.org/models/inception5h.zip -O /tmp/inception5h.zip
unzip /tmp/inception5h.zip -d tensorflow/examples/android/assets/

Build native libs:

CPU=armeabi-v7a
bazel build //tensorflow/examples/android:tensorflow_native_libs --crosstool_top=//external:android/crosstool --cpu=$CPU --host_crosstool_top=@bazel_tools//tools/cpp:toolchain

NATIVE_FOLDER=tensorflow/examples/android/libs/$CPU
mkdir -p $NATIVE_FOLDER
cp bazel-bin/tensorflow/examples/android/libtensorflow_demo.so $NATIVE_FOLDER

Set up the Android Studio project:

Select "Open an existing Android Studio project" (it's not, but don't worry about that)
It will detect an AndroidManifest.xml, and ask you to configure. Do so.
Open "File/Project Structure"
- click "Modules"
  - select the "android" module (not the "Android" below it)
    - On the "Sources" tab, make sure that res is a resource directory, and src is a source directory.
    - On the "Paths" tab, make sure that the paths are set to a directory you want to output to.

Build the APK
Under Build, click "Generate Signed APK"

With any luck, this should create a working APK! You'll need to re-run the "Build Native Libs" instructions any time you modify .cc or .h files, but you should be able to edit the Java code as you normally would for any other Android project.

In the future we may better support Android Studio with cmake support, so that some of these steps would be unnecessary.

Is it possible to import the project int android Studio and compile using NDK? #3444

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