content: /* Copyright 2017 The TensorFlow Authors. All Rights Reserved.
  
  Licensed under the Apache License, Version 2.0 (the "License");
  you may not use this file except in compliance with the License.
  You may obtain a copy of the License at
  
      http://www.apache.org/licenses/LICENSE-2.0
  
  Unless required by applicable law or agreed to in writing, software
  distributed under the License is distributed on an "AS IS" BASIS,
  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  See the License for the specific language governing permissions and
  limitations under the License.
  ==============================================================================*/
  
  package com.example.android.smartreply;
  
  import android.content.Context;
  import android.content.res.AssetFileDescriptor;
  import android.support.annotation.Keep;
  import android.support.annotation.WorkerThread;
  import android.util.Log;
  import java.io.BufferedReader;
  import java.io.FileInputStream;
  import java.io.IOException;
  import java.io.InputStreamReader;
  import java.nio.MappedByteBuffer;
  import java.nio.channels.FileChannel;
  import java.util.ArrayList;
  import java.util.List;
  
  /** Interface to load TfLite model and provide predictions. */
  public class SmartReplyClient implements AutoCloseable {
    private static final String TAG = "SmartReplyDemo";
    private static final String MODEL_PATH = "smartreply.tflite";
    private static final String BACKOFF_PATH = "backoff_response.txt";
    private static final String JNI_LIB = "smartreply_jni";
  
    private final Context context;
    private long storage;
    private MappedByteBuffer model;
  
    private volatile boolean isLibraryLoaded;
  
    public SmartReplyClient(Context context) {
      this.context = context;
    }
  
    public boolean isLoaded() {
      return storage != 0;
    }
  
    @WorkerThread
    public synchronized void loadModel() {
      if (!isLibraryLoaded) {
        try {
          System.loadLibrary(JNI_LIB);
          isLibraryLoaded = true;
        } catch (Exception e) {
          Log.e(TAG, "Failed to load prebuilt smartreply_jni lib", e);
          return;
        }
      }
  
      try {
        model = loadModelFile();
        String[] backoff = loadBackoffList();
        storage = loadJNI(model, backoff);
      } catch (IOException e) {
        Log.e(TAG, "Fail to load model", e);
        return;
      }
    }
  
    @WorkerThread
    public synchronized SmartReply[] predict(String[] input) {
      if (storage != 0) {
        return predictJNI(storage, input);
      } else {
        return new SmartReply[] {};
      }
    }
  
    @WorkerThread
    public synchronized void unloadModel() {
      close();
    }
  
    @Override
    public synchronized void close() {
      if (storage != 0) {
        unloadJNI(storage);
        storage = 0;
      }
    }
  
    private MappedByteBuffer loadModelFile() throws IOException {
      try (AssetFileDescriptor fileDescriptor = context.getAssets().openFd(MODEL_PATH);
          FileInputStream inputStream = new FileInputStream(fileDescriptor.getFileDescriptor())) {
        FileChannel fileChannel = inputStream.getChannel();
        long startOffset = fileDescriptor.getStartOffset();
        long declaredLength = fileDescriptor.getDeclaredLength();
        return fileChannel.map(FileChannel.MapMode.READ_ONLY, startOffset, declaredLength);
      }
    }
  
    private String[] loadBackoffList() throws IOException {
      List<String> labelList = new ArrayList<String>();
      try (BufferedReader reader =
          new BufferedReader(new InputStreamReader(context.getAssets().open(BACKOFF_PATH)))) {
        String line;
        while ((line = reader.readLine()) != null) {
          if (!line.isEmpty()) {
            labelList.add(line);
          }
        }
      }
      String[] ans = new String[labelList.size()];
      labelList.toArray(ans);
      return ans;
    }
  
    @Keep
    private native long loadJNI(MappedByteBuffer buffer, String[] backoff);
  
    @Keep
    private native SmartReply[] predictJNI(long storage, String[] text);
  
    @Keep
    private native void unloadJNI(long storage);
  }
  