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The MIT License (MIT) | ||
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Copyright (c) 2017 Houston Engineering, Inc., http://www.houstoneng.com | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy of | ||
this software and associated documentation files (the "Software"), to deal in | ||
the Software without restriction, including without limitation the rights to | ||
use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of | ||
the Software, and to permit persons to whom the Software is furnished to do so, | ||
subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS | ||
FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 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. |
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{ | ||
"name": "cordova-plugin-tensorflow", | ||
"version": "0.0.1", | ||
"description": "TensorFlow for Cordova", | ||
"cordova": { | ||
"id": "cordova-plugin-tensorflow", | ||
"platforms": [ | ||
"android" | ||
] | ||
}, | ||
"repository": { | ||
"type": "git", | ||
"url": "https://github.com/heigeo/cordova-plugin-tensorflow.git" | ||
}, | ||
"keywords": [ | ||
"ai", | ||
"inference", | ||
"classification", | ||
"imagerecognition", | ||
"neuralnetworks", | ||
"machinelearning", | ||
"tensorflow", | ||
"inception", | ||
"ecosystem:cordova", | ||
"cordova-android" | ||
], | ||
"engines": [ | ||
{ | ||
"name": "cordova-android", | ||
"version": ">=5.1.0" | ||
} | ||
], | ||
"author": "Houston Engineering, Inc.", | ||
"license": "MIT", | ||
"bugs": { | ||
"url": "https://github.com/heigeo/cordova-plugin-tensorflow/issues" | ||
}, | ||
"homepage": "https://github.com/heigeo/cordova-plugin-tensorflow#readme" | ||
} |
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<?xml version="1.0" encoding="UTF-8"?> | ||
<plugin xmlns="http://apache.org/cordova/ns/plugins/1.0" | ||
id="cordova-plugin-tensorflow" version="0.0.1"> | ||
<name>TensorFlow for Cordova</name> | ||
<description>Cordova/PhoneGap wrapper for TensorFlow's image recognition binary library.</description> | ||
<license>MIT</license> | ||
<keywords>cordova,device</keywords> | ||
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<dependency id="cordova-plugin-file-transfer" /> | ||
<dependency id="cordova-plugin-zip" /> | ||
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<js-module src="www/tensorflow.js" name="tensorflow"> | ||
<clobbers target="TensorFlow" /> | ||
</js-module> | ||
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<platform name="android"> | ||
<config-file target="config.xml" parent="/*"> | ||
<feature name="TensorFlow"> | ||
<param name="android-package" value="io.wq.tensorflow.TensorFlow" /> | ||
</feature> | ||
</config-file> | ||
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<source-file src="src/android/TensorFlow.java" target-dir="src/io/wq/tensorflow" /> | ||
<source-file src="src/android/tf_libs/Classifier.java" target-dir="src/org/tensorflow/demo" /> | ||
<source-file src="src/android/tf_libs/TensorFlowImageClassifier.java" target-dir="src/org/tensorflow/demo" /> | ||
<source-file src="src/android/tf_libs/libandroid_tensorflow_inference_java.jar" target-dir="libs" /> | ||
<source-file src="src/android/tf_libs/armeabi-v7a/libtensorflow_inference.so" target-dir="libs/armeabi" /> | ||
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</platform> | ||
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</plugin> | ||
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package io.wq.tensorflow; | ||
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import org.apache.cordova.CordovaPlugin; | ||
import org.apache.cordova.CallbackContext; | ||
import org.json.JSONArray; | ||
import org.json.JSONObject; | ||
import org.json.JSONException; | ||
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import android.util.Base64; | ||
import android.graphics.Bitmap; | ||
import android.graphics.Bitmap.Config; | ||
import android.graphics.BitmapFactory; | ||
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import org.tensorflow.demo.TensorFlowImageClassifier; | ||
import org.tensorflow.demo.Classifier.Recognition; | ||
import org.tensorflow.demo.Classifier; | ||
import java.util.List; | ||
import java.util.Map; | ||
import java.util.HashMap; | ||
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import android.media.ThumbnailUtils; | ||
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public class TensorFlow extends CordovaPlugin { | ||
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@Override | ||
public boolean execute(String action, JSONArray args, CallbackContext callbackContext) throws JSONException { | ||
if (action.equals("loadModel")) { | ||
this.loadModel( | ||
args.getString(0), | ||
args.getString(1), | ||
args.getString(2), | ||
args.getInt(3), | ||
args.getInt(4), | ||
(float) args.getDouble(5), | ||
args.getString(6), | ||
args.getString(7), | ||
callbackContext | ||
); | ||
return true; | ||
} else if (action.equals("classify")) { | ||
this.classify(args.getString(0), args.getString(1), callbackContext); | ||
return true; | ||
} else { | ||
return false; | ||
} | ||
} | ||
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private Map<String,Classifier> classifiers = new HashMap(); | ||
private Map<String,Integer> sizes = new HashMap(); | ||
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private void loadModel(String modelName, String modelFile, String labelFile, | ||
int inputSize, int imageMean, float imageStd, | ||
String inputName, String outputName, | ||
CallbackContext callbackContext) { | ||
classifiers.put(modelName, TensorFlowImageClassifier.create( | ||
cordova.getActivity().getAssets(), | ||
modelFile, | ||
labelFile, | ||
inputSize, | ||
imageMean, | ||
imageStd, | ||
inputName, | ||
outputName | ||
)); | ||
sizes.put(modelName, inputSize); | ||
callbackContext.success(); | ||
} | ||
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private void classify(String modelName, String image, CallbackContext callbackContext) { | ||
byte[] imageData = Base64.decode(image, Base64.DEFAULT); | ||
Classifier classifier = classifiers.get(modelName); | ||
int size = sizes.get(modelName); | ||
Bitmap bitmap = BitmapFactory.decodeByteArray(imageData, 0, imageData.length); | ||
Bitmap cropped = ThumbnailUtils.extractThumbnail(bitmap, size, size); | ||
List<Recognition> results = classifier.recognizeImage(cropped); | ||
JSONArray output = new JSONArray(); | ||
try { | ||
JSONObject info = new JSONObject(); | ||
info.put("title", "Total"); | ||
info.put("confidence", results.size()); | ||
output.put(info); | ||
for (Recognition result : results) { | ||
JSONObject record = new JSONObject(); | ||
record.put("title", result.getTitle()); | ||
record.put("confidence", result.getConfidence()); | ||
output.put(record); | ||
} | ||
} catch (JSONException e) { | ||
} | ||
callbackContext.success(output); | ||
} | ||
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} |
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