2018-09-03 FaceExpression-androi

2018-09-03 本文已影响21人 HellyCla

2018-08-17实验记录

cv2.imread() 两个参数，第一个参数是图像路径，第二个参数是图像属性

参数2：

1: cv2.IMREAD_COLOR : Loads a color image. Any transparency of image will be neglected. It is the default flag.
0: cv2.IMREAD_GRAYSCALE : Loads image in grayscale mode
-1: cv2.IMREAD_UNCHANGED : Loads image as such including alpha channel

import numpy as np
import cv2
# Load an color image in grayscale
img = cv2.imread('messi5.jpg',0)

2018-08-20 关于Matrix

Matrix的操作

总共分为translate（平移），rotate（旋转），scale（缩放）和skew（倾斜）四种，每一种变换在Android的API里都提供了set, post和pre三种操作方式,除了translate，其他三种操作都可以指定中心点。
set是直接设置Matrix的值，每次set一次，整个Matrix的数组都会变掉。
post是后乘，当前的矩阵乘以参数给出的矩阵。可以连续多次使用post，来完成所需的整个变换。 pre是前乘，参数给出的矩阵乘以当前的矩阵。例如，要将一个图片旋转30度，然后平移到(100,100)的地方，那么可以这样做:

Matrix m = new Matrix();  
  
m.postRotate(30);  
  
m.postTranslate(100, 100);

旋转、缩放和倾斜都可以围绕一个中心点来进行，如果不指定，默认情况下，是围绕(0,0)点来进行。

java.util.PriorityQueue.poll()方法实例

poll() 方法用于检索并移除此队列的头，则返回null，如果此队列为空。

2018-08-21 获取Assets路径名

第一种方法：
String path = "file:///android_asset/文件名";
第二种方法：
InputStream abpath = getClass().getResourceAsStream("/assets/文件名");

若要想要转换成String类型

String path = new String(InputStreamToByte(abpath ));

    private byte[] InputStreamToByte(InputStream is) throws IOException {
        ByteArrayOutputStream bytestream = new ByteArrayOutputStream();
        int ch;
        while ((ch = is.read()) != -1) {
            bytestream.write(ch);
        }
        byte imgdata[] = bytestream.toByteArray();
        bytestream.close();
        return imgdata;
    }

2018-08-22 在android-studio中查看tensorflow模型节点信息

首先加载模型

c.inferenceInterface = new TensorFlowInferenceInterface(assetManager, modelFilename);

查看operation的信息

        Iterator<Operation> it = c.inferenceInterface.graph().operations();
        while (it.hasNext()){
            String str=(String) it.next().name();
            System.out.println(str);
        }

打印如下信息，从中可以找出准去的inputName,与outputName

08-22 16:27:23.796 11119-11158/? I/System.out: conv1/kernel
    conv1_bn/gamma
    conv1_bn/beta
    conv1_bn/moving_mean
    conv1_bn/moving_variance
    conv1_bn/moving_mean/biased
    conv1_bn/moving_mean/local_step
    conv1_bn/moving_variance/biased
    conv1_bn/moving_variance/local_step
    conv_dw_1/depthwise_kernel
    conv_dw_1_bn/gamma
    conv_dw_1_bn/beta
    conv_dw_1_bn/moving_mean
08-22 16:27:23.797 11119-11158/? I/System.out: conv_dw_1_bn/moving_variance
    conv_dw_1_bn/moving_mean/biased
    conv_dw_1_bn/moving_mean/local_step
    conv_dw_1_bn/moving_variance/biased
    conv_dw_1_bn/moving_variance/local_step
    conv_pw_1/kernel
    conv_pw_1_bn/gamma
    conv_pw_1_bn/beta
    conv_pw_1_bn/moving_mean
    conv_pw_1_bn/moving_variance
    conv_pw_1_bn/moving_mean/biased
    conv_pw_1_bn/moving_mean/local_step
    conv_pw_1_bn/moving_variance/biased
    conv_pw_1_bn/moving_variance/local_step
    conv_dw_2/depthwise_kernel
    conv_dw_2_bn/gamma
    conv_dw_2_bn/beta
    conv_dw_2_bn/moving_mean
08-22 16:27:23.797 11119-11158/cjh.faceexpression I/System.out: conv_dw_2_bn/moving_variance
    conv_dw_2_bn/moving_mean/biased
    conv_dw_2_bn/moving_mean/local_step
    conv_dw_2_bn/moving_variance/biased
    conv_dw_2_bn/moving_variance/local_step
    conv_pw_2/kernel
    conv_pw_2_bn/gamma
    conv_pw_2_bn/beta
    conv_pw_2_bn/moving_mean
    conv_pw_2_bn/moving_variance
08-22 16:27:23.798 11119-11158/cjh.faceexpression I/System.out: conv_pw_2_bn/moving_mean/biased
    conv_pw_2_bn/moving_mean/local_step
    conv_pw_2_bn/moving_variance/biased
    conv_pw_2_bn/moving_variance/local_step
    conv_dw_3/depthwise_kernel
08-22 16:27:23.798 11119-11158/cjh.faceexpression I/System.out: conv_dw_3_bn/gamma
    conv_dw_3_bn/beta
    conv_dw_3_bn/moving_mean
    conv_dw_3_bn/moving_variance
    conv_dw_3_bn/moving_mean/biased
    conv_dw_3_bn/moving_mean/local_step
    conv_dw_3_bn/moving_variance/biased
    conv_dw_3_bn/moving_variance/local_step
    conv_pw_3/kernel
    conv_pw_3_bn/gamma
    conv_pw_3_bn/beta
    conv_pw_3_bn/moving_mean
    conv_pw_3_bn/moving_variance
    conv_pw_3_bn/moving_mean/biased
    conv_pw_3_bn/moving_mean/local_step
    conv_pw_3_bn/moving_variance/biased
    conv_pw_3_bn/moving_variance/local_step
    conv_dw_4/depthwise_kernel
    conv_dw_4_bn/gamma
    conv_dw_4_bn/beta
    conv_dw_4_bn/moving_mean
    conv_dw_4_bn/moving_variance
    conv_dw_4_bn/moving_mean/biased
    conv_dw_4_bn/moving_mean/local_step
08-22 16:27:23.799 11119-11158/cjh.faceexpression I/System.out: conv_dw_4_bn/moving_variance/biased
    conv_dw_4_bn/moving_variance/local_step
    conv_pw_4/kernel
    conv_pw_4_bn/gamma
    conv_pw_4_bn/beta
    conv_pw_4_bn/moving_mean
    conv_pw_4_bn/moving_variance
    conv_pw_4_bn/moving_mean/biased
    conv_pw_4_bn/moving_mean/local_step
    conv_pw_4_bn/moving_variance/biased
    conv_pw_4_bn/moving_variance/local_step
    conv_dw_5/depthwise_kernel
    conv_dw_5_bn/gamma
    conv_dw_5_bn/beta
    conv_dw_5_bn/moving_mean
    conv_dw_5_bn/moving_variance
    conv_dw_5_bn/moving_mean/biased
    conv_dw_5_bn/moving_mean/local_step
    conv_dw_5_bn/moving_variance/biased
    conv_dw_5_bn/moving_variance/local_step
    conv_pw_5/kernel
    conv_pw_5_bn/gamma
    conv_pw_5_bn/beta
    conv_pw_5_bn/moving_mean
    conv_pw_5_bn/moving_variance
    conv_pw_5_bn/moving_mean/biased
    conv_pw_5_bn/moving_mean/local_step
    conv_pw_5_bn/moving_variance/biased
    conv_pw_5_bn/moving_variance/local_step
08-22 16:27:23.800 11119-11158/cjh.faceexpression I/System.out: conv_dw_6/depthwise_kernel
    conv_dw_6_bn/gamma
    conv_dw_6_bn/beta
    conv_dw_6_bn/moving_mean
    conv_dw_6_bn/moving_variance
    conv_dw_6_bn/moving_mean/biased
    conv_dw_6_bn/moving_mean/local_step
    conv_dw_6_bn/moving_variance/biased
    conv_dw_6_bn/moving_variance/local_step
    conv_pw_6/kernel
    conv_pw_6_bn/gamma
    conv_pw_6_bn/beta
    conv_pw_6_bn/moving_mean
    conv_pw_6_bn/moving_variance
    conv_pw_6_bn/moving_mean/biased
    conv_pw_6_bn/moving_mean/local_step
    conv_pw_6_bn/moving_variance/biased
    conv_pw_6_bn/moving_variance/local_step
    conv_dw_7/depthwise_kernel
    conv_dw_7_bn/gamma
    conv_dw_7_bn/beta
    conv_dw_7_bn/moving_mean
    conv_dw_7_bn/moving_variance
    conv_dw_7_bn/moving_mean/biased
    conv_dw_7_bn/moving_mean/local_step
    conv_dw_7_bn/moving_variance/biased
    conv_dw_7_bn/moving_variance/local_step
    conv_pw_7/kernel
    conv_pw_7_bn/gamma
08-22 16:27:23.801 11119-11158/cjh.faceexpression I/System.out: conv_pw_7_bn/beta
    conv_pw_7_bn/moving_mean
    conv_pw_7_bn/moving_variance
    conv_pw_7_bn/moving_mean/biased
    conv_pw_7_bn/moving_mean/local_step
    conv_pw_7_bn/moving_variance/biased
    conv_pw_7_bn/moving_variance/local_step
    conv_dw_8/depthwise_kernel
    conv_dw_8_bn/gamma
    conv_dw_8_bn/beta
    conv_dw_8_bn/moving_mean
    conv_dw_8_bn/moving_variance
    conv_dw_8_bn/moving_mean/biased
    conv_dw_8_bn/moving_mean/local_step
    conv_dw_8_bn/moving_variance/biased
    conv_dw_8_bn/moving_variance/local_step
    conv_pw_8/kernel
    conv_pw_8_bn/gamma
    conv_pw_8_bn/beta
    conv_pw_8_bn/moving_mean
    conv_pw_8_bn/moving_variance
    conv_pw_8_bn/moving_mean/biased
    conv_pw_8_bn/moving_mean/local_step
    conv_pw_8_bn/moving_variance/biased
    conv_pw_8_bn/moving_variance/local_step
    conv_dw_9/depthwise_kernel
    conv_dw_9_bn/gamma
    conv_dw_9_bn/beta
    conv_dw_9_bn/moving_mean
08-22 16:27:23.802 11119-11158/cjh.faceexpression I/System.out: conv_dw_9_bn/moving_variance
    conv_dw_9_bn/moving_mean/biased
    conv_dw_9_bn/moving_mean/local_step
    conv_dw_9_bn/moving_variance/biased
    conv_dw_9_bn/moving_variance/local_step
    conv_pw_9/kernel
    conv_pw_9_bn/gamma
    conv_pw_9_bn/beta
    conv_pw_9_bn/moving_mean
    conv_pw_9_bn/moving_variance
    conv_pw_9_bn/moving_mean/biased
    conv_pw_9_bn/moving_mean/local_step
    conv_pw_9_bn/moving_variance/biased
    conv_pw_9_bn/moving_variance/local_step
    conv_dw_10/depthwise_kernel
    conv_dw_10_bn/gamma
    conv_dw_10_bn/beta
    conv_dw_10_bn/moving_mean
    conv_dw_10_bn/moving_variance
    conv_dw_10_bn/moving_mean/biased
    conv_dw_10_bn/moving_mean/local_step
    conv_dw_10_bn/moving_variance/biased
    conv_dw_10_bn/moving_variance/local_step
    conv_pw_10/kernel
    conv_pw_10_bn/gamma
    conv_pw_10_bn/beta
    conv_pw_10_bn/moving_mean
    conv_pw_10_bn/moving_variance
08-22 16:27:23.803 11119-11158/cjh.faceexpression I/System.out: conv_pw_10_bn/moving_mean/biased
    conv_pw_10_bn/moving_mean/local_step
08-22 16:27:23.803 11119-11158/cjh.faceexpression I/System.out: conv_pw_10_bn/moving_variance/biased
08-22 16:27:23.803 11119-11158/cjh.faceexpression I/System.out: conv_pw_10_bn/moving_variance/local_step
    conv_dw_11/depthwise_kernel
    conv_dw_11_bn/gamma
    conv_dw_11_bn/beta
    conv_dw_11_bn/moving_mean
    conv_dw_11_bn/moving_variance
    conv_dw_11_bn/moving_mean/biased
    conv_dw_11_bn/moving_mean/local_step
    conv_dw_11_bn/moving_variance/biased
    conv_dw_11_bn/moving_variance/local_step
    conv_pw_11/kernel
    conv_pw_11_bn/gamma
    conv_pw_11_bn/beta
    conv_pw_11_bn/moving_mean
    conv_pw_11_bn/moving_variance
    conv_pw_11_bn/moving_mean/biased
    conv_pw_11_bn/moving_mean/local_step
    conv_pw_11_bn/moving_variance/biased
    conv_pw_11_bn/moving_variance/local_step
    conv_dw_12/depthwise_kernel
    conv_dw_12_bn/gamma
    conv_dw_12_bn/beta
    conv_dw_12_bn/moving_mean
    conv_dw_12_bn/moving_variance
    conv_dw_12_bn/moving_mean/biased
08-22 16:27:23.804 11119-11158/cjh.faceexpression I/System.out: conv_dw_12_bn/moving_mean/local_step
    conv_dw_12_bn/moving_variance/biased
    conv_dw_12_bn/moving_variance/local_step
    conv_pw_12/kernel
    conv_pw_12_bn/gamma
    conv_pw_12_bn/beta
    conv_pw_12_bn/moving_mean
    conv_pw_12_bn/moving_variance
    conv_pw_12_bn/moving_mean/biased
    conv_pw_12_bn/moving_mean/local_step
    conv_pw_12_bn/moving_variance/biased
    conv_pw_12_bn/moving_variance/local_step
    conv_dw_13/depthwise_kernel
    conv_dw_13_bn/gamma
    conv_dw_13_bn/beta
    conv_dw_13_bn/moving_mean
    conv_dw_13_bn/moving_variance
    conv_dw_13_bn/moving_mean/biased
    conv_dw_13_bn/moving_mean/local_step
    conv_dw_13_bn/moving_variance/biased
    conv_dw_13_bn/moving_variance/local_step
    conv_pw_13/kernel
    conv_pw_13_bn/gamma
    conv_pw_13_bn/beta
    conv_pw_13_bn/moving_mean
    conv_pw_13_bn/moving_variance
    conv_pw_13_bn/moving_mean/biased
    conv_pw_13_bn/moving_mean/local_step
08-22 16:27:23.805 11119-11158/cjh.faceexpression I/System.out: conv_pw_13_bn/moving_variance/biased
    conv_pw_13_bn/moving_variance/local_step
    conv1_bn/moving_mean/biased_1
    conv1_bn/moving_mean/local_step_1
    conv1_bn/moving_variance/biased_1
    conv1_bn/moving_variance/local_step_1
    conv_dw_1_bn/moving_mean/biased_1
    conv_dw_1_bn/moving_mean/local_step_1
    conv_dw_1_bn/moving_variance/biased_1
    conv_dw_1_bn/moving_variance/local_step_1
    conv_pw_1_bn/moving_mean/biased_1
    conv_pw_1_bn/moving_mean/local_step_1
    conv_pw_1_bn/moving_variance/biased_1
    conv_pw_1_bn/moving_variance/local_step_1
    conv_dw_2_bn/moving_mean/biased_1
    conv_dw_2_bn/moving_mean/local_step_1
    conv_dw_2_bn/moving_variance/biased_1
    conv_dw_2_bn/moving_variance/local_step_1
    conv_pw_2_bn/moving_mean/biased_1
    conv_pw_2_bn/moving_mean/local_step_1
    conv_pw_2_bn/moving_variance/biased_1
    conv_pw_2_bn/moving_variance/local_step_1
    conv_dw_3_bn/moving_mean/biased_1
    conv_dw_3_bn/moving_mean/local_step_1
    conv_dw_3_bn/moving_variance/biased_1
    conv_dw_3_bn/moving_variance/local_step_1
    conv_pw_3_bn/moving_mean/biased_1
    conv_pw_3_bn/moving_mean/local_step_1
    conv_pw_3_bn/moving_variance/biased_1
08-22 16:27:23.806 11119-11158/cjh.faceexpression I/System.out: conv_pw_3_bn/moving_variance/local_step_1
    conv_dw_4_bn/moving_mean/biased_1
    conv_dw_4_bn/moving_mean/local_step_1
    conv_dw_4_bn/moving_variance/biased_1
    conv_dw_4_bn/moving_variance/local_step_1
    conv_pw_4_bn/moving_mean/biased_1
    conv_pw_4_bn/moving_mean/local_step_1
    conv_pw_4_bn/moving_variance/biased_1
    conv_pw_4_bn/moving_variance/local_step_1
    conv_dw_5_bn/moving_mean/biased_1
    conv_dw_5_bn/moving_mean/local_step_1
    conv_dw_5_bn/moving_variance/biased_1
    conv_dw_5_bn/moving_variance/local_step_1
    conv_pw_5_bn/moving_mean/biased_1
    conv_pw_5_bn/moving_mean/local_step_1
    conv_pw_5_bn/moving_variance/biased_1
    conv_pw_5_bn/moving_variance/local_step_1
    conv_dw_6_bn/moving_mean/biased_1
    conv_dw_6_bn/moving_mean/local_step_1
    conv_dw_6_bn/moving_variance/biased_1
    conv_dw_6_bn/moving_variance/local_step_1
    conv_pw_6_bn/moving_mean/biased_1
    conv_pw_6_bn/moving_mean/local_step_1
    conv_pw_6_bn/moving_variance/biased_1
    conv_pw_6_bn/moving_variance/local_step_1
    conv_dw_7_bn/moving_mean/biased_1
    conv_dw_7_bn/moving_mean/local_step_1
    conv_dw_7_bn/moving_variance/biased_1
    conv_dw_7_bn/moving_variance/local_step_1
08-22 16:27:23.807 11119-11158/cjh.faceexpression I/System.out: conv_pw_7_bn/moving_mean/biased_1
    conv_pw_7_bn/moving_mean/local_step_1
    conv_pw_7_bn/moving_variance/biased_1
    conv_pw_7_bn/moving_variance/local_step_1
    conv_dw_8_bn/moving_mean/biased_1
    conv_dw_8_bn/moving_mean/local_step_1
    conv_dw_8_bn/moving_variance/biased_1
    conv_dw_8_bn/moving_variance/local_step_1
    conv_pw_8_bn/moving_mean/biased_1
    conv_pw_8_bn/moving_mean/local_step_1
    conv_pw_8_bn/moving_variance/biased_1
    conv_pw_8_bn/moving_variance/local_step_1
    conv_dw_9_bn/moving_mean/biased_1
    conv_dw_9_bn/moving_mean/local_step_1
    conv_dw_9_bn/moving_variance/biased_1
    conv_dw_9_bn/moving_variance/local_step_1
    conv_pw_9_bn/moving_mean/biased_1
    conv_pw_9_bn/moving_mean/local_step_1
    conv_pw_9_bn/moving_variance/biased_1
08-22 16:27:23.808 11119-11158/cjh.faceexpression I/System.out: conv_pw_9_bn/moving_variance/local_step_1
    conv_dw_10_bn/moving_mean/biased_1
    conv_dw_10_bn/moving_mean/local_step_1
    conv_dw_10_bn/moving_variance/biased_1
    conv_dw_10_bn/moving_variance/local_step_1
    conv_pw_10_bn/moving_mean/biased_1
    conv_pw_10_bn/moving_mean/local_step_1
    conv_pw_10_bn/moving_variance/biased_1
    conv_pw_10_bn/moving_variance/local_step_1
    conv_dw_11_bn/moving_mean/biased_1
    conv_dw_11_bn/moving_mean/local_step_1
    conv_dw_11_bn/moving_variance/biased_1
    conv_dw_11_bn/moving_variance/local_step_1
    conv_pw_11_bn/moving_mean/biased_1
    conv_pw_11_bn/moving_mean/local_step_1
    conv_pw_11_bn/moving_variance/biased_1
    conv_pw_11_bn/moving_variance/local_step_1
    conv_dw_12_bn/moving_mean/biased_1
    conv_dw_12_bn/moving_mean/local_step_1
    conv_dw_12_bn/moving_variance/biased_1
    conv_dw_12_bn/moving_variance/local_step_1
    conv_pw_12_bn/moving_mean/biased_1
08-22 16:27:23.809 11119-11158/cjh.faceexpression I/System.out: conv_pw_12_bn/moving_mean/local_step_1
    conv_pw_12_bn/moving_variance/biased_1
    conv_pw_12_bn/moving_variance/local_step_1
    conv_dw_13_bn/moving_mean/biased_1
    conv_dw_13_bn/moving_mean/local_step_1
08-22 16:27:23.809 11119-11158/cjh.faceexpression I/System.out: conv_dw_13_bn/moving_variance/biased_1
08-22 16:27:23.809 11119-11158/cjh.faceexpression I/System.out: conv_dw_13_bn/moving_variance/local_step_1
08-22 16:27:23.809 11119-11158/cjh.faceexpression I/System.out: conv_pw_13_bn/moving_mean/biased_1
    conv_pw_13_bn/moving_mean/local_step_1
    conv_pw_13_bn/moving_variance/biased_1
    conv_pw_13_bn/moving_variance/local_step_1
    outputs_class/kernel
    outputs_class/bias
    SGD/iterations
    SGD/lr
    SGD/momentum
    SGD/decay
08-22 16:27:23.810 11119-11158/cjh.faceexpression I/System.out: training/SGD/Variable
    training/SGD/Variable_1
    training/SGD/Variable_2
    training/SGD/Variable_3
    training/SGD/Variable_4
    training/SGD/Variable_5
    training/SGD/Variable_6
    training/SGD/Variable_7
08-22 16:27:23.810 11119-11158/cjh.faceexpression I/System.out: training/SGD/Variable_8
    training/SGD/Variable_9
    training/SGD/Variable_10
    training/SGD/Variable_11
    training/SGD/Variable_12
    training/SGD/Variable_13
    training/SGD/Variable_14
    training/SGD/Variable_15
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    training/SGD/Variable_17
    training/SGD/Variable_18
    training/SGD/Variable_19
08-22 16:27:23.811 11119-11158/cjh.faceexpression I/System.out: training/SGD/Variable_20
    training/SGD/Variable_21
    training/SGD/Variable_22
    training/SGD/Variable_23
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    training/SGD/Variable_25
    training/SGD/Variable_26
    training/SGD/Variable_27
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08-22 16:27:23.812 11119-11158/cjh.faceexpression I/System.out: training/SGD/Variable_42
    training/SGD/Variable_43
    training/SGD/Variable_44
    training/SGD/Variable_45
08-22 16:27:23.812 11119-11158/cjh.faceexpression I/System.out: training/SGD/Variable_46
08-22 16:27:23.812 11119-11158/cjh.faceexpression I/System.out: training/SGD/Variable_47
    training/SGD/Variable_48
08-22 16:27:23.812 11119-11158/cjh.faceexpression I/System.out: training/SGD/Variable_49
08-22 16:27:23.812 11119-11158/cjh.faceexpression I/System.out: training/SGD/Variable_50
    training/SGD/Variable_51
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    training/SGD/Variable_60
08-22 16:27:23.813 11119-11158/cjh.faceexpression I/System.out: training/SGD/Variable_61
    training/SGD/Variable_62
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08-22 16:27:23.814 11119-11158/cjh.faceexpression I/System.out: inputs_2
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08-22 16:27:23.814 11119-11158/cjh.faceexpression I/System.out: conv_dw_1_1/depthwise_kernel
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08-22 16:27:23.814 11119-11158/cjh.faceexpression I/System.out: conv_dw_1_bn_1/gamma
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08-22 16:27:23.814 11119-11158/cjh.faceexpression I/System.out: conv_dw_1_bn_1/beta/read
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08-22 16:27:23.815 11119-11158/cjh.faceexpression I/System.out: conv_dw_1_bn_1/moving_mean/biased
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08-22 16:27:23.815 11119-11158/cjh.faceexpression I/System.out: conv_dw_1_bn_1/moving_variance/local_step
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08-22 16:27:23.816 11119-11158/cjh.faceexpression I/System.out: conv_dw_2_bn_1/moving_variance
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08-22 16:27:23.817 11119-11158/cjh.faceexpression I/System.out: conv_dw_3_bn_1/moving_mean/read
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08-22 16:27:23.818 11119-11158/cjh.faceexpression I/System.out: conv_dw_4_1/depthwise_kernel/read
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08-22 16:27:23.819 11119-11158/cjh.faceexpression I/System.out: conv_dw_5_bn_1/gamma
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08-22 16:27:23.819 11119-11158/cjh.faceexpression I/System.out: conv_pw_5_bn_1/moving_mean/read
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08-22 16:27:23.821 11119-11158/cjh.faceexpression I/System.out: conv_dw_7_bn_1/gamma/read
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08-22 16:27:23.822 11119-11158/cjh.faceexpression I/System.out: conv_dw_8_1/depthwise_kernel
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08-22 16:27:23.823 11119-11158/? I/System.out: conv_pw_8_bn_1/moving_mean/local_step
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08-22 16:27:23.824 11119-11158/? I/System.out: conv_pw_9_bn_1/moving_mean
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08-22 16:27:23.825 11119-11158/? I/System.out: conv_pw_10_1/kernel
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08-22 16:27:23.827 11119-11158/? I/System.out: conv_dw_12_bn_1/gamma/read
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08-22 16:27:23.828 11119-11158/? I/System.out: conv_dw_13_1/depthwise_kernel
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    mobilenet_1.00_224_1/conv_pw_1_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_pw_1_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_1_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_pw_1_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_pw_1_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_pw_1_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_pw_1_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_pw_1_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_1_relu/Relu
    mobilenet_1.00_224_1/conv_pw_1_relu/Const
    mobilenet_1.00_224_1/conv_pw_1_relu/Minimum
    mobilenet_1.00_224_1/conv_pad_2/Pad/paddings
    mobilenet_1.00_224_1/conv_pad_2/Pad
    mobilenet_1.00_224_1/conv_dw_2/depthwise
    conv_dw_2_bn_1/moving_mean/biased_1
    conv_dw_2_bn_1/moving_mean/local_step_1
    conv_dw_2_bn_1/moving_variance/biased_1
    conv_dw_2_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_dw_2_bn/batchnorm/add/y
08-22 16:27:23.831 11119-11158/? I/System.out: mobilenet_1.00_224_1/conv_dw_2_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_dw_2_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_dw_2_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_dw_2_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_dw_2_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_dw_2_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_dw_2_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_dw_2_relu/Relu
    mobilenet_1.00_224_1/conv_dw_2_relu/Const
    mobilenet_1.00_224_1/conv_dw_2_relu/Minimum
    mobilenet_1.00_224_1/conv_pw_2/convolution
    conv_pw_2_bn_1/moving_mean/biased_1
    conv_pw_2_bn_1/moving_mean/local_step_1
    conv_pw_2_bn_1/moving_variance/biased_1
    conv_pw_2_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_pw_2_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_pw_2_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_2_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_pw_2_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_pw_2_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_pw_2_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_pw_2_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_pw_2_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_2_relu/Relu
    mobilenet_1.00_224_1/conv_pw_2_relu/Const
    mobilenet_1.00_224_1/conv_pw_2_relu/Minimum
    mobilenet_1.00_224_1/conv_pad_3/Pad/paddings
    mobilenet_1.00_224_1/conv_pad_3/Pad
    mobilenet_1.00_224_1/conv_dw_3/depthwise
    conv_dw_3_bn_1/moving_mean/biased_1
    conv_dw_3_bn_1/moving_mean/local_step_1
    conv_dw_3_bn_1/moving_variance/biased_1
    conv_dw_3_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_dw_3_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_dw_3_bn/batchnorm/add
08-22 16:27:23.832 11119-11158/? I/System.out: mobilenet_1.00_224_1/conv_dw_3_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_dw_3_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_dw_3_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_dw_3_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_dw_3_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_dw_3_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_dw_3_relu/Relu
    mobilenet_1.00_224_1/conv_dw_3_relu/Const
    mobilenet_1.00_224_1/conv_dw_3_relu/Minimum
    mobilenet_1.00_224_1/conv_pw_3/convolution
    conv_pw_3_bn_1/moving_mean/biased_1
    conv_pw_3_bn_1/moving_mean/local_step_1
    conv_pw_3_bn_1/moving_variance/biased_1
    conv_pw_3_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_pw_3_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_pw_3_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_3_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_pw_3_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_pw_3_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_pw_3_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_pw_3_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_pw_3_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_3_relu/Relu
    mobilenet_1.00_224_1/conv_pw_3_relu/Const
    mobilenet_1.00_224_1/conv_pw_3_relu/Minimum
    mobilenet_1.00_224_1/conv_pad_4/Pad/paddings
    mobilenet_1.00_224_1/conv_pad_4/Pad
    mobilenet_1.00_224_1/conv_dw_4/depthwise
    conv_dw_4_bn_1/moving_mean/biased_1
    conv_dw_4_bn_1/moving_mean/local_step_1
    conv_dw_4_bn_1/moving_variance/biased_1
    conv_dw_4_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_dw_4_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_dw_4_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_dw_4_bn/batchnorm/Rsqrt
08-22 16:27:23.833 11119-11158/? I/System.out: mobilenet_1.00_224_1/conv_dw_4_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_dw_4_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_dw_4_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_dw_4_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_dw_4_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_dw_4_relu/Relu
    mobilenet_1.00_224_1/conv_dw_4_relu/Const
    mobilenet_1.00_224_1/conv_dw_4_relu/Minimum
    mobilenet_1.00_224_1/conv_pw_4/convolution
    conv_pw_4_bn_1/moving_mean/biased_1
    conv_pw_4_bn_1/moving_mean/local_step_1
    conv_pw_4_bn_1/moving_variance/biased_1
    conv_pw_4_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_pw_4_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_pw_4_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_4_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_pw_4_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_pw_4_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_pw_4_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_pw_4_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_pw_4_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_4_relu/Relu
    mobilenet_1.00_224_1/conv_pw_4_relu/Const
    mobilenet_1.00_224_1/conv_pw_4_relu/Minimum
    mobilenet_1.00_224_1/conv_pad_5/Pad/paddings
    mobilenet_1.00_224_1/conv_pad_5/Pad
    mobilenet_1.00_224_1/conv_dw_5/depthwise
    conv_dw_5_bn_1/moving_mean/biased_1
    conv_dw_5_bn_1/moving_mean/local_step_1
    conv_dw_5_bn_1/moving_variance/biased_1
    conv_dw_5_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_dw_5_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_dw_5_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_dw_5_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_dw_5_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_dw_5_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_dw_5_bn/batchnorm/mul_2
08-22 16:27:23.834 11119-11158/? I/System.out: mobilenet_1.00_224_1/conv_dw_5_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_dw_5_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_dw_5_relu/Relu
    mobilenet_1.00_224_1/conv_dw_5_relu/Const
    mobilenet_1.00_224_1/conv_dw_5_relu/Minimum
    mobilenet_1.00_224_1/conv_pw_5/convolution
    conv_pw_5_bn_1/moving_mean/biased_1
    conv_pw_5_bn_1/moving_mean/local_step_1
    conv_pw_5_bn_1/moving_variance/biased_1
    conv_pw_5_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_pw_5_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_pw_5_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_5_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_pw_5_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_pw_5_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_pw_5_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_pw_5_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_pw_5_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_5_relu/Relu
    mobilenet_1.00_224_1/conv_pw_5_relu/Const
    mobilenet_1.00_224_1/conv_pw_5_relu/Minimum
    mobilenet_1.00_224_1/conv_pad_6/Pad/paddings
    mobilenet_1.00_224_1/conv_pad_6/Pad
    mobilenet_1.00_224_1/conv_dw_6/depthwise
    conv_dw_6_bn_1/moving_mean/biased_1
    conv_dw_6_bn_1/moving_mean/local_step_1
    conv_dw_6_bn_1/moving_variance/biased_1
    conv_dw_6_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_dw_6_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_dw_6_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_dw_6_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_dw_6_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_dw_6_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_dw_6_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_dw_6_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_dw_6_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_dw_6_relu/Relu
    mobilenet_1.00_224_1/conv_dw_6_relu/Const
    mobilenet_1.00_224_1/conv_dw_6_relu/Minimum
    mobilenet_1.00_224_1/conv_pw_6/convolution
08-22 16:27:23.835 11119-11158/? I/System.out: conv_pw_6_bn_1/moving_mean/biased_1
    conv_pw_6_bn_1/moving_mean/local_step_1
    conv_pw_6_bn_1/moving_variance/biased_1
    conv_pw_6_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_pw_6_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_pw_6_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_6_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_pw_6_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_pw_6_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_pw_6_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_pw_6_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_pw_6_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_6_relu/Relu
    mobilenet_1.00_224_1/conv_pw_6_relu/Const
    mobilenet_1.00_224_1/conv_pw_6_relu/Minimum
    mobilenet_1.00_224_1/conv_pad_7/Pad/paddings
    mobilenet_1.00_224_1/conv_pad_7/Pad
    mobilenet_1.00_224_1/conv_dw_7/depthwise
    conv_dw_7_bn_1/moving_mean/biased_1
    conv_dw_7_bn_1/moving_mean/local_step_1
    conv_dw_7_bn_1/moving_variance/biased_1
    conv_dw_7_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_dw_7_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_dw_7_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_dw_7_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_dw_7_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_dw_7_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_dw_7_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_dw_7_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_dw_7_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_dw_7_relu/Relu
    mobilenet_1.00_224_1/conv_dw_7_relu/Const
    mobilenet_1.00_224_1/conv_dw_7_relu/Minimum
08-22 16:27:23.836 11119-11158/? I/System.out: mobilenet_1.00_224_1/conv_pw_7/convolution
    conv_pw_7_bn_1/moving_mean/biased_1
    conv_pw_7_bn_1/moving_mean/local_step_1
08-22 16:27:23.836 11119-11158/? I/System.out: conv_pw_7_bn_1/moving_variance/biased_1
    conv_pw_7_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_pw_7_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_pw_7_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_7_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_pw_7_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_pw_7_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_pw_7_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_pw_7_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_pw_7_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_7_relu/Relu
    mobilenet_1.00_224_1/conv_pw_7_relu/Const
    mobilenet_1.00_224_1/conv_pw_7_relu/Minimum
    mobilenet_1.00_224_1/conv_pad_8/Pad/paddings
    mobilenet_1.00_224_1/conv_pad_8/Pad
    mobilenet_1.00_224_1/conv_dw_8/depthwise
    conv_dw_8_bn_1/moving_mean/biased_1
    conv_dw_8_bn_1/moving_mean/local_step_1
    conv_dw_8_bn_1/moving_variance/biased_1
    conv_dw_8_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_dw_8_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_dw_8_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_dw_8_bn/batchnorm/Rsqrt
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    mobilenet_1.00_224_1/conv_dw_8_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_dw_8_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_dw_8_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_dw_8_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_dw_8_relu/Relu
    mobilenet_1.00_224_1/conv_dw_8_relu/Const
    mobilenet_1.00_224_1/conv_dw_8_relu/Minimum
    mobilenet_1.00_224_1/conv_pw_8/convolution
    conv_pw_8_bn_1/moving_mean/biased_1
    conv_pw_8_bn_1/moving_mean/local_step_1
    conv_pw_8_bn_1/moving_variance/biased_1
    conv_pw_8_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_pw_8_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_pw_8_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_8_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_pw_8_bn/batchnorm/mul
08-22 16:27:23.837 11119-11158/? I/System.out: mobilenet_1.00_224_1/conv_pw_8_bn/batchnorm/mul_1
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    mobilenet_1.00_224_1/conv_pw_8_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_pw_8_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_8_relu/Relu
    mobilenet_1.00_224_1/conv_pw_8_relu/Const
    mobilenet_1.00_224_1/conv_pw_8_relu/Minimum
    mobilenet_1.00_224_1/conv_pad_9/Pad/paddings
    mobilenet_1.00_224_1/conv_pad_9/Pad
    mobilenet_1.00_224_1/conv_dw_9/depthwise
    conv_dw_9_bn_1/moving_mean/biased_1
    conv_dw_9_bn_1/moving_mean/local_step_1
    conv_dw_9_bn_1/moving_variance/biased_1
    conv_dw_9_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_dw_9_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_dw_9_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_dw_9_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_dw_9_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_dw_9_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_dw_9_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_dw_9_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_dw_9_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_dw_9_relu/Relu
    mobilenet_1.00_224_1/conv_dw_9_relu/Const
    mobilenet_1.00_224_1/conv_dw_9_relu/Minimum
    mobilenet_1.00_224_1/conv_pw_9/convolution
    conv_pw_9_bn_1/moving_mean/biased_1
    conv_pw_9_bn_1/moving_mean/local_step_1
    conv_pw_9_bn_1/moving_variance/biased_1
    conv_pw_9_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_pw_9_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_pw_9_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_9_bn/batchnorm/Rsqrt
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    mobilenet_1.00_224_1/conv_pw_9_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_pw_9_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_pw_9_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_pw_9_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_9_relu/Relu
    mobilenet_1.00_224_1/conv_pw_9_relu/Const
    mobilenet_1.00_224_1/conv_pw_9_relu/Minimum
    mobilenet_1.00_224_1/conv_pad_10/Pad/paddings
    mobilenet_1.00_224_1/conv_pad_10/Pad
08-22 16:27:23.838 11119-11158/? I/System.out: mobilenet_1.00_224_1/conv_dw_10/depthwise
    conv_dw_10_bn_1/moving_mean/biased_1
    conv_dw_10_bn_1/moving_mean/local_step_1
    conv_dw_10_bn_1/moving_variance/biased_1
    conv_dw_10_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_dw_10_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_dw_10_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_dw_10_bn/batchnorm/Rsqrt
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    mobilenet_1.00_224_1/conv_dw_10_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_dw_10_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_dw_10_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_dw_10_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_dw_10_relu/Relu
    mobilenet_1.00_224_1/conv_dw_10_relu/Const
    mobilenet_1.00_224_1/conv_dw_10_relu/Minimum
    mobilenet_1.00_224_1/conv_pw_10/convolution
    conv_pw_10_bn_1/moving_mean/biased_1
    conv_pw_10_bn_1/moving_mean/local_step_1
    conv_pw_10_bn_1/moving_variance/biased_1
    conv_pw_10_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_pw_10_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_pw_10_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_10_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_pw_10_bn/batchnorm/mul
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    mobilenet_1.00_224_1/conv_pw_10_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_10_relu/Relu
    mobilenet_1.00_224_1/conv_pw_10_relu/Const
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    mobilenet_1.00_224_1/conv_pad_11/Pad/paddings
    mobilenet_1.00_224_1/conv_pad_11/Pad
    mobilenet_1.00_224_1/conv_dw_11/depthwise
    conv_dw_11_bn_1/moving_mean/biased_1
    conv_dw_11_bn_1/moving_mean/local_step_1
    conv_dw_11_bn_1/moving_variance/biased_1
    conv_dw_11_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_dw_11_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_dw_11_bn/batchnorm/add
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08-22 16:27:23.839 11119-11158/? I/System.out: mobilenet_1.00_224_1/conv_dw_11_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_dw_11_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_dw_11_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_dw_11_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_dw_11_relu/Relu
    mobilenet_1.00_224_1/conv_dw_11_relu/Const
    mobilenet_1.00_224_1/conv_dw_11_relu/Minimum
    mobilenet_1.00_224_1/conv_pw_11/convolution
    conv_pw_11_bn_1/moving_mean/biased_1
    conv_pw_11_bn_1/moving_mean/local_step_1
    conv_pw_11_bn_1/moving_variance/biased_1
    conv_pw_11_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_pw_11_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_pw_11_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_11_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_pw_11_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_pw_11_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_pw_11_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_pw_11_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_pw_11_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_11_relu/Relu
    mobilenet_1.00_224_1/conv_pw_11_relu/Const
    mobilenet_1.00_224_1/conv_pw_11_relu/Minimum
    mobilenet_1.00_224_1/conv_pad_12/Pad/paddings
    mobilenet_1.00_224_1/conv_pad_12/Pad
    mobilenet_1.00_224_1/conv_dw_12/depthwise
    conv_dw_12_bn_1/moving_mean/biased_1
    conv_dw_12_bn_1/moving_mean/local_step_1
    conv_dw_12_bn_1/moving_variance/biased_1
    conv_dw_12_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_dw_12_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_dw_12_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_dw_12_bn/batchnorm/Rsqrt
08-22 16:27:23.839 11119-11158/? I/System.out: mobilenet_1.00_224_1/conv_dw_12_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_dw_12_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_dw_12_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_dw_12_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_dw_12_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_dw_12_relu/Relu
    mobilenet_1.00_224_1/conv_dw_12_relu/Const
    mobilenet_1.00_224_1/conv_dw_12_relu/Minimum
    mobilenet_1.00_224_1/conv_pw_12/convolution
    conv_pw_12_bn_1/moving_mean/biased_1
    conv_pw_12_bn_1/moving_mean/local_step_1
    conv_pw_12_bn_1/moving_variance/biased_1
    conv_pw_12_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_pw_12_bn/batchnorm/add/y
08-22 16:27:23.840 11119-11158/? I/System.out: mobilenet_1.00_224_1/conv_pw_12_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_12_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_pw_12_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_pw_12_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_pw_12_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_pw_12_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_pw_12_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_12_relu/Relu
    mobilenet_1.00_224_1/conv_pw_12_relu/Const
    mobilenet_1.00_224_1/conv_pw_12_relu/Minimum
    mobilenet_1.00_224_1/conv_pad_13/Pad/paddings
    mobilenet_1.00_224_1/conv_pad_13/Pad
    mobilenet_1.00_224_1/conv_dw_13/depthwise
    conv_dw_13_bn_1/moving_mean/biased_1
    conv_dw_13_bn_1/moving_mean/local_step_1
    conv_dw_13_bn_1/moving_variance/biased_1
    conv_dw_13_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_dw_13_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_dw_13_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_dw_13_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_dw_13_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_dw_13_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_dw_13_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_dw_13_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_dw_13_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_dw_13_relu/Relu
    mobilenet_1.00_224_1/conv_dw_13_relu/Const
    mobilenet_1.00_224_1/conv_dw_13_relu/Minimum
    mobilenet_1.00_224_1/conv_pw_13/convolution
    conv_pw_13_bn_1/moving_mean/biased_1
    conv_pw_13_bn_1/moving_mean/local_step_1
    conv_pw_13_bn_1/moving_variance/biased_1
    conv_pw_13_bn_1/moving_variance/local_step_1
    mobilenet_1.00_224_1/conv_pw_13_bn/batchnorm/add/y
    mobilenet_1.00_224_1/conv_pw_13_bn/batchnorm/add
    mobilenet_1.00_224_1/conv_pw_13_bn/batchnorm/Rsqrt
    mobilenet_1.00_224_1/conv_pw_13_bn/batchnorm/mul
    mobilenet_1.00_224_1/conv_pw_13_bn/batchnorm/mul_1
    mobilenet_1.00_224_1/conv_pw_13_bn/batchnorm/mul_2
    mobilenet_1.00_224_1/conv_pw_13_bn/batchnorm/sub
    mobilenet_1.00_224_1/conv_pw_13_bn/batchnorm/add_1
    mobilenet_1.00_224_1/conv_pw_13_relu/Relu
    mobilenet_1.00_224_1/conv_pw_13_relu/Const
    mobilenet_1.00_224_1/conv_pw_13_relu/Minimum
    mobilenet_1.00_224_1/global_average_pooling2d_1/Mean/reduction_indices
    mobilenet_1.00_224_1/global_average_pooling2d_1/Mean
    outputs_class_1/kernel
08-22 16:27:23.841 11119-11158/? I/System.out: outputs_class_1/kernel/read
    outputs_class_1/bias
    outputs_class_1/bias/read
    outputs_class_1/MatMul
    outputs_class_1/BiasAdd
    outputs_class_1/Softmax
    SGD_1/iterations
    SGD_1/lr
    SGD_1/momentum
    SGD_1/decay
    training_1/SGD/Variable
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08-22 16:27:23.842 11119-11158/? I/System.out: training_1/SGD/Variable_35
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    training_1/SGD/Variable_81
    training_1/SGD/Variable_82

2018-08-24 关于AS向GitHub提交代码

第一次push时常常会遇到push rejected的问题
主要由于初始化的仓库和本地仓库没有过关联的原因
在仓库目录使用git bash，输入↓

git pull origin master --allow-unrelated-histories
git push -u origin master -f

同时注意建git仓库时要注意建在project根目录下面。

关于在camera的onPreviewFrame中的子线程添加预览帧：

camera.addCallbackBuffer(bytes);

2018-08-25 CameraActivity笔记

Android studio activity 默认继承 AppCompatActivity.但是有时我们需要继承activity或者fragmentActivity。区别如下：

Activity is the base class of all other activities, I don't think it will be deprecated. The relationship among them is:

Activity <- FragmentActivity <- AppCompatActivity <- ActionBarActivity

'<-' means inheritance here.(继承) The reference said ActionBarActivity is deprecated, use AppCompatActivity instead.

So basically, using AppCompatActivity is always the right choice. The differences between them:

Activity is the basic one.
Based on Activity, FragmentActivity provides the ability to use Fragment.
Based on FragmentActivity, AppCompatActivity provides features to ActionBar

总之：用AppCompatActivity总是没毛病。actionBar正常APP都是需要有的。