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" alt="使用 keras 和 tfjs 构建血细胞分类模型">

译者|小韩

AI 真的是一个重大的游戏改变者。 AI的应用是巨大的,并且它在医疗领域的应用范围也是广阔的。 先进的AI工具可以帮助医生和实验室技术人员更准确地诊断疾病,例如尼日利亚的一名医生可以使用这种工具从血液样本中识别出一种他根本不知道的疾病,这有助于他更好地诊断这种疾病并且更快的治疗,这是AI民主化的一个优势,因为AI模型和工具可以在全世界范围内使用,使得尼日利亚的医生可以使用麻省理工学院或世界上任何其他伟大的大学的研究学者正在使用的工具和技术。

机器学习的主要问题

机器学习当然是当今AI发展的主要因素。 但AI民主化意味着可以建立一个基础设施,它允许任何人在世界各地使用相同的技术建立强大的工具。可能阻止人们人构建AI的两个主要问题就是计算能力和没有可用于训练的数据集。 但这些问题正在以有趣的方式解决,它们如下:

  • Kaggle (Home of datasets) : 没有可用的数据集是主要问题之一,但是Kaggle是人们创建数据集并托管以使其他人使用的最佳场所,人们使用这些工具构建了令人有趣的东西。
  • Google co-lab : Google co-lab 是机器学习的主要驱动力,允许任何拥有谷歌帐户的人使用GPU。 如果没有这些GPU,任何人都无法训练需要大量计算的ML模型。

血细胞数据集

数据集就像数据科学家的金矿一样,如果数据集可以用于特定问题,它可以减少工程团队所需的大量工作,因为不需要浪费精力来收集和存储数据。 几个月前我想到开发这个系统,Kaggle帮我获得了很多数据集。 这是我在Kaggle上找到的数据集,感谢 Paul Mooney 提供的这个数据集。

Dataset Structure : 该数据集包含了 12,500 张增强的血细胞图片,该数据集包含下列4种不同的类型:

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每一个分类都包含了3000张图片。下面是每种图片的样本:

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alt="Sample images from all classes">

我将每张图片的大小都缩减为 (80x80x3) 以便可以更好的训练。

Kaggle 要求在下载数据集之前登录,但我们使用colab,在我们本地机器上不需要下载数据集,而是将代码上传到google colab实例。

使用 Google co-lab

简单来说,Google co-lab提供了一个基于云的python notebook,其虚拟实例与GPU运行时相关联,Google co-lab的GPU运行时由NVIDIA k-80驱动,这是一款功能强大,价格昂贵的GPU。但是co-lab允许我们免费使用GPU而无需支付费用。 实例的最长时间为12小时,12小时后实例将被销毁,新的实例将被创建,因此我们只能运行那些持续时间不超过12小时的计算。 让我们看看我们如何使用colab来训练我们的神经网络。

Kaggle 身份验证:

Kaggle 命令行界面允许您下载数据集并将代码提交给竞赛。 注册kaggle后,您可以下载包含所有凭据的kaggle.json文件,kaggle 命令行界面使用这些凭据进行授权。

  • 使用命令 !mkdir .kaggle 创建一个新单元和一个名为.kaggle的隐藏文件夹。
  • 使用pip安装Kaggle CLI :在新单元中- !pip install kaggle
  • 下载数据集:!kaggle datasets download -d paulthimothymooney/blood-cells
  • 确保当前的文件夹包含下载的数据集 !ls dataset2-master/images
  • 可以看到三个文件夹:TEST, TEST_SIMPLE and TRAIN
  • TRAIN 文件夹包含了训练图片,将会使用这个文件夹来进行训练。

预处理

我们需要将图像加载为numpy数组并将其提供给我们正在训练的神经网络。 我们将使用Keras构建神经网络,Keras提供了一个内置的ImageDataGenerator,它可以处理大多数的预处理任务。

我们导入了开发模型所需的一些对象:

from keras.models import Sequential
from keras.layers import Dense, Conv2D, Dropout, MaxPool2D, Flatten
from keras.preprocessing import image

keras.preprocessing 提供处理各种类型数据集所需的方法和对象。 从图像模块我们创建一个具有所有必需配置的ImageDataGenerator。

generator = image.ImageDataGenerator(
rescale = 1./255,
featurewise_center=False, # set input mean to 0 over the dataset
samplewise_center=False, # set each sample mean to 0
featurewise_std_normalization=False, # divide inputs by std of the dataset
samplewise_std_normalization=False, # divide each input by its std
zca_whitening=False, # apply ZCA whitening
rotation_range=10, # randomly rotate images in the range (degrees, 0 to 180)
width_shift_range=0.1, # randomly shift images horizontally (fraction of total width)
height_shift_range=0.1, # randomly shift images vertically (fraction of total height)
horizontal_flip=True, # randomly flip images
vertical_flip=False)

如上一节所述,训练数据存在于`dataset2-master/images/TRAIN 目录中,我们给 ImageDataGenerator 提供这条路径,以便我们所有的配置和扩充都应用于训练图像。

dataset = generator.flow_from_directory(
shuffle = True,
batch_size = 32,
target_size = (80, 80),
directory = 'dataset2-master/images/TRAIN'
)

这就是预处理,你可以通过降低或增加图像增强的效果调整这些参数来更好地训练,总有一个改进的地方。

CNN 简介

CNN(卷积神经网络)是一种神经网络,它包含一组卷积层和一个连接到它的前馈网络。 卷积操作不是一个新的操作,它多年来一直用于图像处理。 卷积操作的主要作用是从图像中提取边缘,换句话说,它们可用于提取图像的重要特征,如果滤波器值已知,则对于任何图像任何人都无法得出最佳滤波器值,因为我们使用卷积和神经网络,梯度下降将自动优化滤波器值以提取图像的重要特征。 Andrew Ng的课程deeplearning.ai可以帮助您更好地理解这些网络的工作。 它超出了本文的范围。

网络

此任务必须使用CNN,因为简单的前馈网络无法学习数据集的独特特征。 我们使用的CNN的架构如下所示:

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" alt="Neural Network Architecture">

创建的model()函数如下所示:

def model():
model = Sequential()
model.add(Conv2D(80, (3,3), strides = (1, 1), activation = 'relu'))
model.add(Conv2D(64, (3,3), strides = (1, 1), activation = 'relu', input_shape = (80, 80, 3)))
model.add(MaxPool2D(pool_size = (2,2)))
model.add(Conv2D(64, (3,3), strides = (1,1), activation = 'relu'))
model.add(Dropout(0.25))
model.add(Flatten()) model.add(Dense(128, activation = 'relu'))
model.add(Dropout(0.5))
model.add(Dense(4, activation = 'softmax')) model.compile(loss = 'categorical_crossentropy', optimizer = 'adadelta', metrics = ['accuracy']) return model

最后训练模型:

nn = model()
nn.fit_generator(dataset, steps_per_epoch = None, epochs = 30, verbose = 1)
nn.save('Model.h5')

这个模型训练了30个epoch并得到了92.67%的准确率,这是一个很好的准确率,您可以添加更多层或超调整参数以提高准确率。

部署模型

一旦训练完成,我们需要将模型部署到生产中,以便每个人都可以使用它。有多种策略可用于部署机器学习系统。 我想在客户端机器上运行整个程序,所以开始构建一个可以这样做的Web应用程序。

先决条件:

我们需要以下要求来构建客户端应用程序,该应用程序具有以下架构:

![App architrcture][app]

安装node和npm并设置环境,按相同顺序安装以下依赖项:

npm install -g create-react-app
create-react-app app_name
cd app_name
npm install --save @tensorflow/tfjs
//on server side:
mkdir server
cd server
npm init
//fill up the details, make sure package.json is created
npm install express --save
  • 模型服务器:这是一个express.js REST终端,客户端可以通过发送REST GET请求来请求模型文件。 (在服务器端)
let express = require('express')
let cors = require('cors')
let path = require('path') var app = express() let static_path = path.join(__dirname, 'ModelData/model_data') app.use(cors())
app.use(express.static(static_path))
  • 模型仓库:我们需要创建一个与tfjs兼容的模型,tensorflow提供了一个名为tensorflowjs的工具,它是一个包含实用程序的python工具包,我们可以使用以下命令来安装它:pip install tensorflowjs

完成后,我们可以使用tensorflowjs_converter并使用以下命令将模型转换为tfjs格式:

$tensorflowjs_converter --input_format keras \
Model.h5 \
ModelData/model_data
// Model.h5 is the downloaded model after training, last argument is the target folder, where we need to store the model files.

转换后,它将创建一组称为分片的文件,通过基于图层分割模型获得分片,每个分片包含特定图层的权重。 使用分片非常有用,因为每个分片可以存储在不同的地方,并且可以在需要时下载,因此我们可以为机器外学习模型构建分布式存储。 model.json 是包含每个分片信息的文件。 如果我们更改了分片的目录,我们可以修改此文件。 在API调用中,我们只将model.json 文件发送到客户端,tfjs将自动获取每个分片以在客户端机器上组装模型,如浏览器。

最后一部分:在客户端开发接口引擎

在本节中,我不会过多强调UI设计,相反我将强调接口部分,即如何使用tfjs运行接口。 转到react app目录。

  • 创建一个模型容器类:首先为我们的模型创建了一个包装类。 此类的实例表示可以进行接口的模型。 这个模型类的代码是可以理解的:
  • 接口函数:定义了一个可以获取模型对象和输入图像源的函数,输入源可以是HTML img,也可以是URL或图像字节流。

代码如下所示:

var tensorflow = require('@tensorflow/tfjs')

class ModelContainer {
constructor(nn){
this.nn = nn
}
setWeights(weights){
//use json weights file
}
async loadFromURL(url){
console.log(url)
this.nn = await tensorflow.loadModel(url)
console.log(this.nn)
}
removeNetwork(){
this.nn = null
} swapToNewObject(){
let new_nn = this.nn
this.nn = null
return new_nn
} obtainMemorySafe(){
return this.swapToNewObject()
} obtain(){
return this.nn
}
} function runInference(modelContainer, imageData){
//perform a sawp, i.e obtain network object from container
imageData.style.width = "80px";
imageData.style.height = "80px";
let nn = modelContainer.obtainMemorySafe()
let pixels = tensorflow.fromPixels(imageData)
pixels = pixels.reshape([1, 80, 80, 3])
pixels.dtype = 'float32'
pixels = tensorflow.div(pixels, 255)
let predictions = nn.predict(pixels)
modelContainer.nn = nn
nn = null
return predictions.dataSync()
} function afterPrediction(predictions){
//as of now
console.log(predictions)
} export {ModelContainer, runInference, afterPrediction}
  • 初始化模型对象:我们现在可以创建模型对象以便用在接口中。
let modelCache = new ModelContainer(null);
modelCache.loadFromURL('http://192.168.0.105:5443/model_metadata')
  • 运行接口:一旦我们有了一个模型对象,我们就可以随时进行接口。根据我设计的用户界面,只要用户点击预测按钮,就会执行接口。 运行预测的React组件部分如下所示:
<div style = {{margin : '40px 40px 40px 40px', textAlign : 'center'}}>
<button className = "button is-rounded is-danger" onClick = {
() => {
let result = runInference(modelCache, document.getElementById('image_container'))
this.setState({
scores : this.computeScore(result),
show_result : true
})
}
}>Predict</button>
</div> //and computeScore function :
computeScore(predictions) {
let sum = 0;
for(var i = 0; i < predictions.length; i++) sum+=predictions[i] //cumpute proportions
let proportions = []
for(var i = 0; i < predictions.length; i++){
let prop = (predictions[i] * 100)/sum
proportions.push(prop)
} return {
EOSINOPHIL : proportions[0],
LYMPHOCYTE : proportions[1],
MONOCYTE : proportions[2],
NEUTROPHIL : proportions[3]
}
}
}

总结

这个项目对我来说真的很棒,我学会了如何使用谷歌colab在云上训练ML模型,还学会了如何在生产机器上部署ML模型。

这是一个开源项目,可以随时进行更改:

REPO URL : react-client

Cloud Notebook (训练模型): training.ipynb

(翻译自Building a blood cell classification model using Keras and tfjs

本篇文章出自http://www.tensorflownews.com,对深度学习感兴趣,热爱Tensorflow的小伙伴,欢迎关注我们的网站!

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