public TwitAnalyzer(
ITwitIndexer twitIndexer,
IIndexerSettings settings,
BayesAnalyzer bayesAnalyzer,
MachineLearningAnalyzer <LinearRegressionEstimatorProvider> linearRegressionAnalyzer,
MachineLearningAnalyzer <RandomForestEstimatorProvider> randomForestAnalyzer)
{
_twitIndexer = twitIndexer;
_settings = settings;
_bayesAnalyzer = bayesAnalyzer;
_linearRegressionAnalyzer = linearRegressionAnalyzer;
_randomForestAnalyzer = randomForestAnalyzer;
}
public override void Configure(IFunctionsHostBuilder builder)
{
builder.Services.AddSingleton(sp =>
{
var nodes = new[]
{
new Uri("http://40.115.48.238:9200"),
};
var pool = new StaticConnectionPool(nodes);
var settings = new ConnectionSettings(pool);
settings.BasicAuthentication("elastic", "MyPa$$w0rd123");
return(new ElasticClient(settings));
});
builder.Services.AddSingleton <ITwitIndexer, ElasticTwitIndexer>();
builder.Services.AddSingleton <IIndexerSettings>(sp => new Settings(GetConfiguration()));
var dataSetBlob = GetBlob("datasets", "bayes-dataset.csv");
var bayesAnalyzer = BayesAnalyzer.GetTrained(dataSetBlob);
builder.Services.AddSingleton(bayesAnalyzer);
var linearSvmAnalyzer = MachineLearningAnalyzer <LinearSvmEstimatorProvider>
.GetTrained(dataSetBlob);
builder.Services.AddSingleton(linearSvmAnalyzer);
var linearRegressionAnalyzer = MachineLearningAnalyzer <LinearRegressionEstimatorProvider>
.GetTrained(dataSetBlob);
builder.Services.AddSingleton(linearRegressionAnalyzer);
var randomForestAnalyzer = MachineLearningAnalyzer <RandomForestEstimatorProvider>
.GetTrained(dataSetBlob);
builder.Services.AddSingleton(randomForestAnalyzer);
}
