From fb08d4c999ac215aa3620a943266a03d4eca27b3 Mon Sep 17 00:00:00 2001 From: yennanliue Date: Sun, 29 Jul 2018 14:37:57 +0100 Subject: [PATCH] backup spark RF model java code --- spark_/train_data_java.csv | 1001 ++++++++++++++++++++++++++++++++++++ spark_/train_spark_RF.java | 88 ++++ 2 files changed, 1089 insertions(+) create mode 100644 spark_/train_data_java.csv create mode 100644 spark_/train_spark_RF.java diff --git a/spark_/train_data_java.csv b/spark_/train_data_java.csv new file mode 100644 index 0000000..3d4705a --- /dev/null +++ b/spark_/train_data_java.csv @@ -0,0 +1,1001 @@ +id,vendor_id,passenger_count,pickup_longitude,pickup_latitude,dropoff_longitude,dropoff_latitude,trip_duration +id2875421,2,1,-73.98215484619139,40.76793670654297,-73.96463012695312,40.765602111816406,455 +id2377394,1,1,-73.98041534423827,40.738563537597656,-73.99948120117188,40.73115158081055,663 +id3858529,2,1,-73.97902679443358,40.763938903808594,-74.00533294677734,40.71008682250977,2124 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org.apache.spark.ml.feature.VectorIndexerModel; +import org.apache.spark.ml.regression.RandomForestRegressionModel; +import org.apache.spark.ml.regression.RandomForestRegressor; +import org.apache.spark.ml.evaluation.RegressionEvaluator; +import org.apache.spark.ml.feature.VectorAssembler; +import org.apache.spark.sql.Dataset; +import org.apache.spark.sql.Row; +import org.apache.spark.sql.SparkSession; + +import static org.apache.spark.sql.functions.col; +import static org.apache.spark.sql.functions.when; + +/**** +credit +https://craftsmen.nl/an-introduction-to-machine-learning-with-apache-spark/ +https://github.com/Silfen66/SparkIris/blob/master/src/main/java/nl/craftsmen/spark/iris/SparkIris.java +**** / +/** + * Apache Spark MLLib Java algorithm for classifying the Iris Species + * into three categories using a Random Forest Classification algorithm. + */ +public class train_spark_RF { + + private static final String PATH = "train_data_java.csv"; + + public static void main(String[] args) { + + // initialise Spark session + SparkSession sparkSession = SparkSession.builder().appName("train_spark_RF").config("spark.master", "local").getOrCreate(); + + // load dataset, which has a header at the first row + Dataset rawData = sparkSession.read().option("header", "true").csv(PATH); + + // cast the values of the features to doubles for usage in the feature column vector + Dataset transformedDataSet = rawData.withColumn("vendor_id", rawData.col("vendor_id").cast("double")) + .withColumn("passenger_count", rawData.col("passenger_count").cast("double")) + .withColumn("pickup_longitude", rawData.col("pickup_longitude").cast("double")) + .withColumn("pickup_latitude", rawData.col("pickup_latitude").cast("double")) + .withColumn("dropoff_longitude", rawData.col("dropoff_longitude").cast("double")) + .withColumn("dropoff_latitude", rawData.col("dropoff_latitude").cast("double")) + .withColumn("trip_duration", rawData.col("trip_duration").cast("double")); + + // add a numerical label column for the Random Forest Classifier + //transformedDataSet = transformedDataSet + // .withColumn("trip_duration", rawData.col("trip_duration").cast("double")); + + + // identify the feature colunms + String[] inputColumns = {"vendor_id","passenger_count", "pickup_longitude","pickup_latitude", "dropoff_longitude", "dropoff_latitude","trip_duration"}; + VectorAssembler assembler = new VectorAssembler().setInputCols(inputColumns).setOutputCol("features"); + Dataset featureSet = assembler.transform(transformedDataSet); + + // split data random in trainingset (70%) and testset (30%) using a seed so results can be reproduced + long seed = 5043; + Dataset[] trainingAndTestSet = featureSet.randomSplit(new double[]{0.7, 0.3}, seed); + Dataset trainingSet = trainingAndTestSet[0]; + Dataset testSet = trainingAndTestSet[1]; + + trainingSet.show(); + + // train the algorithm based on a Random Forest Classification Algorithm with default values + RandomForestRegressor rf = new RandomForestRegressor(); + RandomForestRegressionModel rfModel = rf.fit(trainingSet); + Dataset predictions = rfModel.transform(testSet); + RegressionEvaluator evaluator = new RegressionEvaluator() + .setLabelCol("trip_duration") + .setPredictionCol("prediction") + .setMetricName("rmse"); + double rmse = evaluator.evaluate(predictions); + + + // test the model against the testset and show results + System.out.println("----------------- prediction ----------------- "); + predictions.select("id", "trip_duration", "prediction").show(20); + System.out.println("----------------- prediction ----------------- "); + + // evaluate the model + //RandomForestRegressionModel rfModel = (RandomForestRegressionModel)(model.stages()[1]); + + System.out.println("----------------- accuracy ----------------- "); + System.out.println("Trained RF model:\n" + rfModel.toDebugString()); + System.out.println("----------------- accuracy ----------------- "); + } +} \ No newline at end of file