如何在 mahout 中矢量化文本文件？

Question

我有一个带有 label 和 tweets 的文本文件。

    positive,I love this car
    negative,I hate this book
    positive,Good product.

我需要将每一行转换为向量值。如果我使用seq2sparse命令意味着整个文档被转换为向量，但我需要将每一行转换为向量而不是整个文档。ex : key : positive value : vectorvalue(tweet) 我们如何在 mahout 中实现这一点？

---

/* 这是我所做的 */

    StringTokenizer str= new StringTokenizer(line,",");
            String label=str.nextToken();
            while (str.hasMoreTokens())
            {
            tweetline =str.nextToken();
            System.out.println("Tweetline"+tweetline);
            StringTokenizer words = new StringTokenizer(tweetline," ");
            while(words.hasMoreTokens()){
            featureList.add(words.nextToken());}
            }
            Vector unclassifiedInstanceVector = new RandomAccessSparseVector(tweetline.split(" ").length);
 FeatureVectorEncoder vectorEncoder = new AdaptiveWordValueEncoder(label);
            vectorEncoder.setProbes(1);
            System.out.println("Feature List: "+featureList);
            for (Object feature: featureList) {
                vectorEncoder.addToVector((String) feature, unclassifiedInstanceVector);
            }
            context.write(new Text("/"+label), new VectorWritable(unclassifiedInstanceVector));

提前致谢

Answer 1

您可以使用 SequenceFile.Writer 将其写入应用程序 hdfs 路径

           FS = FileSystem.get(HBaseConfiguration.create());
           String newPath =   "/foo/mahouttest/part-r-00000";
           Path newPathFile = new Path(newPath);
           Text key = new Text();
           VectorWritable value = new VectorWritable();
           SequenceFile.Writer writer = SequenceFile.createWriter(FS, conf, newPathFile,
                key.getClass(), value.getClass());
                 .....
           key.set("c/"+label);
           value.set(unclassifiedInstanceVector );
           writer.append(key,value);