[SPARK-16421][EXAMPLES][ML] Improve ML Example Outputs ## What changes were proposed in this pull request? Improve example outputs to better reflect the functionality that is being presented. This mostly consisted of modifying what was printed at the end of the example, such as calling show() with truncate=False, but sometimes required minor tweaks in the example data to get relevant output. Explicitly set parameters when they are used as part of the example. Fixed Java examples that failed to run because of using old-style MLlib Vectors or problem with schema. Synced examples between different APIs.
## How was this patch tested? Ran each example for Scala, Python, and Java and made sure output was legible on a terminal of width 100. Author: Bryan Cutler <cutl...@gmail.com> Closes #14308 from BryanCutler/ml-examples-improve-output-SPARK-16260. Project: http://git-wip-us.apache.org/repos/asf/spark/repo Commit: http://git-wip-us.apache.org/repos/asf/spark/commit/180fd3e0 Tree: http://git-wip-us.apache.org/repos/asf/spark/tree/180fd3e0 Diff: http://git-wip-us.apache.org/repos/asf/spark/diff/180fd3e0 Branch: refs/heads/master Commit: 180fd3e0a3426db200c97170926afb60751dfd0e Parents: 2460f03 Author: Bryan Cutler <cutl...@gmail.com> Authored: Fri Aug 5 20:57:46 2016 +0100 Committer: Sean Owen <so...@cloudera.com> Committed: Fri Aug 5 20:57:46 2016 +0100 ---------------------------------------------------------------------- data/mllib/lr-data/random.data | 1000 ------------------ data/mllib/lr_data.txt | 1000 ------------------ data/mllib/sample_tree_data.csv | 569 ---------- .../org/apache/spark/examples/JavaPageRank.java | 5 + .../ml/JavaAFTSurvivalRegressionExample.java | 5 +- .../spark/examples/ml/JavaBinarizerExample.java | 11 +- .../examples/ml/JavaBucketizerExample.java | 7 +- .../examples/ml/JavaChiSqSelectorExample.java | 4 + .../examples/ml/JavaCountVectorizerExample.java | 2 +- .../spark/examples/ml/JavaDCTExample.java | 6 +- .../examples/ml/JavaGaussianMixtureExample.java | 4 +- .../examples/ml/JavaIndexToStringExample.java | 15 +- .../ml/JavaIsotonicRegressionExample.java | 4 +- .../examples/ml/JavaMaxAbsScalerExample.java | 28 +- .../examples/ml/JavaMinMaxScalerExample.java | 30 +- ...vaMultilayerPerceptronClassifierExample.java | 8 +- .../spark/examples/ml/JavaNGramExample.java | 18 +- .../examples/ml/JavaNaiveBayesExample.java | 13 +- .../examples/ml/JavaNormalizerExample.java | 23 +- .../examples/ml/JavaOneHotEncoderExample.java | 4 +- .../spark/examples/ml/JavaOneVsRestExample.java | 2 +- .../spark/examples/ml/JavaPCAExample.java | 2 +- .../ml/JavaPolynomialExpansionExample.java | 14 +- .../ml/JavaStopWordsRemoverExample.java | 2 +- .../examples/ml/JavaStringIndexerExample.java | 3 + .../spark/examples/ml/JavaTfIdfExample.java | 12 +- .../spark/examples/ml/JavaTokenizerExample.java | 33 +- .../examples/ml/JavaVectorAssemblerExample.java | 6 +- .../examples/ml/JavaVectorSlicerExample.java | 4 +- .../spark/examples/ml/JavaWord2VecExample.java | 9 +- .../src/main/python/ml/binarizer_example.py | 10 +- .../src/main/python/ml/bucketizer_example.py | 4 +- .../main/python/ml/chisq_selector_example.py | 2 + .../main/python/ml/count_vectorizer_example.py | 4 +- examples/src/main/python/ml/dct_example.py | 3 +- .../main/python/ml/gaussian_mixture_example.py | 6 +- .../main/python/ml/index_to_string_example.py | 14 +- .../python/ml/isotonic_regression_example.py | 4 +- .../ml/linear_regression_with_elastic_net.py | 12 +- .../main/python/ml/max_abs_scaler_example.py | 10 +- .../main/python/ml/min_max_scaler_example.py | 10 +- .../ml/multilayer_perceptron_classification.py | 2 +- examples/src/main/python/ml/n_gram_example.py | 9 +- .../src/main/python/ml/naive_bayes_example.py | 12 +- .../src/main/python/ml/normalizer_example.py | 9 +- .../main/python/ml/onehot_encoder_example.py | 4 +- examples/src/main/python/ml/pipeline_example.py | 5 +- .../python/ml/polynomial_expansion_example.py | 11 +- .../main/python/ml/stopwords_remover_example.py | 2 +- examples/src/main/python/ml/tf_idf_example.py | 9 +- .../src/main/python/ml/tokenizer_example.py | 14 +- .../main/python/ml/train_validation_split.py | 7 +- .../main/python/ml/vector_assembler_example.py | 3 +- .../main/python/ml/vector_indexer_example.py | 4 + examples/src/main/python/ml/word2vec_example.py | 5 +- examples/src/main/python/pagerank.py | 7 +- .../apache/spark/examples/SparkPageRank.scala | 5 + .../ml/AFTSurvivalRegressionExample.scala | 5 +- .../spark/examples/ml/BinarizerExample.scala | 8 +- .../spark/examples/ml/BucketizerExample.scala | 5 +- .../examples/ml/ChiSqSelectorExample.scala | 3 + .../examples/ml/CountVectorizerExample.scala | 2 +- .../apache/spark/examples/ml/DCTExample.scala | 2 +- .../examples/ml/GaussianMixtureExample.scala | 4 +- .../examples/ml/IndexToStringExample.scala | 14 +- .../examples/ml/IsotonicRegressionExample.scala | 4 +- .../LinearRegressionWithElasticNetExample.scala | 2 +- .../ml/LogisticRegressionSummaryExample.scala | 3 +- .../spark/examples/ml/MaxAbsScalerExample.scala | 10 +- .../spark/examples/ml/MinMaxScalerExample.scala | 10 +- .../MultilayerPerceptronClassifierExample.scala | 2 +- .../apache/spark/examples/ml/NGramExample.scala | 7 +- .../spark/examples/ml/NaiveBayesExample.scala | 2 +- .../spark/examples/ml/NormalizerExample.scala | 9 +- .../examples/ml/OneHotEncoderExample.scala | 3 +- .../spark/examples/ml/OneVsRestExample.scala | 2 +- .../apache/spark/examples/ml/PCAExample.scala | 7 +- .../ml/PolynomialExpansionExample.scala | 12 +- .../examples/ml/StopWordsRemoverExample.scala | 2 +- .../apache/spark/examples/ml/TfIdfExample.scala | 8 +- .../spark/examples/ml/TokenizerExample.scala | 11 +- .../examples/ml/UnaryTransformerExample.scala | 2 + .../examples/ml/VectorAssemblerExample.scala | 3 +- .../spark/examples/ml/VectorSlicerExample.scala | 7 +- .../spark/examples/ml/Word2VecExample.scala | 5 +- 85 files changed, 427 insertions(+), 2757 deletions(-) ---------------------------------------------------------------------- http://git-wip-us.apache.org/repos/asf/spark/blob/180fd3e0/data/mllib/lr-data/random.data ---------------------------------------------------------------------- diff --git a/data/mllib/lr-data/random.data b/data/mllib/lr-data/random.data deleted file mode 100755 index 29bcb8a..0000000 --- a/data/mllib/lr-data/random.data +++ /dev/null @@ -1,1000 +0,0 @@ -0.0,-0.19138793197590276 0.7834675900121327 -1.0,3.712420417753061 3.55967640829891 -0.0,-0.3173743619974614 0.9034702789806682 -1.0,4.759494447180777 3.407011867344781 -0.0,-0.7078607074437426 -0.7866705652344417 -1.0,2.6708084832010215 2.5322909406378016 -0.0,-0.07553885038446313 -0.1297104483563081 -1.0,2.759487072285262 2.474689814713741 -0.0,-2.2199161547238107 0.7543109438660762 -1.0,1.922617509832946 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