| |
| <!DOCTYPE HTML> |
| <html lang="" > |
| <head> |
| <meta charset="UTF-8"> |
| <meta content="text/html; charset=utf-8" http-equiv="Content-Type"> |
| <title>Installation ยท Hivemall User Manual</title> |
| <meta http-equiv="X-UA-Compatible" content="IE=edge" /> |
| <meta name="description" content=""> |
| <meta name="generator" content="GitBook 3.2.3"> |
| |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/style.css"> |
| |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-splitter/splitter.css"> |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-etoc/plugin.css"> |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-callouts/plugin.css"> |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-toggle-chapters/toggle.css"> |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-codeblock-filename/block.css"> |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-expandable-chapters/expandable-chapters.css"> |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-multipart/multipart.css"> |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-katex/katex.min.css"> |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-emphasize/plugin.css"> |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-highlight/website.css"> |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-search/search.css"> |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-fontsettings/website.css"> |
| |
| |
| |
| <link rel="stylesheet" href="../../gitbook/gitbook-plugin-theme-api/theme-api.css"> |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| <meta name="HandheldFriendly" content="true"/> |
| <meta name="viewport" content="width=device-width, initial-scale=1, user-scalable=no"> |
| <meta name="apple-mobile-web-app-capable" content="yes"> |
| <meta name="apple-mobile-web-app-status-bar-style" content="black"> |
| <link rel="apple-touch-icon-precomposed" sizes="152x152" href="../../gitbook/images/apple-touch-icon-precomposed-152.png"> |
| <link rel="shortcut icon" href="../../gitbook/images/favicon.ico" type="image/x-icon"> |
| |
| |
| <link rel="next" href="../binaryclass/" /> |
| |
| |
| <link rel="prev" href="README.md" /> |
| |
| |
| </head> |
| <body> |
| |
| <div class="book"> |
| <div class="book-summary"> |
| |
| |
| <div id="book-search-input" role="search"> |
| <input type="text" placeholder="Type to search" /> |
| </div> |
| |
| |
| <nav role="navigation"> |
| |
| |
| |
| <ul class="summary"> |
| |
| |
| |
| |
| <li> |
| <a href="https://hivemall.incubator.apache.org/" target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> |
| </li> |
| |
| |
| |
| |
| <li class="divider"></li> |
| |
| |
| |
| |
| <li class="header">TABLE OF CONTENTS</li> |
| |
| |
| |
| <li class="chapter " data-level="1.1" data-path="../../"> |
| |
| <a href="../../"> |
| |
| |
| <b>1.1.</b> |
| |
| Introduction |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.2" data-path="../../getting_started/"> |
| |
| <a href="../../getting_started/"> |
| |
| |
| <b>1.2.</b> |
| |
| Getting Started |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="1.2.1" data-path="../../getting_started/installation.html"> |
| |
| <a href="../../getting_started/installation.html"> |
| |
| |
| <b>1.2.1.</b> |
| |
| Installation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.2.2" data-path="../../getting_started/permanent-functions.html"> |
| |
| <a href="../../getting_started/permanent-functions.html"> |
| |
| |
| <b>1.2.2.</b> |
| |
| Install as permanent functions |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.2.3" data-path="../../getting_started/input-format.html"> |
| |
| <a href="../../getting_started/input-format.html"> |
| |
| |
| <b>1.2.3.</b> |
| |
| Input Format |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="1.3" data-path="../../misc/funcs.html"> |
| |
| <a href="../../misc/funcs.html"> |
| |
| |
| <b>1.3.</b> |
| |
| List of Functions |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.4" data-path="../../tips/"> |
| |
| <a href="../../tips/"> |
| |
| |
| <b>1.4.</b> |
| |
| Tips for Effective Hivemall |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="1.4.1" data-path="../../tips/addbias.html"> |
| |
| <a href="../../tips/addbias.html"> |
| |
| |
| <b>1.4.1.</b> |
| |
| Explicit add_bias() for better prediction |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.4.2" data-path="../../tips/rand_amplify.html"> |
| |
| <a href="../../tips/rand_amplify.html"> |
| |
| |
| <b>1.4.2.</b> |
| |
| Use rand_amplify() to better prediction results |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.4.3" data-path="../../tips/rt_prediction.html"> |
| |
| <a href="../../tips/rt_prediction.html"> |
| |
| |
| <b>1.4.3.</b> |
| |
| Real-time prediction on RDBMS |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.4.4" data-path="../../tips/ensemble_learning.html"> |
| |
| <a href="../../tips/ensemble_learning.html"> |
| |
| |
| <b>1.4.4.</b> |
| |
| Ensemble learning for stable prediction |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.4.5" data-path="../../tips/mixserver.html"> |
| |
| <a href="../../tips/mixserver.html"> |
| |
| |
| <b>1.4.5.</b> |
| |
| Mixing models for a better prediction convergence (MIX server) |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.4.6" data-path="../../tips/emr.html"> |
| |
| <a href="../../tips/emr.html"> |
| |
| |
| <b>1.4.6.</b> |
| |
| Run Hivemall on Amazon Elastic MapReduce |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="1.5" data-path="../../tips/general_tips.html"> |
| |
| <a href="../../tips/general_tips.html"> |
| |
| |
| <b>1.5.</b> |
| |
| General Hive/Hadoop Tips |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="1.5.1" data-path="../../tips/rowid.html"> |
| |
| <a href="../../tips/rowid.html"> |
| |
| |
| <b>1.5.1.</b> |
| |
| Adding rowid for each row |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.5.2" data-path="../../tips/hadoop_tuning.html"> |
| |
| <a href="../../tips/hadoop_tuning.html"> |
| |
| |
| <b>1.5.2.</b> |
| |
| Hadoop tuning for Hivemall |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="1.6" data-path="../../troubleshooting/"> |
| |
| <a href="../../troubleshooting/"> |
| |
| |
| <b>1.6.</b> |
| |
| Troubleshooting |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="1.6.1" data-path="../../troubleshooting/oom.html"> |
| |
| <a href="../../troubleshooting/oom.html"> |
| |
| |
| <b>1.6.1.</b> |
| |
| OutOfMemoryError in training |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.6.2" data-path="../../troubleshooting/mapjoin_task_error.html"> |
| |
| <a href="../../troubleshooting/mapjoin_task_error.html"> |
| |
| |
| <b>1.6.2.</b> |
| |
| SemanticException generate map join task error: Cannot serialize object |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.6.3" data-path="../../troubleshooting/asterisk.html"> |
| |
| <a href="../../troubleshooting/asterisk.html"> |
| |
| |
| <b>1.6.3.</b> |
| |
| Asterisk argument for UDTF does not work |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.6.4" data-path="../../troubleshooting/num_mappers.html"> |
| |
| <a href="../../troubleshooting/num_mappers.html"> |
| |
| |
| <b>1.6.4.</b> |
| |
| The number of mappers is less than input splits in Hadoop 2.x |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="1.6.5" data-path="../../troubleshooting/mapjoin_classcastex.html"> |
| |
| <a href="../../troubleshooting/mapjoin_classcastex.html"> |
| |
| |
| <b>1.6.5.</b> |
| |
| Map-side join causes ClassCastException on Tez |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part II - Generic Features</li> |
| |
| |
| |
| <li class="chapter " data-level="2.1" data-path="../../misc/generic_funcs.html"> |
| |
| <a href="../../misc/generic_funcs.html"> |
| |
| |
| <b>2.1.</b> |
| |
| List of Generic Hivemall Functions |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="2.2" data-path="../../misc/topk.html"> |
| |
| <a href="../../misc/topk.html"> |
| |
| |
| <b>2.2.</b> |
| |
| Efficient Top-K Query Processing |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="2.3" data-path="../../misc/tokenizer.html"> |
| |
| <a href="../../misc/tokenizer.html"> |
| |
| |
| <b>2.3.</b> |
| |
| Text Tokenizer |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="2.4" data-path="../../misc/approx.html"> |
| |
| <a href="../../misc/approx.html"> |
| |
| |
| <b>2.4.</b> |
| |
| Approximate Aggregate Functions |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part III - Feature Engineering</li> |
| |
| |
| |
| <li class="chapter " data-level="3.1" data-path="../../ft_engineering/scaling.html"> |
| |
| <a href="../../ft_engineering/scaling.html"> |
| |
| |
| <b>3.1.</b> |
| |
| Feature Scaling |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="3.2" data-path="../../ft_engineering/hashing.html"> |
| |
| <a href="../../ft_engineering/hashing.html"> |
| |
| |
| <b>3.2.</b> |
| |
| Feature Hashing |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="3.3" data-path="../../ft_engineering/selection.html"> |
| |
| <a href="../../ft_engineering/selection.html"> |
| |
| |
| <b>3.3.</b> |
| |
| Feature Selection |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="3.4" data-path="../../ft_engineering/binning.html"> |
| |
| <a href="../../ft_engineering/binning.html"> |
| |
| |
| <b>3.4.</b> |
| |
| Feature Binning |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="3.5" data-path="../../ft_engineering/pairing.html"> |
| |
| <a href="../../ft_engineering/pairing.html"> |
| |
| |
| <b>3.5.</b> |
| |
| Feature Paring |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="3.5.1" data-path="../../ft_engineering/polynomial.html"> |
| |
| <a href="../../ft_engineering/polynomial.html"> |
| |
| |
| <b>3.5.1.</b> |
| |
| Polynomial features |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="3.6" data-path="../../ft_engineering/ft_trans.html"> |
| |
| <a href="../../ft_engineering/ft_trans.html"> |
| |
| |
| <b>3.6.</b> |
| |
| Feature Transformation |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="3.6.1" data-path="../../ft_engineering/vectorization.html"> |
| |
| <a href="../../ft_engineering/vectorization.html"> |
| |
| |
| <b>3.6.1.</b> |
| |
| Feature vectorization |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="3.6.2" data-path="../../ft_engineering/quantify.html"> |
| |
| <a href="../../ft_engineering/quantify.html"> |
| |
| |
| <b>3.6.2.</b> |
| |
| Quantify non-number features |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="3.6.3" data-path="../../ft_engineering/binarize.html"> |
| |
| <a href="../../ft_engineering/binarize.html"> |
| |
| |
| <b>3.6.3.</b> |
| |
| Binarize label |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="3.6.4" data-path="../../ft_engineering/onehot.html"> |
| |
| <a href="../../ft_engineering/onehot.html"> |
| |
| |
| <b>3.6.4.</b> |
| |
| One-hot encoding |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="3.7" data-path="../../ft_engineering/term_vector.html"> |
| |
| <a href="../../ft_engineering/term_vector.html"> |
| |
| |
| <b>3.7.</b> |
| |
| Term Vector Model |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="3.7.1" data-path="../../ft_engineering/tfidf.html"> |
| |
| <a href="../../ft_engineering/tfidf.html"> |
| |
| |
| <b>3.7.1.</b> |
| |
| TF-IDF Term Weighting |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="3.7.2" data-path="../../ft_engineering/bm25.html"> |
| |
| <a href="../../ft_engineering/bm25.html"> |
| |
| |
| <b>3.7.2.</b> |
| |
| Okapi BM25 Term Weighting |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part IV - Evaluation</li> |
| |
| |
| |
| <li class="chapter " data-level="4.1" data-path="../../eval/binary_classification_measures.html"> |
| |
| <a href="../../eval/binary_classification_measures.html"> |
| |
| |
| <b>4.1.</b> |
| |
| Binary Classification Metrics |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="4.1.1" data-path="../../eval/auc.html"> |
| |
| <a href="../../eval/auc.html"> |
| |
| |
| <b>4.1.1.</b> |
| |
| Area under the ROC curve |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="4.2" data-path="../../eval/multilabel_classification_measures.html"> |
| |
| <a href="../../eval/multilabel_classification_measures.html"> |
| |
| |
| <b>4.2.</b> |
| |
| Multi-label Classification Metrics |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="4.3" data-path="../../eval/regression.html"> |
| |
| <a href="../../eval/regression.html"> |
| |
| |
| <b>4.3.</b> |
| |
| Regression Metrics |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="4.4" data-path="../../eval/rank.html"> |
| |
| <a href="../../eval/rank.html"> |
| |
| |
| <b>4.4.</b> |
| |
| Ranking Measures |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="4.5" data-path="../../eval/datagen.html"> |
| |
| <a href="../../eval/datagen.html"> |
| |
| |
| <b>4.5.</b> |
| |
| Data Generation |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="4.5.1" data-path="../../eval/lr_datagen.html"> |
| |
| <a href="../../eval/lr_datagen.html"> |
| |
| |
| <b>4.5.1.</b> |
| |
| Logistic Regression data generation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part V - Supervised Learning</li> |
| |
| |
| |
| <li class="chapter " data-level="5.1" data-path="../../supervised_learning/prediction.html"> |
| |
| <a href="../../supervised_learning/prediction.html"> |
| |
| |
| <b>5.1.</b> |
| |
| How Prediction Works |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="5.2" data-path="../../supervised_learning/tutorial.html"> |
| |
| <a href="../../supervised_learning/tutorial.html"> |
| |
| |
| <b>5.2.</b> |
| |
| Step-by-Step Tutorial on Supervised Learning |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part VI - Binary Classification</li> |
| |
| |
| |
| <li class="chapter " data-level="6.1" data-path="../../binaryclass/general.html"> |
| |
| <a href="../../binaryclass/general.html"> |
| |
| |
| <b>6.1.</b> |
| |
| Binary Classification |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.2" data-path="../../binaryclass/a9a.html"> |
| |
| <a href="../../binaryclass/a9a.html"> |
| |
| |
| <b>6.2.</b> |
| |
| a9a Tutorial |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="6.2.1" data-path="../../binaryclass/a9a_dataset.html"> |
| |
| <a href="../../binaryclass/a9a_dataset.html"> |
| |
| |
| <b>6.2.1.</b> |
| |
| Data Preparation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.2.2" data-path="../../binaryclass/a9a_generic.html"> |
| |
| <a href="../../binaryclass/a9a_generic.html"> |
| |
| |
| <b>6.2.2.</b> |
| |
| General Binary Classifier |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.2.3" data-path="../../binaryclass/a9a_lr.html"> |
| |
| <a href="../../binaryclass/a9a_lr.html"> |
| |
| |
| <b>6.2.3.</b> |
| |
| Logistic Regression |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.2.4" data-path="../../binaryclass/a9a_minibatch.html"> |
| |
| <a href="../../binaryclass/a9a_minibatch.html"> |
| |
| |
| <b>6.2.4.</b> |
| |
| Mini-batch Gradient Descent |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="6.3" data-path="../../binaryclass/news20.html"> |
| |
| <a href="../../binaryclass/news20.html"> |
| |
| |
| <b>6.3.</b> |
| |
| News20 Tutorial |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="6.3.1" data-path="../../binaryclass/news20_dataset.html"> |
| |
| <a href="../../binaryclass/news20_dataset.html"> |
| |
| |
| <b>6.3.1.</b> |
| |
| Data Preparation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.3.2" data-path="../../binaryclass/news20_pa.html"> |
| |
| <a href="../../binaryclass/news20_pa.html"> |
| |
| |
| <b>6.3.2.</b> |
| |
| Perceptron, Passive Aggressive |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.3.3" data-path="../../binaryclass/news20_scw.html"> |
| |
| <a href="../../binaryclass/news20_scw.html"> |
| |
| |
| <b>6.3.3.</b> |
| |
| CW, AROW, SCW |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.3.4" data-path="../../binaryclass/news20_generic.html"> |
| |
| <a href="../../binaryclass/news20_generic.html"> |
| |
| |
| <b>6.3.4.</b> |
| |
| General Binary Classifier |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.3.5" data-path="../../binaryclass/news20_generic_bagging.html"> |
| |
| <a href="../../binaryclass/news20_generic_bagging.html"> |
| |
| |
| <b>6.3.5.</b> |
| |
| Baggnig classiers |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.3.6" data-path="../../binaryclass/news20_adagrad.html"> |
| |
| <a href="../../binaryclass/news20_adagrad.html"> |
| |
| |
| <b>6.3.6.</b> |
| |
| AdaGradRDA, AdaGrad, AdaDelta |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.3.7" data-path="../../binaryclass/news20_rf.html"> |
| |
| <a href="../../binaryclass/news20_rf.html"> |
| |
| |
| <b>6.3.7.</b> |
| |
| Random Forest |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.3.8" data-path="../../binaryclass/news20b_xgboost.html"> |
| |
| <a href="../../binaryclass/news20b_xgboost.html"> |
| |
| |
| <b>6.3.8.</b> |
| |
| XGBoost |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="6.4" data-path="../../binaryclass/kdd2010a.html"> |
| |
| <a href="../../binaryclass/kdd2010a.html"> |
| |
| |
| <b>6.4.</b> |
| |
| KDD2010a Tutorial |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="6.4.1" data-path="../../binaryclass/kdd2010a_dataset.html"> |
| |
| <a href="../../binaryclass/kdd2010a_dataset.html"> |
| |
| |
| <b>6.4.1.</b> |
| |
| Data Preparation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.4.2" data-path="../../binaryclass/kdd2010a_scw.html"> |
| |
| <a href="../../binaryclass/kdd2010a_scw.html"> |
| |
| |
| <b>6.4.2.</b> |
| |
| PA, CW, AROW, SCW |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="6.5" data-path="../../binaryclass/kdd2010b.html"> |
| |
| <a href="../../binaryclass/kdd2010b.html"> |
| |
| |
| <b>6.5.</b> |
| |
| KDD2010b Tutorial |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="6.5.1" data-path="../../binaryclass/kdd2010b_dataset.html"> |
| |
| <a href="../../binaryclass/kdd2010b_dataset.html"> |
| |
| |
| <b>6.5.1.</b> |
| |
| Data Preparation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.5.2" data-path="../../binaryclass/kdd2010b_arow.html"> |
| |
| <a href="../../binaryclass/kdd2010b_arow.html"> |
| |
| |
| <b>6.5.2.</b> |
| |
| AROW |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="6.6" data-path="../../binaryclass/webspam.html"> |
| |
| <a href="../../binaryclass/webspam.html"> |
| |
| |
| <b>6.6.</b> |
| |
| Webspam Tutorial |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="6.6.1" data-path="../../binaryclass/webspam_dataset.html"> |
| |
| <a href="../../binaryclass/webspam_dataset.html"> |
| |
| |
| <b>6.6.1.</b> |
| |
| Data Pareparation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.6.2" data-path="../../binaryclass/webspam_scw.html"> |
| |
| <a href="../../binaryclass/webspam_scw.html"> |
| |
| |
| <b>6.6.2.</b> |
| |
| PA1, AROW, SCW |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="6.7" data-path="../../binaryclass/titanic_rf.html"> |
| |
| <a href="../../binaryclass/titanic_rf.html"> |
| |
| |
| <b>6.7.</b> |
| |
| Kaggle Titanic Tutorial |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.8" data-path="../../binaryclass/criteo.html"> |
| |
| <a href="../../binaryclass/criteo.html"> |
| |
| |
| <b>6.8.</b> |
| |
| Criteo Tutorial |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="6.8.1" data-path="../../binaryclass/criteo_dataset.html"> |
| |
| <a href="../../binaryclass/criteo_dataset.html"> |
| |
| |
| <b>6.8.1.</b> |
| |
| Data Preparation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="6.8.2" data-path="../../binaryclass/criteo_ffm.html"> |
| |
| <a href="../../binaryclass/criteo_ffm.html"> |
| |
| |
| <b>6.8.2.</b> |
| |
| Field-Aware Factorization Machines |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part VII - Multiclass Classification</li> |
| |
| |
| |
| <li class="chapter " data-level="7.1" data-path="../../multiclass/news20.html"> |
| |
| <a href="../../multiclass/news20.html"> |
| |
| |
| <b>7.1.</b> |
| |
| News20 Multiclass Tutorial |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="7.1.1" data-path="../../multiclass/news20_dataset.html"> |
| |
| <a href="../../multiclass/news20_dataset.html"> |
| |
| |
| <b>7.1.1.</b> |
| |
| Data Preparation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="7.1.2" data-path="../../multiclass/news20_one-vs-the-rest_dataset.html"> |
| |
| <a href="../../multiclass/news20_one-vs-the-rest_dataset.html"> |
| |
| |
| <b>7.1.2.</b> |
| |
| Data Preparation for one-vs-the-rest classifiers |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="7.1.3" data-path="../../multiclass/news20_pa.html"> |
| |
| <a href="../../multiclass/news20_pa.html"> |
| |
| |
| <b>7.1.3.</b> |
| |
| PA |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="7.1.4" data-path="../../multiclass/news20_scw.html"> |
| |
| <a href="../../multiclass/news20_scw.html"> |
| |
| |
| <b>7.1.4.</b> |
| |
| CW, AROW, SCW |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="7.1.5" data-path="../../multiclass/news20_xgboost.html"> |
| |
| <a href="../../multiclass/news20_xgboost.html"> |
| |
| |
| <b>7.1.5.</b> |
| |
| XGBoost |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="7.1.6" data-path="../../multiclass/news20_ensemble.html"> |
| |
| <a href="../../multiclass/news20_ensemble.html"> |
| |
| |
| <b>7.1.6.</b> |
| |
| Ensemble learning |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="7.1.7" data-path="../../multiclass/news20_one-vs-the-rest.html"> |
| |
| <a href="../../multiclass/news20_one-vs-the-rest.html"> |
| |
| |
| <b>7.1.7.</b> |
| |
| one-vs-the-rest Classifier |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="7.2" data-path="../../multiclass/iris.html"> |
| |
| <a href="../../multiclass/iris.html"> |
| |
| |
| <b>7.2.</b> |
| |
| Iris Tutorial |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="7.2.1" data-path="../../multiclass/iris_dataset.html"> |
| |
| <a href="../../multiclass/iris_dataset.html"> |
| |
| |
| <b>7.2.1.</b> |
| |
| Data preparation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="7.2.2" data-path="../../multiclass/iris_scw.html"> |
| |
| <a href="../../multiclass/iris_scw.html"> |
| |
| |
| <b>7.2.2.</b> |
| |
| SCW |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="7.2.3" data-path="../../multiclass/iris_randomforest.html"> |
| |
| <a href="../../multiclass/iris_randomforest.html"> |
| |
| |
| <b>7.2.3.</b> |
| |
| Random Forest |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="7.2.4" data-path="../../multiclass/iris_xgboost.html"> |
| |
| <a href="../../multiclass/iris_xgboost.html"> |
| |
| |
| <b>7.2.4.</b> |
| |
| XGBoost |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part VIII - Regression</li> |
| |
| |
| |
| <li class="chapter " data-level="8.1" data-path="../../regression/general.html"> |
| |
| <a href="../../regression/general.html"> |
| |
| |
| <b>8.1.</b> |
| |
| Regression |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="8.2" data-path="../../regression/e2006.html"> |
| |
| <a href="../../regression/e2006.html"> |
| |
| |
| <b>8.2.</b> |
| |
| E2006-tfidf Regression Tutorial |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="8.2.1" data-path="../../regression/e2006_dataset.html"> |
| |
| <a href="../../regression/e2006_dataset.html"> |
| |
| |
| <b>8.2.1.</b> |
| |
| Data Preparation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="8.2.2" data-path="../../regression/e2006_generic.html"> |
| |
| <a href="../../regression/e2006_generic.html"> |
| |
| |
| <b>8.2.2.</b> |
| |
| General Regessor |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="8.2.3" data-path="../../regression/e2006_arow.html"> |
| |
| <a href="../../regression/e2006_arow.html"> |
| |
| |
| <b>8.2.3.</b> |
| |
| Passive Aggressive, AROW |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="8.2.4" data-path="../../regression/e2006_xgboost.html"> |
| |
| <a href="../../regression/e2006_xgboost.html"> |
| |
| |
| <b>8.2.4.</b> |
| |
| XGBoost |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="8.3" data-path="../../regression/kddcup12tr2.html"> |
| |
| <a href="../../regression/kddcup12tr2.html"> |
| |
| |
| <b>8.3.</b> |
| |
| KDDCup 2012 Track 2 CTR Prediction Tutorial |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="8.3.1" data-path="../../regression/kddcup12tr2_dataset.html"> |
| |
| <a href="../../regression/kddcup12tr2_dataset.html"> |
| |
| |
| <b>8.3.1.</b> |
| |
| Data Preparation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="8.3.2" data-path="../../regression/kddcup12tr2_lr.html"> |
| |
| <a href="../../regression/kddcup12tr2_lr.html"> |
| |
| |
| <b>8.3.2.</b> |
| |
| Logistic Regression, Passive Aggressive |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="8.3.3" data-path="../../regression/kddcup12tr2_lr_amplify.html"> |
| |
| <a href="../../regression/kddcup12tr2_lr_amplify.html"> |
| |
| |
| <b>8.3.3.</b> |
| |
| Logistic Regression with amplifier |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="8.3.4" data-path="../../regression/kddcup12tr2_adagrad.html"> |
| |
| <a href="../../regression/kddcup12tr2_adagrad.html"> |
| |
| |
| <b>8.3.4.</b> |
| |
| AdaGrad, AdaDelta |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part IX - Recommendation</li> |
| |
| |
| |
| <li class="chapter " data-level="9.1" data-path="../../recommend/cf.html"> |
| |
| <a href="../../recommend/cf.html"> |
| |
| |
| <b>9.1.</b> |
| |
| Collaborative Filtering |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="9.1.1" data-path="../../recommend/item_based_cf.html"> |
| |
| <a href="../../recommend/item_based_cf.html"> |
| |
| |
| <b>9.1.1.</b> |
| |
| Item-based Collaborative Filtering |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="9.2" data-path="../../recommend/news20.html"> |
| |
| <a href="../../recommend/news20.html"> |
| |
| |
| <b>9.2.</b> |
| |
| News20 Related Article Recommendation Tutorial |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="9.2.1" data-path="../../multiclass/news20_dataset.html"> |
| |
| <a href="../../multiclass/news20_dataset.html"> |
| |
| |
| <b>9.2.1.</b> |
| |
| Data Preparation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="9.2.2" data-path="../../recommend/news20_jaccard.html"> |
| |
| <a href="../../recommend/news20_jaccard.html"> |
| |
| |
| <b>9.2.2.</b> |
| |
| LSH/MinHash and Jaccard Similarity |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="9.2.3" data-path="../../recommend/news20_knn.html"> |
| |
| <a href="../../recommend/news20_knn.html"> |
| |
| |
| <b>9.2.3.</b> |
| |
| LSH/MinHash and Brute-force Search |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="9.2.4" data-path="../../recommend/news20_bbit_minhash.html"> |
| |
| <a href="../../recommend/news20_bbit_minhash.html"> |
| |
| |
| <b>9.2.4.</b> |
| |
| kNN search using b-Bits MinHash |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="9.3" data-path="../../recommend/movielens.html"> |
| |
| <a href="../../recommend/movielens.html"> |
| |
| |
| <b>9.3.</b> |
| |
| MovieLens Movie Recommendation Tutorial |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="9.3.1" data-path="../../recommend/movielens_dataset.html"> |
| |
| <a href="../../recommend/movielens_dataset.html"> |
| |
| |
| <b>9.3.1.</b> |
| |
| Data Preparation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="9.3.2" data-path="../../recommend/movielens_cf.html"> |
| |
| <a href="../../recommend/movielens_cf.html"> |
| |
| |
| <b>9.3.2.</b> |
| |
| Item-based Collaborative Filtering |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="9.3.3" data-path="../../recommend/movielens_mf.html"> |
| |
| <a href="../../recommend/movielens_mf.html"> |
| |
| |
| <b>9.3.3.</b> |
| |
| Matrix Factorization |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="9.3.4" data-path="../../recommend/movielens_fm.html"> |
| |
| <a href="../../recommend/movielens_fm.html"> |
| |
| |
| <b>9.3.4.</b> |
| |
| Factorization Machine |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="9.3.5" data-path="../../recommend/movielens_slim.html"> |
| |
| <a href="../../recommend/movielens_slim.html"> |
| |
| |
| <b>9.3.5.</b> |
| |
| SLIM for fast top-k Recommendation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="9.3.6" data-path="../../recommend/movielens_cv.html"> |
| |
| <a href="../../recommend/movielens_cv.html"> |
| |
| |
| <b>9.3.6.</b> |
| |
| 10-fold Cross Validation (Matrix Factorization) |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part X - Anomaly Detection</li> |
| |
| |
| |
| <li class="chapter " data-level="10.1" data-path="../../anomaly/lof.html"> |
| |
| <a href="../../anomaly/lof.html"> |
| |
| |
| <b>10.1.</b> |
| |
| Outlier Detection using Local Outlier Factor (LOF) |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="10.2" data-path="../../anomaly/sst.html"> |
| |
| <a href="../../anomaly/sst.html"> |
| |
| |
| <b>10.2.</b> |
| |
| Change-Point Detection using Singular Spectrum Transformation (SST) |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="10.3" data-path="../../anomaly/changefinder.html"> |
| |
| <a href="../../anomaly/changefinder.html"> |
| |
| |
| <b>10.3.</b> |
| |
| ChangeFinder: Detecting Outlier and Change-Point Simultaneously |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part XI - Clustering</li> |
| |
| |
| |
| <li class="chapter " data-level="11.1" data-path="../../clustering/lda.html"> |
| |
| <a href="../../clustering/lda.html"> |
| |
| |
| <b>11.1.</b> |
| |
| Latent Dirichlet Allocation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| <li class="chapter " data-level="11.2" data-path="../../clustering/plsa.html"> |
| |
| <a href="../../clustering/plsa.html"> |
| |
| |
| <b>11.2.</b> |
| |
| Probabilistic Latent Semantic Analysis |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part XII - GeoSpatial Functions</li> |
| |
| |
| |
| <li class="chapter " data-level="12.1" data-path="../../geospatial/latlon.html"> |
| |
| <a href="../../geospatial/latlon.html"> |
| |
| |
| <b>12.1.</b> |
| |
| Lat/Lon functions |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part XIII - Hivemall on SparkSQL</li> |
| |
| |
| |
| <li class="chapter " data-level="13.1" data-path="README.md"> |
| |
| <span> |
| |
| |
| <b>13.1.</b> |
| |
| Getting Started |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter active" data-level="13.1.1" data-path="installation.html"> |
| |
| <a href="installation.html"> |
| |
| |
| <b>13.1.1.</b> |
| |
| Installation |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="13.2" data-path="../binaryclass/"> |
| |
| <a href="../binaryclass/"> |
| |
| |
| <b>13.2.</b> |
| |
| Binary Classification |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="13.2.1" data-path="../binaryclass/a9a_sql.html"> |
| |
| <a href="../binaryclass/a9a_sql.html"> |
| |
| |
| <b>13.2.1.</b> |
| |
| a9a Tutorial for SQL |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| <li class="chapter " data-level="13.3" data-path="../binaryclass/"> |
| |
| <a href="../binaryclass/"> |
| |
| |
| <b>13.3.</b> |
| |
| Regression |
| |
| </a> |
| |
| |
| |
| <ul class="articles"> |
| |
| |
| <li class="chapter " data-level="13.3.1" data-path="../regression/e2006_sql.html"> |
| |
| <a href="../regression/e2006_sql.html"> |
| |
| |
| <b>13.3.1.</b> |
| |
| E2006-tfidf Regression Tutorial for SQL |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| </ul> |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part XIV - Hivemall on Docker</li> |
| |
| |
| |
| <li class="chapter " data-level="14.1" data-path="../../docker/getting_started.html"> |
| |
| <a href="../../docker/getting_started.html"> |
| |
| |
| <b>14.1.</b> |
| |
| Getting Started |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| |
| |
| <li class="header">Part XIV - External References</li> |
| |
| |
| |
| <li class="chapter " data-level="15.1" > |
| |
| <a target="_blank" href="https://github.com/daijyc/hivemall/wiki/PigHome"> |
| |
| |
| <b>15.1.</b> |
| |
| Hivemall on Apache Pig |
| |
| </a> |
| |
| |
| |
| </li> |
| |
| |
| |
| |
| <li class="divider"></li> |
| |
| <li> |
| <a href="https://www.gitbook.com" target="blank" class="gitbook-link"> |
| Published with GitBook |
| </a> |
| </li> |
| </ul> |
| |
| |
| </nav> |
| |
| |
| </div> |
| |
| <div class="book-body"> |
| |
| <div class="body-inner"> |
| |
| |
| |
| <div class="book-header" role="navigation"> |
| |
| |
| <!-- Title --> |
| <h1> |
| <i class="fa fa-circle-o-notch fa-spin"></i> |
| <a href="../.." >Installation</a> |
| </h1> |
| </div> |
| |
| |
| |
| |
| <div class="page-wrapper" tabindex="-1" role="main"> |
| <div class="page-inner"> |
| |
| <div id="book-search-results"> |
| <div class="search-noresults"> |
| |
| <section class="normal markdown-section"> |
| |
| <!-- |
| Licensed to the Apache Software Foundation (ASF) under one |
| or more contributor license agreements. See the NOTICE file |
| distributed with this work for additional information |
| regarding copyright ownership. The ASF licenses this file |
| to you under the Apache License, Version 2.0 (the |
| "License"); you may not use this file except in compliance |
| with the License. You may obtain a copy of the License at |
| |
| http://www.apache.org/licenses/LICENSE-2.0 |
| |
| Unless required by applicable law or agreed to in writing, |
| software distributed under the License is distributed on an |
| "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| KIND, either express or implied. See the License for the |
| specific language governing permissions and limitations |
| under the License. |
| --> |
| <h1 id="prerequisites">Prerequisites</h1> |
| <ul> |
| <li>Spark v2.2 or later</li> |
| <li>Java 8 or later</li> |
| <li><code>hivemall-all-<version>.jar</code> that can be found in <a href="https://search.maven.org/search?q=a:hivemall-all" target="_blank">Maven central</a> (or use packages built by <code>bin/build.sh</code>).</li> |
| <li><a href="https://github.com/apache/incubator-hivemall/blob/master/resources/ddl/define-all.spark" target="_blank">define-all.spark</a></li> |
| </ul> |
| <h1 id="installation">Installation</h1> |
| <p>First, you download a compiled Spark package from <a href="https://spark.apache.org/downloads.html" target="_blank">the Spark official web page</a> and invoke spark-shell with a compiled Hivemall binary.</p> |
| <pre><code>$ spark-shell --jars target/hivemall-all-<version>-incubating-SNAPSHOT.jar |
| </code></pre><h1 id="installation-via-spark-packages">Installation via <a href="https://spark-packages.org/package/apache-hivemall/apache-hivemall" target="_blank">Spark Packages</a></h1> |
| <p>In another way to install Hivemall, you can use a <code>--packages</code> option.</p> |
| <pre><code>$ spark-shell --packages org.apache.hivemall:hivemall-all:<version> |
| </code></pre><p>You find available Hivemall versions on <a href="https://mvnrepository.com/artifact/org.apache.hivemall/hivemall-all/" target="_blank">Maven repository</a>.</p> |
| <p>Then, you load scripts for Hivemall functions.</p> |
| <pre><code>scala> :load ~/workspace/incubator-hivemall/resources/ddl/define-all.spark |
| </code></pre><p><div id="page-footer" class="localized-footer"><hr><!-- |
| Licensed to the Apache Software Foundation (ASF) under one |
| or more contributor license agreements. See the NOTICE file |
| distributed with this work for additional information |
| regarding copyright ownership. The ASF licenses this file |
| to you under the Apache License, Version 2.0 (the |
| "License"); you may not use this file except in compliance |
| with the License. You may obtain a copy of the License at |
| |
| http://www.apache.org/licenses/LICENSE-2.0 |
| |
| Unless required by applicable law or agreed to in writing, |
| software distributed under the License is distributed on an |
| "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| KIND, either express or implied. See the License for the |
| specific language governing permissions and limitations |
| under the License. |
| --> |
| <p><sub><font color="gray"> |
| Apache Hivemall is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. |
| </font></sub></p> |
| </div></p> |
| |
| |
| </section> |
| |
| </div> |
| <div class="search-results"> |
| <div class="has-results"> |
| |
| <h1 class="search-results-title"><span class='search-results-count'></span> results matching "<span class='search-query'></span>"</h1> |
| <ul class="search-results-list"></ul> |
| |
| </div> |
| <div class="no-results"> |
| |
| <h1 class="search-results-title">No results matching "<span class='search-query'></span>"</h1> |
| |
| </div> |
| </div> |
| </div> |
| |
| </div> |
| </div> |
| |
| </div> |
| |
| |
| |
| |
| </div> |
| |
| <script> |
| var gitbook = gitbook || []; |
| gitbook.push(function() { |
| gitbook.page.hasChanged({"page":{"title":"Installation","level":"13.1.1","depth":2,"next":{"title":"Binary Classification","level":"13.2","depth":1,"path":"spark/binaryclass/index.md","ref":"spark/binaryclass/index.md","articles":[{"title":"a9a Tutorial for SQL","level":"13.2.1","depth":2,"path":"spark/binaryclass/a9a_sql.md","ref":"spark/binaryclass/a9a_sql.md","articles":[]}]},"previous":{"title":"Getting Started","level":"13.1","depth":1,"path":"spark/getting_started/README.md","ref":"spark/getting_started/README.md","articles":[{"title":"Installation","level":"13.1.1","depth":2,"path":"spark/getting_started/installation.md","ref":"spark/getting_started/installation.md","articles":[]}]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","etoc","callouts","toggle-chapters","anchorjs","codeblock-filename","expandable-chapters","multipart","codeblock-filename","katex","emphasize","localized-footer"],"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"pluginsConfig":{"emphasize":{},"callouts":{},"etoc":{"h2lb":3,"header":1,"maxdepth":3,"mindepth":1,"notoc":true},"github":{"url":"https://github.com/apache/incubator-hivemall/"},"splitter":{},"search":{},"downloadpdf":{"base":"https://github.com/apache/incubator-hivemall/docs/gitbook","label":"PDF","multilingual":false},"multipart":{},"localized-footer":{"filename":"FOOTER.md","hline":"true"},"lunr":{"maxIndexSize":1000000,"ignoreSpecialCharacters":false},"katex":{},"fontsettings":{"theme":"white","family":"sans","size":2,"font":"sans"},"highlight":{},"codeblock-filename":{},"theme-api":{"languages":[],"split":false,"theme":"dark"},"sharing":{"facebook":true,"twitter":true,"google":false,"weibo":false,"instapaper":false,"vk":false,"all":["facebook","google","twitter","weibo","instapaper"]},"edit-link":{"label":"Edit","base":"https://github.com/apache/incubator-hivemall/tree/master/docs/gitbook"},"theme-default":{"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"showLevel":true},"anchorjs":{"selector":"h1,h2,h3,*:not(.callout) > h4,h5"},"toggle-chapters":{},"expandable-chapters":{}},"theme":"default","pdf":{"pageNumbers":true,"fontSize":12,"fontFamily":"Arial","paperSize":"a4","chapterMark":"pagebreak","pageBreaksBefore":"/","margin":{"right":62,"left":62,"top":56,"bottom":56}},"structure":{"langs":"LANGS.md","readme":"README.md","glossary":"GLOSSARY.md","summary":"SUMMARY.md"},"variables":{},"title":"Hivemall User Manual","links":{"sidebar":{"<i class=\"fa fa-home\"></i> Home":"https://hivemall.incubator.apache.org/"}},"gitbook":"3.x.x","description":"User Manual for Apache Hivemall"},"file":{"path":"spark/getting_started/installation.md","mtime":"2021-05-14T17:37:16.786Z","type":"markdown"},"gitbook":{"version":"3.2.3","time":"2021-05-14T17:38:30.775Z"},"basePath":"../..","book":{"language":""}}); |
| }); |
| </script> |
| </div> |
| |
| |
| <script src="../../gitbook/gitbook.js"></script> |
| <script src="../../gitbook/theme.js"></script> |
| |
| |
| <script src="../../gitbook/gitbook-plugin-edit-link/plugin.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-github/plugin.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-splitter/splitter.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-etoc/plugin.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-toggle-chapters/toggle.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-anchorjs/anchor.min.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-anchorjs/anchor-style.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-expandable-chapters/expandable-chapters.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-search/search-engine.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-search/search.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-lunr/lunr.min.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-lunr/search-lunr.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-sharing/buttons.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-fontsettings/fontsettings.js"></script> |
| |
| |
| |
| <script src="../../gitbook/gitbook-plugin-theme-api/theme-api.js"></script> |
| |
| |
| |
| </body> |
| </html> |
| |
