/* * 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. */ package cosmos.example; import java.io.File; import java.util.Iterator; import java.util.Map.Entry; import java.util.Set; import java.util.TreeMap; import org.apache.accumulo.core.client.Connector; import org.apache.accumulo.core.client.ZooKeeperInstance; import org.apache.accumulo.core.client.security.tokens.PasswordToken; import org.apache.accumulo.core.security.Authorizations; import org.apache.accumulo.minicluster.MiniAccumuloCluster; import org.apache.accumulo.minicluster.MiniAccumuloConfig; import org.apache.commons.io.FileUtils; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import com.beust.jcommander.JCommander; import com.beust.jcommander.Parameter; import com.google.common.base.Function; import com.google.common.base.Preconditions; import com.google.common.base.Stopwatch; import com.google.common.collect.Iterables; import com.google.common.collect.Maps; import com.google.common.collect.Sets; import com.google.common.io.Files; import cosmos.Cosmos; import cosmos.impl.CosmosImpl; import cosmos.options.Index; import cosmos.records.values.RecordValue; import cosmos.results.CloseableIterable; import cosmos.results.Column; import cosmos.store.Store; import cosmos.util.AscendingIndexIdentitySet; /** * */ public class BuildingPermitsExample { private static final Logger log = LoggerFactory.getLogger(BuildingPermitsExample.class); @Parameter(names = { "--zookeepers", "-z"}, description = "CSV of zookeepers to use") public String zookeepers; @Parameter(names = {"--instance", "-i"}, description = "Accumulo instance name") public String instanceName; @Parameter(names = {"--username", "-u"}, description = "Accumulo user name") public String username; @Parameter(names = {"--password", "-p"}, description = "Accumulo user password") public String password; @Parameter(names = {"--miniAccumuloCluster", "-mac"}, description = "Use a MiniAccumuloCluster instead of a real instance") public boolean useMiniAccumuloCluster = false; @Parameter(names = {"--input-file", "-f"}, description = "Path to the CSV file to load", required = true) public String fileName; public BuildingPermitsExample() { } public static void main(String[] args) throws Exception { BuildingPermitsExample example = new BuildingPermitsExample(); new JCommander(example, args); File inputFile = new File(example.fileName); Preconditions.checkArgument(inputFile.exists() && inputFile.isFile() && inputFile.canRead(), "Expected " + example.fileName + " to be a readable file"); String zookeepers; String instanceName; Connector connector; MiniAccumuloCluster mac = null; File macDir = null; // Use the MiniAccumuloCluster is requested if (example.useMiniAccumuloCluster) { macDir = Files.createTempDir(); String password = "password"; MiniAccumuloConfig config = new MiniAccumuloConfig(macDir, password); config.setNumTservers(1); mac = new MiniAccumuloCluster(config); mac.start(); zookeepers = mac.getZooKeepers(); instanceName = mac.getInstanceName(); ZooKeeperInstance instance = new ZooKeeperInstance(instanceName, zookeepers); connector = instance.getConnector("root", new PasswordToken(password)); } else { // Otherwise connect to a running instance zookeepers = example.zookeepers; instanceName = example.instanceName; ZooKeeperInstance instance = new ZooKeeperInstance(instanceName, zookeepers); connector = instance.getConnector(example.username, new PasswordToken(example.password)); } // Instantiate an instance of Cosmos Cosmos cosmos = new CosmosImpl(zookeepers); // Create a definition for the data we want to load Store id = Store.create(connector, new Authorizations(), AscendingIndexIdentitySet.create()); // Register the definition with Cosmos so it can track its progress. cosmos.register(id); // Load all of the data from our inputFile LoadBuildingPermits loader = new LoadBuildingPermits(cosmos, id, inputFile); loader.run(); // Finalize the SortableResult which will prevent future writes to the data set cosmos.finalize(id); // Flush the ingest traces to the backend so we can see the results; id.sendTraces(); // Get back the Set of Columns that we've ingested. Set<Column> schema = Sets.newHashSet(cosmos.columns(id)); log.debug("\nColumns: " + schema); Iterator<Column> iter = schema.iterator(); while (iter.hasNext()) { Column c = iter.next(); // Remove the internal ID field and columns that begin with CONTRACTOR_ if (c.equals(LoadBuildingPermits.ID) || c.name().startsWith("CONTRACTOR_")) { iter.remove(); } } Iterable<Index> indices = Iterables.transform(schema, new Function<Column,Index>() { @Override public Index apply(Column col) { return Index.define(col); } }); // Ensure that we have locality groups set as we expect log.info("Ensure locality groups are set"); id.optimizeIndices(indices); // Compact down the data for this SortableResult log.info("Issuing compaction for relevant data"); id.consolidate(); final int numTopValues = 10; // Walk through each column in the result set for (Column c : schema) { Stopwatch sw = new Stopwatch(); sw.start(); // Get the number of times we've seen each value in a given column CloseableIterable<Entry<RecordValue<?>,Long>> groupingsInColumn = cosmos.groupResults(id, c); log.info(c.name() + ":"); // Iterate over the counts, collecting the top N values in each column TreeMap<Long,RecordValue<?>> topValues = Maps.newTreeMap(); for (Entry<RecordValue<?>,Long> entry : groupingsInColumn) { if (topValues.size() == numTopValues) { Entry<Long,RecordValue<?>> least = topValues.pollFirstEntry(); if (least.getKey() < entry.getValue()) { topValues.put(entry.getValue(), entry.getKey()); } else { topValues.put(least.getKey(), least.getValue()); } } else if (topValues.size() < numTopValues) { topValues.put(entry.getValue(), entry.getKey()); } } for (Long key: topValues.descendingKeySet()) { log.info(topValues.get(key).value() + " occurred " + key + " times"); } sw.stop(); log.info("Took " + sw.toString() + " to run query.\n"); } log.info("Deleting records"); // Delete the records we've ingested if (!example.useMiniAccumuloCluster) { // Because I'm lazy and don't want to wait around to run the BatchDeleter when we're just going // to rm -rf the directory in a few secs. cosmos.delete(id); } // And shut down Cosmos cosmos.close(); log.info("Cosmos stopped"); // If we were using MAC, also stop that if (example.useMiniAccumuloCluster && null != mac) { mac.stop(); if (null != macDir) { FileUtils.deleteDirectory(macDir); } } } }