zhangyue19921010 commented on a change in pull request #4721: URL: https://github.com/apache/hudi/pull/4721#discussion_r799940716
########## File path: hudi-utilities/src/main/java/org/apache/hudi/utilities/HoodieMetadataTableValidator.java ########## @@ -0,0 +1,506 @@ +/* + * 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 org.apache.hudi.utilities; + +import com.beust.jcommander.JCommander; +import com.beust.jcommander.Parameter; +import org.apache.hadoop.fs.Path; +import org.apache.hudi.async.HoodieAsyncService; +import org.apache.hudi.client.common.HoodieSparkEngineContext; +import org.apache.hudi.common.config.HoodieMetadataConfig; +import org.apache.hudi.common.config.TypedProperties; +import org.apache.hudi.common.fs.FSUtils; +import org.apache.hudi.common.model.FileSlice; +import org.apache.hudi.common.model.HoodieBaseFile; +import org.apache.hudi.common.model.HoodieFileGroup; +import org.apache.hudi.common.table.HoodieTableMetaClient; +import org.apache.hudi.common.table.view.FileSystemViewManager; +import org.apache.hudi.common.table.view.HoodieTableFileSystemView; +import org.apache.hudi.common.util.Option; +import org.apache.hudi.common.util.collection.Pair; +import org.apache.hudi.exception.HoodieException; +import org.apache.hudi.exception.HoodieValidationException; + +import org.apache.log4j.LogManager; +import org.apache.log4j.Logger; +import org.apache.spark.SparkConf; +import org.apache.spark.api.java.JavaSparkContext; + +import java.io.Serializable; +import java.util.ArrayList; +import java.util.Comparator; +import java.util.List; +import java.util.Objects; +import java.util.concurrent.CompletableFuture; +import java.util.concurrent.ExecutorService; +import java.util.concurrent.Executors; +import java.util.stream.Collectors; + +/** + * A validator with spark-submit to compare list partitions and list files between metadata table and filesystem. + * + * <p> + * - Default : This validator will compare the result of listing partitions/listing files between metadata table and filesystem only once. + * <p> + * Example command: + * ``` + * spark-submit \ + * --class org.apache.hudi.utilities.HoodieMetadataTableValidator \ + * --packages org.apache.spark:spark-avro_2.11:2.4.4 \ + * --master spark://xxxx:7077 \ + * --driver-memory 1g \ + * --executor-memory 1g \ + * $HUDI_DIR/hudi/packaging/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.11.0-SNAPSHOT.jar \ + * --base-path basePath \ + * --validate-latest-fileSlices \ + * --validate-latest-baseFiles \ + * --validate-all-file-groups \ + * ``` + * + * <p> + * Also You can set `--continuous` for long running this validator. + * And use `--min-validate-interval-seconds` to control the validation frequency, default is 10 minutes. + * <p> + * Example command: + * ``` + * spark-submit \ + * --class org.apache.hudi.utilities.HoodieMetadataTableValidator \ + * --packages org.apache.spark:spark-avro_2.11:2.4.4 \ + * --master spark://xxxx:7077 \ + * --driver-memory 1g \ + * --executor-memory 1g \ + * $HUDI_DIR/hudi/packaging/hudi-utilities-bundle/target/hudi-utilities-bundle_2.11-0.11.0-SNAPSHOT.jar \ + * --base-path basePath \ + * --validate-latest-fileSlices \ + * --validate-latest-baseFiles \ + * --validate-all-file-groups \ + * --continuous \ + * --min-validate-interval-seconds 60 \ + * ``` + * + */ +public class HoodieMetadataTableValidator { + + private static final Logger LOG = LogManager.getLogger(HoodieMetadataTableValidator.class); + + // Spark context + private transient JavaSparkContext jsc; + // config + private Config cfg; + // Properties with source, hoodie client, key generator etc. + private TypedProperties props; + + private HoodieTableMetaClient metaClient; + + protected transient Option<AsyncMetadataTableValidateService> asyncMetadataTableValidateService; + + public HoodieMetadataTableValidator(HoodieTableMetaClient metaClient) { + this.metaClient = metaClient; + } + + public HoodieMetadataTableValidator(JavaSparkContext jsc, Config cfg) { + this.jsc = jsc; + this.cfg = cfg; + + this.props = cfg.propsFilePath == null + ? UtilHelpers.buildProperties(cfg.configs) + : readConfigFromFileSystem(jsc, cfg); + + this.metaClient = HoodieTableMetaClient.builder() + .setConf(jsc.hadoopConfiguration()).setBasePath(cfg.basePath) + .setLoadActiveTimelineOnLoad(true) + .build(); + + this.asyncMetadataTableValidateService = cfg.continuous ? Option.of(new AsyncMetadataTableValidateService()) : Option.empty(); + } + + /** + * Reads config from the file system. + * + * @param jsc {@link JavaSparkContext} instance. + * @param cfg {@link Config} instance. + * @return the {@link TypedProperties} instance. + */ + private TypedProperties readConfigFromFileSystem(JavaSparkContext jsc, Config cfg) { + return UtilHelpers.readConfig(jsc.hadoopConfiguration(), new Path(cfg.propsFilePath), cfg.configs) + .getProps(true); + } + + public static class Config implements Serializable { + @Parameter(names = {"--base-path", "-sp"}, description = "Base path for the table", required = true) + public String basePath = null; + + @Parameter(names = {"--continuous"}, description = "Running MetadataTableValidator in continuous. " + + "Can use --min-validate-interval-seconds to control validation frequency", required = false) + public boolean continuous = false; + + @Parameter(names = {"--validate-latest-fileSlices"}, description = "Validate latest fileSlices for all partitions.", required = false) + public boolean validateLatestFileSlices = false; + + @Parameter(names = {"--validate-latest-baseFiles"}, description = "Validate latest baseFiles for all partitions.", required = false) + public boolean validateLatestBaseFiles = false; + + @Parameter(names = {"--validate-all-file-groups"}, description = "Validate all file groups, and all file slices within file groups.", required = false) + public boolean validateAllFileGroups = false; + + @Parameter(names = {"--min-validate-interval-seconds"}, + description = "the min validate interval of each validate when set --continuous, default is 10 minutes.") + public Integer minValidateIntervalSeconds = 10 * 60; + + @Parameter(names = {"--ignore-failed", "-ig"}, description = "Ignore metadata validate failure and continue.", required = false) + public boolean ignoreFailed = false; + + @Parameter(names = {"--spark-master", "-ms"}, description = "Spark master", required = false) + public String sparkMaster = null; + + @Parameter(names = {"--spark-memory", "-sm"}, description = "spark memory to use", required = false) + public String sparkMemory = "1g"; + + @Parameter(names = {"--assume-date-partitioning"}, description = "Should HoodieWriteClient assume the data is partitioned by dates, i.e three levels from base path." + + "This is a stop-gap to support tables created by versions < 0.3.1. Will be removed eventually", required = false) + public Boolean assumeDatePartitioning = false; + + @Parameter(names = {"--props"}, description = "path to properties file on localfs or dfs, with configurations for " + + "hoodie client") + public String propsFilePath = null; + + @Parameter(names = {"--hoodie-conf"}, description = "Any configuration that can be set in the properties file " + + "(using the CLI parameter \"--props\") can also be passed command line using this parameter. This can be repeated", + splitter = IdentitySplitter.class) + public List<String> configs = new ArrayList<>(); + + @Parameter(names = {"--help", "-h"}, help = true) + public Boolean help = false; + + @Override + public String toString() { + return "MetadataTableValidatorConfig {\n" + + " --base-path " + basePath + ", \n" + + " --validate-latest-fileSlices " + validateLatestFileSlices + ", \n" + + " --validate-latest-baseFiles " + validateLatestBaseFiles + ", \n" + + " --validate-all-file-groups " + validateAllFileGroups + ", \n" + + " --continuous " + continuous + ", \n" + + " --min-validate-interval-seconds " + minValidateIntervalSeconds + ", \n" + + " --spark-master " + sparkMaster + ", \n" + + " --spark-memory " + sparkMemory + ", \n" + + " --assumeDatePartitioning-memory " + assumeDatePartitioning + ", \n" + + " --props " + propsFilePath + ", \n" + + " --hoodie-conf " + configs + + "\n}"; + } + + @Override + public boolean equals(Object o) { + if (this == o) { + return true; + } + if (o == null || getClass() != o.getClass()) { + return false; + } + Config config = (Config) o; + return basePath.equals(config.basePath) + && Objects.equals(continuous, config.continuous) + && Objects.equals(validateLatestFileSlices, config.validateLatestFileSlices) + && Objects.equals(validateLatestBaseFiles, config.validateLatestBaseFiles) + && Objects.equals(validateAllFileGroups, config.validateAllFileGroups) + && Objects.equals(minValidateIntervalSeconds, config.minValidateIntervalSeconds) + && Objects.equals(sparkMaster, config.sparkMaster) + && Objects.equals(sparkMemory, config.sparkMemory) + && Objects.equals(assumeDatePartitioning, config.assumeDatePartitioning) + && Objects.equals(propsFilePath, config.propsFilePath) + && Objects.equals(configs, config.configs); + } + + @Override + public int hashCode() { + return Objects.hash(basePath, continuous, validateLatestFileSlices, validateLatestBaseFiles, validateAllFileGroups, + minValidateIntervalSeconds, sparkMaster, sparkMemory, assumeDatePartitioning, propsFilePath, configs, help); + } + } + + public static void main(String[] args) { + final Config cfg = new Config(); + JCommander cmd = new JCommander(cfg, null, args); + + if (cfg.help || args.length == 0) { + cmd.usage(); + System.exit(1); + } + + SparkConf sparkConf = UtilHelpers.buildSparkConf("Hoodie-Metadata-Table-Validator", cfg.sparkMaster); + sparkConf.set("spark.executor.memory", cfg.sparkMemory); + JavaSparkContext jsc = new JavaSparkContext(sparkConf); + + HoodieMetadataTableValidator validator = new HoodieMetadataTableValidator(jsc, cfg); + + try { + validator.run(); + } catch (Throwable throwable) { + LOG.error("Fail to do hoodie metadata table validation for " + validator.cfg, throwable); + } finally { + jsc.stop(); + } + } + + public void run() { + try { + LOG.info(cfg); + if (cfg.continuous) { + LOG.info(" ****** do hoodie metadata table validation in CONTINUOUS mode ******"); + doHoodieMetadataTableValidationContinuous(); + } else { + LOG.info(" ****** do hoodie metadata table validation once ******"); + doHoodieMetadataTableValidationOnce(); + } + } catch (Exception e) { + throw new HoodieException("Unable to do hoodie metadata table validation in " + cfg.basePath, e); + } finally { + + if (asyncMetadataTableValidateService.isPresent()) { + asyncMetadataTableValidateService.get().shutdown(true); + } + } + } + + private void doHoodieMetadataTableValidationOnce() { + doMetaTableValidation(); + } + + private void doHoodieMetadataTableValidationContinuous() { + asyncMetadataTableValidateService.ifPresent(service -> { + service.start(null); + try { + service.waitForShutdown(); + } catch (Exception e) { + throw new HoodieException(e.getMessage(), e); + } + }); + } + + public void doMetaTableValidation() { + metaClient.reloadActiveTimeline(); + String basePath = metaClient.getBasePath(); + HoodieSparkEngineContext engineContext = new HoodieSparkEngineContext(jsc); + + List<String> allPartitions = validatePartitions(engineContext, basePath); + + for (String partitionPath : allPartitions) { + validateFilesInPartition(engineContext, partitionPath); + } + + LOG.info("MetaTable Validation Success."); + } + + /** + * Compare the listing partitions result between metadata table and fileSystem. + */ + private List<String> validatePartitions(HoodieSparkEngineContext engineContext, String basePath) { + // compare partitions + List<String> allPartitionPathsFromFS = FSUtils.getAllPartitionPaths(engineContext, basePath, false, cfg.assumeDatePartitioning); + List<String> allPartitionPathsMeta = FSUtils.getAllPartitionPaths(engineContext, basePath, true, cfg.assumeDatePartitioning); + + allPartitionPathsFromFS.sort(new StringCompactor()); + allPartitionPathsMeta.sort(new StringCompactor()); + + if (allPartitionPathsFromFS.size() != allPartitionPathsMeta.size() + || !allPartitionPathsFromFS.equals(allPartitionPathsMeta)) { + String message = "Compare Partitions Failed! " + "AllPartitionPathsFromFS : " + allPartitionPathsFromFS + " and allPartitionPathsMeta : " + allPartitionPathsMeta; + LOG.error(message); + throw new HoodieValidationException(message); + } + + return allPartitionPathsMeta; + } + + /** + * Compare the listing files result between metadata table and fileSystem. + * For now, validate two kinds of apis: + * 1. getLatestFileSlices + * 2. getLatestBaseFiles + * @param engineContext + * @param partitionPath + */ + private void validateFilesInPartition(HoodieSparkEngineContext engineContext, String partitionPath) { + HoodieTableFileSystemView metaFsView = null; + HoodieTableFileSystemView fsView = null; + + try { + metaFsView = createHoodieTableFileSystemView(engineContext, true); + fsView = createHoodieTableFileSystemView(engineContext, false); + + if (cfg.validateLatestFileSlices) { + validateLatestFileSlices(metaFsView, fsView, partitionPath); + } + + if (cfg.validateLatestBaseFiles) { + validateLatestBaseFiles(metaFsView, fsView, partitionPath); + } + + if (cfg.validateAllFileGroups) { + validateAllFileGroups(metaFsView, fsView, partitionPath); + } + + } finally { + if (metaFsView != null) { + metaFsView.close(); + } + + if (fsView != null) { + fsView.close(); + } + } + } + + private void validateAllFileGroups(HoodieTableFileSystemView metaFsView, HoodieTableFileSystemView fsView, String partitionPath) { + List<HoodieFileGroup> fileGroupsFromMetadata = metaFsView.getAllFileGroups(partitionPath).sorted(new HoodieFileGroupCompactor()).collect(Collectors.toList()); + List<HoodieFileGroup> fileGroupsFromFS = fsView.getAllFileGroups(partitionPath).sorted(new HoodieFileGroupCompactor()).collect(Collectors.toList()); + + List<FileSlice> allFileSlicesFromMeta = fileGroupsFromMetadata.stream().flatMap(HoodieFileGroup::getAllFileSlices).sorted(new FileSliceCompactor()).collect(Collectors.toList()); + List<FileSlice> allFileSlicesFromFS = fileGroupsFromFS.stream().flatMap(HoodieFileGroup::getAllFileSlices).sorted(new FileSliceCompactor()).collect(Collectors.toList()); + + LOG.info("All file slices from metadata: " + allFileSlicesFromMeta + ". For partitions " + partitionPath); + LOG.info("All file slices from direct listing: " + allFileSlicesFromFS + ". For partitions " + partitionPath); + validateFileSlice(allFileSlicesFromMeta, allFileSlicesFromFS, partitionPath); + + LOG.info("Validation of AllFileGroups success."); + } + + private void validateFileSlice(List<FileSlice> fileSlicesFromMeta, List<FileSlice> fileSlicesFromFS, String partitionPath) { + if (fileSlicesFromMeta.size() != fileSlicesFromFS.size() || !fileSlicesFromMeta.equals(fileSlicesFromFS)) { + String message = "Validation of metadata file slices for partition " + partitionPath + " failed. " + + "File slices from metadata: " + fileSlicesFromMeta + + "File slices from direct listing: " + fileSlicesFromFS; + LOG.error(message); + throw new HoodieValidationException(message); + } else { + LOG.info("Validation of fileSlices success."); + } + } + + /** + * Compare getLatestBaseFiles between metadata table and fileSystem. + */ + private void validateLatestBaseFiles(HoodieTableFileSystemView metaFsView, HoodieTableFileSystemView fsView, String partitionPath) { + + List<HoodieBaseFile> latestFilesFromMetadata = metaFsView.getLatestBaseFiles(partitionPath).sorted(new HoodieBaseFileCompactor()).collect(Collectors.toList()); + List<HoodieBaseFile> latestFilesFromFS = fsView.getLatestBaseFiles(partitionPath).sorted(new HoodieBaseFileCompactor()).collect(Collectors.toList()); + + LOG.info("Latest base file from metadata: " + latestFilesFromMetadata + ". For partitions " + partitionPath); + LOG.info("Latest base file from direct listing: " + latestFilesFromFS + ". For partitions " + partitionPath); + if (latestFilesFromMetadata.size() != latestFilesFromFS.size() + || !latestFilesFromMetadata.equals(latestFilesFromFS)) { + String message = "Validation of metadata get latest base file for partition " + partitionPath + " failed. " + + "Latest base file from metadata: " + latestFilesFromMetadata + + "Latest base file from direct listing: " + latestFilesFromFS; + LOG.error(message); + throw new HoodieValidationException(message); + } else { + LOG.info("Validation of getLatestBaseFiles success."); + } + } + + /** + * Compare getLatestFileSlices between metadata table and fileSystem. + */ + private void validateLatestFileSlices(HoodieTableFileSystemView metaFsView, HoodieTableFileSystemView fsView, String partitionPath) { + + List<FileSlice> latestFileSlicesFromMetadataTable = metaFsView.getLatestFileSlices(partitionPath).sorted(new FileSliceCompactor()).collect(Collectors.toList()); + List<FileSlice> latestFileSlicesFromFS = fsView.getLatestFileSlices(partitionPath).sorted(new FileSliceCompactor()).collect(Collectors.toList()); + + LOG.info("Latest file list from metadata: " + latestFileSlicesFromMetadataTable + ". For partition " + partitionPath); + LOG.info("Latest file list from direct listing: " + latestFileSlicesFromFS + ". For partition " + partitionPath); + + validateFileSlice(latestFileSlicesFromMetadataTable, latestFileSlicesFromFS, partitionPath); + LOG.info("Validation of getLatestFileSlices success."); + } + + private HoodieTableFileSystemView createHoodieTableFileSystemView(HoodieSparkEngineContext engineContext, boolean enableMetadataTable) { + + HoodieMetadataConfig metadataConfig = HoodieMetadataConfig.newBuilder() + .enable(enableMetadataTable) + .withAssumeDatePartitioning(cfg.assumeDatePartitioning) + .build(); + + return FileSystemViewManager.createInMemoryFileSystemView(engineContext, + metaClient, metadataConfig); + } + + public class AsyncMetadataTableValidateService extends HoodieAsyncService { + private final transient ExecutorService executor = Executors.newSingleThreadExecutor(); + + @Override + protected Pair<CompletableFuture, ExecutorService> startService() { + return Pair.of(CompletableFuture.supplyAsync(() -> { + while (true) { + try { + long start = System.currentTimeMillis(); + doMetaTableValidation(); + long toSleepMs = cfg.minValidateIntervalSeconds * 1000 - (System.currentTimeMillis() - start); + + if (toSleepMs > 0) { + LOG.info("Last validate ran less than min validate interval: " + cfg.minValidateIntervalSeconds + " s, sleep: " + + toSleepMs + " ms."); + Thread.sleep(toSleepMs); + } + } catch (HoodieValidationException e) { + LOG.error("Shutting down AsyncMetadataTableValidateService due to HoodieValidationException", e); + if (!cfg.ignoreFailed) { + throw e; + } + } catch (InterruptedException e) { + // ignore InterruptedException here. + } + } + }, executor), executor); + } + } + + public static class FileSliceCompactor implements Comparator<FileSlice>, Serializable { + + @Override + public int compare(FileSlice o1, FileSlice o2) { + return (o1.getPartitionPath() + o1.getFileId() + o1.getBaseInstantTime()) Review comment: emmmm, maybe we don't need any concatenator. Just use getPartitionPath, getFileId and getBaseInstantTime to flag the unique FileSlice and do sort based on it is fine. Also we can use concatenator like '/' to mimic the full path but maybe there' s no diff for sort result :) -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: commits-unsubscr...@hudi.apache.org For queries about this service, please contact Infrastructure at: us...@infra.apache.org