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| 1 | +/* |
| 2 | + * Licensed to the Apache Software Foundation (ASF) under one |
| 3 | + * or more contributor license agreements. See the NOTICE file |
| 4 | + * distributed with this work for additional information |
| 5 | + * regarding copyright ownership. The ASF licenses this file |
| 6 | + * to you under the Apache License, Version 2.0 (the |
| 7 | + * "License"); you may not use this file except in compliance |
| 8 | + * with the License. You may obtain a copy of the License at |
| 9 | + * |
| 10 | + * http://www.apache.org/licenses/LICENSE-2.0 |
| 11 | + * |
| 12 | + * Unless required by applicable law or agreed to in writing, software |
| 13 | + * distributed under the License is distributed on an "AS IS" BASIS, |
| 14 | + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 15 | + * See the License for the specific language governing permissions and |
| 16 | + * limitations under the License. |
| 17 | + */ |
| 18 | +package org.apache.beam.examples.cookbook; |
| 19 | + |
| 20 | +import com.google.auth.oauth2.GoogleCredentials; |
| 21 | +import java.io.IOException; |
| 22 | +import java.util.Map; |
| 23 | +import org.apache.beam.sdk.Pipeline; |
| 24 | +import org.apache.beam.sdk.coders.RowCoder; |
| 25 | +import org.apache.beam.sdk.extensions.gcp.options.GcpOptions; |
| 26 | +import org.apache.beam.sdk.io.gcp.pubsub.PubsubIO; |
| 27 | +import org.apache.beam.sdk.managed.Managed; |
| 28 | +import org.apache.beam.sdk.options.Default; |
| 29 | +import org.apache.beam.sdk.options.Description; |
| 30 | +import org.apache.beam.sdk.options.PipelineOptionsFactory; |
| 31 | +import org.apache.beam.sdk.options.Validation; |
| 32 | +import org.apache.beam.sdk.schemas.Schema; |
| 33 | +import org.apache.beam.sdk.transforms.DoFn; |
| 34 | +import org.apache.beam.sdk.transforms.Filter; |
| 35 | +import org.apache.beam.sdk.transforms.JsonToRow; |
| 36 | +import org.apache.beam.sdk.transforms.MapElements; |
| 37 | +import org.apache.beam.sdk.transforms.ParDo; |
| 38 | +import org.apache.beam.sdk.transforms.Sum; |
| 39 | +import org.apache.beam.sdk.transforms.windowing.FixedWindows; |
| 40 | +import org.apache.beam.sdk.transforms.windowing.Window; |
| 41 | +import org.apache.beam.sdk.util.Preconditions; |
| 42 | +import org.apache.beam.sdk.values.KV; |
| 43 | +import org.apache.beam.sdk.values.PCollection; |
| 44 | +import org.apache.beam.sdk.values.Row; |
| 45 | +import org.apache.beam.sdk.values.TypeDescriptors; |
| 46 | +import org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.collect.ImmutableMap; |
| 47 | +import org.joda.time.Duration; |
| 48 | + |
| 49 | +/** |
| 50 | + * Reads real-time NYC taxi ride information from {@code |
| 51 | + * projects/pubsub-public-data/topics/taxirides-realtime} and writes aggregated passenger count data |
| 52 | + * to an Iceberg table using Beam's {@link Managed} IcebergIO sink. |
| 53 | + * |
| 54 | + * <p>This is a streaming pipeline that processes taxi ride events, filters for 'dropoff' status, |
| 55 | + * aggregates passenger counts within fixed 10-second windows by minute of the ride, and writes the |
| 56 | + * results to a single Iceberg table. The Iceberg sink triggers writes every 30 seconds, creating |
| 57 | + * new snapshots. |
| 58 | + * |
| 59 | + * <p>This example is a demonstration of the Iceberg REST Catalog. For more information, see the |
| 60 | + * documentation at {@link https://cloud.google.com/bigquery/docs/blms-rest-catalog}. |
| 61 | + */ |
| 62 | +public class IcebergRestCatalogStreamingWriteExample { |
| 63 | + |
| 64 | + public static final Schema TAXIRIDES_SCHEMA = |
| 65 | + Schema.builder() |
| 66 | + .addInt64Field("passenger_count") |
| 67 | + .addStringField("ride_status") |
| 68 | + .addDateTimeField("timestamp") |
| 69 | + .build(); |
| 70 | + |
| 71 | + public static final Schema AGGREGATED_SCHEMA = |
| 72 | + Schema.builder().addStringField("ride_minute").addInt64Field("passenger_count").build(); |
| 73 | + |
| 74 | + /** |
| 75 | + * Main entry point for the pipeline. |
| 76 | + * |
| 77 | + * @param args Command line arguments |
| 78 | + * @throws IOException if there's an issue with GoogleCredentials |
| 79 | + */ |
| 80 | + public static void main(String[] args) throws IOException { |
| 81 | + IcebergPipelineOptions options = |
| 82 | + PipelineOptionsFactory.fromArgs(args).withValidation().as(IcebergPipelineOptions.class); |
| 83 | + options.setProject("apache-beam-testing"); |
| 84 | + |
| 85 | + final String tableIdentifier = "taxi_dataset.passenger_count_by_minute"; |
| 86 | + final String pubsubTopic = options.getTopic(); |
| 87 | + final String catalogUri = options.getCatalogUri(); |
| 88 | + final String warehouseLocation = options.getWarehouse(); |
| 89 | + final String projectName = options.getProject(); |
| 90 | + final String catalogName = options.getCatalogName(); |
| 91 | + final int triggeringFrequencySeconds = 30; |
| 92 | + |
| 93 | + // Note: The token expires in 1 hour, and users may need to re-run the pipeline. |
| 94 | + // Upcoming changes in Iceberg and the BigLake Metastore with the Iceberg REST Catalog |
| 95 | + // will support token refreshing and credential vending. |
| 96 | + Map<String, String> catalogProps = |
| 97 | + ImmutableMap.<String, String>builder() |
| 98 | + .put("type", "rest") |
| 99 | + .put("uri", catalogUri) |
| 100 | + .put("warehouse", warehouseLocation) |
| 101 | + .put("header.x-goog-user-project", projectName) |
| 102 | + .put("oauth2-server-uri", "https://oauth2.googleapis.com/token") |
| 103 | + .put( |
| 104 | + "token", |
| 105 | + GoogleCredentials.getApplicationDefault().refreshAccessToken().getTokenValue()) |
| 106 | + .put("rest-metrics-reporting-enabled", "false") |
| 107 | + .build(); |
| 108 | + |
| 109 | + Map<String, Object> icebergWriteConfig = |
| 110 | + ImmutableMap.<String, Object>builder() |
| 111 | + .put("table", tableIdentifier) |
| 112 | + .put("catalog_properties", catalogProps) |
| 113 | + .put("catalog_name", catalogName) |
| 114 | + .put("triggering_frequency_seconds", triggeringFrequencySeconds) |
| 115 | + .build(); |
| 116 | + |
| 117 | + Pipeline p = Pipeline.create(options); |
| 118 | + |
| 119 | + PCollection<Row> aggregatedRows = |
| 120 | + p.apply("ReadFromPubSub", PubsubIO.readStrings().fromTopic(pubsubTopic)) |
| 121 | + .apply("ConvertJsonToRow", JsonToRow.withSchema(TAXIRIDES_SCHEMA)) |
| 122 | + .apply( |
| 123 | + "FilterNullFields", |
| 124 | + Filter.by( |
| 125 | + (Row row) -> |
| 126 | + row.getInt64("passenger_count") != null |
| 127 | + && row.getDateTime("timestamp") != null)) |
| 128 | + .apply( |
| 129 | + "FilterDropoffRides", |
| 130 | + Filter.by((Row row) -> "dropoff".equals(row.getString("ride_status")))) |
| 131 | + .apply( |
| 132 | + "ApplyFixedWindow", Window.<Row>into(FixedWindows.of(Duration.standardSeconds(10)))) |
| 133 | + .apply( |
| 134 | + "ExtractMinuteAndPassengerCount", |
| 135 | + MapElements.into( |
| 136 | + TypeDescriptors.kvs(TypeDescriptors.strings(), TypeDescriptors.longs())) |
| 137 | + .via( |
| 138 | + row -> |
| 139 | + KV.of( |
| 140 | + Preconditions.checkStateNotNull(row.getDateTime("timestamp")) |
| 141 | + .toString("yyyy-MM-dd HH:mm"), |
| 142 | + row.getInt64("passenger_count")))) |
| 143 | + .apply("SumPassengerCountPerMinute", Sum.longsPerKey()) |
| 144 | + .apply( |
| 145 | + "FormatAggregatedRowForIceberg", |
| 146 | + ParDo.of( |
| 147 | + new DoFn<KV<String, Long>, Row>() { |
| 148 | + @ProcessElement |
| 149 | + public void processElement( |
| 150 | + @Element KV<String, Long> kv, OutputReceiver<Row> out) { |
| 151 | + Row row = |
| 152 | + Row.withSchema(AGGREGATED_SCHEMA) |
| 153 | + .withFieldValue("ride_minute", kv.getKey()) |
| 154 | + .withFieldValue("passenger_count", kv.getValue()) |
| 155 | + .build(); |
| 156 | + out.output(row); |
| 157 | + } |
| 158 | + })) |
| 159 | + .setCoder(RowCoder.of(AGGREGATED_SCHEMA)); |
| 160 | + |
| 161 | + aggregatedRows.apply( |
| 162 | + "WriteToIceberg", Managed.write(Managed.ICEBERG).withConfig(icebergWriteConfig)); |
| 163 | + |
| 164 | + p.run().waitUntilFinish(); |
| 165 | + } |
| 166 | + |
| 167 | + /** Pipeline options for the IcebergRestCatalogStreamingWriteExample. */ |
| 168 | + public interface IcebergPipelineOptions extends GcpOptions { |
| 169 | + @Description( |
| 170 | + "Warehouse location where the table's data will be written to. " |
| 171 | + + "As of 07/14/25 BigLake only supports Single Region buckets") |
| 172 | + @Validation.Required |
| 173 | + @Default.String("gs://biglake_taxi_rides") |
| 174 | + String getWarehouse(); |
| 175 | + |
| 176 | + void setWarehouse(String warehouse); |
| 177 | + |
| 178 | + @Description("The URI for the REST catalog.") |
| 179 | + @Validation.Required |
| 180 | + @Default.String("https://biglake.googleapis.com/iceberg/v1beta/restcatalog") |
| 181 | + String getCatalogUri(); |
| 182 | + |
| 183 | + void setCatalogUri(String value); |
| 184 | + |
| 185 | + @Description("The Pub/Sub topic to read from.") |
| 186 | + @Validation.Required |
| 187 | + @Default.String("projects/pubsub-public-data/topics/taxirides-realtime") |
| 188 | + String getTopic(); |
| 189 | + |
| 190 | + void setTopic(String value); |
| 191 | + |
| 192 | + @Validation.Required |
| 193 | + @Default.String("taxi_rides") |
| 194 | + String getCatalogName(); |
| 195 | + |
| 196 | + void setCatalogName(String catalogName); |
| 197 | + } |
| 198 | +} |
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