| // 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. |
| |
| using System.Globalization; |
| using System.IO; |
| using Org.Apache.REEF.IMRU.API; |
| using Org.Apache.REEF.IO.PartitionedData.Random; |
| using Org.Apache.REEF.Tang.Annotations; |
| using Org.Apache.REEF.Tang.Implementations.Tang; |
| using Org.Apache.REEF.Tang.Util; |
| using Org.Apache.REEF.Wake.StreamingCodec.CommonStreamingCodecs; |
| |
| namespace Org.Apache.REEF.IMRU.Examples.PipelinedBroadcastReduce |
| { |
| /// <summary> |
| /// IMRU program that performs broadcast and reduce |
| /// </summary> |
| public sealed class PipelinedBroadcastAndReduce |
| { |
| private readonly IIMRUClient _imruClient; |
| |
| [Inject] |
| private PipelinedBroadcastAndReduce(IIMRUClient imruClient) |
| { |
| _imruClient = imruClient; |
| } |
| |
| /// <summary> |
| /// Runs the actual broadcast and reduce job |
| /// </summary> |
| public void Run(int numberofMappers, int chunkSize, int numIterations, int dim, int mapperMemory, int updateTaskMemory) |
| { |
| var updateFunctionConfig = |
| TangFactory.GetTang().NewConfigurationBuilder(IMRUUpdateConfiguration<int[], int[], int[]>.ConfigurationModule |
| .Set(IMRUUpdateConfiguration<int[], int[], int[]>.UpdateFunction, |
| GenericType<BroadcastSenderReduceReceiverUpdateFunction>.Class).Build()) |
| .BindNamedParameter(typeof(BroadcastReduceConfiguration.NumberOfIterations), |
| numIterations.ToString(CultureInfo.InvariantCulture)) |
| .BindNamedParameter(typeof(BroadcastReduceConfiguration.Dimensions), |
| dim.ToString(CultureInfo.InvariantCulture)) |
| .BindNamedParameter(typeof(BroadcastReduceConfiguration.NumWorkers), |
| numberofMappers.ToString(CultureInfo.InvariantCulture)) |
| .Build(); |
| |
| var dataConverterConfig1 = |
| TangFactory.GetTang() |
| .NewConfigurationBuilder(IMRUPipelineDataConverterConfiguration<int[]>.ConfigurationModule |
| .Set(IMRUPipelineDataConverterConfiguration<int[]>.MapInputPiplelineDataConverter, |
| GenericType<PipelineIntDataConverter>.Class).Build()) |
| .BindNamedParameter(typeof(BroadcastReduceConfiguration.ChunkSize), |
| chunkSize.ToString(CultureInfo.InvariantCulture)) |
| .Build(); |
| |
| var dataConverterConfig2 = |
| TangFactory.GetTang() |
| .NewConfigurationBuilder(IMRUPipelineDataConverterConfiguration<int[]>.ConfigurationModule |
| .Set(IMRUPipelineDataConverterConfiguration<int[]>.MapInputPiplelineDataConverter, |
| GenericType<PipelineIntDataConverter>.Class).Build()) |
| .BindNamedParameter(typeof(BroadcastReduceConfiguration.ChunkSize), |
| chunkSize.ToString(CultureInfo.InvariantCulture)) |
| .Build(); |
| |
| var results = _imruClient.Submit<int[], int[], int[], Stream>( |
| new IMRUJobDefinitionBuilder() |
| .SetMapFunctionConfiguration(IMRUMapConfiguration<int[], int[]>.ConfigurationModule |
| .Set(IMRUMapConfiguration<int[], int[]>.MapFunction, |
| GenericType<BroadcastReceiverReduceSenderMapFunction>.Class) |
| .Build()) |
| .SetUpdateFunctionConfiguration(updateFunctionConfig) |
| .SetMapInputCodecConfiguration(IMRUCodecConfiguration<int[]>.ConfigurationModule |
| .Set(IMRUCodecConfiguration<int[]>.Codec, GenericType<IntArrayStreamingCodec>.Class) |
| .Build()) |
| .SetUpdateFunctionCodecsConfiguration(IMRUCodecConfiguration<int[]>.ConfigurationModule |
| .Set(IMRUCodecConfiguration<int[]>.Codec, GenericType<IntArrayStreamingCodec>.Class) |
| .Build()) |
| .SetReduceFunctionConfiguration(IMRUReduceFunctionConfiguration<int[]>.ConfigurationModule |
| .Set(IMRUReduceFunctionConfiguration<int[]>.ReduceFunction, |
| GenericType<IntArraySumReduceFunction>.Class) |
| .Build()) |
| .SetMapInputPipelineDataConverterConfiguration(dataConverterConfig1) |
| .SetMapOutputPipelineDataConverterConfiguration(dataConverterConfig2) |
| .SetPartitionedDatasetConfiguration( |
| RandomInputDataConfiguration.ConfigurationModule.Set(RandomInputDataConfiguration.NumberOfPartitions, |
| numberofMappers.ToString()).Build()) |
| .SetJobName("BroadcastReduce") |
| .SetNumberOfMappers(numberofMappers) |
| .SetMapperMemory(mapperMemory) |
| .SetUpdateTaskMemory(updateTaskMemory) |
| .Build()); |
| } |
| } |
| } |