private ShardedCollection <R2, T> Manufacture <R2>(Func <int, Stage <T>, UnaryVertex <Weighted <R>, Weighted <R2>, T> > factory, Expression <Func <Weighted <R>, int> > inputPartitionedBy, Expression <Func <Weighted <R2>, int> > outputPartitionedBy, string name)
where R2 : IEquatable <R2>
{
var output = Foundry.NewStage(this.Output, factory, inputPartitionedBy, outputPartitionedBy, name);
return(new ShardedCollection <R2, T>(output, this.Immutable));
}
internal StreamingInputStage(DataSource <R> source, Placement placement, InternalComputation internalComputation, string inputName)
{
this.inputName = inputName;
this.stage = Foundry.NewStage(new TimeContext <Epoch>(internalComputation.ContextManager.RootContext), (i, v) => new StreamingInputVertex <R>(i, v), this.inputName);
this.output = stage.NewOutput(vertex => vertex.output);
this.stage.Materialize();
this.localVertices = placement.Where(x => x.ProcessId == internalComputation.Controller.Configuration.ProcessID)
.Select(x => this.stage.GetVertex(x.VertexId) as StreamingInputVertex <R>)
.ToArray();
source.RegisterInputs(this.localVertices);
this.completedCalled = false;
this.hasActivatedProgressTracker = false;
// results in pointstamp comparisons which assert w/o this.
this.InternalComputation.Reachability.UpdateReachabilityPartialOrder(internalComputation);
this.InternalComputation.Reachability.DoNotImpersonate(stage.StageId);
var initialVersion = new Runtime.Progress.Pointstamp(stage.StageId, new int[] { 0 });
internalComputation.ProgressTracker.BroadcastProgressUpdate(initialVersion, placement.Count);
}
public static Stage <ConsumerVertex, Epoch> MakeStage(int numberToConsume, int startProcess, int endProcess, int numberOfWorkers, bool exchange, Stream <Pair <int, int>, Epoch> stream)
{
var locations = new List <VertexLocation>();
for (int i = 0; i < endProcess - startProcess; i++)
{
for (int j = 0; j < numberOfWorkers; j++)
{
locations.Add(new VertexLocation(locations.Count, i + startProcess, j));
}
}
Placement placement = new Placement.Explicit(locations);
Stage <ConsumerVertex, Epoch> stage = Foundry.NewStage(placement, stream.Context, (i, s) => new ConsumerVertex(i, s, numberToConsume), "Consumer");
if (exchange)
{
stage.NewInput(stream, (m, v) => v.OnRecv(m), x => x.Second);
}
else
{
stage.NewInput(stream, (m, v) => v.OnRecv(m), x => x.First);
}
return(stage);
}
public static Stream <Weighted <R>, Epoch> NewStage(Stream <Weighted <R>, Epoch> source)
{
var stage = Foundry.NewStage(source.Context, (i, v) => new IntegratorShard <R>(i, v), "Integrator");
stage.NewInput(source, shard => shard.input, source.PartitionedBy);
return(stage.NewOutput(shard => shard.output, source.PartitionedBy));
}
public static Stage <ConsumerVertex, Epoch> MakeStage(int numberToConsume, int numberOfPartitions, Stream <int, Epoch> stream)
{
Placement placement = new Placement.Explicit(Enumerable.Range(0, numberOfPartitions).Select(x => new VertexLocation(x, 1, x)));
Stage <ConsumerVertex, Epoch> stage = Foundry.NewStage(placement, stream.Context, (i, s) => new ConsumerVertex(i, s, numberToConsume), "Consumer");
stage.NewInput(stream, (m, v) => v.OnRecv(m), x => x);
return(stage);
}
public static Stream <R, T> PartitionBy <R, T>(this Stream <R, T> stream, Expression <Func <R, int> > partitionBy)
where T : Time <T>
{
// if the data are already partitioned (or claim to be) just return the stream.
if (partitionBy == null || Naiad.CodeGeneration.ExpressionComparer.Instance.Equals(stream.PartitionedBy, partitionBy))
{
return(stream);
}
return(Foundry.NewStage(stream, (i, v) => new PartitionByShard <R, T>(i, v, null), partitionBy, partitionBy, "PartitionBy"));
}
public static Stream <int, Epoch> MakeStage(int numberToSend, int numberOfPartitions, Stream <int, Epoch> input)
{
Placement placement = new Placement.Explicit(Enumerable.Range(0, numberOfPartitions).Select(x => new VertexLocation(x, 0, x)));
Stage <ProducerVertex, Epoch> stage = Foundry.NewStage(placement, input.Context, (i, s) => new ProducerVertex(i, s, numberToSend), "Producer");
stage.NewInput(input, (v, m) => { }, null);
Stream <int, Epoch> stream = stage.NewOutput(v => v.output);
return(stream);
}
public static Stream <Pair <int, int>, Epoch> MakeStage(int numberToSend, int startProcess, int endProcess, int numberOfWorkers, Stream <Pair <int, int>, Epoch> input)
{
var locations = new List <VertexLocation>();
for (int i = 0; i < endProcess - startProcess; i++)
{
for (int j = 0; j < numberOfWorkers; j++)
{
locations.Add(new VertexLocation(locations.Count, i + startProcess, j));
}
}
Placement placement = new Placement.Explicit(locations);
Stage <ProducerVertex, Epoch> stage = Foundry.NewStage(placement, input.Context, (i, s) => new ProducerVertex(i, s, numberToSend), "Producer");
stage.NewInput(input, (v, m) => { }, null);
Stream <Pair <int, int>, Epoch> stream = stage.NewOutput(v => v.output);
return(stream);
}
public static Stream <R, T> AssertPartitionedBy <R, T>(Stream <R, T> stream, Expression <Func <R, int> > partitionBy)
where T : Time <T>
{
return(Foundry.NewStage(stream, (i, v) => new PartitionByShard <R, T>(i, v, partitionBy), null, partitionBy, "PartitionBy"));
}
/// <summary>
/// Used to write records to files.
/// </summary>
/// <typeparam name="S">Record type</typeparam>
/// <param name="input">Source of records</param>
/// <param name="format">Format string for filename; {0} replaced with shard id</param>
/// <param name="action">Operation to apply to each record and the output stream. Often (r,s) => s.Write(r);</param>
public static void WriteToFiles <S>(this Stream <S, Epoch> input, string format, Action <S, System.IO.BinaryWriter> action)
{
Foundry.NewStage(input, (i, v) => new Writer <S>(i, v, action, format), null, "Writer");
}
/// <summary>
/// Returns elements in the first stream but not the second stream.
/// </summary>
/// <typeparam name="TRecord">Record type</typeparam>
/// <typeparam name="TTime">Time type</typeparam>
/// <param name="stream1">first input stream</param>
/// <param name="stream2">second input stream</param>
/// <returns></returns>
public static Stream <TRecord, TTime> Except <TRecord, TTime>(this Stream <TRecord, TTime> stream1, Stream <TRecord, TTime> stream2) where TTime : Time <TTime>
{
return(Foundry.NewStage(stream1, stream2, (i, s) => new ExceptVertex <TRecord, TTime>(i, s), x => x.GetHashCode(), x => x.GetHashCode(), x => x.GetHashCode(), "Except"));
}
/// <summary>
/// Joins two input streams.
/// </summary>
/// <typeparam name="TInput1">First input type</typeparam>
/// <typeparam name="TInput2">Second input type</typeparam>
/// <typeparam name="TKey">Key type</typeparam>
/// <typeparam name="TResult">Result type</typeparam>
/// <typeparam name="TTime">Time type</typeparam>
/// <param name="stream1">first input stream</param>
/// <param name="stream2">second input stream</param>
/// <param name="key1">first key selector</param>
/// <param name="key2">second key selector</param>
/// <param name="reducer">result selector</param>
/// <returns>each pair of matching records, subjected to the reducer function</returns>
public static Stream <TResult, TTime> Join <TInput1, TInput2, TKey, TResult, TTime>(this Stream <TInput1, TTime> stream1, Stream <TInput2, TTime> stream2, Func <TInput1, TKey> key1, Func <TInput2, TKey> key2, Func <TInput1, TInput2, TResult> reducer) where TTime : Time <TTime>
{
//return stream1.BinaryExpression(stream2, x => key1(x).GetHashCode(), x => key2(x).GetHashCode(), (x1, x2) => x1.Join(x2, key1, key2, reducer), "Join");
return(Foundry.NewStage(stream1, stream2, (i, s) => new JoinVertex <TInput1, TInput2, TKey, TResult, TTime>(i, s, key1, key2, reducer), x => key1(x).GetHashCode(), x => key2(x).GetHashCode(), null, "Join"));
}