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Last active August 29, 2015 14:00
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Example Naiad Framework with a streaming threshold operator
using System.Collections.Generic;
using Microsoft.Research.Naiad;
using Microsoft.Research.Naiad.Dataflow;
using Microsoft.Research.Naiad.Dataflow.StandardVertices;
namespace Frameworks.Threshold
{
public static class ExtensionMethods
{
class ThresholdVertex<TRecord, TTime> : UnaryVertex<TRecord, TRecord, TTime> where TTime : Time<TTime>
{
private readonly int threshold;
// Per-time counts for each record.
private readonly Dictionary<TTime, Dictionary<TRecord, int>> counts;
public override void OnReceive(Message<TRecord, TTime> message)
{
var time = message.time;
// Get the state for this time.
Dictionary<TRecord, int> countsForTime;
if (!this.counts.TryGetValue(time, out countsForTime))
{
countsForTime = new Dictionary<TRecord, int>();
this.counts[time] = countsForTime;
// Request a notification when we are finished with this time.
this.NotifyAt(time);
}
// We use a time-specific buffer to send records.
var outputByTime = this.Output.GetBufferForTime(time);
// For each record in the message.
for (int i = 0; i < message.length; ++i)
{
var record = message.payload[i];
// Read-modify-update the current count for record.
int currentCount = 0;
countsForTime.TryGetValue(record, out currentCount);
currentCount = currentCount + 1;
countsForTime[record] = currentCount;
// Send record only when it crosses the threshold.
if (currentCount == threshold)
{
outputByTime.Send(record);
}
}
}
public override void OnNotify(TTime time)
{
// Release the state associated with the given time.
this.counts.Remove(time);
}
public ThresholdVertex(int index, Stage<TTime> stage, int threshold)
: base(index, stage)
{
this.threshold = threshold;
this.counts = new Dictionary<TTime, Dictionary<TRecord, int>>();
}
}
public static Stream<TRecord, TTime> Threshold<TRecord, TTime>(this Stream<TRecord, TTime> input, int threshold)
where TTime : Time<TTime>
{
return input.NewUnaryStage((i, s) => new ThresholdVertex<TRecord, TTime>(i, s, threshold),
x => x.GetHashCode(), x => x.GetHashCode(), "Threshold");
}
}
}
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