// ==++== // // Copyright (c) Microsoft Corporation. All rights reserved. // // ==--== // =+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+=+ // // OrderedHashRepartitionEnumerator.cs // // [....] // // =-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=-=- using System.Collections.Generic; using System.Threading; using System.Diagnostics.Contracts; namespace System.Linq.Parallel { /// /// This enumerator handles the actual coordination among partitions required to /// accomplish the repartitioning operation, as explained above. In addition to that, /// it tracks order keys so that order preservation can flow through the enumerator. /// /// The kind of elements. /// The key used to distribute elements. /// The kind of keys found in the source. internal class OrderedHashRepartitionEnumerator : QueryOperatorEnumerator, TOrderKey> { private const int ENUMERATION_NOT_STARTED = -1; // Sentinel to note we haven't begun enumerating yet. private readonly int m_partitionCount; // The number of partitions. private readonly int m_partitionIndex; // Our unique partition index. private readonly Func m_keySelector; // A key-selector function. private readonly HashRepartitionStream m_repartitionStream; // A repartitioning stream. private readonly ListChunk>[,] m_valueExchangeMatrix; // Matrix to do inter-task communication of values. private readonly ListChunk[,] m_keyExchangeMatrix; // Matrix to do inter-task communication of order keys. private readonly QueryOperatorEnumerator m_source; // The immediate source of data. private CountdownEvent m_barrier; // Used to signal and wait for repartitions to complete. private readonly CancellationToken m_cancellationToken; // A token for canceling the process. private Mutables m_mutables; // Mutable fields for this enumerator. class Mutables { internal int m_currentBufferIndex; // Current buffer index. internal ListChunk> m_currentBuffer; // The buffer we're currently enumerating. internal ListChunk m_currentKeyBuffer; // The buffer we're currently enumerating. internal int m_currentIndex; // Current index into the buffer. internal Mutables() { m_currentBufferIndex = ENUMERATION_NOT_STARTED; } } //--------------------------------------------------------------------------------------- // Creates a new repartitioning enumerator. // // Arguments: // source - the data stream from which to pull elements // useOrdinalOrderPreservation - whether order preservation is required // partitionCount - total number of partitions // partitionIndex - this operator's unique partition index // repartitionStream - the stream object to use for partition selection // barrier - a latch used to signal task completion // buffers - a set of buffers for inter-task communication // internal OrderedHashRepartitionEnumerator( QueryOperatorEnumerator source, int partitionCount, int partitionIndex, Func keySelector, OrderedHashRepartitionStream repartitionStream, CountdownEvent barrier, ListChunk>[,] valueExchangeMatrix, ListChunk[,] keyExchangeMatrix, CancellationToken cancellationToken) { Contract.Assert(source != null); Contract.Assert(keySelector != null || typeof(THashKey) == typeof(NoKeyMemoizationRequired)); Contract.Assert(repartitionStream != null); Contract.Assert(barrier != null); Contract.Assert(valueExchangeMatrix != null); Contract.Assert(valueExchangeMatrix.GetLength(0) == partitionCount, "expected square matrix of buffers (NxN)"); Contract.Assert(valueExchangeMatrix.GetLength(1) == partitionCount, "expected square matrix of buffers (NxN)"); Contract.Assert(0 <= partitionIndex && partitionIndex < partitionCount); m_source = source; m_partitionCount = partitionCount; m_partitionIndex = partitionIndex; m_keySelector = keySelector; m_repartitionStream = repartitionStream; m_barrier = barrier; m_valueExchangeMatrix = valueExchangeMatrix; m_keyExchangeMatrix = keyExchangeMatrix; m_cancellationToken = cancellationToken; } //--------------------------------------------------------------------------------------- // Retrieves the next element from this partition. All repartitioning operators across // all partitions cooperate in a barrier-style algorithm. The first time an element is // requested, the repartitioning operator will enter the 1st phase: during this phase, it // scans its entire input and compute the destination partition for each element. During // the 2nd phase, each partition scans the elements found by all other partitions for // it, and yield this to callers. The only synchronization required is the barrier itself // -- all other parts of this algorithm are synchronization-free. // // Notes: One rather large penalty that this algorithm incurs is higher memory usage and a // larger time-to-first-element latency, at least compared with our old implementation; this // happens because all input elements must be fetched before we can produce a single output // element. In many cases this isn't too terrible: e.g. a GroupBy requires this to occur // anyway, so having the repartitioning operator do so isn't complicating matters much at all. // internal override bool MoveNext(ref Pair currentElement, ref TOrderKey currentKey) { if (m_partitionCount == 1) { TInputOutput current = default(TInputOutput); // If there's only one partition, no need to do any sort of exchanges. if (m_source.MoveNext(ref current, ref currentKey)) { currentElement = new Pair( current, m_keySelector == null ? default(THashKey) : m_keySelector(current)); return true; } return false; } Mutables mutables = m_mutables; if (mutables == null) mutables = m_mutables = new Mutables(); // If we haven't enumerated the source yet, do that now. This is the first phase // of a two-phase barrier style operation. if (mutables.m_currentBufferIndex == ENUMERATION_NOT_STARTED) { EnumerateAndRedistributeElements(); Contract.Assert(mutables.m_currentBufferIndex != ENUMERATION_NOT_STARTED); } // Once we've enumerated our contents, we can then go back and walk the buffers that belong // to the current partition. This is phase two. Note that we slyly move on to the first step // of phase two before actually waiting for other partitions. That's because we can enumerate // the buffer we wrote to above, as already noted. while (mutables.m_currentBufferIndex < m_partitionCount) { // If the queue is non-null and still has elements, yield them. if (mutables.m_currentBuffer != null) { Contract.Assert(mutables.m_currentKeyBuffer != null); if (++mutables.m_currentIndex < mutables.m_currentBuffer.Count) { // Return the current element. currentElement = mutables.m_currentBuffer.m_chunk[mutables.m_currentIndex]; Contract.Assert(mutables.m_currentKeyBuffer != null, "expected same # of buffers/key-buffers"); currentKey = mutables.m_currentKeyBuffer.m_chunk[mutables.m_currentIndex]; return true; } else { // If the chunk is empty, advance to the next one (if any). mutables.m_currentIndex = ENUMERATION_NOT_STARTED; mutables.m_currentBuffer = mutables.m_currentBuffer.Next; mutables.m_currentKeyBuffer = mutables.m_currentKeyBuffer.Next; Contract.Assert(mutables.m_currentBuffer == null || mutables.m_currentBuffer.Count > 0); Contract.Assert((mutables.m_currentBuffer == null) == (mutables.m_currentKeyBuffer == null)); Contract.Assert(mutables.m_currentBuffer == null || mutables.m_currentBuffer.Count == mutables.m_currentKeyBuffer.Count); continue; // Go back around and invoke this same logic. } } // We're done with the current partition. Slightly different logic depending on whether // we're on our own buffer or one that somebody else found for us. if (mutables.m_currentBufferIndex == m_partitionIndex) { // We now need to wait at the barrier, in case some other threads aren't done. // Once we wake up, we reset our index and will increment it immediately after. m_barrier.Wait(m_cancellationToken); mutables.m_currentBufferIndex = ENUMERATION_NOT_STARTED; } // Advance to the next buffer. mutables.m_currentBufferIndex++; mutables.m_currentIndex = ENUMERATION_NOT_STARTED; if (mutables.m_currentBufferIndex == m_partitionIndex) { // Skip our current buffer (since we already enumerated it). mutables.m_currentBufferIndex++; } // Assuming we're within bounds, retrieve the next buffer object. if (mutables.m_currentBufferIndex < m_partitionCount) { mutables.m_currentBuffer = m_valueExchangeMatrix[mutables.m_currentBufferIndex, m_partitionIndex]; mutables.m_currentKeyBuffer = m_keyExchangeMatrix[mutables.m_currentBufferIndex, m_partitionIndex]; } } // We're done. No more buffers to enumerate. return false; } //--------------------------------------------------------------------------------------- // Called when this enumerator is first enumerated; it must walk through the source // and redistribute elements to their slot in the exchange matrix. // private void EnumerateAndRedistributeElements() { Mutables mutables = m_mutables; Contract.Assert(mutables != null); ListChunk>[] privateBuffers = new ListChunk>[m_partitionCount]; ListChunk[] privateKeyBuffers = new ListChunk[m_partitionCount]; TInputOutput element = default(TInputOutput); TOrderKey key = default(TOrderKey); int loopCount = 0; while (m_source.MoveNext(ref element, ref key)) { if ((loopCount++ & CancellationState.POLL_INTERVAL) == 0) CancellationState.ThrowIfCanceled(m_cancellationToken); // Calculate the element's destination partition index, placing it into the // appropriate buffer from which partitions will later enumerate. int destinationIndex; THashKey elementHashKey = default(THashKey); if (m_keySelector != null) { elementHashKey = m_keySelector(element); destinationIndex = m_repartitionStream.GetHashCode(elementHashKey) % m_partitionCount; } else { Contract.Assert(typeof(THashKey) == typeof(NoKeyMemoizationRequired)); destinationIndex = m_repartitionStream.GetHashCode(element) % m_partitionCount; } Contract.Assert(0 <= destinationIndex && destinationIndex < m_partitionCount, "destination partition outside of the legal range of partitions"); // Get the buffer for the destnation partition, lazily allocating if needed. We maintain // this list in our own private cache so that we avoid accessing shared memory locations // too much. In the original implementation, we'd access the buffer in the matrix ([N,M], // where N is the current partition and M is the destination), but some rudimentary // performance profiling indicates copying at the end performs better. ListChunk> buffer = privateBuffers[destinationIndex]; ListChunk keyBuffer = privateKeyBuffers[destinationIndex]; if (buffer == null) { const int INITIAL_PRIVATE_BUFFER_SIZE = 128; Contract.Assert(keyBuffer == null); privateBuffers[destinationIndex] = buffer = new ListChunk>(INITIAL_PRIVATE_BUFFER_SIZE); privateKeyBuffers[destinationIndex] = keyBuffer = new ListChunk(INITIAL_PRIVATE_BUFFER_SIZE); } buffer.Add(new Pair(element, elementHashKey)); keyBuffer.Add(key); } // Copy the local buffers to the shared space and then signal to other threads that // we are done. We can then immediately move on to enumerating the elements we found // for the current partition before waiting at the barrier. If we found a lot, we will // hopefully never have to physically wait. for (int i = 0; i < m_partitionCount; i++) { m_valueExchangeMatrix[m_partitionIndex, i] = privateBuffers[i]; m_keyExchangeMatrix[m_partitionIndex, i] = privateKeyBuffers[i]; } m_barrier.Signal(); // Begin at our own buffer. mutables.m_currentBufferIndex = m_partitionIndex; mutables.m_currentBuffer = privateBuffers[m_partitionIndex]; mutables.m_currentKeyBuffer = privateKeyBuffers[m_partitionIndex]; mutables.m_currentIndex = ENUMERATION_NOT_STARTED; } protected override void Dispose(bool disposing) { if (m_barrier != null) { // Since this enumerator is being disposed, we will decrement the barrier, // in case other enumerators will wait on the barrier. if (m_mutables == null || (m_mutables.m_currentBufferIndex == ENUMERATION_NOT_STARTED)) { m_barrier.Signal(); m_barrier = null; } m_source.Dispose(); } } } }