Examples with DeferredOp com.tdunning.plume.local.lazy.op.DeferredOp used on opensource projects

Example 6 with DeferredOp

use of com.tdunning.plume.local.lazy.op.DeferredOp in project Plume by tdunning.

the class LocalExecutor method execute.

/**
   * Execute one-output flow
   * 
   * @param <T>
   * @param output
   * @return
   */
@SuppressWarnings({ "unchecked", "rawtypes" })
public <T> Iterable<T> execute(LazyCollection<T> output) {
    if (output.isMaterialized()) {
        // nothing else to execute
        return output.getData();
    } else {
        DeferredOp op = output.getDeferredOp();
        final List<T> result = Lists.newArrayList();
        // Flatten op
        if (op instanceof Flatten) {
            Flatten<T> flatten = (Flatten<T>) op;
            for (PCollection<T> col : flatten.getOrigins()) {
                Iterable<T> res = execute((LazyCollection<T>) col);
                result.addAll(Lists.newArrayList(res));
            }
            // done with it
            return result;
        }
        Iterable parent;
        EmitFn<T> emitter = new EmitFn<T>() {

            @Override
            public void emit(T v) {
                result.add(v);
            }
        };
        // ParallelDo
        if (op instanceof ParallelDo) {
            ParallelDo pDo = (ParallelDo) op;
            parent = execute((LazyCollection) pDo.getOrigin());
            for (Object obj : parent) {
                pDo.getFunction().process(obj, emitter);
            }
        // MultipleParallelDo -> parallel operations that read the same collection
        // In this version of executor, we will only compute the current collection, not its neighbors
        } else if (op instanceof MultipleParallelDo) {
            MultipleParallelDo mPDo = (MultipleParallelDo) op;
            parent = execute((LazyCollection) mPDo.getOrigin());
            // get the function that corresponds to this collection
            DoFn function = (DoFn) mPDo.getDests().get(output);
            for (Object obj : parent) {
                function.process(obj, emitter);
            }
        // GroupByKey
        } else if (op instanceof GroupByKey) {
            GroupByKey gBK = (GroupByKey) op;
            parent = execute(gBK.getOrigin());
            Map<Object, List> groupMap = Maps.newHashMap();
            // Perform in-memory group by operation
            for (Object obj : parent) {
                Pair p = (Pair) obj;
                List list = groupMap.get(p.getKey());
                if (list == null) {
                    list = new ArrayList();
                }
                list.add(p.getValue());
                groupMap.put(p.getKey(), list);
            }
            for (Map.Entry<Object, List> entry : groupMap.entrySet()) {
                result.add((T) new Pair(entry.getKey(), entry.getValue()));
            }
        }
        return result;
    }
}

Example 7 with DeferredOp

use of com.tdunning.plume.local.lazy.op.DeferredOp in project Plume by tdunning.

the class MSCRMapper method map.

@SuppressWarnings("unchecked")
protected void map(WritableComparable key, WritableComparable value, final Mapper<WritableComparable, WritableComparable, PlumeObject, PlumeObject>.Context<WritableComparable, WritableComparable, PlumeObject, PlumeObject> context) throws IOException, InterruptedException {
    LazyCollection<?> l = null;
    FileSplit fS = FileInputSplitWrapper.getFileInputSplit(context);
    // Get LazyCollection for this input (according to FileSplit)
    for (PCollection<?> input : mscr.getInputs()) {
        LazyCollection<?> thisL = (LazyCollection<?>) input;
        if (thisL.getFile() == null) {
            // Convention for intermediate results
            thisL.setFile(tmpFolder + "/" + thisL.getPlumeId());
        }
        if (fS.getPath().toString().startsWith(thisL.getFile()) || fS.getPath().toString().startsWith("file:" + thisL.getFile())) {
            l = thisL;
            break;
        }
    }
    if (l == null) {
        throw new RuntimeException("Unable to match input split with any MSCR input");
    }
    // If this collection is a table -> process Pair, otherwise process value
    PCollectionType type = l.getType();
    Object toProcess = value;
    if (type instanceof PTableType) {
        toProcess = Pair.create(key, value);
    }
    for (DeferredOp op : l.getDownOps()) {
        if (op instanceof MultipleParallelDo) {
            MultipleParallelDo mPDo = ((MultipleParallelDo) op);
            for (Object entry : mPDo.getDests().entrySet()) {
                Map.Entry<PCollection, DoFn> en = (Map.Entry<PCollection, DoFn>) entry;
                LazyCollection<?> lCol = (LazyCollection<?>) en.getKey();
                DeferredOp childOp = null;
                if (lCol.getDownOps() != null && lCol.getDownOps().size() > 0) {
                    childOp = lCol.getDownOps().get(0);
                }
                final Integer channel;
                if (childOp != null && childOp instanceof Flatten) {
                    channel = mscr.getNumberedChannels().get(((Flatten) childOp).getDest());
                } else if (childOp != null && childOp instanceof GroupByKey) {
                    channel = mscr.getNumberedChannels().get(((GroupByKey) childOp).getOrigin());
                } else {
                    // bypass channel?
                    channel = mscr.getNumberedChannels().get(en.getKey());
                }
                if (channel == null) {
                    // This is not for this MSCR - just skip it
                    return;
                }
                // Call parallelDo function
                en.getValue().process(toProcess, new EmitFn() {

                    @Override
                    public void emit(Object v) {
                        try {
                            if (v instanceof Pair) {
                                Pair p = (Pair) v;
                                context.write(new PlumeObject((WritableComparable) p.getKey(), channel), new PlumeObject((WritableComparable) p.getValue(), channel));
                            } else {
                                context.write(new PlumeObject((WritableComparable) v, channel), new PlumeObject((WritableComparable) v, channel));
                            }
                        } catch (Exception e) {
                            // TODO How to report this
                            e.printStackTrace();
                        }
                    }
                });
            }
        } else {
            if (op instanceof Flatten) {
                l = (LazyCollection) ((Flatten) op).getDest();
            }
            int channel = mscr.getNumberedChannels().get(l);
            if (toProcess instanceof Pair) {
                context.write(new PlumeObject(key, channel), new PlumeObject(value, channel));
            } else {
                context.write(new PlumeObject(value, channel), new PlumeObject(value, channel));
            }
        }
    }
}

Example 8 with DeferredOp

use of com.tdunning.plume.local.lazy.op.DeferredOp in project Plume by tdunning.

the class Optimizer method fuseParallelDos.

/**
   * Fuse producer-consumer ParallelDos as in : {Orig2 => p2 => Orig1 => p1 => Output} to {Orig2 => p1(p2) => Output}
   * @param arg  The collection that may have compositions internally.
   */
@SuppressWarnings({ "unchecked", "rawtypes" })
<T> void fuseParallelDos(PCollection<T> arg) {
    LazyCollection<T> output = (LazyCollection<T>) arg;
    if (output.isMaterialized()) {
        // stop condition for recursive algorithm
        return;
    }
    DeferredOp dOp = output.getDeferredOp();
    if (!(dOp instanceof ParallelDo)) {
        // not a ParallelDo
        if (dOp instanceof OneToOneOp) {
            // Recursively apply this function to parent
            fuseParallelDos(((OneToOneOp) dOp).getOrigin());
            return;
        }
        if (dOp instanceof Flatten) {
            Flatten<T> flatten = (Flatten) dOp;
            // Recursively apply this function to all parents
            for (PCollection<T> col : flatten.getOrigins()) {
                fuseParallelDos(col);
            }
            return;
        }
    }
    ParallelDo p1 = (ParallelDo) output.getDeferredOp();
    LazyCollection orig1 = (LazyCollection) p1.getOrigin();
    if (orig1.isMaterialized()) {
        return;
    }
    if (!(orig1.getDeferredOp() instanceof ParallelDo)) {
        // Recursively apply this function to parent node
        fuseParallelDos(orig1);
        return;
    }
    // At this point we know ParallelDo fusion can be done -> Perform it
    ParallelDo p2 = (ParallelDo) orig1.getDeferredOp();
    // Lift combine values
    if (p2 instanceof CombineValues) {
        LazyCollection lCol = (LazyCollection) p2.getOrigin();
        if (!lCol.isMaterialized() && lCol.getDeferredOp() instanceof GroupByKey) {
            // Upper parallel do is CombineValues and follows a GroupByKey -> don't join
            fuseParallelDos(orig1);
            return;
        }
    }
    final DoFn f1 = p1.getFunction();
    final DoFn f2 = p2.getFunction();
    // Define the joined function
    DoFn newFn = new DoFn() {

        @Override
        public void process(Object v, final EmitFn emitter) {
            f2.process(v, new EmitFn() {

                @Override
                public void emit(Object v) {
                    f1.process(v, emitter);
                }
            });
        }
    };
    LazyCollection orig2 = (LazyCollection) p2.getOrigin();
    ParallelDo newPDo = new ParallelDo(newFn, orig2, output);
    // Clean & change pointers
    orig2.downOps.remove(p2);
    orig1.downOps.remove(p1);
    orig2.addDownOp(newPDo);
    output.deferredOp = newPDo;
    // Recursively apply this function to the same node => TODO Beware infinite recursion, properly test
    fuseParallelDos(output);
}

Example 9 with DeferredOp

use of com.tdunning.plume.local.lazy.op.DeferredOp in project Plume by tdunning.

the class Optimizer method fuseSiblingParallelDos.

/**
   * Join ParallelDos that use the same PCollection into multiple-output {@link MultipleParallelDo}
   * @param arg  The original collection that may contain sibling do chains
   */
@SuppressWarnings({ "unchecked", "rawtypes" })
<T> void fuseSiblingParallelDos(PCollection<T> arg) {
    LazyCollection<T> output = (LazyCollection<T>) arg;
    if (output.isMaterialized()) {
        // stop condition for recursive algorithm
        return;
    }
    DeferredOp dOp = output.getDeferredOp();
    if (!(dOp instanceof ParallelDo)) {
        // not a ParallelDo
        if (dOp instanceof OneToOneOp) {
            // Recursively apply this function to parent
            fuseSiblingParallelDos(((OneToOneOp) dOp).getOrigin());
            return;
        }
        if (dOp instanceof Flatten) {
            Flatten<T> flatten = (Flatten) dOp;
            // Recursively apply this function to all parents
            for (PCollection<T> col : flatten.getOrigins()) {
                fuseSiblingParallelDos(col);
            }
            return;
        }
        if (dOp instanceof MultipleParallelDo) {
            return;
        }
    }
    ParallelDo pDo = (ParallelDo) output.getDeferredOp();
    LazyCollection<T> orig = (LazyCollection<T>) pDo.getOrigin();
    int willAdd = 0;
    for (DeferredOp op : orig.getDownOps()) {
        if (op instanceof ParallelDo) {
            willAdd++;
        }
    }
    if (willAdd == 1) {
        // Parent doesn't have more ParallelDos to fuse
        // Recursively apply this function to parent
        fuseSiblingParallelDos(orig);
        return;
    }
    // MultipleParallelDo is viable, create it
    MultipleParallelDo<T> mPDo = new MultipleParallelDo<T>(orig);
    mPDo.addDest(pDo.getFunction(), output);
    orig.downOps.remove(pDo);
    output.deferredOp = mPDo;
    List<DeferredOp> newList = new ArrayList<DeferredOp>();
    for (DeferredOp op : orig.getDownOps()) {
        if (op instanceof ParallelDo) {
            ParallelDo thisPDo = (ParallelDo) op;
            mPDo.addDest(thisPDo.getFunction(), thisPDo.getDest());
            LazyCollection thisDest = (LazyCollection) thisPDo.getDest();
            thisDest.deferredOp = mPDo;
        } else {
            newList.add(op);
        }
    }
    newList.add(mPDo);
    orig.downOps = newList;
    // Recursively apply this function to parent
    fuseSiblingParallelDos(orig);
}

Example 10 with DeferredOp

use of com.tdunning.plume.local.lazy.op.DeferredOp in project Plume by tdunning.

the class OptimizerTools method getAll.

static List<DeferredOp> getAll(PCollection<?> output, Class<? extends DeferredOp> getClass) {
    List<DeferredOp> retOps = new ArrayList<DeferredOp>();
    Stack<LazyCollection<?>> toVisit = new Stack<LazyCollection<?>>();
    Set<LazyCollection<?>> visited = new HashSet<LazyCollection<?>>();
    toVisit.push((LazyCollection<?>) output);
    while (!toVisit.isEmpty()) {
        LazyCollection<?> current = toVisit.pop();
        visited.add(current);
        if (current.isMaterialized()) {
            continue;
        }
        DeferredOp op = current.getDeferredOp();
        if (op.getClass().equals(getClass)) {
            // Found 
            if (!retOps.contains(op)) {
                retOps.add(op);
            }
        }
        // Add more nodes to visit
        List<DeferredOp> ops = Lists.newArrayList();
        ops.add(op);
        for (DeferredOp o : ops) {
            if (o instanceof Flatten) {
                for (PCollection<?> input : ((Flatten<?>) o).getOrigins()) {
                    LazyCollection<?> in = (LazyCollection<?>) input;
                    if (!visited.contains(in)) {
                        toVisit.push(in);
                    }
                }
                continue;
            }
            if (o instanceof OneToOneOp) {
                LazyCollection<?> input = (LazyCollection<?>) ((OneToOneOp<?, ?>) o).getOrigin();
                if (!visited.contains(input)) {
                    toVisit.push(input);
                }
                continue;
            }
            if (o instanceof MultipleParallelDo) {
                MultipleParallelDo<?> mPDo = (MultipleParallelDo<?>) o;
                LazyCollection<?> input = (LazyCollection<?>) mPDo.getOrigin();
                if (!visited.contains(input)) {
                    toVisit.push(input);
                }
            }
        }
    }
    return retOps;
}