That's the weirdness, it's _exactly_ the same code.

On Mon, Apr 29, 2013 at 6:31 PM, Robin Anil <[email protected]> wrote:

> I will pull your Patch in and take a look a close look at it tonight. Whats
> different in Run3 in Version7 v/s Run2 and Run1. Because Run3 looks really
> good and the regressions of 30% in some are actually not as bad and nothing
> no longer looks ridiculously blocking the patch.
>
>
> On Mon, Apr 29, 2013 at 10:13 AM, Dan Filimon
> <[email protected]>wrote:
>
> > I uploaded the latest patch to my vector branch on github [0].
> >
> > The latest revision is, as always, here [1], "Version 7
> (Assign/Aggregate;
> > 1 sec runtime)". Tests pass for this one except for some aggregate tests
> > (it's not clear if aggregate should throw an exception when the vectors
> are
> > empty or return 0; I chose return 0).
> >
> > There's quite a bit of variance, a lot of it even in code that I haven't
> > changed between runs. So, norm2 shows regressions in version 7 and
> > improvements in version 6 and the code not having been changed.
> >
> > The dot product is also oscillating in version 7, showing different
> results
> > in the different runs (of the same algorithm).
> >
> > Except for some cleanup, I don't think I can do much better than this, so
> > could someone please also run the benchmarks and I'll update the patch on
> > ReviewBoard?
> >
> > [0] https://github.com/dfilimon/mahout/tree/vector
> > [1]
> >
> >
> https://docs.google.com/spreadsheet/ccc?key=0AochdzPoBmWodG9RTms1UG40YlNQd3ByUFpQY0FLWmc#gid=7
> >
> >
> > On Sun, Apr 28, 2013 at 11:18 PM, Ted Dunning <[email protected]>
> > wrote:
> >
> > > It would *really* help to put a legend on these spreadsheets even if
> you
> > > have described it in the past.
> > >
> > > I take it that these are number of ops and bigger is better, right?
> > >
> > > And where is a description of what patch runs 1 and 2 actually are?
> > >
> > >
> > >
> > > On Sun, Apr 28, 2013 at 2:23 AM, Dan Filimon <
> > [email protected]>wrote:
> > >
> > >> Here's [1] the most recent benchmarks, after refactoring the Assign
> into
> > >> separate classes.
> > >> It's now using a 10 second runtime and a 1 second lead time and these
> > are
> > >> only the benchmarks involving assign().
> > >>
> > >> Oddly enough there are regressions with RandomAccessSparseVectors'
> > plus()
> > >> and minus() despite these working like trunk from what I can tell from
> > the
> > >> tests (VectorBinaryAssignTest).
> > >>
> > >> Also, there's quite a bit of variance for some reason... Clone, Create
> > >>  are just two of the odd ones.
> > >>
> > >> [1]
> > >>
> >
> https://docs.google.com/spreadsheet/ccc?key=0AochdzPoBmWodG9RTms1UG40YlNQd3ByUFpQY0FLWmc#gid=4
> > >>
> > >>
> > >> On Fri, Apr 26, 2013 at 1:30 AM, Robin Anil <[email protected]>
> > wrote:
> > >>
> > >>> Do in place for rand an dense. Assign a bug to me to speed up rasv
> > >>> GetElement.
> > >>> On Apr 25, 2013 2:56 PM, "Dan Filimon" <[email protected]>
> > >>> wrote:
> > >>>
> > >>> > Nearly done splitting the code up, but I'm not sure what the costs
> > >>> should
> > >>> > ideally be.
> > >>> >
> > >>> > Robin, you proposed: cost of iteration + cost of lookup + cost of
> > >>> update
> > >>> > (if its not in-place)
> > >>> >
> > >>> > This sounds like it's per element, rather than for the entire
> vector.
> > >>> Also,
> > >>> > are we just going to assume that there will be as many updates as
> > >>> non-zeros
> > >>> > or as large as the array is? How does the cost of an update factor
> > in?
> > >>> >
> > >>> > And, is "in-place" just for DenseVectors?
> > >>> >
> > >>> >
> > >>> > On Thu, Apr 25, 2013 at 8:04 PM, Robin Anil <[email protected]>
> > >>> wrote:
> > >>> >
> > >>> > > Depends on the speed of copying a 1M double array v/s doing a
> > calloc
> > >>> +
> > >>> > > copying 1000 non zeros (Assuming java is doing that underneath).
> > >>> > >
> > >>> > > ------
> > >>> > > Robin Anil
> > >>> > >
> > >>> > >
> > >>> > >
> > >>> > > On Thu, Apr 25, 2013 at 2:18 AM, Dan Filimon <
> > >>> > [email protected]
> > >>> > > >wrote:
> > >>> > >
> > >>> > > > Right, but is clone() generally slower than assigning? That
> > >>> strikes me
> > >>> > as
> > >>> > > > odd; doesn't Java optimize copying the internal structures
> (there
> > >>> are
> > >>> > > > arrays underneath after all)?
> > >>> > > >
> > >>> > > >
> > >>> > > > On Thu, Apr 25, 2013 at 10:14 AM, Robin Anil <
> > [email protected]
> > >>> >
> > >>> > > wrote:
> > >>> > > >
> > >>> > > >> Seems like for dense clone is slower than like().assign I need
> > to
> > >>> test
> > >>> > > it
> > >>> > > >> with different sizes to be sure. I kept it from the old
> > behavior.
> > >>> > > >> On Apr 25, 2013 2:12 AM, "Dan Filimon" <
> > >>> [email protected]>
> > >>> > > >> wrote:
> > >>> > > >>
> > >>> > > >>> Okay, so I should split it further into smaller sub-cases
> that
> > >>> handle
> > >>> > > >>> each Vector type. I tried making so that these match the
> cases
> > >>> in the
> > >>> > > >>> document to the extent possible.
> > >>> > > >>> You're right. It is ugly and I need to split it up.
> > >>> > > >>>
> > >>> > > >>> I removed the OrderedIntDoubleMapping (but with another
> if...)
> > >>> but
> > >>> > one
> > >>> > > >>> more thing that helped is making the assign() only go through
> > the
> > >>> > > non-zeros
> > >>> > > >>> when setting up a new copy.
> > >>> > > >>>
> > >>> > > >>> About the copying, I saw that the optimized copy doesn't
> always
> > >>> call
> > >>> > > >>> clone clone on the Vector. Why is this?
> > >>> > > >>>
> > >>> > > >>> Thanks for the test and the feedback! :)
> > >>> > > >>>
> > >>> > > >>>
> > >>> > > >>> On Thu, Apr 25, 2013 at 8:30 AM, Robin Anil <
> > >>> [email protected]
> > >>> > > >wrote:
> > >>> > > >>>
> > >>> > > >>>> Yes its reaching dev. I checked out your code to take a
> look.
> > I
> > >>> > > >>>> understand you are trying to still mix isSequentialAccess
> etc
> > >>> in the
> > >>> > > >>>> validity calculation. The whole point of this architecture
> is
> > to
> > >>> > > completely
> > >>> > > >>>> unroll things to be more modular instead of creating a giant
> > >>> > spaghetti
> > >>> > > >>>>
> > >>> > > >>>> Here is an example of what I am trying to say.
> > >>> > > >>>>
> > >>> > > >>>> This is your current implementation of
> > >>> AssignIterateOneLookupOther.
> > >>> > > >>>> There are so many conditionals
> > >>> > > >>>>
> > >>> > > >>>>
> > >>> > > >>>>    1. @Override
> > >>> > > >>>>    2.     public Vector assign(Vector x, Vector y,
> > >>> > > >>>>    DoubleDoubleFunction f) {
> > >>> > > >>>>    3.       return !swap ? assignInner(x, y, f) :
> > >>> assignInner(y, x,
> > >>> > > f);
> > >>> > > >>>>    4.     }
> > >>> > > >>>>    5.
> > >>> > > >>>>    6.     public Vector assignInner(Vector x, Vector y,
> > >>> > > >>>>    DoubleDoubleFunction f) {
> > >>> > > >>>>    7.       Iterator<Vector.Element> xi =
> x.iterateNonZero();
> > >>> > > >>>>    8.       Vector.Element xe;
> > >>> > > >>>>    9.       Vector.Element ye;
> > >>> > > >>>>    10.       OrderedIntDoubleMapping updates =
> > >>> > > newOrderedIntDoubleMapping();
> > >>> > > >>>>    11.       while (xi.hasNext()) {
> > >>> > > >>>>    12.         xe = xi.next();
> > >>> > > >>>>    13.         ye = y.getElement(xe.index());
> > >>> > > >>>>    14.         if (!swap) {
> > >>> > > >>>>    15.           xe.set(f.apply(xe.get(), ye.get()));
> > >>> > > >>>>    16.         } else {
> > >>> > > >>>>    17.           if (ye.get() != 0.0 ||
> > y.isAddConstantTime()) {
> > >>> > > >>>>    18.             ye.set(f.apply(ye.get(), xe.get()));
> > >>> > > >>>>    19.           } else {
> > >>> > > >>>>    20.             updates.set(xe.index(), f.apply(ye.get(),
> > >>> > > >>>>    xe.get()));
> > >>> > > >>>>    21.           }
> > >>> > > >>>>    22.         }
> > >>> > > >>>>    23.       }
> > >>> > > >>>>    24.       if (swap && !y.isAddConstantTime()) {
> > >>> > > >>>>    25.         y.mergeUpdates(updates);
> > >>> > > >>>>    26.       }
> > >>> > > >>>>    27.       return swap ? y : x;
> > >>> > > >>>>    28.     }
> > >>> > > >>>>    29.   }
> > >>> > > >>>>
> > >>> > > >>>> Split this into.
> > >>> > > >>>>
> > >>> > > >>>> IterateThisLookupThatInplaceUpdate
> > >>> > > >>>> IterateThatLookupThisInplaceUpdate
> > >>> > > >>>> IterateThisLookupThatMergeUpdate
> > >>> > > >>>> IterateThatLookupThisMergeUpdate
> > >>> > > >>>>
> > >>> > > >>>> Removing the conditionals itself will speedup the operations
> > >>> you see
> > >>> > > >>>> regression on.
> > >>> > > >>>>
> > >>> > > >>>> Also note that getElement() is not constant Add time for
> RASV.
> > >>> In
> > >>> > > >>>> earlier version we tried at best to set in place. That
> reduced
> > >>> the
> > >>> > > extra
> > >>> > > >>>> hashkey computation. getElement in AbstractVector is really
> > >>> > optimized
> > >>> > > for
> > >>> > > >>>> DenseVector and it does indicate as the cause of regression
> > you
> > >>> are
> > >>> > > seeing
> > >>> > > >>>> in RASV. Another one is the unused new
> > >>> OrderedIntDoubleMapping().
> > >>> > > Removing
> > >>> > > >>>> all these will bring back the loss.
> > >>> > > >>>>
> > >>> > > >>>> Now the cost for each can be computed as: cost of iteration
> +
> > >>> cost
> > >>> > of
> > >>> > > >>>> lookup + cost of update (if its not in-place)
> > >>> > > >>>>
> > >>> > > >>>> See the attached file for a mock test. You will have to
> rework
> > >>> the
> > >>> > > >>>> expectations but the framework should be understandable.
> > >>> > > >>>>
> > >>> > > >>>>
> > >>> > > >>>> ------
> > >>> > > >>>> Robin Anil
> > >>> > > >>>>
> > >>> > > >>>>
> > >>> > > >>>>
> > >>> > > >>>> On Tue, Apr 23, 2013 at 4:09 AM, Dan Filimon <
> > >>> > > >>>> [email protected]> wrote:
> > >>> > > >>>>
> > >>> > > >>>>> Here's [1] a link to the "design document" of the new
> vector
> > >>> > > >>>>> operations so I can lay out the ideas behind what I'm doing
> > >>> more
> > >>> > > clearly.
> > >>> > > >>>>>
> > >>> > > >>>>> I'd like anyone who can to have a look and comment.
> > >>> > > >>>>>
> > >>> > > >>>>> Ted,
> > >>> > > >>>>> I know you'd like me to get back to working on clustering,
> > but
> > >>> > > >>>>> currently, BallKMeans is roughly 2x as slow as Mahout's
> > KMeans.
> > >>> > > >>>>> This is because of centroid.update() for one (it doesn't
> have
> > >>> > > >>>>> "interesting" properties that are exploited in the current)
> > and
> > >>> > also
> > >>> > > >>>>> because we're using we're just doing lots of Vector
> > >>> operations: dot
> > >>> > > >>>>> products for projections, hash codes for unique sets of
> > >>> candidates,
> > >>> > > >>>>> equality checks etc.
> > >>> > > >>>>>
> > >>> > > >>>>> Here's a snapshot of the hotspots for one run of BallKMeans
> > (20
> > >>> > > >>>>> newsgroups, unprojected, i.e 20K sparse vectors with 200K
> > >>> > dimensions
> > >>> > > and
> > >>> > > >>>>> ~100 nonzero values):
> > >>> > > >>>>>   Name Time (ms)
> > >>>  org.apache.mahout.math.AbstractVector.dot(Vector)
> > >>> > > >>>>> 104069  org.apache.mahout.math.DelegatingVector.hashCode()
> > >>> 30159
> > >>> > >
>  org.apache.mahout.math.AbstractVector.assignIterateBoth(Iterator,
> > >>> > > >>>>> Iterator, DoubleDoubleFunction) 13720
> > >>> > > >>>>>
> > >>> > >
> > >>> >
> > >>>
> >
> org.apache.mahout.math.OrderedIntDoubleMapping.merge(OrderedIntDoubleMapping)
> > >>> > > >>>>> 2911  java.lang.ClassLoader.loadClass(String, boolean) 2620
> > >>> > >  sun.misc.Launcher$AppClassLoader.loadClass(String,
> > >>> > > >>>>> boolean) 2620
> > >>> > > >>>>>
> > >>> > > >>>>>
> > >>> > > >>>>> You can see that the most time is spent doing Vector
> > >>> operations.
> > >>> > > >>>>> Combined, the first three rows account for 91% of the
> > runtime.
> > >>> > > >>>>>
> > >>> > > >>>>> Thanks for your help!
> > >>> > > >>>>>
> > >>> > > >>>>> PS: Is this reaching dev@?
> > >>> > > >>>>>
> > >>> > > >>>>> [1]
> > >>> > > >>>>>
> > >>> > >
> > >>> >
> > >>>
> >
> https://docs.google.com/document/d/1g1PjUuvjyh2LBdq2_rKLIcUiDbeOORA1sCJiSsz-JVU/edit#
> > >>> > > >>>>>
> > >>> > > >>>>>
> > >>> > > >>>>> On Tue, Apr 23, 2013 at 7:53 AM, Robin Anil <
> > >>> [email protected]
> > >>> > > >wrote:
> > >>> > > >>>>>
> > >>> > > >>>>>> Few more brain dump ideas
> > >>> > > >>>>>>
> > >>> > > >>>>>> For any operation (assign, aggregate) you are trying to
> do.
> > >>> > > >>>>>> Compute set of "feasible" solutions: Based on all the
> > >>> properties
> > >>> > of
> > >>> > > >>>>>> functions
> > >>> > > >>>>>> Choose the solution that minimises the cost.
> > >>> > > >>>>>>
> > >>> > > >>>>>> For this you may need to refactor all the special kinds of
> > >>> > > iterations
> > >>> > > >>>>>> and aggregations subclassing from AssignOperation and
> > >>> > > AggregateOperation.
> > >>> > > >>>>>> Each operation would return the cost given two input
> vectors
> > >>> > (based
> > >>> > > on
> > >>> > > >>>>>> their cost properties)
> > >>> > > >>>>>>
> > >>> > > >>>>>>
> > >>> > > >>>>>>
> > >>> > > >>>>>> ------
> > >>> > > >>>>>> Robin Anil
> > >>> > > >>>>>>
> > >>> > > >>>>>>
> > >>> > > >>>>>>
> > >>> > > >>>>>> On Mon, Apr 22, 2013 at 8:46 PM, Robin Anil <
> > >>> [email protected]
> > >>> > > >wrote:
> > >>> > > >>>>>>
> > >>> > > >>>>>>> Strike that. I think the code is very confusing. You will
> > >>> have
> > >>> > > >>>>>>> better luck if you create method for the three
> > >>> implementations.
> > >>> > It
> > >>> > > will
> > >>> > > >>>>>>> make things explicit and easy to debug.
> > >>> > > >>>>>>>
> > >>> > > >>>>>>> public final double getIterationCost() {
> > >>> > > >>>>>>>  return one of {cardinality, 1.2*numNonDefault,
> > >>> numNonDefault}
> > >>> > > >>>>>>> }
> > >>> > > >>>>>>>
> > >>> > > >>>>>>> public final double getLookupCost() {
> > >>> > > >>>>>>>  return one of {1, 1.5(lets say), log_2(numNonDefault)}
> > >>> > > >>>>>>> }
> > >>> > > >>>>>>>
> > >>> > > >>>>>>> All your logic then becomes a minimization of the total
> > cost.
> > >>> > > >>>>>>>
> > >>> > > >>>>>>> This is more extendable than current isDense(),
> > >>> isSequential(),
> > >>> > > >>>>>>> isSparse(), isRandom() and doesn't assume what the
> > underlying
> > >>> > > >>>>>>> implementation is.
> > >>> > > >>>>>>>
> > >>> > > >>>>>>>
> > >>> > > >>>>>>> ------
> > >>> > > >>>>>>> Robin Anil
> > >>> > > >>>>>>>
> > >>> > > >>>>>>>
> > >>> > > >>>>>>>
> > >>> > > >>>>>>> On Mon, Apr 22, 2013 at 8:09 PM, Robin Anil <
> > >>> > [email protected]
> > >>> > > >wrote:
> > >>> > > >>>>>>>
> > >>> > > >>>>>>>>  Also the calculation for cost is wrong. RASV is HashMap
> > >>> based
> > >>> > its
> > >>> > > >>>>>>>> cost O(n) not O(log n)
> > >>> > > >>>>>>>>
> > >>> > > >>>>>>>> ------
> > >>> > > >>>>>>>> Robin Anil
> > >>> > > >>>>>>>>
> > >>> > > >>>>>>>>
> > >>> > > >>>>>>>>
> > >>> > > >>>>>>>> On Mon, Apr 22, 2013 at 4:43 PM, Robin Anil <
> > >>> > [email protected]
> > >>> > > >wrote:
> > >>> > > >>>>>>>>
> > >>> > > >>>>>>>>>    This is an automatically generated e-mail. To reply,
> > >>> visit:
> > >>> > > >>>>>>>>> https://reviews.apache.org/r/10669/
> > >>> > > >>>>>>>>>
> > >>> >  math/src/main/java/org/apache/mahout/math/AbstractVector.java<
> > >>> > >
> > >>>
> > https://reviews.apache.org/r/10669/diff/2/?file=283185#file283185line56>
> > >>> > > (Diff
> > >>> > > >>>>>>>>> revision 2)
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> None
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>    55
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>     boolean commutativeAndAssociative =
> > >>> > > aggregator.isCommutative() && aggregator.isAssociative();
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>   This should be a method in AbstractFunction interface
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> >  math/src/main/java/org/apache/mahout/math/AbstractVector.java<
> > >>> > >
> > >>> >
> > >>>
> >
> https://reviews.apache.org/r/10669/diff/2/?file=283185#file283185line1037
> > >>> >
> > >>> > > (Diff
> > >>> > > >>>>>>>>> revision 2)
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> {'text': 'public int getNumNonZeroElements() {',
> 'line':
> > >>> 726,
> > >>> > > 'expand_offset': 2}
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> {'text': 'public int getNumNonZeroElements() {',
> 'line':
> > >>> 927,
> > >>> > > 'expand_offset': 2}
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>    942
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>       // Make all the non-zero values 0.
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>   vector.clear()
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> >  math/src/main/java/org/apache/mahout/math/AbstractVector.java<
> > >>> > >
> > >>> >
> > >>>
> >
> https://reviews.apache.org/r/10669/diff/2/?file=283185#file283185line1047
> > >>> >
> > >>> > > (Diff
> > >>> > > >>>>>>>>> revision 2)
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> {'text': 'public int getNumNonZeroElements() {',
> 'line':
> > >>> 726,
> > >>> > > 'expand_offset': 2}
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> {'text': 'public int getNumNonZeroElements() {',
> 'line':
> > >>> 927,
> > >>> > > 'expand_offset': 2}
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>    952
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>       while (it.hasNext()) {
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>   There is no guarantee of ordered iteration. The
> updates
> > >>> is
> > >>> > > unsorted. merge typically implies that input is sorted
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> >  math/src/main/java/org/apache/mahout/math/AbstractVector.java<
> > >>> > >
> > >>> >
> > >>>
> >
> https://reviews.apache.org/r/10669/diff/2/?file=283185#file283185line1074
> > >>> >
> > >>> > > (Diff
> > >>> > > >>>>>>>>> revision 2)
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> {'text': 'public int getNumNonZeroElements() {',
> 'line':
> > >>> 726,
> > >>> > > 'expand_offset': 2}
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> {'text': 'public int getNumNonZeroElements() {',
> 'line':
> > >>> 927,
> > >>> > > 'expand_offset': 2}
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>    979
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>         element.set(values[index]);
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>   What if there are values that are not in the existing
> > >>> data. I
> > >>> > > dont this is correct
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> >  math/src/main/java/org/apache/mahout/math/AbstractVector.java<
> > >>> > >
> > >>> >
> > >>>
> >
> https://reviews.apache.org/r/10669/diff/2/?file=283185#file283185line1100
> > >>> >
> > >>> > > (Diff
> > >>> > > >>>>>>>>> revision 2)
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> {'text': 'public int getNumNonZeroElements() {',
> 'line':
> > >>> 726,
> > >>> > > 'expand_offset': 2}
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> {'text': 'public int getNumNonZeroElements() {',
> 'line':
> > >>> 927,
> > >>> > > 'expand_offset': 2}
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>    999
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>     invalidateCachedLength();
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>   move invalidateCachedLength to the set method.
> Instead
> > of
> > >>> > > dispersing it everywhere.
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> >  math/src/main/java/org/apache/mahout/math/AbstractVector.java<
> > >>> > >
> > >>> >
> > >>>
> >
> https://reviews.apache.org/r/10669/diff/2/?file=283185#file283185line1115
> > >>> >
> > >>> > > (Diff
> > >>> > > >>>>>>>>> revision 2)
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> None
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> {'text': '  private Vector
> > >>> assignIterateBoth(Iterator<Element>
> > >>> > > thisIterator, Iterator<Element> thatIterator,', 'line': 1070}
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>     1014
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>   protected Vector
> > >>> assignSkipZerosIterateOne(Iterator<Element>
> > >>> > > thisIterator, Vector other,
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>   be consistent, this that or thisIterator that
> Iterator.
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> >  math/src/main/java/org/apache/mahout/math/AbstractVector.java<
> > >>> > >
> > >>> >
> > >>>
> >
> https://reviews.apache.org/r/10669/diff/2/?file=283185#file283185line1171
> > >>> >
> > >>> > > (Diff
> > >>> > > >>>>>>>>> revision 2)
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> None
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> {'text': '  private Vector
> > >>> assignIterateBoth(Iterator<Element>
> > >>> > > thisIterator, Iterator<Element> thatIterator,', 'line': 1070}
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>     1070
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>   private Vector assignIterateBoth(Iterator<Element>
> > >>> > > thisIterator, Iterator<Element> thatIterator,
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>   This expects the data to to be sorted. indicate that
> > in a
> > >>> > > comment. Similarly comment other places
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> > >
> math/src/main/java/org/apache/mahout/math/function/Functions.java<
> > >>> > >
> > >>>
> > https://reviews.apache.org/r/10669/diff/2/?file=283202#file283202line900
> > >>> > >
> > >>> > > (Diff
> > >>> > > >>>>>>>>> revision 2)
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> None
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> {'text': '      public boolean isLikeLeftMult() {',
> > 'line':
> > >>> > 892}
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>    896
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>       /**
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>   Move this comments to the base class
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> - Robin
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> On April 22nd, 2013, 8:45 p.m., Dan Filimon wrote:
> > >>> > > >>>>>>>>>   Review request for mahout, Ted Dunning, Sebastian
> > >>> Schelter,
> > >>> > and
> > >>> > > >>>>>>>>> Robin Anil.
> > >>> > > >>>>>>>>> By Dan Filimon.
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> *Updated April 22, 2013, 8:45 p.m.*
> > >>> > > >>>>>>>>> Description
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> This patch contains code cleaning up AbstractVector and
> > >>> making
> > >>> > > the operations as fast as possible while still having a high
> level
> > >>> > > interface.
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> The main changes are in AbstractVector as well as new
> > >>> methods
> > >>> > in
> > >>> > > DoubleDoubleFunction.
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>   Testing
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> The vectors test pass but it's likely that the patch in
> > >>> it's
> > >>> > > current state is broken as other, unrelated tests (BallKMeans...)
> > are
> > >>> > > failing.
> > >>> > > >>>>>>>>> Also, my Hadoop conf is broken so I didn't run all the
> > core
> > >>> > > tests. Anyone?
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> I can't seem to find the bug, so _please_ have a closer
> > >>> look.
> > >>> > > It's still a work in progress.
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> The benchmarks seem comparable (although there are some
> > >>> jarring
> > >>> > > diferences – Minkowski distance seems a lot slower in new-dan-1
> > than
> > >>> > > old-trunk-2). It may be however that this is just variance due to
> > the
> > >>> > load
> > >>> > > of the machine at the time. I'm having trouble interpreting the
> > >>> > benchmarks
> > >>> > > in general, so anyone who could give me a hand is more than
> > welcome.
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>   Diffs
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>>    -
> > >>> > > math/src/main/java/org/apache/mahout/math/AbstractMatrix.java
> > >>> > > >>>>>>>>>    (e12aa38)
> > >>> > > >>>>>>>>>    -
> > >>> > > math/src/main/java/org/apache/mahout/math/AbstractVector.java
> > >>> > > >>>>>>>>>    (090aa7a)
> > >>> > > >>>>>>>>>    -
> > >>> math/src/main/java/org/apache/mahout/math/Centroid.java
> > >>> > > >>>>>>>>>    (0c42196)
> > >>> > > >>>>>>>>>    -
> > >>> > > math/src/main/java/org/apache/mahout/math/ConstantVector.java
> > >>> > > >>>>>>>>>    (51d67d4)
> > >>> > > >>>>>>>>>    -
> > >>> > > math/src/main/java/org/apache/mahout/math/DelegatingVector.java
> > >>> > > >>>>>>>>>    (12220d4)
> > >>> > > >>>>>>>>>    -
> > >>> math/src/main/java/org/apache/mahout/math/DenseVector.java
> > >>> > > >>>>>>>>>    (41c356b)
> > >>> > > >>>>>>>>>    -
> > >>> > >
> > >>> >
> > >>>
> >
> math/src/main/java/org/apache/mahout/math/FileBasedSparseBinaryMatrix.java
> > >>> > > >>>>>>>>>    (094003b)
> > >>> > > >>>>>>>>>    -
> > >>> math/src/main/java/org/apache/mahout/math/MatrixSlice.java
> > >>> > > >>>>>>>>>    (7f79c96)
> > >>> > > >>>>>>>>>    -
> > >>> > > math/src/main/java/org/apache/mahout/math/MatrixVectorView.java
> > >>> > > >>>>>>>>>    (af70727)
> > >>> > > >>>>>>>>>    -
> > >>> math/src/main/java/org/apache/mahout/math/NamedVector.java
> > >>> > > >>>>>>>>>    (4b7a41d)
> > >>> > > >>>>>>>>>    -
> > >>> > >
> > >>>
> math/src/main/java/org/apache/mahout/math/OrderedIntDoubleMapping.java
> > >>> > > >>>>>>>>>    (650d82d)
> > >>> > > >>>>>>>>>    -
> > >>> > > math/src/main/java/org/apache/mahout/math/PermutedVectorView.java
> > >>> > > >>>>>>>>>    (d1ea93a)
> > >>> > > >>>>>>>>>    -
> > >>> > >
> > >>>
> math/src/main/java/org/apache/mahout/math/RandomAccessSparseVector.java
> > >>> > > >>>>>>>>>    (6f85692)
> > >>> > > >>>>>>>>>    -
> > >>> > >
> > >>> >
> > >>>
> >
> math/src/main/java/org/apache/mahout/math/SequentialAccessSparseVector.java
> > >>> > > >>>>>>>>>    (21982f9)
> > >>> > > >>>>>>>>>    -
> > math/src/main/java/org/apache/mahout/math/Vector.java
> > >>> > > >>>>>>>>>    (2f8b417)
> > >>> > > >>>>>>>>>    -
> > >>> math/src/main/java/org/apache/mahout/math/VectorView.java
> > >>> > > >>>>>>>>>    (add2a60)
> > >>> > > >>>>>>>>>    -
> > >>> > > math/src/main/java/org/apache/mahout/math/WeightedVector.java
> > >>> > > >>>>>>>>>    (06fbd05)
> > >>> > > >>>>>>>>>    -
> > >>> > >
> > >>> >
> > >>>
> >
> math/src/main/java/org/apache/mahout/math/function/DoubleDoubleFunction.java
> > >>> > > >>>>>>>>>    (82b350a)
> > >>> > > >>>>>>>>>    -
> > >>> > > math/src/main/java/org/apache/mahout/math/function/Functions.java
> > >>> > > >>>>>>>>>    (eb2e42f)
> > >>> > > >>>>>>>>>    -
> > >>> > > math/src/main/java/org/apache/mahout/math/function/PlusMult.java
> > >>> > > >>>>>>>>>    (60587b1)
> > >>> > > >>>>>>>>>    -
> > >>> > >
> > math/src/main/java/org/apache/mahout/math/function/TimesFunction.java
> > >>> > > >>>>>>>>>    (8ab0bb1)
> > >>> > > >>>>>>>>>    -
> > >>> > > math/src/main/java/org/apache/mahout/math/jet/math/Constants.java
> > >>> > > >>>>>>>>>    (53535d6)
> > >>> > > >>>>>>>>>    -
> > >>> > > math/src/test/java/org/apache/mahout/math/AbstractVectorTest.java
> > >>> > > >>>>>>>>>    (2b11199)
> > >>> > > >>>>>>>>>    -
> > >>> math/src/test/java/org/apache/mahout/math/VectorTest.java
> > >>> > > >>>>>>>>>    (d6d554b)
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>> View Diff <https://reviews.apache.org/r/10669/diff/>
> > >>> > > >>>>>>>>>
> > >>> > > >>>>>>>>
> > >>> > > >>>>>>>>
> > >>> > > >>>>>>>
> > >>> > > >>>>>>
> > >>> > > >>>>>
> > >>> > > >>>>
> > >>> > > >>>
> > >>> > > >
> > >>> > >
> > >>> >
> > >>>
> > >>
> > >>
> > >
> >
>

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