lammps/doc/fix_balance.html

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<CENTER><A HREF = "http://lammps.sandia.gov">LAMMPS WWW Site</A> - <A HREF = "Manual.html">LAMMPS Documentation</A> - <A HREF = "Section_commands.html#comm">LAMMPS Commands</A>
</CENTER>
<HR>
<H3>fix balance command
</H3>
<P><B>Syntax:</B>
</P>
<PRE>fix ID group-ID balance Nfreq thresh style args keyword value ...
</PRE>
<UL><LI>ID, group-ID are documented in <A HREF = "fix.html">fix</A> command
<LI>balance = style name of this fix command
<LI>Nfreq = perform dynamic load balancing every this many steps
<LI>thresh = imbalance threshhold that must be exceeded to perform a re-balance
<LI>style = <I>shift</I> or <I>rcb</I>
<PRE> shift args = dimstr Niter stopthresh
dimstr = sequence of letters containing "x" or "y" or "z", each not more than once
Niter = # of times to iterate within each dimension of dimstr sequence
stopthresh = stop balancing when this imbalance threshhold is reached
rcb args = none
</PRE>
<LI>zero or more keyword/value pairs may be appended
<LI>keyword = <I>out</I>
<PRE> <I>out</I> value = filename
filename = write each processor's sub-domain to a file, at each re-balancing
</PRE>
</UL>
<P><B>Examples:</B>
</P>
<PRE>fix 2 all balance 1000 1.05 shift x 10 1.05
fix 2 all balance 100 0.9 shift xy 20 1.1 out tmp.balance
fix 2 all balance 1000 1.1 rcb
</PRE>
<P><B>Description:</B>
</P>
<P>IMPORTANT NOTE: The <I>rcb</I> style is not yet implemented.
</P>
<P>This command adjusts the size and shape of processor sub-domains
within the simulation box, to attempt to balance the number of
particles and thus the computational cost (load) evenly across
processors. The load balancing is "dynamic" in the sense that
rebalancing is performed periodically during the simulation. To
perform "static" balancing, before or between runs, see the
<A HREF = "balance.html">balance</A> command.
</P>
<P>Load-balancing is typically only useful if the particles in the
simulation box have a spatially-varying density distribution. E.g. a
model of a vapor/liquid interface, or a solid with an irregular-shaped
geometry containing void regions. In this case, the LAMMPS default of
dividing the simulation box volume into a regular-spaced grid of 3d
bricks, with one equal-volume sub-domain per procesor, may assign very
different numbers of particles per processor. This can lead to poor
performance in a scalability sense, when the simulation is run in
parallel.
</P>
<P>Note that the <A HREF = "processors.html">processors</A> command allows some control
over how the box volume is split across processors. Specifically, for
a Px by Py by Pz grid of processors, it allows choice of Px, Py, and
Pz, subject to the constraint that Px * Py * Pz = P, the total number
of processors. This is sufficient to achieve good load-balance for
many models on many processor counts. However, all the processor
sub-domains will still have the same shape and same volume.
</P>
<P>On a particular timestep, a load-balancing operation is only performed
if the current "imbalance factor" in particles owned by each processor
exceeds the specified <I>thresh</I> parameter. This factor is defined as
the maximum number of particles owned by any processor, divided by the
average number of particles per processor. Thus an imbalance factor
of 1.0 is perfect balance. For 10000 particles running on 10
processors, if the most heavily loaded processor has 1200 particles,
then the factor is 1.2, meaning there is a 20% imbalance. Note that
re-balances can be forced even if the current balance is perfect (1.0)
be specifying a <I>thresh</I> < 1.0.
</P>
<P>IMPORTANT NOTE: This command attempts to minimize the imbalance
factor, as defined above. But depending on the method a perfect
balance (1.0) may not be achieved. For example, "grid" methods
(defined below) that create a logical 3d grid cannot achieve perfect
balance for many irregular distributions of particles. Likewise, if a
portion of the system is a perfect lattice, e.g. the intiial system is
generated by the <A HREF = "create_atoms.html">create_atoms</A> command, then "grid"
methods may be unable to achieve exact balance. This is because
entire lattice planes will be owned or not owned by a single
processor.
</P>
<P>IMPORTANT NOTE: Computational cost is not strictly proportional to
particle count, and changing the relative size and shape of processor
sub-domains may lead to additional computational and communication
overheads, e.g. in the PPPM solver used via the
<A HREF = "kspace_style.html">kspace_style</A> command. Thus you should benchmark
the run times of a simulation before and after balancing.
</P>
<HR>
<P>The method used to perform a load balance is specified by one of the
listed styles, which are described in detail below. There are 2 kinds
of styles.
</P>
<P>The <I>shift</I> style is a "grid" method which produces a logical 3d grid
of processors. It operates by changing the cutting planes (or lines)
between processors in 3d (or 2d), to adjust the volume (area in 2d)
assigned to each processor, as in the following 2d diagram. The left
diagram is the default partitioning of the simulation box across
processors (one sub-box for each of 16 processors); the right diagram
is after balancing.
</P>
<CENTER><IMG SRC = "JPG/balance.jpg">
</CENTER>
<P>The <I>rcb</I> style is a "tiling" method which does not produce a logical
3d grid of processors. Rather it tiles the simulation domain with
rectangular sub-boxes of varying size and shape in an irregular
fashion so as to have equal numbers of particles in each sub-box, as
in the following 2d diagram. Again the left diagram is the default
partitioning of the simulation box across processors (one sub-box for
each of 16 processors); the right diagram is after balancing.
</P>
<P>NOTE: Need a diagram of RCB partitioning.
</P>
<P>The "grid" methods can be used with either of the
<A HREF = "comm_style.html">comm_style</A> command options, <I>brick</I> or <I>tiled</I>. The
"tiling" methods can only be used with <A HREF = "comm_style.html">comm_style
tiled</A>.
</P>
<P>When a "grid" method is specified, the current domain partitioning can
be either a logical 3d grid or a tiled partitioning. In the former
case, the current logical 3d grid is used as a starting point and
changes are made to improve the imbalance factor. In the latter case,
the tiled partitioning is discarded and a logical 3d grid is created
with uniform spacing in all dimensions. This becomes the starting
point for the balancing operation.
</P>
<P>When a "tiling" method is specified, the current domain partitioning
("grid" or "tiled") is ignored, and a new partitioning is computed
from scratch.
</P>
<HR>
<P>The <I>group-ID</I> is currently ignored. In the future it may be used to
determine what particles are considered for balancing. Normally it
would only makes sense to use the <I>all</I> group. But in some cases it
may be useful to balance on a subset of the particles, e.g. when
modeling large nanoparticles in a background of small solvent
particles.
</P>
<P>The <I>Nfreq</I> setting determines how often a rebalance is performed. If
<I>Nfreq</I> > 0, then rebalancing will occur every <I>Nfreq</I> steps. Each
time a rebalance occurs, a reneighboring is triggered, so <I>Nfreq</I>
should not be too small. If <I>Nfreq</I> = 0, then rebalancing will be
done every time reneighboring normally occurs, as determined by the
the <A HREF = "neighbor.html">neighbor</A> and <A HREF = "neigh_modify.html">neigh_modify</A>
command settings.
</P>
<P>On rebalance steps, rebalancing will only be attempted if the current
imbalance factor, as defined above, exceeds the <I>thresh</I> setting.
</P>
<HR>
<P>The <I>shift</I> style invokes a "grid" method for balancing, as described
above. It changes the positions of cutting planes between processors
in an iterative fashion, seeking to reduce the imbalance factor.
</P>
<P>The <I>dimstr</I> argument is a string of characters, each of which must be
an "x" or "y" or "z". Eacn character can appear zero or one time,
since there is no advantage to balancing on a dimension more than
once. You should normally only list dimensions where you expect there
to be a density variation in the particles.
</P>
<P>Balancing proceeds by adjusting the cutting planes in each of the
dimensions listed in <I>dimstr</I>, one dimension at a time. For a single
dimension, the balancing operation (described below) is iterated on up
to <I>Niter</I> times. After each dimension finishes, the imbalance factor
is re-computed, and the balancing operation halts if the <I>stopthresh</I>
criterion is met.
</P>
<P>A rebalance operation in a single dimension is performed using a
density-dependent recursive multisectioning algorithm, where the
position of each cutting plane (line in 2d) in the dimension is
adjusted independently. This is similar to a recursive bisectioning
for a single value, except that the bounds used for each bisectioning
take advantage of information from neighboring cuts if possible, as
well as counts of particles at the bounds on either side of each cuts,
which themselves were cuts in previous iterations. The latter is used
to infer a density of pariticles near each of the current cuts. At
each iteration, the count of particles on either side of each plane is
tallied. If the counts do not match the target value for the plane,
the position of the cut is adjusted based on the local density. The
low and high bounds are adjusted on each iteration, using new count
information, so that they become closer together over time. Thus as
the recustion progresses, the count of particles on either side of the
plane gets closer to the target value.
</P>
<P>The density-dependent part of this algorithm is often an advantage
when you rebalance a system that is already nearly balanced. It
typically converges more quickly than the geometric bisectioning
algorithm used by the <A HREF = "balance.html">balance</A> command. However, if can
be a disadvantage if you attempt to rebalance a system that is far
from balanced, and converge more slowly. In this case you probably
want to use the <A HREF = "balance.html">balance</A> command before starting a run,
so that you begin the run with a balanced system.
</P>
<P>Once the rebalancing is complete and final processor sub-domains
assigned, particles migrate to their new owning processor as part of
the normal reneighboring procedure.
</P>
<P>IMPORTANT NOTE: At each rebalance operation, the bisectioning for each
cutting plane (line in 2d) typcially starts with low and high bounds
separated by the extent of a processor's sub-domain in one dimension.
The size of this bracketing region shrinks based on the local density,
as described above, which should typically be 1/2 or more every
iteration. Thus if <I>Niter</I> is specified as 10, the cutting plane will
typically be positioned to better than 1 part in 1000 accuracy
(relative to the perfect target position). For <I>Niter</I> = 20, it will
be accurate to better than 1 part in a million. Thus there is no need
to set <I>Niter</I> to a large value. This is especially true if you are
rebalancing often enough that each time you expect only an incremental
adjustement in the cutting planes is necessary. LAMMPS will check if
the threshold accuracy is reached (in a dimension) is less iterations
than <I>Niter</I> and exit early.
</P>
<HR>
<P>The <I>rcb</I> style invokes a "tiled" method for balancing, as described
above. It performs a recursive coordinate bisectioning (RCB) of the
simulation domain.
</P>
<P>Need further description of RCB.
</P>
<HR>
<P>The <I>out</I> keyword writes a text file to the specified <I>filename</I> with
the results of each rebalancing operation. The file contains the
bounds of the sub-domain for each processor after the balancing
operation completes. The format of the file is compatible with the
<A HREF = "pizza">Pizza.py</A> <I>mdump</I> tool which has support for manipulating and
visualizing mesh files. An example is shown here for a balancing by 4
processors for a 2d problem:
</P>
<PRE>ITEM: TIMESTEP
1000
ITEM: NUMBER OF SQUARES
4
ITEM: SQUARES
1 1 1 2 7 6
2 2 2 3 8 7
3 3 3 4 9 8
4 4 4 5 10 9
ITEM: TIMESTEP
1000
ITEM: NUMBER OF NODES
10
ITEM: BOX BOUNDS
-153.919 184.703
0 15.3919
-0.769595 0.769595
ITEM: NODES
1 1 -153.919 0 0
2 1 7.45545 0 0
3 1 14.7305 0 0
4 1 22.667 0 0
5 1 184.703 0 0
6 1 -153.919 15.3919 0
7 1 7.45545 15.3919 0
8 1 14.7305 15.3919 0
9 1 22.667 15.3919 0
10 1 184.703 15.3919 0
</PRE>
<P>The "SQUARES" lists the node IDs of the 4 vertices in a rectangle for
each processor (1 to 4). The first SQUARE 1 (for processor 0) is a
rectangle of type 1 (equal to SQUARE ID) and contains vertices
1,2,7,6. The coordinates of all the vertices are listed in the NODES
section. Note that the 4 sub-domains share vertices, so there are
only 10 unique vertices in total.
</P>
<P>For a 3d problem, the syntax is similar with "SQUARES" replaced by
"CUBES", and 8 vertices listed for each processor, instead of 4.
</P>
<P>Each time rebalancing is performed a new timestamp is written with new
NODES values. The SQUARES of CUBES sections are not repeated, since
they do not change.
</P>
<HR>
<P><B>Restart, fix_modify, output, run start/stop, minimize info:</B>
</P>
<P>No information about this fix is written to <A HREF = "restart.html">binary restart
files</A>. None of the <A HREF = "fix_modify.html">fix_modify</A> options
are relevant to this fix.
</P>
<P>This fix computes a global scalar which is the imbalance factor
after the most recent rebalance and a global vector of length 3 with
additional information about the most recent rebalancing. The 3
values in the vector are as follows:
</P>
<UL><LI>1 = max # of particles per processor
<LI>2 = total # iterations performed in last rebalance
<LI>3 = imbalance factor right before the last rebalance was performed
</UL>
<P>As explained above, the imbalance factor is the ratio of the maximum
number of particles on any processor to the average number of
particles per processor.
</P>
<P>These quantities can be accessed by various <A HREF = "Section_howto.html#howto_15">output
commands</A>. The scalar and vector values
calculated by this fix are "intensive".
</P>
<P>No parameter of this fix can be used with the <I>start/stop</I> keywords of
the <A HREF = "run.html">run</A> command. This fix is not invoked during <A HREF = "minimize.html">energy
minimization</A>.
</P>
<HR>
<P><B>Restrictions:</B>
</P>
<P>For 2d simulations, a "z" cannot appear in <I>dimstr</I> for the <I>shift</I>
style.
</P>
<P><B>Related commands:</B>
</P>
<P><A HREF = "processors.html">processors</A>, <A HREF = "balance.html">balance</A>
</P>
<P><B>Default:</B> none
</P>
</HTML>