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Static partition for matrix/vector product (#31)
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* switch to static partition for `gemv`
- switch to a static (Hilbert) partition of the leaves for gemv
- fixes an important performance bug introduced by the use of `Channel`s

* tag minor release
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maltezfaria authored Oct 16, 2023
1 parent 2619f7c commit a5d0611
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2 changes: 1 addition & 1 deletion Project.toml
Original file line number Diff line number Diff line change
@@ -1,7 +1,7 @@
name = "HMatrices"
uuid = "8646bddf-ab1c-4fa7-9c51-ba187d647618"
authors = ["Luiz M. Faria <maltezfaria@gmail.com> and contributors"]
version = "0.2"
version = "0.2.1"

[deps]
AbstractTrees = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
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22 changes: 10 additions & 12 deletions src/multiplication.jl
Original file line number Diff line number Diff line change
Expand Up @@ -504,8 +504,8 @@ function mul!(y::AbstractVector, A::HMatrix, x::AbstractVector, a::Number=1, b::
end
@timeit_debug "threaded multiplication" begin
p = CACHED_PARTITIONS[A]
# _hgemv_static_partition!(y, x, p.partition, offset)
_hgemv_threads!(y, x, p.partition, offset) # threaded implementation
_hgemv_static_partition!(y, x, p.partition, offset)
# _hgemv_threads!(y, x, p.partition, offset) # threaded implementation
end
else
@timeit_debug "serial multiplication" begin
Expand Down Expand Up @@ -554,19 +554,20 @@ end
function _hgemv_threads!(C::AbstractVector, B::AbstractVector, partition, offset)
nt = Threads.nthreads()
# make `nt` copies of C and run in parallel
buffers = Channel{typeof(zero(C))}(nt)
foreach(_ -> put!(buffers, zero(C)), 1:nt)
buffers = [zero(C) for _ in 1:nt]
@sync for p in partition
for block in p
Threads.@spawn begin
buffer = take!(buffers) # local buffer
# FIXME: this is probably unsafe since the _hgemv_recursive! may
# suspend execution and the buffer may be overwritten by another
# task on the same thread. For now this function is not used, so
# it is OK, but it should be either fixed or removed.
buffer = buffers[Threads.threadid()] # local buffer
_hgemv_recursive!(buffer, block, B, offset)
put!(buffers, buffer)
end
end
end
# reduce
close(buffers)
for buffer in buffers
axpy!(1, buffer, C)
end
Expand All @@ -578,13 +579,11 @@ function _hgemv_static_partition!(C::AbstractVector, B::AbstractVector, partitio
T = eltype(C)
mutex = ReentrantLock()
np = length(partition)
nt = Threads.nthreads()
buffers = Channel{typeof(C)}(nt)
foreach(_ -> put!(buffers, copy(C)), 1:nt)
buffers = [zero(C) for _ in 1:np]
@sync for n in 1:np
Threads.@spawn begin
leaves = partition[n]
Cloc = take!(buffers)
Cloc = buffers[n]
for leaf in leaves
irange = rowrange(leaf) .- offset[1]
jrange = colrange(leaf) .- offset[2]
Expand All @@ -599,7 +598,6 @@ function _hgemv_static_partition!(C::AbstractVector, B::AbstractVector, partitio
lock(mutex) do
return axpy!(1, Cloc, C)
end
put!(buffers, Cloc)
end
end
return C
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Registration pull request created: JuliaRegistries/General/93527

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

This will be done automatically if the Julia TagBot GitHub Action is installed, or can be done manually through the github interface, or via:

git tag -a v0.2.1 -m "<description of version>" a5d0611e9d0d4026f65ae84f46871c10033c49d5
git push origin v0.2.1

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