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parallel.jl
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# This file is a part of Julia. License is MIT: http://julialang.org/license
# NOTE: worker processes cannot add more workers, only the client process can.
require("testdefs.jl")
if nworkers() < 3
remotecall_fetch(1, () -> addprocs(3))
end
id_me = myid()
id_other = filter(x -> x != id_me, procs())[rand(1:(nprocs()-1))]
@test fetch(@spawnat id_other myid()) == id_other
@test @fetchfrom id_other begin myid() end == id_other
@fetch begin myid() end
dims = (20,20,20)
@linux_only begin
S = SharedArray(Int64, dims)
@test startswith(S.segname, "/jl")
@test !ispath("/dev/shm" * S.segname)
S = SharedArray(Int64, dims; pids=[id_other])
@test startswith(S.segname, "/jl")
@test !ispath("/dev/shm" * S.segname)
end
# TODO : Need a similar test of shmem cleanup for OSX
# SharedArray tests
d = Base.shmem_rand(1:100, dims)
a = convert(Array, d)
partsums = Array(Int, length(procs(d)))
@sync begin
for (i, p) in enumerate(procs(d))
@async partsums[i] = remotecall_fetch(p, D->sum(D.loc_subarr_1d), d)
end
end
@test sum(a) == sum(partsums)
d = Base.shmem_rand(dims)
for p in procs(d)
idxes_in_p = remotecall_fetch(p, D -> parentindexes(D.loc_subarr_1d)[1], d)
idxf = first(idxes_in_p)
idxl = last(idxes_in_p)
d[idxf] = Float64(idxf)
rv = remotecall_fetch(p, (D,idxf,idxl) -> begin assert(D[idxf] == Float64(idxf)); D[idxl] = Float64(idxl); D[idxl]; end, d,idxf,idxl)
@test d[idxl] == rv
end
@test ones(10, 10, 10) == Base.shmem_fill(1.0, (10,10,10))
@test zeros(Int32, 10, 10, 10) == Base.shmem_fill(0, (10,10,10))
d = Base.shmem_rand(dims)
s = Base.shmem_rand(dims)
copy!(s, d)
@test s == d
s = Base.shmem_rand(dims)
copy!(s, sdata(d))
@test s == d
a = rand(dims)
@test sdata(a) == a
d = SharedArray(Int, dims; init = D->fill!(D.loc_subarr_1d, myid()))
for p in procs(d)
idxes_in_p = remotecall_fetch(p, D -> parentindexes(D.loc_subarr_1d)[1], d)
idxf = first(idxes_in_p)
idxl = last(idxes_in_p)
@test d[idxf] == p
@test d[idxl] == p
end
# reshape
d = Base.shmem_fill(1.0, (10,10,10))
@test ones(100, 10) == reshape(d,(100,10))
d = Base.shmem_fill(1.0, (10,10,10))
@test_throws DimensionMismatch reshape(d,(50,))
# rand, randn
d = Base.shmem_rand(dims)
@test size(rand!(d)) == dims
d = Base.shmem_fill(1.0, dims)
@test size(randn!(d)) == dims
# similar
d = Base.shmem_rand(dims)
@test size(similar(d, Complex128)) == dims
@test size(similar(d, dims)) == dims
# issue #6362
d = Base.shmem_rand(dims)
s = copy(sdata(d))
ds = deepcopy(d)
@test ds == d
pids_ds = procs(ds)
remotecall_fetch(pids_ds[findfirst(id->(id != myid()), pids_ds)], setindex!, ds, 1.0, 1:10)
@test ds != d
@test s == d
# SharedArray as an array
# Since the data in d will depend on the nprocs, just test that these operations work
a = d[1:5]
@test_throws BoundsError d[-1:5]
a = d[1,1,1:3:end]
d[2:4] = 7
d[5,1:2:4,8] = 19
AA = rand(4,2)
A = convert(SharedArray, AA)
B = convert(SharedArray, AA')
@test B*A == ctranspose(AA)*AA
d=SharedArray(Int64, (10,10); init = D->fill!(D.loc_subarr_1d, myid()), pids=[id_me, id_other])
d2 = map(x->1, d)
@test reduce(+, d2) == 100
@test reduce(+, d) == ((50*id_me) + (50*id_other))
map!(x->1, d)
@test reduce(+, d) == 100
@test fill!(d, 1) == ones(10, 10)
@test fill!(d, 2.) == fill(2, 10, 10)
# Boundary cases where length(S) <= length(pids)
@test 2.0 == remotecall_fetch(id_other, D->D[2], Base.shmem_fill(2.0, 2; pids=[id_me, id_other]))
@test 3.0 == remotecall_fetch(id_other, D->D[1], Base.shmem_fill(3.0, 1; pids=[id_me, id_other]))
# Test @parallel load balancing - all processors should get either M or M+1
# iterations out of the loop range for some M.
workloads = hist(@parallel((a,b)->[a;b], for i=1:7; myid(); end), nprocs())[2]
@test maximum(workloads) - minimum(workloads) <= 1
# @parallel reduction should work even with very short ranges
@test @parallel(+, for i=1:2; i; end) == 3
# Testing timedwait on multiple RemoteRefs
@sync begin
rr1 = RemoteRef()
rr2 = RemoteRef()
rr3 = RemoteRef()
@async begin sleep(0.5); put!(rr1, :ok) end
@async begin sleep(1.0); put!(rr2, :ok) end
@async begin sleep(2.0); put!(rr3, :ok) end
tic()
timedwait(1.0) do
all(map(isready, [rr1, rr2, rr3]))
end
et=toq()
# assuming that 0.5 seconds is a good enough buffer on a typical modern CPU
try
@test (et >= 1.0) && (et <= 1.5)
@test !isready(rr3)
catch
warn("timedwait tests delayed. et=$et, isready(rr3)=$(isready(rr3))")
end
@test isready(rr1)
end
@test_throws ArgumentError sleep(-1)
@test_throws ArgumentError timedwait(()->false, 0.1, pollint=-0.5)
# specify pids for pmap
@test sort(workers()[1:2]) == sort(unique(pmap(x->(sleep(0.1);myid()), 1:10, pids = workers()[1:2])))
# Testing buffered and unbuffered reads
# This large array should write directly to the socket
a = ones(10^6)
@test a == remotecall_fetch(id_other, (x)->x, a)
# Not a bitstype, should be buffered
s = [randstring() for x in 1:10^5]
@test s == remotecall_fetch(id_other, (x)->x, s)
#large number of small requests
num_small_requests = 10000
@test fill(id_other, num_small_requests) == [remotecall_fetch(id_other, myid) for i in 1:num_small_requests]
# test parallel sends of large arrays from multiple tasks to the same remote worker
ntasks = 10
rr_list = [RemoteRef() for x in 1:ntasks]
a=ones(2*10^5);
for rr in rr_list
@async let rr=rr
try
for i in 1:10
@test a == remotecall_fetch(id_other, (x)->x, a)
yield()
end
put!(rr, :OK)
catch
put!(rr, :ERROR)
end
end
end
@test [fetch(rr) for rr in rr_list] == [:OK for x in 1:ntasks]
# The below block of tests are usually run only on local development systems, since:
# - addprocs tests are memory intensive
# - ssh addprocs requires sshd to be running locally with passwordless login enabled.
# - includes some tests that print errors
# The test block is enabled by defining env JULIA_TESTFULL=1
if Bool(parse(Int,(get(ENV, "JULIA_TESTFULL", "0"))))
print("\n\nTesting correct error handling in pmap call. Please ignore printed errors when specified.\n")
# make sure exceptions propagate when waiting on Tasks
@test_throws ErrorException (@sync (@async error("oops")))
# pmap tests
# needs at least 4 processors (which are being created above for the @parallel tests)
s = "a"*"bcdefghijklmnopqrstuvwxyz"^100;
ups = "A"*"BCDEFGHIJKLMNOPQRSTUVWXYZ"^100;
@test ups == bytestring(UInt8[UInt8(c) for c in pmap(x->uppercase(x), s)])
@test ups == bytestring(UInt8[UInt8(c) for c in pmap(x->uppercase(Char(x)), s.data)])
# retry, on error exit
res = pmap(x->(x=='a') ? error("EXPECTED TEST ERROR. TO BE IGNORED.") : uppercase(x), s; err_retry=true, err_stop=true);
@test length(res) < length(ups)
@test isa(res[1], Exception)
# no retry, on error exit
res = pmap(x->(x=='a') ? error("EXPECTED TEST ERROR. TO BE IGNORED.") : uppercase(x), s; err_retry=false, err_stop=true);
@test length(res) < length(ups)
@test isa(res[1], Exception)
# retry, on error continue
res = pmap(x->iseven(myid()) ? error("EXPECTED TEST ERROR. TO BE IGNORED.") : uppercase(x), s; err_retry=true, err_stop=false);
@test length(res) == length(ups)
@test ups == bytestring(UInt8[UInt8(c) for c in res])
# no retry, on error continue
res = pmap(x->(x=='a') ? error("EXPECTED TEST ERROR. TO BE IGNORED.") : uppercase(x), s; err_retry=false, err_stop=false);
@test length(res) == length(ups)
@test isa(res[1], Exception)
print("\n\nPassed all pmap tests that print errors.\n")
@unix_only begin
function test_n_remove_pids(new_pids)
for p in new_pids
w_in_remote = sort(remotecall_fetch(p, workers))
try
@test intersect(new_pids, w_in_remote) == new_pids
catch e
print("p : $p\n")
print("newpids : $new_pids\n")
print("intersect : $(intersect(new_pids, w_in_remote))\n\n\n")
rethrow(e)
end
end
@test :ok == remotecall_fetch(1, (p)->rmprocs(p; waitfor=5.0), new_pids)
end
print("\n\nTesting SSHManager. A minimum of 4GB of RAM is recommended.\n")
print("Please ensure sshd is running locally with passwordless login enabled.\n")
sshflags = `-o UserKnownHostsFile=/dev/null -o StrictHostKeyChecking=no -o LogLevel=ERROR `
#Issue #9951
hosts=[]
localhost_aliases = ["localhost", string(getipaddr()), "127.0.0.1"]
num_workers = parse(Int,(get(ENV, "JULIA_ADDPROCS_NUM", "9")))
for i in 1:(num_workers/length(localhost_aliases))
append!(hosts, localhost_aliases)
end
print("\nTesting SSH addprocs with $(length(hosts)) workers...\n")
new_pids = remotecall_fetch(1, (h, sf) -> addprocs(h; sshflags=sf), hosts, sshflags)
@test length(new_pids) == length(hosts)
test_n_remove_pids(new_pids)
print("\nMixed ssh addprocs with :auto\n")
new_pids = sort(remotecall_fetch(1, (h, sf) -> addprocs(h; sshflags=sf), ["localhost", ("127.0.0.1", :auto), "localhost"], sshflags))
@test length(new_pids) == (2 + Sys.CPU_CORES)
test_n_remove_pids(new_pids)
print("\nMixed ssh addprocs with numeric counts\n")
new_pids = sort(remotecall_fetch(1, (h, sf) -> addprocs(h; sshflags=sf), [("localhost", 2), ("127.0.0.1", 2), "localhost"], sshflags))
@test length(new_pids) == 5
test_n_remove_pids(new_pids)
print("\nssh addprocs with tunnel\n")
new_pids = sort(remotecall_fetch(1, (h, sf) -> addprocs(h; tunnel=true, sshflags=sf), [("localhost", 9)], sshflags))
@test length(new_pids) == 9
test_n_remove_pids(new_pids)
end
end
# issue #7727
let A = [], B = []
t = @task produce(11)
@sync begin
@async for x in t; push!(A,x); end
@async for x in t; push!(B,x); end
end
@test (A == [11]) != (B == [11])
end