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add BLAS.get_num_threads #36360

Merged
merged 30 commits into from
Jun 30, 2020
Merged

add BLAS.get_num_threads #36360

merged 30 commits into from
Jun 30, 2020

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jw3126
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@jw3126 jw3126 commented Jun 19, 2020

From slack, also came up on discourse

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This would be nice to have. I think the obvious use is

old = get_num_threads()
@threads for i in 1:100
    # use *
end
set_num_threads(old)

If it's possible to have Julia without one of the libraries handled by set_num_threads, then I think this should do nothing, and not give an error.

stdlib/LinearAlgebra/src/blas.jl Outdated Show resolved Hide resolved
stdlib/LinearAlgebra/test/blas.jl Outdated Show resolved Hide resolved
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@ViralBShah ViralBShah added the domain:linear algebra Linear algebra label Jun 19, 2020
jw3126 and others added 4 commits June 20, 2020 07:44
Co-authored-by: Takafumi Arakaki <aka.tkf@gmail.com>
Co-authored-by: Takafumi Arakaki <aka.tkf@gmail.com>
Co-authored-by: Takafumi Arakaki <aka.tkf@gmail.com>
Co-authored-by: Takafumi Arakaki <aka.tkf@gmail.com>
Comment on lines 164 to 166
ret = nothing
@warn "Could not get number of BLAS threads. Returning `$ret` instead." maxlog=1
return ret
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I think it's nice that the current code ties the implementation and the warning message. But I fear other core devs might not like "unnecessary" dynamism (as @OkonSamuel pointed out). I think it might be safe to just do:

Suggested change
ret = nothing
@warn "Could not get number of BLAS threads. Returning `$ret` instead." maxlog=1
return ret
@warn "Could not get number of BLAS threads. Returning `nothing` instead." maxlog=1
return nothing

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If we go with returning nothing, should there be any warnings at all?

I thought these two were complementary approaches, either return something clearly marking the failure to read how many threads, or else return an integer & warn that it may not be correct.

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I think a warning won't do any hurt.

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If this is used as

old = get_num_threads()
# ...
set_num_threads(old)

then the end-user (which may not be who writes the function) cannot notice something fishy is going on unless there is a warning.

Also, I'm guessing this code pass is rarely used. So, I guess it's OK to make things verbose until somebody complains. It's also possible for a user to suppress the warning.

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But this is a performance optimisation, those tend to give up silently. (Although I wish more of them had @debug statements.) That said I agree it shouldn't be triggered often.

If there is to be a warning, just one is enough, not two. Edit -- actually the above save/reset might emit 3 warnings.

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I think the question is if it is OK to consider changing number of threads as pure optimization. It changes the result slightly:

julia> A = randn(300, 300); B = randn(300, 300);

julia> LinearAlgebra.BLAS.set_num_threads(1)

julia> C1 = @btime $A * $B;
  1.112 ms (2 allocations: 703.20 KiB)

julia> LinearAlgebra.BLAS.set_num_threads(2)

julia> C2 = @btime $A * $B;
  650.866 μs (2 allocations: 703.20 KiB)

julia> extrema(C1 .- C2)
(-3.552713678800501e-14, 4.263256414560601e-14)

I think it is worth notifying the user that something unexpected is going on.

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Perhaps one warning when set fails, and nothing on get, is the right way to go?

(The behaviour of get_num_threads is unchanged; surely adding a one-time warning isn't considered a breaking change.)

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So I guess you mean to merge the two warnings for macOS? But, since this code path would be rarely exercised, I think it's better to go with simplicity than a nicely formatted warning.

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I also think we should not overengineer this rare case. About silent fails of performance optimization, I think it makes a difference if an API level function fails at its one job or if some "optimization detail" burried deep in a long algorithm fails.

jw3126 and others added 3 commits June 20, 2020 09:14
Co-authored-by: Takafumi Arakaki <aka.tkf@gmail.com>
Co-authored-by: Takafumi Arakaki <aka.tkf@gmail.com>
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We can refactor this a bit more.

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jw3126 and others added 3 commits June 23, 2020 07:50
Co-authored-by: Takafumi Arakaki <aka.tkf@gmail.com>
Co-authored-by: Takafumi Arakaki <aka.tkf@gmail.com>
Co-authored-by: Takafumi Arakaki <aka.tkf@gmail.com>
"""
set_num_threads(n)
set_num_threads(n::Integer)
set_num_threads(::Nothing)
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This seems like an unusual API, I would prefer set_num_threads() instead of set_num_threads(nothing).

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This is to allow the pattern

default = BLAS.get_num_threads() # returns nothing on exotic platforms
BLAS.set_num_threads(1)
# do stuff
BLAS.set_num_threads(default)

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That will still work if you make the signature set_num_threads(n=nothing)

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To me allowing nothing is a hack to allow the above pattern on strange platforms. It is not a thing I would encourage or that I think needs more convenient syntax.

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I imagine if you have code like set_num_threads() it is more likely you forgot to pass the number of threads, than that you really want to invoke the nothing method.

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I don't think we should define set_num_threads() = set_num_threads(nothing). It would send a wrong message that set_num_threads(nothing) is somehow a reasonable default. But it's not. It is the last resort that exists only for supporting the rollback use case.

But this is not clear from the current docstring. I think it's better to clarify this.

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Perhaps clearest to show the pattern which motivates this:

Set the number of threads the BLAS library should use.

Also accepts `nothing`, in which case it tries to set set the default number of threads.
On exotic variants of BLAS, `nothing` may be returned by ` get_num_threads()`.
Thus the following pattern may fail to set the number of threads, but will not give an error:

old = get_num_threads()
set_num_threads(1)
@threads for i in 1:10
    # single-threaded BLAS calls
end
set_num_threads(old)

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@fredrikekre Does the argument here makes sense? It'd be nice if you can have a look at the docstring.

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jw3126 and others added 2 commits June 23, 2020 11:59
Co-authored-by: Takafumi Arakaki <aka.tkf@gmail.com>
Co-authored-by: Takafumi Arakaki <aka.tkf@gmail.com>
jw3126 and others added 2 commits June 23, 2020 12:12
Co-authored-by: Okon Samuel <39421418+OkonSamuel@users.noreply.github.com>
@tkf tkf added the needs news A NEWS entry is required for this change label Jun 23, 2020
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tkf commented Jun 23, 2020

We need a news item for BLAS.get_num_threads. I think it's good to go.

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Has anyone tried this with Apple's BLAS?

I tried & failed to install this today, make USE_SYSTEM_BLAS=1 USE_SYSTEM_LAPACK=0 led to various errors. Paging @dlfivefifty perhaps -- you once said on Discourse that you used this?

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I stopped using Apple BLAS around Julia v0.7: I think MKL is faster

@tkf tkf removed the needs news A NEWS entry is required for this change label Jun 24, 2020
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jw3126 commented Jun 26, 2020

Can somebody rerun the failing CI?

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I tried restarting but it's not doing my bidding even though I'm logged in. Hitting the rebuild button just gives me a bunch of info about the PR and doesn't do anything. @staticfloat, any idea what's up with that?

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If you click rebuild and it shows you a screen like this:

image

That means that the build is queued, but hasn't started yet. You can see at the top instead of builds it says buildrequests. Eventually, the build will run and the status here on GH will change. If you click on the macos64 build here, you can see that it finished about 5 hours ago.

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jw3126 commented Jun 30, 2020

Can this be merged?

@tkf tkf merged commit b8110f8 into JuliaLang:master Jun 30, 2020
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mcabbott commented Jul 2, 2020

This is late but notice (1) tests will fail if get_num_threads() returns nothing, as it claims to sometimes do, and (2) there seems to be no test which runs the set_num_threads(::Nothing) method.

default = BLAS.get_num_threads()
@test default isa Int

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jw3126 commented Jul 2, 2020

This is late but notice (1) tests will fail if get_num_threads() returns nothing,

Arguably thats a desirable property. It means that the BLAS library is not properly supported.

(2) there seems to be no test which runs the set_num_threads(::Nothing) method.

The exact number of threads set this way is an implementation detail and should not be tested. But it makes sense, that we just call the method and test that julia does not e.g. crash.

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mcabbott commented Jul 2, 2020

It's documented to fail gracefully on weird BLAS libraries, so I would say they ought to pass tests.

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jw3126 commented Jul 2, 2020

My view is that get_num_threads returning nothing is a bug even if it is a documented bug. But if somebody really wants to add such a test I can also live with that.

simeonschaub pushed a commit to simeonschaub/julia that referenced this pull request Aug 11, 2020
Co-authored-by: Okon Samuel <39421418+OkonSamuel@users.noreply.github.com>
Co-authored-by: Takafumi Arakaki <aka.tkf@gmail.com>
!!! compat "Julia 1.6"
`get_num_threads` requires at least Julia 1.6.
"""
get_num_threads(;_blas=guess_vendor())::Union{Int, Nothing} = _get_num_threads()
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Any reason why _blas isn't passed to _get_num_threads?

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Thanks for reporting, I will fix it!

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