Cython并行Prange-线程局部性? [英] Cython parallel prange - thread locality?

问题描述

我正在对这样的列表使用prange进行迭代:

I am iterating using prange over a list like this:

from cython.parallel import  prange, threadid

cdef int tid
cdef CythonElement tEl
cdef int a, b, c

# elList: python list of CythonElement instances is passed via function call
for n in prange(nElements, schedule='dynamic', nogil=True):
    with gil:
        tEl = elList[n]
        tid =  threadid()
        a = tEl.a
        b = tEl.b
        c = tEl.c 

        print("thread {:} elnumber {:}".format(tid, tEl.elNumber))

   #nothing is done here

    with gil:
        print("thread {:} elnumber {:}".format(tid, tEl.elNumber))

    # some other computations based on a, b and c here ...

我期望这样的输出:

thread 0 elnumber 1
thread 1 elnumber 2
thread 2 elnumber 3
thread 3 elnumber 4
thread 0 elnumber 1
thread 1 elnumber 2
thread 2 elnumber 3
thread 3 elnumber 4

但是我得到了

thread 1 elnumber 1
thread 0 elnumber 3
thread 3 elnumber 2
thread 2 elnumber 4
thread 3 elnumber 4
thread 1 elnumber 2
thread 0 elnumber 4
thread 2 elnumber 4

那么，线程局部变量tEl为何会在线程之间被覆盖?我究竟做错了什么 ?谢谢！

So, somehow the thread local variable tEl becomes overwritten across the threads? What am i doing wrong ? Thank you!

推荐答案

Cython似乎故意选择从线程局部变量列表中排除任何Python变量(包括Cython cdef class es). 代码

It looks like Cython deliberately chooses to exclude any Python variables (including Cython cdef classes) from the list of thread-local variables. Code

我怀疑这是故意避免引用计数的问题-他们需要在循环结束时删除所有线程局部变量的引用计数(这不是一个无法解决的问题，但可能是一个很大的变化).因此，我认为它不太可能得到修复，但是文档更新可能会有所帮助.

I suspect this is deliberate to avoid reference counting issues - they'd need to drop the reference count of all the thread-local variables at the end of the loop (it wouldn't be an insurmountable problem, but might be a big change). Therefore I think it's unlikely to be fixed, but a documentation update might be helpful.

解决方案是将循环主体重构为一个函数，其中每个变量实际上都有效地局部"在该函数中，因此这不是问题:

The solution is to refactorise your loop body into a function, where every variable ends up effectively "local" to the function so that it isn't an issue:

cdef f(CythonElement tEl):
    cdef int tid
    with nogil:
        tid = threadid()
        with gil:
            print("thread {:} elnumber {:}".format(tid, tEl.elNumber))

        with gil:
            print("thread {:} elnumber {:}".format(tid, tEl.elNumber))

   # I've trimmed the function a bit for the sake of being testable

# then for the loop:
for n in prange(nElements, schedule='dynamic', nogil=True):
    with gil:
        f()

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