mercurial/worker.py
author Martin von Zweigbergk <martinvonz@google.com>
Thu, 12 Dec 2019 15:16:13 -0800
changeset 43898 d587937600be
parent 43554 9f70512ae2cf
child 44155 cb52e619c99e
permissions -rw-r--r--
clone: extract helper for checking mutually exclusive args We have some duplicated code for aborting if the user provided mutually exclusive arguments. Extensions surely have more such code. We also have duplicated translations and inconsistent output in this area. This patch introduces a simpler helper for checking if more than one option among a given set was given on the command line. I've made the clone code call the function to show that it works. The function has no good way of checking arguments with hyphens in them. I'll add that later if necessary. The function still won't be applicable in all cases, but I think it's still better than nothing. Differential Revision: https://phab.mercurial-scm.org/D7633
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# worker.py - master-slave parallelism support
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#
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# Copyright 2013 Facebook, Inc.
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#
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# This software may be used and distributed according to the terms of the
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# GNU General Public License version 2 or any later version.
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from __future__ import absolute_import
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import errno
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import os
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import signal
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import sys
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import threading
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import time
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try:
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    import selectors
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    selectors.BaseSelector
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except ImportError:
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    from .thirdparty import selectors2 as selectors
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from .i18n import _
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from . import (
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    encoding,
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    error,
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    pycompat,
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    scmutil,
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    util,
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)
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def countcpus():
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    '''try to count the number of CPUs on the system'''
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    # posix
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    try:
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        n = int(os.sysconf('SC_NPROCESSORS_ONLN'))
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        if n > 0:
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            return n
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    except (AttributeError, ValueError):
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        pass
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    # windows
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    try:
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        n = int(encoding.environ[b'NUMBER_OF_PROCESSORS'])
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        if n > 0:
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            return n
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    except (KeyError, ValueError):
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        pass
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    return 1
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def _numworkers(ui):
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    s = ui.config(b'worker', b'numcpus')
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    if s:
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        try:
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            n = int(s)
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            if n >= 1:
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                return n
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        except ValueError:
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            raise error.Abort(_(b'number of cpus must be an integer'))
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    return min(max(countcpus(), 4), 32)
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if pycompat.isposix or pycompat.iswindows:
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    _STARTUP_COST = 0.01
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    # The Windows worker is thread based. If tasks are CPU bound, threads
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    # in the presence of the GIL result in excessive context switching and
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    # this overhead can slow down execution.
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    _DISALLOW_THREAD_UNSAFE = pycompat.iswindows
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else:
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    _STARTUP_COST = 1e30
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    _DISALLOW_THREAD_UNSAFE = False
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def worthwhile(ui, costperop, nops, threadsafe=True):
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    '''try to determine whether the benefit of multiple processes can
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    outweigh the cost of starting them'''
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    if not threadsafe and _DISALLOW_THREAD_UNSAFE:
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        return False
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    linear = costperop * nops
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    workers = _numworkers(ui)
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    benefit = linear - (_STARTUP_COST * workers + linear / workers)
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    return benefit >= 0.15
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def worker(
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    ui, costperarg, func, staticargs, args, hasretval=False, threadsafe=True
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):
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    '''run a function, possibly in parallel in multiple worker
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    processes.
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    returns a progress iterator
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    costperarg - cost of a single task
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    func - function to run. It is expected to return a progress iterator.
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    staticargs - arguments to pass to every invocation of the function
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    args - arguments to split into chunks, to pass to individual
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    workers
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    hasretval - when True, func and the current function return an progress
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    iterator then a dict (encoded as an iterator that yield many (False, ..)
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    then a (True, dict)). The dicts are joined in some arbitrary order, so
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    overlapping keys are a bad idea.
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    threadsafe - whether work items are thread safe and can be executed using
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    a thread-based worker. Should be disabled for CPU heavy tasks that don't
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    release the GIL.
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    '''
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    enabled = ui.configbool(b'worker', b'enabled')
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    if enabled and worthwhile(ui, costperarg, len(args), threadsafe=threadsafe):
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        return _platformworker(ui, func, staticargs, args, hasretval)
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    return func(*staticargs + (args,))
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def _posixworker(ui, func, staticargs, args, hasretval):
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    workers = _numworkers(ui)
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    oldhandler = signal.getsignal(signal.SIGINT)
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    signal.signal(signal.SIGINT, signal.SIG_IGN)
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    pids, problem = set(), [0]
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   129
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   130
    def killworkers():
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   131
        # unregister SIGCHLD handler as all children will be killed. This
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   132
        # function shouldn't be interrupted by another SIGCHLD; otherwise pids
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   133
        # could be updated while iterating, which would cause inconsistency.
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   134
        signal.signal(signal.SIGCHLD, oldchldhandler)
30420
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   135
        # if one worker bails, there's no good reason to wait for the rest
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   136
        for p in pids:
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   137
            try:
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   138
                os.kill(p, signal.SIGTERM)
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   139
            except OSError as err:
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   140
                if err.errno != errno.ESRCH:
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   141
                    raise
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   142
30422
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parents: 30421
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   143
    def waitforworkers(blocking=True):
30424
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   144
        for pid in pids.copy():
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   145
            p = st = 0
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   146
            while True:
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   147
                try:
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   148
                    p, st = os.waitpid(pid, (0 if blocking else os.WNOHANG))
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   149
                    break
30424
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   150
                except OSError as e:
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   151
                    if e.errno == errno.EINTR:
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   152
                        continue
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   153
                    elif e.errno == errno.ECHILD:
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parents: 30433
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   154
                        # child would already be reaped, but pids yet been
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   155
                        # updated (maybe interrupted just after waitpid)
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   156
                        pids.discard(pid)
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   157
                        break
30424
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   158
                    else:
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   159
                        raise
30878
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parents: 30644
diff changeset
   160
            if not p:
18fb3cf572b4 worker: ignore meaningless exit status indication returned by os.waitpid()
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parents: 30644
diff changeset
   161
                # skip subsequent steps, because child process should
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parents: 30644
diff changeset
   162
                # be still running in this case
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parents: 30644
diff changeset
   163
                continue
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parents: 30644
diff changeset
   164
            pids.discard(p)
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parents: 30644
diff changeset
   165
            st = _exitstatus(st)
30420
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   166
            if st and not problem[0]:
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   167
                problem[0] = st
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parents: 42529
diff changeset
   168
30425
e8fb03cfbbde worker: add a SIGCHLD handler to collect worker immediately
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   169
    def sigchldhandler(signum, frame):
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   170
        waitforworkers(blocking=False)
30433
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parents: 30432
diff changeset
   171
        if problem[0]:
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   172
            killworkers()
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diff changeset
   173
30425
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   174
    oldchldhandler = signal.signal(signal.SIGCHLD, sigchldhandler)
31701
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parents: 31134
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   175
    ui.flush()
32166
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diff changeset
   176
    parentpid = os.getpid()
38729
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diff changeset
   177
    pipes = []
42529
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parents: 42471
diff changeset
   178
    retval = {}
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parents: 42471
diff changeset
   179
    for pargs in partition(args, workers):
38729
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   180
        # Every worker gets its own pipe to send results on, so we don't have to
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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parents: 38536
diff changeset
   181
        # implement atomic writes larger than PIPE_BUF. Each forked process has
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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diff changeset
   182
        # its own pipe's descriptors in the local variables, and the parent
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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parents: 38536
diff changeset
   183
        # process has the full list of pipe descriptors (and it doesn't really
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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parents: 38536
diff changeset
   184
        # care what order they're in).
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diff changeset
   185
        rfd, wfd = os.pipe()
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diff changeset
   186
        pipes.append((rfd, wfd))
32166
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parents: 32043
diff changeset
   187
        # make sure we use os._exit in all worker code paths. otherwise the
31763785094b worker: rewrite error handling so os._exit covers all cases
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parents: 32043
diff changeset
   188
        # worker may do some clean-ups which could cause surprises like
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parents: 32043
diff changeset
   189
        # deadlock. see sshpeer.cleanup for example.
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parents: 32043
diff changeset
   190
        # override error handling *before* fork. this is necessary because
31763785094b worker: rewrite error handling so os._exit covers all cases
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parents: 32043
diff changeset
   191
        # exception (signal) may arrive after fork, before "pid =" assignment
31763785094b worker: rewrite error handling so os._exit covers all cases
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parents: 32043
diff changeset
   192
        # completes, and other exception handler (dispatch.py) can lead to
31763785094b worker: rewrite error handling so os._exit covers all cases
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parents: 32043
diff changeset
   193
        # unexpected code path without os._exit.
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parents: 32043
diff changeset
   194
        ret = -1
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parents: 32043
diff changeset
   195
        try:
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parents: 32043
diff changeset
   196
            pid = os.fork()
31763785094b worker: rewrite error handling so os._exit covers all cases
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parents: 32043
diff changeset
   197
            if pid == 0:
31763785094b worker: rewrite error handling so os._exit covers all cases
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parents: 32043
diff changeset
   198
                signal.signal(signal.SIGINT, oldhandler)
31763785094b worker: rewrite error handling so os._exit covers all cases
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parents: 32043
diff changeset
   199
                signal.signal(signal.SIGCHLD, oldchldhandler)
30530
86cd09bc13ba worker: use os._exit for posix worker in all cases
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parents: 30434
diff changeset
   200
32166
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parents: 32043
diff changeset
   201
                def workerfunc():
38729
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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parents: 38536
diff changeset
   202
                    for r, w in pipes[:-1]:
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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parents: 38536
diff changeset
   203
                        os.close(r)
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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diff changeset
   204
                        os.close(w)
32166
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parents: 32043
diff changeset
   205
                    os.close(rfd)
38536
8c38d2948217 worker: support more return types in posix worker
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parents: 37890
diff changeset
   206
                    for result in func(*(staticargs + (pargs,))):
42529
d29db0a0c4eb update: fix spurious unclean status bug shown by previous commit
Valentin Gatien-Baron <valentin.gatienbaron@gmail.com>
parents: 42471
diff changeset
   207
                        os.write(wfd, util.pickle.dumps(result))
32166
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parents: 32043
diff changeset
   208
                    return 0
31763785094b worker: rewrite error handling so os._exit covers all cases
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parents: 32043
diff changeset
   209
31763785094b worker: rewrite error handling so os._exit covers all cases
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parents: 32043
diff changeset
   210
                ret = scmutil.callcatch(ui, workerfunc)
43076
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parents: 42529
diff changeset
   211
        except:  # parent re-raises, child never returns
32166
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parents: 32043
diff changeset
   212
            if os.getpid() == parentpid:
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parents: 32043
diff changeset
   213
                raise
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parents: 32043
diff changeset
   214
            exctype = sys.exc_info()[0]
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parents: 32043
diff changeset
   215
            force = not issubclass(exctype, KeyboardInterrupt)
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parents: 32043
diff changeset
   216
            ui.traceback(force=force)
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parents: 32043
diff changeset
   217
        finally:
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parents: 32043
diff changeset
   218
            if os.getpid() != parentpid:
30882
a91c62752d08 worker: flush messages written by child processes before exit
Yuya Nishihara <yuya@tcha.org>
parents: 30878
diff changeset
   219
                try:
a91c62752d08 worker: flush messages written by child processes before exit
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parents: 30878
diff changeset
   220
                    ui.flush()
43076
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parents: 42529
diff changeset
   221
                except:  # never returns, no re-raises
32166
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parents: 32043
diff changeset
   222
                    pass
30530
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parents: 30434
diff changeset
   223
                finally:
32166
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parents: 32043
diff changeset
   224
                    os._exit(ret & 255)
30423
9c25a1a8c685 worker: change "pids" to a set
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parents: 30422
diff changeset
   225
        pids.add(pid)
38729
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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parents: 38536
diff changeset
   226
    selector = selectors.DefaultSelector()
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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parents: 38536
diff changeset
   227
    for rfd, wfd in pipes:
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parents: 38536
diff changeset
   228
        os.close(wfd)
43554
9f70512ae2cf cleanup: remove pointless r-prefixes on single-quoted strings
Augie Fackler <augie@google.com>
parents: 43077
diff changeset
   229
        selector.register(os.fdopen(rfd, 'rb', 0), selectors.EVENT_READ)
43076
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parents: 42529
diff changeset
   230
18638
047110c0e2a8 worker: allow a function to be run in multiple worker processes
Bryan O'Sullivan <bryano@fb.com>
parents: 18637
diff changeset
   231
    def cleanup():
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parents: 18637
diff changeset
   232
        signal.signal(signal.SIGINT, oldhandler)
30426
c27614f2dec1 worker: stop using a separate thread waiting for children
Jun Wu <quark@fb.com>
parents: 30425
diff changeset
   233
        waitforworkers()
30425
e8fb03cfbbde worker: add a SIGCHLD handler to collect worker immediately
Jun Wu <quark@fb.com>
parents: 30424
diff changeset
   234
        signal.signal(signal.SIGCHLD, oldchldhandler)
38740
c08ea1e219c0 worker: call selector.close() to release polling resources
Yuya Nishihara <yuya@tcha.org>
parents: 38731
diff changeset
   235
        selector.close()
40472
03f7d0822ec1 worker: do not swallow exception occurred in main process
Yuya Nishihara <yuya@tcha.org>
parents: 38740
diff changeset
   236
        return problem[0]
43076
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Augie Fackler <augie@google.com>
parents: 42529
diff changeset
   237
18638
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Bryan O'Sullivan <bryano@fb.com>
parents: 18637
diff changeset
   238
    try:
38729
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parents: 38536
diff changeset
   239
        openpipes = len(pipes)
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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parents: 38536
diff changeset
   240
        while openpipes > 0:
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
Danny Hooper <hooper@google.com>
parents: 38536
diff changeset
   241
            for key, events in selector.select():
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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parents: 38536
diff changeset
   242
                try:
42529
d29db0a0c4eb update: fix spurious unclean status bug shown by previous commit
Valentin Gatien-Baron <valentin.gatienbaron@gmail.com>
parents: 42471
diff changeset
   243
                    res = util.pickle.load(key.fileobj)
42471
5ca136bbd3f6 worker: support parallelization of functions with return values
Valentin Gatien-Baron <vgatien-baron@janestreet.com>
parents: 40999
diff changeset
   244
                    if hasretval and res[0]:
42529
d29db0a0c4eb update: fix spurious unclean status bug shown by previous commit
Valentin Gatien-Baron <valentin.gatienbaron@gmail.com>
parents: 42471
diff changeset
   245
                        retval.update(res[1])
42471
5ca136bbd3f6 worker: support parallelization of functions with return values
Valentin Gatien-Baron <vgatien-baron@janestreet.com>
parents: 40999
diff changeset
   246
                    else:
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Valentin Gatien-Baron <vgatien-baron@janestreet.com>
parents: 40999
diff changeset
   247
                        yield res
38729
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
Danny Hooper <hooper@google.com>
parents: 38536
diff changeset
   248
                except EOFError:
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parents: 38536
diff changeset
   249
                    selector.unregister(key.fileobj)
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parents: 38536
diff changeset
   250
                    key.fileobj.close()
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parents: 38536
diff changeset
   251
                    openpipes -= 1
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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parents: 38536
diff changeset
   252
                except IOError as e:
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parents: 38536
diff changeset
   253
                    if e.errno == errno.EINTR:
9e6afe7fca31 worker: use one pipe per posix worker and select() in parent process
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parents: 38536
diff changeset
   254
                        continue
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parents: 38536
diff changeset
   255
                    raise
43076
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parents: 42529
diff changeset
   256
    except:  # re-raises
18709
9955fc5ee24b worker: handle worker failures more aggressively
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parents: 18708
diff changeset
   257
        killworkers()
18638
047110c0e2a8 worker: allow a function to be run in multiple worker processes
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        cleanup()
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        raise
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    status = cleanup()
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    if status:
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        if status < 0:
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            os.kill(os.getpid(), -status)
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        sys.exit(status)
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    if hasretval:
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        yield True, retval
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def _posixexitstatus(code):
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    '''convert a posix exit status into the same form returned by
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    os.spawnv
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    returns None if the process was stopped instead of exiting'''
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    if os.WIFEXITED(code):
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        return os.WEXITSTATUS(code)
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    elif os.WIFSIGNALED(code):
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        return -(os.WTERMSIG(code))
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def _windowsworker(ui, func, staticargs, args, hasretval):
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    class Worker(threading.Thread):
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        def __init__(
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            self, taskqueue, resultqueue, func, staticargs, *args, **kwargs
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        ):
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            threading.Thread.__init__(self, *args, **kwargs)
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            self._taskqueue = taskqueue
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            self._resultqueue = resultqueue
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            self._func = func
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            self._staticargs = staticargs
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            self._interrupted = False
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            self.daemon = True
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            self.exception = None
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   293
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        def interrupt(self):
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            self._interrupted = True
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        def run(self):
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            try:
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   299
                while not self._taskqueue.empty():
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                    try:
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                        args = self._taskqueue.get_nowait()
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   302
                        for res in self._func(*self._staticargs + (args,)):
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   303
                            self._resultqueue.put(res)
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   304
                            # threading doesn't provide a native way to
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   305
                            # interrupt execution. handle it manually at every
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   306
                            # iteration.
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   307
                            if self._interrupted:
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                                return
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   309
                    except pycompat.queue.Empty:
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   310
                        break
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   311
            except Exception as e:
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   312
                # store the exception such that the main thread can resurface
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   313
                # it as if the func was running without workers.
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   314
                self.exception = e
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   315
                raise
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   316
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   317
    threads = []
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   318
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   319
    def trykillworkers():
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   320
        # Allow up to 1 second to clean worker threads nicely
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   321
        cleanupend = time.time() + 1
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   322
        for t in threads:
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   323
            t.interrupt()
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   324
        for t in threads:
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   325
            remainingtime = cleanupend - time.time()
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   326
            t.join(remainingtime)
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   327
            if t.is_alive():
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   328
                # pass over the workers joining failure. it is more
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   329
                # important to surface the inital exception than the
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   330
                # fact that one of workers may be processing a large
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   331
                # task and does not get to handle the interruption.
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   332
                ui.warn(
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   333
                    _(
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   334
                        b"failed to kill worker threads while "
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   335
                        b"handling an exception\n"
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   336
                    )
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   337
                )
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   338
                return
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   339
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   340
    workers = _numworkers(ui)
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   341
    resultqueue = pycompat.queue.Queue()
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   342
    taskqueue = pycompat.queue.Queue()
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   343
    retval = {}
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   344
    # partition work to more pieces than workers to minimize the chance
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   345
    # of uneven distribution of large tasks between the workers
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   346
    for pargs in partition(args, workers * 20):
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   347
        taskqueue.put(pargs)
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   348
    for _i in range(workers):
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   349
        t = Worker(taskqueue, resultqueue, func, staticargs)
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   350
        threads.append(t)
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   351
        t.start()
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   352
    try:
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   353
        while len(threads) > 0:
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   354
            while not resultqueue.empty():
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   355
                res = resultqueue.get()
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   356
                if hasretval and res[0]:
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   357
                    retval.update(res[1])
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   358
                else:
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   359
                    yield res
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   360
            threads[0].join(0.05)
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   361
            finishedthreads = [_t for _t in threads if not _t.is_alive()]
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   362
            for t in finishedthreads:
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   363
                if t.exception is not None:
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   364
                    raise t.exception
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   365
                threads.remove(t)
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   366
    except (Exception, KeyboardInterrupt):  # re-raises
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   367
        trykillworkers()
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   368
        raise
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   369
    while not resultqueue.empty():
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   370
        res = resultqueue.get()
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   371
        if hasretval and res[0]:
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   372
            retval.update(res[1])
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   373
        else:
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   374
            yield res
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   375
    if hasretval:
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   376
        yield True, retval
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   377
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   378
35433
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   379
if pycompat.iswindows:
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   380
    _platformworker = _windowsworker
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   381
else:
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   382
    _platformworker = _posixworker
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   383
    _exitstatus = _posixexitstatus
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   384
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   385
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   386
def partition(lst, nslices):
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   387
    '''partition a list into N slices of roughly equal size
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   388
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   389
    The current strategy takes every Nth element from the input. If
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   390
    we ever write workers that need to preserve grouping in input
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diff changeset
   391
    we should consider allowing callers to specify a partition strategy.
28292
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   392
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   393
    mpm is not a fan of this partitioning strategy when files are involved.
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   394
    In his words:
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   395
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   396
        Single-threaded Mercurial makes a point of creating and visiting
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   397
        files in a fixed order (alphabetical). When creating files in order,
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   398
        a typical filesystem is likely to allocate them on nearby regions on
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   399
        disk. Thus, when revisiting in the same order, locality is maximized
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   400
        and various forms of OS and disk-level caching and read-ahead get a
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   401
        chance to work.
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   402
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   403
        This effect can be quite significant on spinning disks. I discovered it
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   404
        circa Mercurial v0.4 when revlogs were named by hashes of filenames.
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   405
        Tarring a repo and copying it to another disk effectively randomized
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   406
        the revlog ordering on disk by sorting the revlogs by hash and suddenly
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   407
        performance of my kernel checkout benchmark dropped by ~10x because the
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   408
        "working set" of sectors visited no longer fit in the drive's cache and
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   409
        the workload switched from streaming to random I/O.
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   410
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   411
        What we should really be doing is have workers read filenames from a
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   412
        ordered queue. This preserves locality and also keeps any worker from
3eb7faf6d958 worker: document poor partitioning scheme impact
Gregory Szorc <gregory.szorc@gmail.com>
parents: 28181
diff changeset
   413
        getting more than one file out of balance.
28181
f8efc8a3a991 worker: change partition strategy to every Nth element
Gregory Szorc <gregory.szorc@gmail.com>
parents: 26587
diff changeset
   414
    '''
f8efc8a3a991 worker: change partition strategy to every Nth element
Gregory Szorc <gregory.szorc@gmail.com>
parents: 26587
diff changeset
   415
    for i in range(nslices):
f8efc8a3a991 worker: change partition strategy to every Nth element
Gregory Szorc <gregory.szorc@gmail.com>
parents: 26587
diff changeset
   416
        yield lst[i::nslices]