Différences

Ci-dessous, les différences entre deux révisions de la page.

--- python:programmes:multiprocessing1 [2012/02/12 12:42] – créée root
+++ python:programmes:multiprocessing1 [2013/03/12 23:07] (Version actuelle) – root
@@ Ligne 1: / Ligne 1: @@
-====== Multithreading (module multiprocessing) ======
+Pourquoi il faut utiliser le multiprocessing et non le threading sous python : http://blog.unix4fun.net/post/2007/09/17/python-le-GIL-pourquoi-et-comment-faire
-===== Simple code =====
+====== Module multiprocessing ======
-<code>
+Méthode avec Pool :
+<code python multiprocessing1.py>
 #!/usr/bin/env python
-from multiprocessing import Process
-import os
-import time
-def sleeper(name, seconds):
+from multiprocessing import Pool, cpu_count
-   print('starting child process with id: ', os.getpid())
+from time import sleep
-   print('parent process:', os.getppid())
-   print('sleeping for %s ' % seconds)
-   time.sleep(seconds)
-   print("Done sleeping")
+def f(x,y):
+    sleep(2)
+    return x*y
+def k(x,y):
+    sleep(2)
+    return x+y
 if __name__ == '__main__':
-   print("in parent process (id %s)" % os.getpid())
+    result=[]
-   p = Process(target=sleeper, args=('bob', 5))
+    pool = Pool(processes = cpu_count())  # start x worker processes
-   p.start()
+    result.append(pool.apply_async(f, (5,10,)))  # evaluate "f(10)" asynchronously
-   print("in parent process after child process start")
+    result.append(pool.apply_async(k, (10,10,)))  # evaluate "f(10)" asynchronously
-   print("parent process about to join child process")
-   p.join()
+    for r in result:
-   print("in parent process after child process join")
+         try:
-   print("parent process exiting with id ", os.getpid())
+             print r.get(timeout=3)                     # timeout 3 secs
-   print("The parent's parent process:", os.getppid())
+         except:
+             print "timeout..."
 </code>
-===== Avec les queues =====
+Méthode avec Queue (échanges interprocess) :
+Extrait de http://download.velannes.com/Python/processing.pdf
+<code python multiprocessing2.py>
+#!/usr/bin/env python
-<code>
+from multiprocessing import Queue, Process, current_process
-import multiprocessing
+def worker(tasks, results):
+	# Get a tasks
+        t = tasks.get()
+	# Do operation
+	result = t * 2
+	# Put the result in results queue
+	results.put([current_process().name, t, "*", 2, result])
+if __name__ == '__main__':
+	# Number of processes
+	n = 100
+	# Create my tasks and results Queue
+	myTasks = Queue()
+	myResults = Queue()
+	# Create n process
+	Workers = [ Process(target=worker, args=(myTasks, myResults)) for i in range(n) ]
+	# Start processes
+	for each in Workers:
+		each.start()
+	# Create tasks
+	for each in range(n):
+		myTasks.put(each)
+	# Get the results
+	for each in range(n):
+		result = myResults.get()
+		print("Res : %s" % result)
+</code>
+====== Module threading ======
+Exemple de bench IO avec des threads :
+<code python threading.py>
+#!/usr/bin/env python
+#
+# Copyright (c) 2008-2010 Benjamin Schweizer and others.
+#
+# Permission to use, copy, modify, and/or distribute this software for any
+# purpose with or without fee is hereby granted, provided that the above
+# copyright notice and this permission notice appear in all copies.
+#
+# THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES
+# WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF
+# MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR
+# ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES
+# WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN
+# ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT OF
+# OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE.
+#
+#
+# Abstract
+# ~~~~~~~~
+# Benchmark disk IOs
+#
+# Authors
+# ~~~~~~~
+# Benjamin Schweizer, http://benjamin-schweizer.de/contact
+# Uwe Menges
+#
+# Changes
+# ~~~~~~~
+# 2010-08-12, benjamin/uwe: added multi-threading support
+# 2010-07-22, benjamin: fixed 32bit ioctls on bsd
+# 2010-07-21, benjamin: freebsd/osx support, switched to isc license
+# 2009-09-16, uwe: changed formatting, fixed last block bug
+# 2008-10-16, benjamin: initial release
+#
+# Todo
+# ~~~~
+# - check/add netbsd/openbsd mediasize ioctls
+#
+USAGE = """Copyright (c) 2008-2010 Benjamin Schweizer and others.
+usage:
+    iops [-n|--num_threads threads] [-t|--time time] <device>
+    threads := number of concurrent io threads, default 1
+    time    := time in seconds, default 10
+    device  := some block device, like /dev/sda
+example:
+    iops /dev/sda
+    iops -n 8 -t 2 /dev/disk0
+"""
+import sys
+import fcntl
+import array
+import struct
+import random
 import time
+import threading
-class Consumer(multiprocessing.Process):
+def mediasize(dev):
+    """report the media size for a device"""
-    def __init__(self, task_queue, result_queue):
+    # caching
-        multiprocessing.Process.__init__(self)
+    global _mediasizes
-        self.task_queue = task_queue
+    if not '_mediasizes' in globals(): _mediasizes = {}
-        self.result_queue = result_queue
+    if dev in _mediasizes:
+        return _mediasizes[dev]
-    def run(self):
+    mediasize = 0 # bytes
-        proc_name = self.name
-        while True:
-            next_task = self.task_queue.get()
-            if next_task is None:
-                # Poison pill means shutdown
-                print '%s: Exiting' % proc_name
-                self.task_queue.task_done()
-                break
-            print '%s: %s' % (proc_name, next_task)
-            answer = next_task()
-            self.task_queue.task_done()
-            self.result_queue.put(answer)
-        return
+    if sys.platform in ['darwin']:
+        # mac os x 10.5+ sysctl from sys/disk.h
+        DKIOCGETBLOCKSIZE = 0x40046418
+        DKIOCGETBLOCKCOUNT = 0x40086419
-class Task(object):
+        fh = open(dev, 'r')
-    def __init__(self, a, b):
+        buf = array.array('B', range(0,4))  # uint32
-        self.a = a
+        r = fcntl.ioctl(fh.fileno(), DKIOCGETBLOCKSIZE, buf, 1)
-        self.b = b
+        blocksize = struct.unpack('I', buf)[0]
-    def __call__(self):
+        buf = array.array('B', range(0,8))  # uint64
-        time.sleep(0.1) # pretend to take some time to do the work
+        r = fcntl.ioctl(fh.fileno(), DKIOCGETBLOCKCOUNT, buf, 1)
-        return '%s * %s = %s' % (self.a, self.b, self.a * self.b)
+        blockcount = struct.unpack('Q', buf)[0]
-    def __str__(self):
+        fh.close()
-        return '%s * %s' % (self.a, self.b)
+        mediasize = blocksize*blockcount
+    elif sys.platform in ['freebsd8']:
+        # freebsd 8 sysctl from sys/disk.h
+        DIOCGMEDIASIZE = 0x40086481
+        fh = open(dev, 'r')
+        buf = array.array('B', range(0,8))  # off_t / int64
+        r = fcntl.ioctl(fh.fileno(), DIOCGMEDIASIZE, buf, 1)
+        mediasize = struct.unpack('q', buf)[0]
+        fh.close()
+    else: # linux or compat
+        # linux 2.6 lseek from fcntl.h
+        SEEK_SET=0
+        SEEK_CUR=1
+        SEEK_END=2
+        fh = open(dev, 'r')
+        fh.seek(0,SEEK_END)
+        mediasize = fh.tell()
+        fh.close()
+    if not mediasize:
+        raise Exception("cannot determine media size")
+    _mediasizes[dev] = mediasize
+    return mediasize
+def greek(value, precision=0, prefix=None):
+    """Return a string representing the IEC or SI suffix of a value"""
+    # Copyright (c) 1999 Martin Pohl, copied from
+    # http://mail.python.org/pipermail/python-list/1999-December/018519.html
+    if prefix:
+        # Use SI (10-based) units
+        _abbrevs = [
+            (10**15, 'P'),
+            (10**12, 'T'),
+            (10** 9, 'G'),
+            (10** 6, 'M'),
+            (10** 3, 'k'),
+            (1     , ' ')
+        ]
+    else:
+        # Use IEC (2-based) units
+        _abbrevs = [
+            (1<<50L, 'Pi'),
+            (1<<40L, 'Ti'),
+            (1<<30L, 'Gi'),
+            (1<<20L, 'Mi'),
+            (1<<10L, 'Ki'),
+            (1     , '  ')
+        ]
+    for factor, suffix in _abbrevs:
+        if value >= factor:
+            break
+    if precision == 0:
+        return "%3.d %s" % (int(value/factor), suffix)
+    else:
+        fmt="%%%d.%df %%s" % (4+precision, precision)
+        return fmt % (float(value)/factor, suffix)
+def iops(dev, blocksize=512, t=10):
+    """measure input/output operations per second
+    Perform random 512b aligned reads of blocksize bytes on fh for t seconds
+    and print a stats line
+    Returns: IOs/s
+    """
+    fh = open(dev, 'r')
+    count = 0
+    start = time.time()
+    while time.time() < start+t:
+        count += 1
+        pos = random.randint(0, mediasize(dev) - blocksize) # need at least one block left
+        pos &= ~0x1ff   # freebsd8: pos needs 512B sector alignment
+        fh.seek(pos)
+        blockdata = fh.read(blocksize)
+    end = time.time()
+    t = end - start
+    fh.close()
+    return count/t
 if __name__ == '__main__':
-    # Establish communication queues
+    # parse cli
-    tasks = multiprocessing.JoinableQueue()
+    t = 10
-    results = multiprocessing.Queue()
+    num_threads = 1
+    dev = None
-    # Start consumers
-    num_consumers = multiprocessing.cpu_count() * 2
+    if len(sys.argv) < 2:
-    print 'Creating %d consumers' % num_consumers
+        raise SystemExit(USAGE)
-    consumers = [ Consumer(tasks, results)
-                  for i in xrange(num_consumers) ]
+    while sys.argv:
-    for w in consumers:
+        arg = sys.argv.pop(0)
-        w.start()
+        if arg in ['-n', '--num-threads']:
+            num_threads = int(sys.argv.pop(0))
-    # Enqueue jobs
+        elif arg in ['-t', '--time']:
-    num_jobs = 10
+            t = int(sys.argv.pop(0))
-    for i in xrange(num_jobs):
+        else:
-        tasks.put(Task(i, i))
+            dev = arg
-    # Add a poison pill for each consumer
+    # run benchmark
-    for i in xrange(num_consumers):
+    blocksize = 512
-        tasks.put(None)
+    try:
+        print "%s, %sB, %d threads:" % (dev, greek(mediasize(dev), 2, 'si'), num_threads)
+        _iops = num_threads+1 # initial loop
+        while _iops > num_threads and blocksize < mediasize(dev):
+            # threading boilerplate
+            threads = []
+            results = []
+            def results_wrap(results, func, *__args, **__kw):
+                """collect return values from func"""
+                result = func(*__args, **__kw)
+                results.append(result)
+            for i in range(0, num_threads):
+                _t = threading.Thread(target=results_wrap, args=(results, iops, dev, blocksize, t,))
+                _t.start()
+                threads.append(_t)
+            for _t in threads:
+                _t.join()
+            _iops = sum(results)
+            bandwidth = int(blocksize*_iops)
+            print " %sB blocks: %6.1f IO/s, %sB/s (%sbit/s)" % (greek(blocksize), _iops,
+                greek(bandwidth, 1), greek(8*bandwidth, 1, 'si'))
+            blocksize *= 2
+    except IOError, (err_no, err_str):
+        raise SystemExit(err_str)
+    except KeyboardInterrupt:
+        print "caught ctrl-c, bye."
-    # Wait for all of the tasks to finish
+# eof.
-    tasks.join()
-    # Start printing results
-    while num_jobs:
-        result = results.get()
-        print 'Result:', result
-        num_jobs -= 1
 </code>