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"""
module pyabc_split
Executes python functions and their arguements as separate processes and returns their return values through pickling. This modules offers a single function:
Function: split_all(funcs)
The function returns a generator objects that allowes iteration over the results,
Arguments:
funcs: a list of tuples (f, args) where f is a python function and args is a collection of arguments for f.
Caveats:
1. Global variables in the parent process are not affected by the child processes.
2. The functions can only return simple types, see the pickle module for details
Usage:
Assume you would like to run the function f_1(1), f_2(1,2), f_3(1,2,3) in different processes.
def f_1(i):
return i+1
def f_2(i,j):
return i*10+j+1
def f_3(i,j,k):
return i*100+j*10+k+1
Construct a tuple of the function and arguments for each function
t_1 = (f_1, [1])
t_2 = (f_2, [1,2])
t_3 = (f_3, [1,2,3])
Create a list containing these tuples:
funcs = [t_1, t_2, t_3]
Use the function split_all() to run these functions in separate processes:
for res in split_all(funcs):
print res
The output will be:
2
13
124
(The order may be different, except that in this case the processes are so fast that they terminate before the next one is created)
Alternatively, you may quite in the middle, say after the first process returns:
for res in split_all(funcs):
print res
break
This will kill all processes not yet finished.
To run ABC operations, that required saving the child process state and restoring it at the parent, use abc_split_all().
import pyabc
def abc_f(truth):
import os
print "pid=%d, abc_f(%s)"%(os.getpid(), truth)
pyabc.run_command('read_truth %s'%truth)
pyabc.run_command('strash')
funcs = [
defer(abc_f)("1000"),
defer(abc_f)("0001")
]
for _ in abc_split_all(funcs):
pyabc.run_command('write_verilog /dev/stdout')
Author: Baruch Sterin <sterin@berkeley.edu>
"""
import os
import select
import fcntl
import errno
import sys
import cPickle as pickle
import signal
import cStringIO
import traceback
from contextlib import contextmanager
import pyabc
def _retry_select(rlist):
while True:
try:
rrdy,_,_ = select.select(rlist,[],[])
if rrdy:
return rrdy
except select.error as e:
if e[0] == errno.EINTR:
continue
raise
class _splitter(object):
def __init__(self):
self.pids = []
self.fds = {}
self.buffers = {}
self.results = {}
def is_done(self):
return len(self.fds) == 0
def _kill(self, pids):
# close pipes and kill child processes
for pid in pids:
if pid == -1:
continue
i, fd = self.fds[pid]
del self.buffers[fd]
del self.fds[pid]
self.pids[i] = -1
self.results[pid] = None
os.close(fd)
try:
os.kill( pid, signal.SIGINT)
except Exception as e:
print >>sys.stderr, 'exception while trying to kill pid=%d: '%pid, e
raise
# wait for termination and update result
for pid in pids:
os.waitpid( pid, 0 )
def kill(self, ids):
self._kill( [ self.pids[i] for i in ids ] )
def cleanup(self):
self._kill( self.fds.keys() )
def child( self, fdw, f):
# call function
try:
res = f()
except:
traceback.print_exc()
raise
# write return value into pipe
with os.fdopen( fdw, "w" ) as fout:
pickle.dump(res, fout)
return 0
def _fork_one(self, f):
# create a pipe to communicate with the child process
pr,pw = os.pipe()
# set pr to be non-blocking
fcntl.fcntl(pr, fcntl.F_SETFL, os.O_NONBLOCK)
parentpid = os.getpid()
rc = 1
try:
# create child process
pid = os.fork()
if pid == 0:
# child process:
os.close(pr)
pyabc.close_on_fork(pw)
rc = self.child( pw, f)
os._exit(rc)
else:
# parent process:
os.close(pw)
return (pid, pr)
finally:
if os.getpid() != parentpid:
os._exit(rc)
def fork_one(self, func):
pid, fd = self._fork_one(func)
i = len(self.pids)
self.pids.append(pid)
self.fds[pid] = (i, fd)
self.buffers[fd] = cStringIO.StringIO()
return i
def fork_all(self, funcs):
return [ self.fork_one(f) for f in funcs ]
def communicate(self):
rlist = [ fd for _, (_,fd) in self.fds.iteritems() ]
rlist.append(pyabc.wait_fd)
stop = False
while not stop:
rrdy = _retry_select( rlist )
for fd in rrdy:
if fd == pyabc.wait_fd:
stop = True
continue
self.buffers[fd].write( os.read(fd, 16384) )
def get_next_result(self):
# read from the pipes as needed, while waiting for the next child process to terminate
self.communicate()
# wait for the next child process to terminate
pid, rc = os.wait()
assert pid in self.fds
# retrieve the pipe file descriptor
i, fd = self.fds[pid]
del self.fds[pid]
# remove the pid
self.pids[i] = -1
# retrieve the buffer
buffer = self.buffers[fd]
del self.buffers[fd]
# fill the buffer
while True:
s = os.read(fd, 16384)
if not s:
break
buffer.write(s)
os.close(fd)
try:
return (i, pickle.loads(buffer.getvalue()))
except EOFError, pickle.UnpicklingError:
return (i, None)
def __iter__(self):
def iterator():
while not self.is_done():
yield self.get_next_result()
return iterator()
@contextmanager
def make_splitter():
# ensure cleanup of child processes
s = _splitter()
try:
yield s
finally:
s.cleanup()
def split_all_full(funcs):
# provide an iterator for child process result
with make_splitter() as s:
s.fork_all(funcs)
for res in s:
yield res
def defer(f):
return lambda *args, **kwargs: lambda : f(*args,**kwargs)
def split_all(funcs):
for _, res in split_all_full( ( defer(f)(*args) for f,args in funcs ) ):
yield res
import tempfile
@contextmanager
def temp_file_names(suffixes):
names = []
try:
for suffix in suffixes:
with tempfile.NamedTemporaryFile(delete=False, suffix=suffix) as file:
names.append( file.name )
yield names
finally:
for name in names:
os.unlink(name)
class abc_state(object):
def __init__(self):
with tempfile.NamedTemporaryFile(delete=False, suffix='.aig') as file:
self.aig = file.name
with tempfile.NamedTemporaryFile(delete=False, suffix='.log') as file:
self.log = file.name
pyabc.run_command(r'write_status %s'%self.log)
pyabc.run_command(r'write_aiger %s'%self.aig)
def __del__(self):
os.unlink( self.aig )
os.unlink( self.log )
def restore(self):
pyabc.run_command(r'read_aiger %s'%self.aig)
pyabc.run_command(r'read_status %s'%self.log)
def abc_split_all(funcs):
import pyabc
def child(f, aig, log):
res = f()
pyabc.run_command(r'write_status %s'%log)
pyabc.run_command(r'write_aiger %s'%aig)
return res
def parent(res, aig, log):
pyabc.run_command(r'read_aiger %s'%aig)
pyabc.run_command(r'read_status %s'%log)
return res
with temp_file_names( ['.aig','.log']*len(funcs) ) as tmp:
funcs = [ defer(child)(f, tmp[2*i],tmp[2*i+1]) for i,f in enumerate(funcs) ]
for i, res in split_all_full(funcs):
yield i, parent(res, tmp[2*i],tmp[2*i+1])
if __name__ == "__main__":
# define some functions to run
def f_1(i):
return i+1
def f_2(i,j):
return i*10+j+1
def f_3(i,j,k):
return i*100+j*10+k+1
# Construct a tuple of the function and arguments for each function
t_1 = (f_1, [1])
t_2 = (f_2, [1,2])
t_3 = (f_3, [1,2,3])
# Create a list containing these tuples:
funcs = [t_1, t_2, t_3]
# Use the function split_all() to run these functions in separate processes:
for res in split_all(funcs):
print res
# Alternatively, quit after the first process returns:
for res in split_all(funcs):
print res
break
# For operations with ABC that save and restore status
import pyabc
def abc_f(truth):
import os
print "pid=%d, abc_f(%s)"%(os.getpid(), truth)
pyabc.run_command('read_truth %s'%truth)
pyabc.run_command('strash')
return 100
funcs = [
defer(abc_f)("1000"),
defer(abc_f)("0001")
]
best = None
for i, res in abc_split_all(funcs):
print i, res
if best is None:\
# save state
best = abc_state()
pyabc.run_command('write_verilog /dev/stdout')
# if there is a saved state, restore it
if best is not None:
best.restore()
pyabc.run_command('write_verilog /dev/stdout')
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