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streamkernel.py
439 lines | 15.9 KiB | text/x-python | PythonLexer
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r3539 """
Kernel adapted from kernel.py to use ZMQ Streams
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r4018
Authors:
* Min RK
* Brian Granger
* Fernando Perez
* Evan Patterson
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r3539 """
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copyright statements
r3660 #-----------------------------------------------------------------------------
# Copyright (C) 2010-2011 The IPython Development Team
#
# Distributed under the terms of the BSD License. The full license is in
# the file COPYING, distributed as part of this software.
#-----------------------------------------------------------------------------
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r3539
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r3569 #-----------------------------------------------------------------------------
# Imports
#-----------------------------------------------------------------------------
# Standard library imports.
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use print_function
r3553 from __future__ import print_function
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r3631
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r3539 import sys
import time
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r3631
from code import CommandCompiler
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r3578 from datetime import datetime
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r3540 from pprint import pprint
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r3539
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r3569 # System library imports.
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r3539 import zmq
from zmq.eventloop import ioloop, zmqstream
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r3569 # Local imports.
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r4155 from IPython.utils.traitlets import Instance, List, Int, Dict, Set, Unicode, CBytes
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r3546 from IPython.zmq.completer import KernelCompleter
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r3602
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r3673 from IPython.parallel.error import wrap_exception
from IPython.parallel.factory import SessionFactory
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r4161 from IPython.parallel.util import serialize_object, unpack_apply_message, asbytes
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r3539
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r3540 def printer(*args):
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r3602 pprint(args, stream=sys.__stdout__)
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r3540
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r3604
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r3684 class _Passer(zmqstream.ZMQStream):
"""Empty class that implements `send()` that does nothing.
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r4006 Subclass ZMQStream for Session typechecking
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r3684
"""
def __init__(self, *args, **kwargs):
pass
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r3604 def send(self, *args, **kwargs):
pass
send_multipart = send
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r3569 #-----------------------------------------------------------------------------
# Main kernel class
#-----------------------------------------------------------------------------
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r3539
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r3604 class Kernel(SessionFactory):
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r3539
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r3569 #---------------------------------------------------------------------------
# Kernel interface
#---------------------------------------------------------------------------
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r3604
# kwargs:
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r3988 exec_lines = List(Unicode, config=True,
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r3985 help="List of lines to execute")
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r4155
# identities:
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r3985 int_id = Int(-1)
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r4155 bident = CBytes()
ident = Unicode()
def _ident_changed(self, name, old, new):
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r4161 self.bident = asbytes(new)
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r4155
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r3985 user_ns = Dict(config=True, help="""Set the user's namespace of the Kernel""")
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r3604
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r3569 control_stream = Instance(zmqstream.ZMQStream)
task_stream = Instance(zmqstream.ZMQStream)
iopub_stream = Instance(zmqstream.ZMQStream)
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r3673 client = Instance('IPython.parallel.Client')
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r3604
# internals
shell_streams = List()
compiler = Instance(CommandCompiler, (), {})
completer = Instance(KernelCompleter)
aborted = Set()
shell_handlers = Dict()
control_handlers = Dict()
def _set_prefix(self):
self.prefix = "engine.%s"%self.int_id
def _connect_completer(self):
self.completer = KernelCompleter(self.user_ns)
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r3569
def __init__(self, **kwargs):
super(Kernel, self).__init__(**kwargs)
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r3604 self._set_prefix()
self._connect_completer()
self.on_trait_change(self._set_prefix, 'id')
self.on_trait_change(self._connect_completer, 'user_ns')
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r3539
# Build dict of handlers for message types
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r3569 for msg_type in ['execute_request', 'complete_request', 'apply_request',
'clear_request']:
self.shell_handlers[msg_type] = getattr(self, msg_type)
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r3539
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r3569 for msg_type in ['shutdown_request', 'abort_request']+self.shell_handlers.keys():
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r3539 self.control_handlers[msg_type] = getattr(self, msg_type)
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r3604
self._initial_exec_lines()
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r3583
def _wrap_exception(self, method=None):
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r3641 e_info = dict(engine_uuid=self.ident, engine_id=self.int_id, method=method)
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r3583 content=wrap_exception(e_info)
return content
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r3604 def _initial_exec_lines(self):
s = _Passer()
content = dict(silent=True, user_variable=[],user_expressions=[])
for line in self.exec_lines:
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r3610 self.log.debug("executing initialization: %s"%line)
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r3604 content.update({'code':line})
msg = self.session.msg('execute_request', content)
self.execute_request(s, [], msg)
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r3539 #-------------------- control handlers -----------------------------
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r3540 def abort_queues(self):
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r3569 for stream in self.shell_streams:
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r3540 if stream:
self.abort_queue(stream)
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r3539
def abort_queue(self, stream):
while True:
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r4011 idents,msg = self.session.recv(stream, zmq.NOBLOCK, content=True)
if msg is None:
return
MinRK
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r3539
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r3610 self.log.info("Aborting:")
self.log.info(str(msg))
Brian E. Granger
Fixing code to assume msg_type and msg_id are top-level....
r4230 msg_type = msg['header']['msg_type']
MinRK
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r3539 reply_type = msg_type.split('_')[0] + '_reply'
# reply_msg = self.session.msg(reply_type, {'status' : 'aborted'}, msg)
# self.reply_socket.send(ident,zmq.SNDMORE)
# self.reply_socket.send_json(reply_msg)
reply_msg = self.session.send(stream, reply_type,
MinRK
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r4137 content={'status' : 'aborted'}, parent=msg, ident=idents)
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r3610 self.log.debug(str(reply_msg))
MinRK
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r3539 # We need to wait a bit for requests to come in. This can probably
# be set shorter for true asynchronous clients.
time.sleep(0.05)
def abort_request(self, stream, ident, parent):
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r3540 """abort a specifig msg by id"""
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r3539 msg_ids = parent['content'].get('msg_ids', None)
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r3540 if isinstance(msg_ids, basestring):
msg_ids = [msg_ids]
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r3539 if not msg_ids:
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r3540 self.abort_queues()
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r3539 for mid in msg_ids:
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r3540 self.aborted.add(str(mid))
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r3539
content = dict(status='ok')
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r3550 reply_msg = self.session.send(stream, 'abort_reply', content=content,
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r3664 parent=parent, ident=ident)
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r3610 self.log.debug(str(reply_msg))
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r3539
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r3569 def shutdown_request(self, stream, ident, parent):
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r3560 """kill ourself. This should really be handled in an external process"""
MinRK
Clients can now shutdown the controller.
r3580 try:
self.abort_queues()
except:
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r3583 content = self._wrap_exception('shutdown')
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Clients can now shutdown the controller.
r3580 else:
content = dict(parent['content'])
content['status'] = 'ok'
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r3575 msg = self.session.send(stream, 'shutdown_reply',
content=content, parent=parent, ident=ident)
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r3664 self.log.debug(str(msg))
MinRK
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r3580 dc = ioloop.DelayedCallback(lambda : sys.exit(0), 1000, self.loop)
dc.start()
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r3560
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r3539 def dispatch_control(self, msg):
idents,msg = self.session.feed_identities(msg, copy=False)
MinRK
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r3575 try:
Brian E. Granger
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r4231 msg = self.session.unserialize(msg, content=True, copy=False)
MinRK
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r3575 except:
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r3610 self.log.error("Invalid Message", exc_info=True)
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r3575 return
MinRK
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r4155 else:
self.log.debug("Control received, %s", msg)
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r3539
header = msg['header']
msg_id = header['msg_id']
Brian E. Granger
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r4236 msg_type = header['msg_type']
handler = self.control_handlers.get(msg_type, None)
MinRK
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r3539 if handler is None:
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r4236 self.log.error("UNKNOWN CONTROL MESSAGE TYPE: %r"%msg_type)
MinRK
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r3539 else:
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r3540 handler(self.control_stream, idents, msg)
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r3539
#-------------------- queue helpers ------------------------------
def check_dependencies(self, dependencies):
if not dependencies:
return True
if len(dependencies) == 2 and dependencies[0] in 'any all'.split():
anyorall = dependencies[0]
dependencies = dependencies[1]
else:
anyorall = 'all'
results = self.client.get_results(dependencies,status_only=True)
if results['status'] != 'ok':
return False
if anyorall == 'any':
if not results['completed']:
return False
else:
if results['pending']:
return False
return True
MinRK
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r3540 def check_aborted(self, msg_id):
return msg_id in self.aborted
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r3539 #-------------------- queue handlers -----------------------------
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r3569 def clear_request(self, stream, idents, parent):
"""Clear our namespace."""
self.user_ns = {}
msg = self.session.send(stream, 'clear_reply', ident=idents, parent=parent,
content = dict(status='ok'))
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r3604 self._initial_exec_lines()
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r3569
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r3539 def execute_request(self, stream, ident, parent):
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r3610 self.log.debug('execute request %s'%parent)
MinRK
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r3539 try:
code = parent[u'content'][u'code']
except:
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r3610 self.log.error("Got bad msg: %s"%parent, exc_info=True)
MinRK
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r3539 return
MinRK
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r3602 self.session.send(self.iopub_stream, u'pyin', {u'code':code},parent=parent,
MinRK
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r4161 ident=asbytes('%s.pyin'%self.prefix))
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r4008 started = datetime.now()
MinRK
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r3539 try:
comp_code = self.compiler(code, '<zmq-kernel>')
# allow for not overriding displayhook
if hasattr(sys.displayhook, 'set_parent'):
sys.displayhook.set_parent(parent)
MinRK
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r3602 sys.stdout.set_parent(parent)
sys.stderr.set_parent(parent)
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r3539 exec comp_code in self.user_ns, self.user_ns
except:
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r3583 exc_content = self._wrap_exception('execute')
MinRK
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r3539 # exc_msg = self.session.msg(u'pyerr', exc_content, parent)
MinRK
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r3602 self.session.send(self.iopub_stream, u'pyerr', exc_content, parent=parent,
MinRK
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r4161 ident=asbytes('%s.pyerr'%self.prefix))
MinRK
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r3539 reply_content = exc_content
else:
reply_content = {'status' : 'ok'}
MinRK
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r3607
MinRK
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r3578 reply_msg = self.session.send(stream, u'execute_reply', reply_content, parent=parent,
ident=ident, subheader = dict(started=started))
MinRK
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r3610 self.log.debug(str(reply_msg))
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r3539 if reply_msg['content']['status'] == u'error':
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r3540 self.abort_queues()
MinRK
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r3539
def complete_request(self, stream, ident, parent):
matches = {'matches' : self.complete(parent),
'status' : 'ok'}
completion_msg = self.session.send(stream, 'complete_reply',
matches, parent, ident)
# print >> sys.__stdout__, completion_msg
def complete(self, msg):
return self.completer.complete(msg.content.line, msg.content.text)
def apply_request(self, stream, ident, parent):
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r3627 # flush previous reply, so this request won't block it
stream.flush(zmq.POLLOUT)
MinRK
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r3539 try:
content = parent[u'content']
bufs = parent[u'buffers']
msg_id = parent['header']['msg_id']
MinRK
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r3664 # bound = parent['header'].get('bound', False)
MinRK
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r3539 except:
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r3610 self.log.error("Got bad msg: %s"%parent, exc_info=True)
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r3539 return
# pyin_msg = self.session.msg(u'pyin',{u'code':code}, parent=parent)
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Parallel kernel/engine startup looks a bit more like pykernel
r3569 # self.iopub_stream.send(pyin_msg)
# self.session.send(self.iopub_stream, u'pyin', {u'code':code},parent=parent)
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r3604 sub = {'dependencies_met' : True, 'engine' : self.ident,
MinRK
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r4008 'started': datetime.now()}
MinRK
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r3539 try:
# allow for not overriding displayhook
if hasattr(sys.displayhook, 'set_parent'):
sys.displayhook.set_parent(parent)
MinRK
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r3602 sys.stdout.set_parent(parent)
sys.stderr.set_parent(parent)
MinRK
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r3539 # exec "f(*args,**kwargs)" in self.user_ns, self.user_ns
MinRK
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r3655 working = self.user_ns
# suffix =
prefix = "_"+str(msg_id).replace("-","")+"_"
MinRK
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r3664
MinRK
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r3539 f,args,kwargs = unpack_apply_message(bufs, working, copy=False)
MinRK
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r3664 # if bound:
# bound_ns = Namespace(working)
# args = [bound_ns]+list(args)
MinRK
Improvements to dependency handling...
r3607 fname = getattr(f, '__name__', 'f')
MinRK
split pendingresult and remotefunction into own files, add view.map.
r3588
MinRK
reflect revised apply_bound pattern
r3655 fname = prefix+"f"
argname = prefix+"args"
kwargname = prefix+"kwargs"
resultname = prefix+"result"
MinRK
prep newparallel for rebase...
r3539
MinRK
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r3655 ns = { fname : f, argname : args, kwargname : kwargs , resultname : None }
MinRK
prep newparallel for rebase...
r3539 # print ns
working.update(ns)
code = "%s=%s(*%s,**%s)"%(resultname, fname, argname, kwargname)
MinRK
reflect revised apply_bound pattern
r3655 try:
exec code in working,working
result = working.get(resultname)
finally:
MinRK
prep newparallel for rebase...
r3539 for key in ns.iterkeys():
MinRK
reflect revised apply_bound pattern
r3655 working.pop(key)
MinRK
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r3664 # if bound:
# working.update(bound_ns)
MinRK
prep newparallel for rebase...
r3539
packed_result,buf = serialize_object(result)
result_buf = [packed_result]+buf
except:
MinRK
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r3583 exc_content = self._wrap_exception('apply')
MinRK
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r3539 # exc_msg = self.session.msg(u'pyerr', exc_content, parent)
MinRK
propagate iopub to clients
r3602 self.session.send(self.iopub_stream, u'pyerr', exc_content, parent=parent,
MinRK
cleanup per review...
r4161 ident=asbytes('%s.pyerr'%self.prefix))
MinRK
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r3539 reply_content = exc_content
result_buf = []
MinRK
added dependency decorator
r3546
MinRK
Improvements to dependency handling...
r3607 if exc_content['ename'] == 'UnmetDependency':
MinRK
use wrap_exception in controller, fix clear on kernel
r3560 sub['dependencies_met'] = False
MinRK
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r3539 else:
reply_content = {'status' : 'ok'}
MinRK
Improvements to dependency handling...
r3607
# put 'ok'/'error' status in header, for scheduler introspection:
sub['status'] = reply_content['status']
MinRK
added dependency decorator
r3546 reply_msg = self.session.send(stream, u'apply_reply', reply_content,
parent=parent, ident=ident,buffers=result_buf, subheader=sub)
MinRK
update API after sagedays29...
r3664
# flush i/o
# should this be before reply_msg is sent, like in the single-kernel code,
# or should nothing get in the way of real results?
sys.stdout.flush()
sys.stderr.flush()
MinRK
prep newparallel for rebase...
r3539
def dispatch_queue(self, stream, msg):
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use new stream.flush()
r3541 self.control_stream.flush()
MinRK
prep newparallel for rebase...
r3539 idents,msg = self.session.feed_identities(msg, copy=False)
MinRK
added exec_key and fixed client.shutdown
r3575 try:
Brian E. Granger
Renaming unpack_message to unserialize and updating docstrings.
r4231 msg = self.session.unserialize(msg, content=True, copy=False)
MinRK
added exec_key and fixed client.shutdown
r3575 except:
MinRK
rework logging connections
r3610 self.log.error("Invalid Message", exc_info=True)
MinRK
added exec_key and fixed client.shutdown
r3575 return
MinRK
update parallel code for py3k...
r4155 else:
self.log.debug("Message received, %s", msg)
MinRK
added exec_key and fixed client.shutdown
r3575
MinRK
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r3539
header = msg['header']
msg_id = header['msg_id']
Brian E. Granger
Fixing another bug in msg_type refactoring.
r4238 msg_type = msg['header']['msg_type']
MinRK
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r3539 if self.check_aborted(msg_id):
MinRK
control channel progress
r3540 self.aborted.remove(msg_id)
# is it safe to assume a msg_id will not be resubmitted?
Brian E. Granger
Adding temp refs to msg_type to prevent nested dict gets.
r4236 reply_type = msg_type.split('_')[0] + '_reply'
MinRK
better handle aborted/unschedulers tasks
r3687 status = {'status' : 'aborted'}
reply_msg = self.session.send(stream, reply_type, subheader=status,
content=status, parent=msg, ident=idents)
MinRK
control channel progress
r3540 return
Brian E. Granger
Adding temp refs to msg_type to prevent nested dict gets.
r4236 handler = self.shell_handlers.get(msg_type, None)
MinRK
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r3539 if handler is None:
Brian E. Granger
Adding temp refs to msg_type to prevent nested dict gets.
r4236 self.log.error("UNKNOWN MESSAGE TYPE: %r"%msg_type)
MinRK
prep newparallel for rebase...
r3539 else:
handler(stream, idents, msg)
def start(self):
#### stream mode:
if self.control_stream:
self.control_stream.on_recv(self.dispatch_control, copy=False)
MinRK
control channel progress
r3540 self.control_stream.on_err(printer)
MinRK
Parallel kernel/engine startup looks a bit more like pykernel
r3569
MinRK
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r3578 def make_dispatcher(stream):
def dispatcher(msg):
return self.dispatch_queue(stream, msg)
return dispatcher
MinRK
Parallel kernel/engine startup looks a bit more like pykernel
r3569 for s in self.shell_streams:
MinRK
add timestamps all messages; fix reply on wrong channel bug.
r3578 s.on_recv(make_dispatcher(s), copy=False)
MinRK
Improvements to dependency handling...
r3607 s.on_err(printer)
MinRK
Parallel kernel/engine startup looks a bit more like pykernel
r3569
if self.iopub_stream:
self.iopub_stream.on_err(printer)
MinRK
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r3539
#### while True mode:
# while True:
# idle = True
# try:
MinRK
Parallel kernel/engine startup looks a bit more like pykernel
r3569 # msg = self.shell_stream.socket.recv_multipart(
MinRK
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r3539 # zmq.NOBLOCK, copy=False)
# except zmq.ZMQError, e:
# if e.errno != zmq.EAGAIN:
# raise e
# else:
# idle=False
MinRK
Parallel kernel/engine startup looks a bit more like pykernel
r3569 # self.dispatch_queue(self.shell_stream, msg)
MinRK
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r3539 #
# if not self.task_stream.empty():
# idle=False
# msg = self.task_stream.recv_multipart()
# self.dispatch_queue(self.task_stream, msg)
# if idle:
# # don't busywait
# time.sleep(1e-3)