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"""A kernel manager for multiple kernels.
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Authors:
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* Brian Granger
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"""
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#-----------------------------------------------------------------------------
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# Copyright (C) 2008-2011 The IPython Development Team
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#
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# Distributed under the terms of the BSD License. The full license is in
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# the file COPYING, distributed as part of this software.
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#-----------------------------------------------------------------------------
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#-----------------------------------------------------------------------------
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# Imports
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#-----------------------------------------------------------------------------
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import os
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import signal
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import sys
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import uuid
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import zmq
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from zmq.eventloop.zmqstream import ZMQStream
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from tornado import web
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from IPython.config.configurable import LoggingConfigurable
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from IPython.utils.importstring import import_item
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from IPython.utils.traitlets import (
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Instance, Dict, List, Unicode, Float, Integer, Any, DottedObjectName,
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)
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#-----------------------------------------------------------------------------
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# Classes
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#-----------------------------------------------------------------------------
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class DuplicateKernelError(Exception):
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pass
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class MultiKernelManager(LoggingConfigurable):
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"""A class for managing multiple kernels."""
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kernel_manager_class = DottedObjectName(
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"IPython.zmq.kernelmanager.KernelManager", config=True,
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help="""The kernel manager class. This is configurable to allow
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subclassing of the KernelManager for customized behavior.
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"""
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)
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def _kernel_manager_class_changed(self, name, old, new):
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self.kernel_manager_factory = import_item(new)
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kernel_manager_factory = Any(help="this is kernel_manager_class after import")
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def _kernel_manager_factory_default(self):
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return import_item(self.kernel_manager_class)
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context = Instance('zmq.Context')
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def _context_default(self):
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return zmq.Context.instance()
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connection_dir = Unicode('')
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_kernels = Dict()
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@property
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def kernel_ids(self):
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"""Return a list of the kernel ids of the active kernels."""
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return self._kernels.keys()
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def __len__(self):
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"""Return the number of running kernels."""
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return len(self.kernel_ids)
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def __contains__(self, kernel_id):
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if kernel_id in self.kernel_ids:
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return True
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else:
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return False
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def start_kernel(self, **kwargs):
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"""Start a new kernel."""
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kernel_id = unicode(uuid.uuid4())
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# use base KernelManager for each Kernel
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km = self.kernel_manager_factory(connection_file=os.path.join(
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self.connection_dir, "kernel-%s.json" % kernel_id),
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config=self.config,
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)
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km.start_kernel(**kwargs)
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self._kernels[kernel_id] = km
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return kernel_id
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def kill_kernel(self, kernel_id):
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"""Kill a kernel by its kernel uuid.
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Parameters
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==========
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kernel_id : uuid
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The id of the kernel to kill.
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"""
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self.get_kernel(kernel_id).kill_kernel()
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del self._kernels[kernel_id]
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def interrupt_kernel(self, kernel_id):
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"""Interrupt (SIGINT) the kernel by its uuid.
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Parameters
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==========
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kernel_id : uuid
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The id of the kernel to interrupt.
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"""
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return self.get_kernel(kernel_id).interrupt_kernel()
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def signal_kernel(self, kernel_id, signum):
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""" Sends a signal to the kernel by its uuid.
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Note that since only SIGTERM is supported on Windows, this function
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is only useful on Unix systems.
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Parameters
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==========
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kernel_id : uuid
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The id of the kernel to signal.
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"""
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return self.get_kernel(kernel_id).signal_kernel(signum)
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def get_kernel(self, kernel_id):
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"""Get the single KernelManager object for a kernel by its uuid.
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Parameters
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==========
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kernel_id : uuid
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The id of the kernel.
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"""
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km = self._kernels.get(kernel_id)
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if km is not None:
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return km
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else:
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raise KeyError("Kernel with id not found: %s" % kernel_id)
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def get_kernel_ports(self, kernel_id):
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"""Return a dictionary of ports for a kernel.
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Parameters
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==========
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kernel_id : uuid
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The id of the kernel.
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Returns
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=======
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port_dict : dict
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A dict of key, value pairs where the keys are the names
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(stdin_port,iopub_port,shell_port) and the values are the
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integer port numbers for those channels.
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"""
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# this will raise a KeyError if not found:
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km = self.get_kernel(kernel_id)
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return dict(shell_port=km.shell_port,
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iopub_port=km.iopub_port,
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stdin_port=km.stdin_port,
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hb_port=km.hb_port,
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)
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def get_kernel_ip(self, kernel_id):
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"""Return ip address for a kernel.
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Parameters
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==========
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kernel_id : uuid
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The id of the kernel.
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Returns
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=======
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ip : str
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The ip address of the kernel.
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"""
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return self.get_kernel(kernel_id).ip
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def create_connected_stream(self, ip, port, socket_type):
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sock = self.context.socket(socket_type)
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addr = "tcp://%s:%i" % (ip, port)
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self.log.info("Connecting to: %s" % addr)
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sock.connect(addr)
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return ZMQStream(sock)
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def create_iopub_stream(self, kernel_id):
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ip = self.get_kernel_ip(kernel_id)
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ports = self.get_kernel_ports(kernel_id)
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iopub_stream = self.create_connected_stream(ip, ports['iopub_port'], zmq.SUB)
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iopub_stream.socket.setsockopt(zmq.SUBSCRIBE, b'')
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return iopub_stream
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def create_shell_stream(self, kernel_id):
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ip = self.get_kernel_ip(kernel_id)
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ports = self.get_kernel_ports(kernel_id)
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shell_stream = self.create_connected_stream(ip, ports['shell_port'], zmq.XREQ)
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return shell_stream
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def create_hb_stream(self, kernel_id):
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ip = self.get_kernel_ip(kernel_id)
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ports = self.get_kernel_ports(kernel_id)
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hb_stream = self.create_connected_stream(ip, ports['hb_port'], zmq.REQ)
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return hb_stream
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class MappingKernelManager(MultiKernelManager):
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"""A KernelManager that handles notebok mapping and HTTP error handling"""
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kernel_argv = List(Unicode)
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time_to_dead = Float(3.0, config=True, help="""Kernel heartbeat interval in seconds.""")
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first_beat = Float(5.0, config=True, help="Delay (in seconds) before sending first heartbeat.")
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max_msg_size = Integer(65536, config=True, help="""
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The max raw message size accepted from the browser
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over a WebSocket connection.
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""")
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_notebook_mapping = Dict()
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#-------------------------------------------------------------------------
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# Methods for managing kernels and sessions
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#-------------------------------------------------------------------------
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def kernel_for_notebook(self, notebook_id):
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"""Return the kernel_id for a notebook_id or None."""
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return self._notebook_mapping.get(notebook_id)
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def set_kernel_for_notebook(self, notebook_id, kernel_id):
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"""Associate a notebook with a kernel."""
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if notebook_id is not None:
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self._notebook_mapping[notebook_id] = kernel_id
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def notebook_for_kernel(self, kernel_id):
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"""Return the notebook_id for a kernel_id or None."""
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notebook_ids = [k for k, v in self._notebook_mapping.iteritems() if v == kernel_id]
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if len(notebook_ids) == 1:
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return notebook_ids[0]
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else:
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return None
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def delete_mapping_for_kernel(self, kernel_id):
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"""Remove the kernel/notebook mapping for kernel_id."""
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notebook_id = self.notebook_for_kernel(kernel_id)
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if notebook_id is not None:
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del self._notebook_mapping[notebook_id]
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def start_kernel(self, notebook_id=None, **kwargs):
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"""Start a kernel for a notebok an return its kernel_id.
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Parameters
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----------
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notebook_id : uuid
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The uuid of the notebook to associate the new kernel with. If this
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is not None, this kernel will be persistent whenever the notebook
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requests a kernel.
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"""
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kernel_id = self.kernel_for_notebook(notebook_id)
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if kernel_id is None:
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kwargs['extra_arguments'] = self.kernel_argv
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kernel_id = super(MappingKernelManager, self).start_kernel(**kwargs)
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self.set_kernel_for_notebook(notebook_id, kernel_id)
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self.log.info("Kernel started: %s" % kernel_id)
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self.log.debug("Kernel args: %r" % kwargs)
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else:
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self.log.info("Using existing kernel: %s" % kernel_id)
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return kernel_id
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def kill_kernel(self, kernel_id):
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"""Kill a kernel and remove its notebook association."""
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self._check_kernel_id(kernel_id)
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super(MappingKernelManager, self).kill_kernel(kernel_id)
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self.delete_mapping_for_kernel(kernel_id)
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self.log.info("Kernel killed: %s" % kernel_id)
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def interrupt_kernel(self, kernel_id):
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"""Interrupt a kernel."""
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self._check_kernel_id(kernel_id)
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super(MappingKernelManager, self).interrupt_kernel(kernel_id)
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self.log.info("Kernel interrupted: %s" % kernel_id)
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def restart_kernel(self, kernel_id):
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"""Restart a kernel while keeping clients connected."""
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self._check_kernel_id(kernel_id)
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km = self.get_kernel(kernel_id)
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km.restart_kernel(now=True)
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self.log.info("Kernel restarted: %s" % kernel_id)
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return kernel_id
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# the following remains, in case the KM restart machinery is
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# somehow unacceptable
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# Get the notebook_id to preserve the kernel/notebook association.
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notebook_id = self.notebook_for_kernel(kernel_id)
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# Create the new kernel first so we can move the clients over.
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new_kernel_id = self.start_kernel()
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# Now kill the old kernel.
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self.kill_kernel(kernel_id)
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# Now save the new kernel/notebook association. We have to save it
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# after the old kernel is killed as that will delete the mapping.
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self.set_kernel_for_notebook(notebook_id, new_kernel_id)
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self.log.info("Kernel restarted: %s" % new_kernel_id)
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return new_kernel_id
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def create_iopub_stream(self, kernel_id):
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"""Create a new iopub stream."""
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self._check_kernel_id(kernel_id)
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return super(MappingKernelManager, self).create_iopub_stream(kernel_id)
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def create_shell_stream(self, kernel_id):
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"""Create a new shell stream."""
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self._check_kernel_id(kernel_id)
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return super(MappingKernelManager, self).create_shell_stream(kernel_id)
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def create_hb_stream(self, kernel_id):
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"""Create a new hb stream."""
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self._check_kernel_id(kernel_id)
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return super(MappingKernelManager, self).create_hb_stream(kernel_id)
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def _check_kernel_id(self, kernel_id):
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"""Check a that a kernel_id exists and raise 404 if not."""
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if kernel_id not in self:
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raise web.HTTPError(404, u'Kernel does not exist: %s' % kernel_id)
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