"""A kernel manager for multiple kernels""" # Copyright (c) Jupyter Development Team. # Distributed under the terms of the Modified BSD License. import os import uuid import socket import zmq from traitlets.config.configurable import LoggingConfigurable from ipython_genutils.importstring import import_item from traitlets import ( Any, Bool, Dict, DottedObjectName, Instance, Unicode, default, observe ) from .kernelspec import NATIVE_KERNEL_NAME, KernelSpecManager from .manager import KernelManager, AsyncKernelManager class DuplicateKernelError(Exception): pass def kernel_method(f): """decorator for proxying MKM.method(kernel_id) to individual KMs by ID""" def wrapped(self, kernel_id, *args, **kwargs): # get the kernel km = self.get_kernel(kernel_id) method = getattr(km, f.__name__) # call the kernel's method r = method(*args, **kwargs) # last thing, call anything defined in the actual class method # such as logging messages f(self, kernel_id, *args, **kwargs) # return the method result return r return wrapped class MultiKernelManager(LoggingConfigurable): """A class for managing multiple kernels.""" default_kernel_name = Unicode(NATIVE_KERNEL_NAME, config=True, help="The name of the default kernel to start" ) kernel_spec_manager = Instance(KernelSpecManager, allow_none=True) kernel_manager_class = DottedObjectName( "jupyter_client.ioloop.IOLoopKernelManager", config=True, help="""The kernel manager class. This is configurable to allow subclassing of the KernelManager for customized behavior. """ ) def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) # Cache all the currently used ports self.currently_used_ports = set() @observe('kernel_manager_class') def _kernel_manager_class_changed(self, change): self.kernel_manager_factory = self._create_kernel_manager_factory() kernel_manager_factory = Any(help="this is kernel_manager_class after import") @default('kernel_manager_factory') def _kernel_manager_factory_default(self): return self._create_kernel_manager_factory() def _create_kernel_manager_factory(self): kernel_manager_ctor = import_item(self.kernel_manager_class) def create_kernel_manager(*args, **kwargs): if self.shared_context: if self.context.closed: # recreate context if closed self.context = self._context_default() kwargs.setdefault("context", self.context) km = kernel_manager_ctor(*args, **kwargs) if km.cache_ports: km.shell_port = self._find_available_port(km.ip) km.iopub_port = self._find_available_port(km.ip) km.stdin_port = self._find_available_port(km.ip) km.hb_port = self._find_available_port(km.ip) km.control_port = self._find_available_port(km.ip) return km return create_kernel_manager def _find_available_port(self, ip): while True: tmp_sock = socket.socket() tmp_sock.setsockopt(socket.SOL_SOCKET, socket.SO_LINGER, b'\0' * 8) tmp_sock.bind((ip, 0)) port = tmp_sock.getsockname()[1] tmp_sock.close() # This is a workaround for https://github.com/jupyter/jupyter_client/issues/487 # We prevent two kernels to have the same ports. if port not in self.currently_used_ports: self.currently_used_ports.add(port) return port shared_context = Bool( True, config=True, help="Share a single zmq.Context to talk to all my kernels", ) _created_context = Bool(False) context = Instance('zmq.Context') @default("context") def _context_default(self): self._created_context = True return zmq.Context() def __del__(self): if self._created_context and self.context and not self.context.closed: if self.log: self.log.debug("Destroying zmq context for %s", self) self.context.destroy() try: super_del = super().__del__ except AttributeError: pass else: super_del() connection_dir = Unicode('') _kernels = Dict() def list_kernel_ids(self): """Return a list of the kernel ids of the active kernels.""" # Create a copy so we can iterate over kernels in operations # that delete keys. return list(self._kernels.keys()) def __len__(self): """Return the number of running kernels.""" return len(self.list_kernel_ids()) def __contains__(self, kernel_id): return kernel_id in self._kernels def pre_start_kernel(self, kernel_name, kwargs): # kwargs should be mutable, passing it as a dict argument. kernel_id = kwargs.pop('kernel_id', self.new_kernel_id(**kwargs)) if kernel_id in self: raise DuplicateKernelError('Kernel already exists: %s' % kernel_id) if kernel_name is None: kernel_name = self.default_kernel_name # kernel_manager_factory is the constructor for the KernelManager # subclass we are using. It can be configured as any Configurable, # including things like its transport and ip. constructor_kwargs = {} if self.kernel_spec_manager: constructor_kwargs['kernel_spec_manager'] = self.kernel_spec_manager km = self.kernel_manager_factory(connection_file=os.path.join( self.connection_dir, "kernel-%s.json" % kernel_id), parent=self, log=self.log, kernel_name=kernel_name, **constructor_kwargs ) return km, kernel_name, kernel_id def start_kernel(self, kernel_name=None, **kwargs): """Start a new kernel. The caller can pick a kernel_id by passing one in as a keyword arg, otherwise one will be generated using new_kernel_id(). The kernel ID for the newly started kernel is returned. """ km, kernel_name, kernel_id = self.pre_start_kernel(kernel_name, kwargs) km.start_kernel(**kwargs) self._kernels[kernel_id] = km return kernel_id def shutdown_kernel(self, kernel_id, now=False, restart=False): """Shutdown a kernel by its kernel uuid. Parameters ========== kernel_id : uuid The id of the kernel to shutdown. now : bool Should the kernel be shutdown forcibly using a signal. restart : bool Will the kernel be restarted? """ self.log.info("Kernel shutdown: %s" % kernel_id) km = self.get_kernel(kernel_id) ports = ( km.shell_port, km.iopub_port, km.stdin_port, km.hb_port, km.control_port ) km.shutdown_kernel(now=now, restart=restart) self.remove_kernel(kernel_id) if km.cache_ports and not restart: for port in ports: self.currently_used_ports.remove(port) @kernel_method def request_shutdown(self, kernel_id, restart=False): """Ask a kernel to shut down by its kernel uuid""" @kernel_method def finish_shutdown(self, kernel_id, waittime=None, pollinterval=0.1): """Wait for a kernel to finish shutting down, and kill it if it doesn't """ self.log.info("Kernel shutdown: %s" % kernel_id) @kernel_method def cleanup(self, kernel_id, connection_file=True): """Clean up a kernel's resources""" @kernel_method def cleanup_resources(self, kernel_id, restart=False): """Clean up a kernel's resources""" def remove_kernel(self, kernel_id): """remove a kernel from our mapping. Mainly so that a kernel can be removed if it is already dead, without having to call shutdown_kernel. The kernel object is returned. """ return self._kernels.pop(kernel_id) def shutdown_all(self, now=False): """Shutdown all kernels.""" kids = self.list_kernel_ids() for kid in kids: self.request_shutdown(kid) for kid in kids: self.finish_shutdown(kid) # Determine which cleanup method to call # See comment in KernelManager.shutdown_kernel(). km = self.get_kernel(kid) overrides_cleanup = type(km).cleanup is not KernelManager.cleanup overrides_cleanup_resources = type(km).cleanup_resources is not KernelManager.cleanup_resources if overrides_cleanup and not overrides_cleanup_resources: km.cleanup(connection_file=True) else: km.cleanup_resources(restart=False) self.remove_kernel(kid) @kernel_method def interrupt_kernel(self, kernel_id): """Interrupt (SIGINT) the kernel by its uuid. Parameters ========== kernel_id : uuid The id of the kernel to interrupt. """ self.log.info("Kernel interrupted: %s" % kernel_id) @kernel_method def signal_kernel(self, kernel_id, signum): """Sends a signal to the kernel by its uuid. Note that since only SIGTERM is supported on Windows, this function is only useful on Unix systems. Parameters ========== kernel_id : uuid The id of the kernel to signal. """ self.log.info("Signaled Kernel %s with %s" % (kernel_id, signum)) @kernel_method def restart_kernel(self, kernel_id, now=False): """Restart a kernel by its uuid, keeping the same ports. Parameters ========== kernel_id : uuid The id of the kernel to interrupt. """ self.log.info("Kernel restarted: %s" % kernel_id) @kernel_method def is_alive(self, kernel_id): """Is the kernel alive. This calls KernelManager.is_alive() which calls Popen.poll on the actual kernel subprocess. Parameters ========== kernel_id : uuid The id of the kernel. """ def _check_kernel_id(self, kernel_id): """check that a kernel id is valid""" if kernel_id not in self: raise KeyError("Kernel with id not found: %s" % kernel_id) def get_kernel(self, kernel_id): """Get the single KernelManager object for a kernel by its uuid. Parameters ========== kernel_id : uuid The id of the kernel. """ self._check_kernel_id(kernel_id) return self._kernels[kernel_id] @kernel_method def add_restart_callback(self, kernel_id, callback, event='restart'): """add a callback for the KernelRestarter""" @kernel_method def remove_restart_callback(self, kernel_id, callback, event='restart'): """remove a callback for the KernelRestarter""" @kernel_method def get_connection_info(self, kernel_id): """Return a dictionary of connection data for a kernel. Parameters ========== kernel_id : uuid The id of the kernel. Returns ======= connection_dict : dict A dict of the information needed to connect to a kernel. This includes the ip address and the integer port numbers of the different channels (stdin_port, iopub_port, shell_port, hb_port). """ @kernel_method def connect_iopub(self, kernel_id, identity=None): """Return a zmq Socket connected to the iopub channel. Parameters ========== kernel_id : uuid The id of the kernel identity : bytes (optional) The zmq identity of the socket Returns ======= stream : zmq Socket or ZMQStream """ @kernel_method def connect_shell(self, kernel_id, identity=None): """Return a zmq Socket connected to the shell channel. Parameters ========== kernel_id : uuid The id of the kernel identity : bytes (optional) The zmq identity of the socket Returns ======= stream : zmq Socket or ZMQStream """ @kernel_method def connect_control(self, kernel_id, identity=None): """Return a zmq Socket connected to the control channel. Parameters ========== kernel_id : uuid The id of the kernel identity : bytes (optional) The zmq identity of the socket Returns ======= stream : zmq Socket or ZMQStream """ @kernel_method def connect_stdin(self, kernel_id, identity=None): """Return a zmq Socket connected to the stdin channel. Parameters ========== kernel_id : uuid The id of the kernel identity : bytes (optional) The zmq identity of the socket Returns ======= stream : zmq Socket or ZMQStream """ @kernel_method def connect_hb(self, kernel_id, identity=None): """Return a zmq Socket connected to the hb channel. Parameters ========== kernel_id : uuid The id of the kernel identity : bytes (optional) The zmq identity of the socket Returns ======= stream : zmq Socket or ZMQStream """ def new_kernel_id(self, **kwargs): """ Returns the id to associate with the kernel for this request. Subclasses may override this method to substitute other sources of kernel ids. :param kwargs: :return: string-ized version 4 uuid """ return str(uuid.uuid4()) class AsyncMultiKernelManager(MultiKernelManager): kernel_manager_class = DottedObjectName( "jupyter_client.ioloop.AsyncIOLoopKernelManager", config=True, help="""The kernel manager class. This is configurable to allow subclassing of the AsyncKernelManager for customized behavior. """ ) async def start_kernel(self, kernel_name=None, **kwargs): """Start a new kernel. The caller can pick a kernel_id by passing one in as a keyword arg, otherwise one will be generated using new_kernel_id(). The kernel ID for the newly started kernel is returned. """ km, kernel_name, kernel_id = self.pre_start_kernel(kernel_name, kwargs) if not isinstance(km, AsyncKernelManager): self.log.warning("Kernel manager class ({km_class}) is not an instance of 'AsyncKernelManager'!". format(km_class=self.kernel_manager_class.__class__)) await km.start_kernel(**kwargs) self._kernels[kernel_id] = km return kernel_id async def shutdown_kernel(self, kernel_id, now=False, restart=False): """Shutdown a kernel by its kernel uuid. Parameters ========== kernel_id : uuid The id of the kernel to shutdown. now : bool Should the kernel be shutdown forcibly using a signal. restart : bool Will the kernel be restarted? """ self.log.info("Kernel shutdown: %s" % kernel_id) km = self.get_kernel(kernel_id) ports = ( km.shell_port, km.iopub_port, km.stdin_port, km.hb_port, km.control_port ) await km.shutdown_kernel(now, restart) self.remove_kernel(kernel_id) if km.cache_ports and not restart: for port in ports: self.currently_used_ports.remove(port) async def finish_shutdown(self, kernel_id, waittime=None, pollinterval=0.1): """Wait for a kernel to finish shutting down, and kill it if it doesn't """ km = self.get_kernel(kernel_id) await km.finish_shutdown(waittime, pollinterval) self.log.info("Kernel shutdown: %s" % kernel_id) async def interrupt_kernel(self, kernel_id): """Interrupt (SIGINT) the kernel by its uuid. Parameters ========== kernel_id : uuid The id of the kernel to interrupt. """ km = self.get_kernel(kernel_id) await km.interrupt_kernel() self.log.info("Kernel interrupted: %s" % kernel_id) async def signal_kernel(self, kernel_id, signum): """Sends a signal to the kernel by its uuid. Note that since only SIGTERM is supported on Windows, this function is only useful on Unix systems. Parameters ========== kernel_id : uuid The id of the kernel to signal. """ km = self.get_kernel(kernel_id) await km.signal_kernel(signum) self.log.info("Signaled Kernel %s with %s" % (kernel_id, signum)) async def restart_kernel(self, kernel_id, now=False): """Restart a kernel by its uuid, keeping the same ports. Parameters ========== kernel_id : uuid The id of the kernel to interrupt. """ km = self.get_kernel(kernel_id) await km.restart_kernel(now) self.log.info("Kernel restarted: %s" % kernel_id) async def shutdown_all(self, now=False): """Shutdown all kernels.""" kids = self.list_kernel_ids() for kid in kids: self.request_shutdown(kid) for kid in kids: await self.finish_shutdown(kid) self.cleanup_resources(kid) self.remove_kernel(kid)