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https://github.com/aykhans/AzSuicideDataVisualization.git
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from .manager import AsyncIOLoopKernelManager # noqa
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from .manager import IOLoopKernelManager # noqa
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from .restarter import AsyncIOLoopKernelRestarter # noqa
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from .restarter import IOLoopKernelRestarter # noqa
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98
.venv/Lib/site-packages/jupyter_client/ioloop/manager.py
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98
.venv/Lib/site-packages/jupyter_client/ioloop/manager.py
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"""A kernel manager with a tornado IOLoop"""
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# Copyright (c) Jupyter Development Team.
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# Distributed under the terms of the Modified BSD License.
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from tornado import ioloop
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from traitlets import Instance
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from traitlets import Type
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from zmq.eventloop.zmqstream import ZMQStream
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from .restarter import AsyncIOLoopKernelRestarter
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from .restarter import IOLoopKernelRestarter
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from jupyter_client.manager import AsyncKernelManager
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from jupyter_client.manager import KernelManager
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def as_zmqstream(f):
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def wrapped(self, *args, **kwargs):
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socket = f(self, *args, **kwargs)
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return ZMQStream(socket, self.loop)
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return wrapped
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class IOLoopKernelManager(KernelManager):
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loop = Instance("tornado.ioloop.IOLoop")
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def _loop_default(self):
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return ioloop.IOLoop.current()
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restarter_class = Type(
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default_value=IOLoopKernelRestarter,
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klass=IOLoopKernelRestarter,
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help=(
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"Type of KernelRestarter to use. "
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"Must be a subclass of IOLoopKernelRestarter.\n"
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"Override this to customize how kernel restarts are managed."
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),
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config=True,
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)
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_restarter = Instance("jupyter_client.ioloop.IOLoopKernelRestarter", allow_none=True)
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def start_restarter(self):
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if self.autorestart and self.has_kernel:
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if self._restarter is None:
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self._restarter = self.restarter_class(
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kernel_manager=self, loop=self.loop, parent=self, log=self.log
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)
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self._restarter.start()
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def stop_restarter(self):
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if self.autorestart:
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if self._restarter is not None:
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self._restarter.stop()
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connect_shell = as_zmqstream(KernelManager.connect_shell)
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connect_control = as_zmqstream(KernelManager.connect_control)
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connect_iopub = as_zmqstream(KernelManager.connect_iopub)
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connect_stdin = as_zmqstream(KernelManager.connect_stdin)
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connect_hb = as_zmqstream(KernelManager.connect_hb)
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class AsyncIOLoopKernelManager(AsyncKernelManager):
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loop = Instance("tornado.ioloop.IOLoop")
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def _loop_default(self):
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return ioloop.IOLoop.current()
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restarter_class = Type(
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default_value=AsyncIOLoopKernelRestarter,
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klass=AsyncIOLoopKernelRestarter,
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help=(
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"Type of KernelRestarter to use. "
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"Must be a subclass of AsyncIOLoopKernelManager.\n"
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"Override this to customize how kernel restarts are managed."
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),
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config=True,
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)
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_restarter = Instance("jupyter_client.ioloop.AsyncIOLoopKernelRestarter", allow_none=True)
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def start_restarter(self):
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if self.autorestart and self.has_kernel:
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if self._restarter is None:
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self._restarter = self.restarter_class(
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kernel_manager=self, loop=self.loop, parent=self, log=self.log
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)
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self._restarter.start()
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def stop_restarter(self):
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if self.autorestart:
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if self._restarter is not None:
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self._restarter.stop()
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connect_shell = as_zmqstream(AsyncKernelManager.connect_shell)
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connect_control = as_zmqstream(AsyncKernelManager.connect_control)
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connect_iopub = as_zmqstream(AsyncKernelManager.connect_iopub)
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connect_stdin = as_zmqstream(AsyncKernelManager.connect_stdin)
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connect_hb = as_zmqstream(AsyncKernelManager.connect_hb)
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101
.venv/Lib/site-packages/jupyter_client/ioloop/restarter.py
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101
.venv/Lib/site-packages/jupyter_client/ioloop/restarter.py
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"""A basic in process kernel monitor with autorestarting.
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This watches a kernel's state using KernelManager.is_alive and auto
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restarts the kernel if it dies.
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"""
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# Copyright (c) Jupyter Development Team.
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# Distributed under the terms of the Modified BSD License.
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import asyncio
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import time
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import warnings
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from traitlets import Instance
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from zmq.eventloop import ioloop
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from jupyter_client.restarter import KernelRestarter
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from jupyter_client.utils import run_sync
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class IOLoopKernelRestarter(KernelRestarter):
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"""Monitor and autorestart a kernel."""
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loop = Instance("tornado.ioloop.IOLoop")
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def _loop_default(self):
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warnings.warn(
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"IOLoopKernelRestarter.loop is deprecated in jupyter-client 5.2",
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DeprecationWarning,
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stacklevel=4,
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)
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return ioloop.IOLoop.current()
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_pcallback = None
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def start(self):
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"""Start the polling of the kernel."""
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if self._pcallback is None:
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if asyncio.iscoroutinefunction(self.poll):
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cb = run_sync(self.poll)
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else:
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cb = self.poll
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self._pcallback = ioloop.PeriodicCallback(
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cb,
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1000 * self.time_to_dead,
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)
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self._pcallback.start()
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def stop(self):
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"""Stop the kernel polling."""
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if self._pcallback is not None:
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self._pcallback.stop()
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self._pcallback = None
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class AsyncIOLoopKernelRestarter(IOLoopKernelRestarter):
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async def poll(self):
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if self.debug:
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self.log.debug("Polling kernel...")
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is_alive = await self.kernel_manager.is_alive()
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now = time.time()
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if not is_alive:
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self._last_dead = now
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if self._restarting:
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self._restart_count += 1
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else:
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self._restart_count = 1
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if self._restart_count > self.restart_limit:
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self.log.warning("AsyncIOLoopKernelRestarter: restart failed")
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self._fire_callbacks("dead")
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self._restarting = False
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self._restart_count = 0
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self.stop()
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else:
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newports = self.random_ports_until_alive and self._initial_startup
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self.log.info(
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"AsyncIOLoopKernelRestarter: restarting kernel (%i/%i), %s random ports",
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self._restart_count,
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self.restart_limit,
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"new" if newports else "keep",
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)
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self._fire_callbacks("restart")
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await self.kernel_manager.restart_kernel(now=True, newports=newports)
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self._restarting = True
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else:
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# Since `is_alive` only tests that the kernel process is alive, it does not
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# indicate that the kernel has successfully completed startup. To solve this
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# correctly, we would need to wait for a kernel info reply, but it is not
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# necessarily appropriate to start a kernel client + channels in the
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# restarter. Therefore, we use "has been alive continuously for X time" as a
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# heuristic for a stable start up.
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# See https://github.com/jupyter/jupyter_client/pull/717 for details.
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stable_start_time = self.stable_start_time
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if self.kernel_manager.provisioner:
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stable_start_time = self.kernel_manager.provisioner.get_stable_start_time(
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recommended=stable_start_time
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)
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if self._initial_startup and now - self._last_dead >= stable_start_time:
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self._initial_startup = False
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if self._restarting and now - self._last_dead >= stable_start_time:
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self.log.debug("AsyncIOLoopKernelRestarter: restart apparently succeeded")
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self._restarting = False
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