497 lines
20 KiB
Python
497 lines
20 KiB
Python
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"""Tornado handlers for kernels.
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Preliminary documentation at https://github.com/ipython/ipython/wiki/IPEP-16%3A-Notebook-multi-directory-dashboard-and-URL-mapping#kernels-api
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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 json
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import logging
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from textwrap import dedent
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from tornado import gen, web
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from tornado.concurrent import Future
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from tornado.ioloop import IOLoop
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from jupyter_client import protocol_version as client_protocol_version
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from jupyter_client.jsonutil import date_default
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from ipython_genutils.py3compat import cast_unicode
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from notebook.utils import maybe_future, url_path_join, url_escape
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from ...base.handlers import APIHandler
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from ...base.zmqhandlers import AuthenticatedZMQStreamHandler, deserialize_binary_message
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class MainKernelHandler(APIHandler):
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@web.authenticated
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@gen.coroutine
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def get(self):
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km = self.kernel_manager
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kernels = yield maybe_future(km.list_kernels())
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self.finish(json.dumps(kernels, default=date_default))
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@web.authenticated
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@gen.coroutine
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def post(self):
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km = self.kernel_manager
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model = self.get_json_body()
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if model is None:
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model = {
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'name': km.default_kernel_name
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}
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else:
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model.setdefault('name', km.default_kernel_name)
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kernel_id = yield maybe_future(km.start_kernel(kernel_name=model['name']))
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model = yield maybe_future(km.kernel_model(kernel_id))
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location = url_path_join(self.base_url, 'api', 'kernels', url_escape(kernel_id))
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self.set_header('Location', location)
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self.set_status(201)
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self.finish(json.dumps(model, default=date_default))
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class KernelHandler(APIHandler):
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@web.authenticated
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def get(self, kernel_id):
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km = self.kernel_manager
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model = km.kernel_model(kernel_id)
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self.finish(json.dumps(model, default=date_default))
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@web.authenticated
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@gen.coroutine
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def delete(self, kernel_id):
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km = self.kernel_manager
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yield maybe_future(km.shutdown_kernel(kernel_id))
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self.set_status(204)
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self.finish()
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class KernelActionHandler(APIHandler):
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@web.authenticated
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@gen.coroutine
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def post(self, kernel_id, action):
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km = self.kernel_manager
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if action == 'interrupt':
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km.interrupt_kernel(kernel_id)
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self.set_status(204)
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if action == 'restart':
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try:
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yield maybe_future(km.restart_kernel(kernel_id))
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except Exception as e:
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self.log.error("Exception restarting kernel", exc_info=True)
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self.set_status(500)
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else:
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model = yield maybe_future(km.kernel_model(kernel_id))
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self.write(json.dumps(model, default=date_default))
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self.finish()
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class ZMQChannelsHandler(AuthenticatedZMQStreamHandler):
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'''There is one ZMQChannelsHandler per running kernel and it oversees all
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the sessions.
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'''
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# class-level registry of open sessions
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# allows checking for conflict on session-id,
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# which is used as a zmq identity and must be unique.
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_open_sessions = {}
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@property
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def kernel_info_timeout(self):
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km_default = self.kernel_manager.kernel_info_timeout
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return self.settings.get('kernel_info_timeout', km_default)
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@property
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def iopub_msg_rate_limit(self):
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return self.settings.get('iopub_msg_rate_limit', 0)
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@property
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def iopub_data_rate_limit(self):
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return self.settings.get('iopub_data_rate_limit', 0)
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@property
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def rate_limit_window(self):
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return self.settings.get('rate_limit_window', 1.0)
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def __repr__(self):
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return "%s(%s)" % (self.__class__.__name__, getattr(self, 'kernel_id', 'uninitialized'))
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def create_stream(self):
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km = self.kernel_manager
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identity = self.session.bsession
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for channel in ('shell', 'control', 'iopub', 'stdin'):
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meth = getattr(km, 'connect_' + channel)
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self.channels[channel] = stream = meth(self.kernel_id, identity=identity)
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stream.channel = channel
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def request_kernel_info(self):
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"""send a request for kernel_info"""
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km = self.kernel_manager
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kernel = km.get_kernel(self.kernel_id)
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try:
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# check for previous request
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future = kernel._kernel_info_future
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except AttributeError:
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self.log.debug("Requesting kernel info from %s", self.kernel_id)
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# Create a kernel_info channel to query the kernel protocol version.
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# This channel will be closed after the kernel_info reply is received.
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if self.kernel_info_channel is None:
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self.kernel_info_channel = km.connect_shell(self.kernel_id)
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self.kernel_info_channel.on_recv(self._handle_kernel_info_reply)
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self.session.send(self.kernel_info_channel, "kernel_info_request")
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# store the future on the kernel, so only one request is sent
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kernel._kernel_info_future = self._kernel_info_future
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else:
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if not future.done():
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self.log.debug("Waiting for pending kernel_info request")
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future.add_done_callback(lambda f: self._finish_kernel_info(f.result()))
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return self._kernel_info_future
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def _handle_kernel_info_reply(self, msg):
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"""process the kernel_info_reply
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enabling msg spec adaptation, if necessary
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"""
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idents,msg = self.session.feed_identities(msg)
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try:
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msg = self.session.deserialize(msg)
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except:
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self.log.error("Bad kernel_info reply", exc_info=True)
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self._kernel_info_future.set_result({})
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return
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else:
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info = msg['content']
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self.log.debug("Received kernel info: %s", info)
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if msg['msg_type'] != 'kernel_info_reply' or 'protocol_version' not in info:
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self.log.error("Kernel info request failed, assuming current %s", info)
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info = {}
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self._finish_kernel_info(info)
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# close the kernel_info channel, we don't need it anymore
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if self.kernel_info_channel:
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self.kernel_info_channel.close()
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self.kernel_info_channel = None
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def _finish_kernel_info(self, info):
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"""Finish handling kernel_info reply
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Set up protocol adaptation, if needed,
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and signal that connection can continue.
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"""
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protocol_version = info.get('protocol_version', client_protocol_version)
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if protocol_version != client_protocol_version:
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self.session.adapt_version = int(protocol_version.split('.')[0])
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self.log.info("Adapting from protocol version {protocol_version} (kernel {kernel_id}) to {client_protocol_version} (client).".format(protocol_version=protocol_version, kernel_id=self.kernel_id, client_protocol_version=client_protocol_version))
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if not self._kernel_info_future.done():
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self._kernel_info_future.set_result(info)
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def initialize(self):
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super(ZMQChannelsHandler, self).initialize()
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self.zmq_stream = None
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self.channels = {}
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self.kernel_id = None
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self.kernel_info_channel = None
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self._kernel_info_future = Future()
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self._close_future = Future()
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self.session_key = ''
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# Rate limiting code
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self._iopub_window_msg_count = 0
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self._iopub_window_byte_count = 0
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self._iopub_msgs_exceeded = False
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self._iopub_data_exceeded = False
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# Queue of (time stamp, byte count)
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# Allows you to specify that the byte count should be lowered
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# by a delta amount at some point in the future.
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self._iopub_window_byte_queue = []
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@gen.coroutine
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def pre_get(self):
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# authenticate first
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super(ZMQChannelsHandler, self).pre_get()
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# check session collision:
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yield self._register_session()
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# then request kernel info, waiting up to a certain time before giving up.
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# We don't want to wait forever, because browsers don't take it well when
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# servers never respond to websocket connection requests.
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kernel = self.kernel_manager.get_kernel(self.kernel_id)
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self.session.key = kernel.session.key
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future = self.request_kernel_info()
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def give_up():
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"""Don't wait forever for the kernel to reply"""
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if future.done():
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return
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self.log.warning("Timeout waiting for kernel_info reply from %s", self.kernel_id)
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future.set_result({})
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loop = IOLoop.current()
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loop.add_timeout(loop.time() + self.kernel_info_timeout, give_up)
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# actually wait for it
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yield future
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@gen.coroutine
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def get(self, kernel_id):
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self.kernel_id = cast_unicode(kernel_id, 'ascii')
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yield super(ZMQChannelsHandler, self).get(kernel_id=kernel_id)
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@gen.coroutine
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def _register_session(self):
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"""Ensure we aren't creating a duplicate session.
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If a previous identical session is still open, close it to avoid collisions.
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This is likely due to a client reconnecting from a lost network connection,
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where the socket on our side has not been cleaned up yet.
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"""
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self.session_key = '%s:%s' % (self.kernel_id, self.session.session)
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stale_handler = self._open_sessions.get(self.session_key)
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if stale_handler:
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self.log.warning("Replacing stale connection: %s", self.session_key)
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yield stale_handler.close()
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self._open_sessions[self.session_key] = self
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def open(self, kernel_id):
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super(ZMQChannelsHandler, self).open()
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km = self.kernel_manager
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km.notify_connect(kernel_id)
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# on new connections, flush the message buffer
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buffer_info = km.get_buffer(kernel_id, self.session_key)
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if buffer_info and buffer_info['session_key'] == self.session_key:
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self.log.info("Restoring connection for %s", self.session_key)
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self.channels = buffer_info['channels']
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replay_buffer = buffer_info['buffer']
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if replay_buffer:
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self.log.info("Replaying %s buffered messages", len(replay_buffer))
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for channel, msg_list in replay_buffer:
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stream = self.channels[channel]
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self._on_zmq_reply(stream, msg_list)
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else:
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try:
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self.create_stream()
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except web.HTTPError as e:
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self.log.error("Error opening stream: %s", e)
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# WebSockets don't response to traditional error codes so we
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# close the connection.
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for channel, stream in self.channels.items():
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if not stream.closed():
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stream.close()
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self.close()
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return
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km.add_restart_callback(self.kernel_id, self.on_kernel_restarted)
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km.add_restart_callback(self.kernel_id, self.on_restart_failed, 'dead')
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for channel, stream in self.channels.items():
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stream.on_recv_stream(self._on_zmq_reply)
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def on_message(self, msg):
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if not self.channels:
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# already closed, ignore the message
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self.log.debug("Received message on closed websocket %r", msg)
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return
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if isinstance(msg, bytes):
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msg = deserialize_binary_message(msg)
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else:
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msg = json.loads(msg)
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channel = msg.pop('channel', None)
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if channel is None:
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self.log.warning("No channel specified, assuming shell: %s", msg)
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channel = 'shell'
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if channel not in self.channels:
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self.log.warning("No such channel: %r", channel)
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return
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am = self.kernel_manager.allowed_message_types
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mt = msg['header']['msg_type']
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if am and mt not in am:
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self.log.warning('Received message of type "%s", which is not allowed. Ignoring.' % mt)
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else:
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stream = self.channels[channel]
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self.session.send(stream, msg)
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def _on_zmq_reply(self, stream, msg_list):
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idents, fed_msg_list = self.session.feed_identities(msg_list)
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msg = self.session.deserialize(fed_msg_list)
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parent = msg['parent_header']
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def write_stderr(error_message):
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self.log.warning(error_message)
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msg = self.session.msg("stream",
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content={"text": error_message + '\n', "name": "stderr"},
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parent=parent
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)
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msg['channel'] = 'iopub'
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self.write_message(json.dumps(msg, default=date_default))
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channel = getattr(stream, 'channel', None)
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msg_type = msg['header']['msg_type']
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if channel == 'iopub' and msg_type == 'status' and msg['content'].get('execution_state') == 'idle':
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# reset rate limit counter on status=idle,
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# to avoid 'Run All' hitting limits prematurely.
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self._iopub_window_byte_queue = []
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self._iopub_window_msg_count = 0
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self._iopub_window_byte_count = 0
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self._iopub_msgs_exceeded = False
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self._iopub_data_exceeded = False
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if channel == 'iopub' and msg_type not in {'status', 'comm_open', 'execute_input'}:
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# Remove the counts queued for removal.
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now = IOLoop.current().time()
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while len(self._iopub_window_byte_queue) > 0:
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queued = self._iopub_window_byte_queue[0]
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if (now >= queued[0]):
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self._iopub_window_byte_count -= queued[1]
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self._iopub_window_msg_count -= 1
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del self._iopub_window_byte_queue[0]
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else:
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# This part of the queue hasn't be reached yet, so we can
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# abort the loop.
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break
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# Increment the bytes and message count
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self._iopub_window_msg_count += 1
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||
|
|
if msg_type == 'stream':
|
||
|
|
byte_count = sum([len(x) for x in msg_list])
|
||
|
|
else:
|
||
|
|
byte_count = 0
|
||
|
|
self._iopub_window_byte_count += byte_count
|
||
|
|
|
||
|
|
# Queue a removal of the byte and message count for a time in the
|
||
|
|
# future, when we are no longer interested in it.
|
||
|
|
self._iopub_window_byte_queue.append((now + self.rate_limit_window, byte_count))
|
||
|
|
|
||
|
|
# Check the limits, set the limit flags, and reset the
|
||
|
|
# message and data counts.
|
||
|
|
msg_rate = float(self._iopub_window_msg_count) / self.rate_limit_window
|
||
|
|
data_rate = float(self._iopub_window_byte_count) / self.rate_limit_window
|
||
|
|
|
||
|
|
# Check the msg rate
|
||
|
|
if self.iopub_msg_rate_limit > 0 and msg_rate > self.iopub_msg_rate_limit:
|
||
|
|
if not self._iopub_msgs_exceeded:
|
||
|
|
self._iopub_msgs_exceeded = True
|
||
|
|
write_stderr(dedent("""\
|
||
|
|
IOPub message rate exceeded.
|
||
|
|
The notebook server will temporarily stop sending output
|
||
|
|
to the client in order to avoid crashing it.
|
||
|
|
To change this limit, set the config variable
|
||
|
|
`--NotebookApp.iopub_msg_rate_limit`.
|
||
|
|
|
||
|
|
Current values:
|
||
|
|
NotebookApp.iopub_msg_rate_limit={} (msgs/sec)
|
||
|
|
NotebookApp.rate_limit_window={} (secs)
|
||
|
|
""".format(self.iopub_msg_rate_limit, self.rate_limit_window)))
|
||
|
|
else:
|
||
|
|
# resume once we've got some headroom below the limit
|
||
|
|
if self._iopub_msgs_exceeded and msg_rate < (0.8 * self.iopub_msg_rate_limit):
|
||
|
|
self._iopub_msgs_exceeded = False
|
||
|
|
if not self._iopub_data_exceeded:
|
||
|
|
self.log.warning("iopub messages resumed")
|
||
|
|
|
||
|
|
# Check the data rate
|
||
|
|
if self.iopub_data_rate_limit > 0 and data_rate > self.iopub_data_rate_limit:
|
||
|
|
if not self._iopub_data_exceeded:
|
||
|
|
self._iopub_data_exceeded = True
|
||
|
|
write_stderr(dedent("""\
|
||
|
|
IOPub data rate exceeded.
|
||
|
|
The notebook server will temporarily stop sending output
|
||
|
|
to the client in order to avoid crashing it.
|
||
|
|
To change this limit, set the config variable
|
||
|
|
`--NotebookApp.iopub_data_rate_limit`.
|
||
|
|
|
||
|
|
Current values:
|
||
|
|
NotebookApp.iopub_data_rate_limit={} (bytes/sec)
|
||
|
|
NotebookApp.rate_limit_window={} (secs)
|
||
|
|
""".format(self.iopub_data_rate_limit, self.rate_limit_window)))
|
||
|
|
else:
|
||
|
|
# resume once we've got some headroom below the limit
|
||
|
|
if self._iopub_data_exceeded and data_rate < (0.8 * self.iopub_data_rate_limit):
|
||
|
|
self._iopub_data_exceeded = False
|
||
|
|
if not self._iopub_msgs_exceeded:
|
||
|
|
self.log.warning("iopub messages resumed")
|
||
|
|
|
||
|
|
# If either of the limit flags are set, do not send the message.
|
||
|
|
if self._iopub_msgs_exceeded or self._iopub_data_exceeded:
|
||
|
|
# we didn't send it, remove the current message from the calculus
|
||
|
|
self._iopub_window_msg_count -= 1
|
||
|
|
self._iopub_window_byte_count -= byte_count
|
||
|
|
self._iopub_window_byte_queue.pop(-1)
|
||
|
|
return
|
||
|
|
super(ZMQChannelsHandler, self)._on_zmq_reply(stream, msg)
|
||
|
|
|
||
|
|
def close(self):
|
||
|
|
super(ZMQChannelsHandler, self).close()
|
||
|
|
return self._close_future
|
||
|
|
|
||
|
|
def on_close(self):
|
||
|
|
self.log.debug("Websocket closed %s", self.session_key)
|
||
|
|
# unregister myself as an open session (only if it's really me)
|
||
|
|
if self._open_sessions.get(self.session_key) is self:
|
||
|
|
self._open_sessions.pop(self.session_key)
|
||
|
|
|
||
|
|
km = self.kernel_manager
|
||
|
|
if self.kernel_id in km:
|
||
|
|
km.notify_disconnect(self.kernel_id)
|
||
|
|
km.remove_restart_callback(
|
||
|
|
self.kernel_id, self.on_kernel_restarted,
|
||
|
|
)
|
||
|
|
km.remove_restart_callback(
|
||
|
|
self.kernel_id, self.on_restart_failed, 'dead',
|
||
|
|
)
|
||
|
|
|
||
|
|
# start buffering instead of closing if this was the last connection
|
||
|
|
if km._kernel_connections[self.kernel_id] == 0:
|
||
|
|
km.start_buffering(self.kernel_id, self.session_key, self.channels)
|
||
|
|
self._close_future.set_result(None)
|
||
|
|
return
|
||
|
|
|
||
|
|
# This method can be called twice, once by self.kernel_died and once
|
||
|
|
# from the WebSocket close event. If the WebSocket connection is
|
||
|
|
# closed before the ZMQ streams are setup, they could be None.
|
||
|
|
for channel, stream in self.channels.items():
|
||
|
|
if stream is not None and not stream.closed():
|
||
|
|
stream.on_recv(None)
|
||
|
|
stream.close()
|
||
|
|
|
||
|
|
self.channels = {}
|
||
|
|
self._close_future.set_result(None)
|
||
|
|
|
||
|
|
def _send_status_message(self, status):
|
||
|
|
iopub = self.channels.get('iopub', None)
|
||
|
|
if iopub and not iopub.closed():
|
||
|
|
# flush IOPub before sending a restarting/dead status message
|
||
|
|
# ensures proper ordering on the IOPub channel
|
||
|
|
# that all messages from the stopped kernel have been delivered
|
||
|
|
iopub.flush()
|
||
|
|
msg = self.session.msg("status",
|
||
|
|
{'execution_state': status}
|
||
|
|
)
|
||
|
|
msg['channel'] = 'iopub'
|
||
|
|
self.write_message(json.dumps(msg, default=date_default))
|
||
|
|
|
||
|
|
def on_kernel_restarted(self):
|
||
|
|
logging.warn("kernel %s restarted", self.kernel_id)
|
||
|
|
self._send_status_message('restarting')
|
||
|
|
|
||
|
|
def on_restart_failed(self):
|
||
|
|
logging.error("kernel %s restarted failed!", self.kernel_id)
|
||
|
|
self._send_status_message('dead')
|
||
|
|
|
||
|
|
|
||
|
|
#-----------------------------------------------------------------------------
|
||
|
|
# URL to handler mappings
|
||
|
|
#-----------------------------------------------------------------------------
|
||
|
|
|
||
|
|
|
||
|
|
_kernel_id_regex = r"(?P<kernel_id>\w+-\w+-\w+-\w+-\w+)"
|
||
|
|
_kernel_action_regex = r"(?P<action>restart|interrupt)"
|
||
|
|
|
||
|
|
default_handlers = [
|
||
|
|
(r"/api/kernels", MainKernelHandler),
|
||
|
|
(r"/api/kernels/%s" % _kernel_id_regex, KernelHandler),
|
||
|
|
(r"/api/kernels/%s/%s" % (_kernel_id_regex, _kernel_action_regex), KernelActionHandler),
|
||
|
|
(r"/api/kernels/%s/channels" % _kernel_id_regex, ZMQChannelsHandler),
|
||
|
|
]
|