"""Tornado handlers for kernels. Preliminary documentation at https://github.com/ipython/ipython/wiki/IPEP-16%3A-Notebook-multi-directory-dashboard-and-URL-mapping#kernels-api """ # Copyright (c) Jupyter Development Team. # Distributed under the terms of the Modified BSD License. import json import logging from textwrap import dedent from tornado import gen, web from tornado.concurrent import Future from tornado.ioloop import IOLoop from jupyter_client import protocol_version as client_protocol_version from jupyter_client.jsonutil import date_default from ipython_genutils.py3compat import cast_unicode from notebook.utils import maybe_future, url_path_join, url_escape from ...base.handlers import APIHandler from ...base.zmqhandlers import AuthenticatedZMQStreamHandler, deserialize_binary_message class MainKernelHandler(APIHandler): @web.authenticated @gen.coroutine def get(self): km = self.kernel_manager kernels = yield maybe_future(km.list_kernels()) self.finish(json.dumps(kernels, default=date_default)) @web.authenticated @gen.coroutine def post(self): km = self.kernel_manager model = self.get_json_body() if model is None: model = { 'name': km.default_kernel_name } else: model.setdefault('name', km.default_kernel_name) kernel_id = yield maybe_future(km.start_kernel(kernel_name=model['name'])) model = yield maybe_future(km.kernel_model(kernel_id)) location = url_path_join(self.base_url, 'api', 'kernels', url_escape(kernel_id)) self.set_header('Location', location) self.set_status(201) self.finish(json.dumps(model, default=date_default)) class KernelHandler(APIHandler): @web.authenticated def get(self, kernel_id): km = self.kernel_manager model = km.kernel_model(kernel_id) self.finish(json.dumps(model, default=date_default)) @web.authenticated @gen.coroutine def delete(self, kernel_id): km = self.kernel_manager yield maybe_future(km.shutdown_kernel(kernel_id)) self.set_status(204) self.finish() class KernelActionHandler(APIHandler): @web.authenticated @gen.coroutine def post(self, kernel_id, action): km = self.kernel_manager if action == 'interrupt': yield maybe_future(km.interrupt_kernel(kernel_id)) self.set_status(204) if action == 'restart': try: yield maybe_future(km.restart_kernel(kernel_id)) except Exception as e: self.log.error("Exception restarting kernel", exc_info=True) self.set_status(500) else: model = yield maybe_future(km.kernel_model(kernel_id)) self.write(json.dumps(model, default=date_default)) self.finish() class ZMQChannelsHandler(AuthenticatedZMQStreamHandler): '''There is one ZMQChannelsHandler per running kernel and it oversees all the sessions. ''' # class-level registry of open sessions # allows checking for conflict on session-id, # which is used as a zmq identity and must be unique. _open_sessions = {} @property def kernel_info_timeout(self): km_default = self.kernel_manager.kernel_info_timeout return self.settings.get('kernel_info_timeout', km_default) @property def iopub_msg_rate_limit(self): return self.settings.get('iopub_msg_rate_limit', 0) @property def iopub_data_rate_limit(self): return self.settings.get('iopub_data_rate_limit', 0) @property def rate_limit_window(self): return self.settings.get('rate_limit_window', 1.0) def __repr__(self): return "%s(%s)" % (self.__class__.__name__, getattr(self, 'kernel_id', 'uninitialized')) def create_stream(self): km = self.kernel_manager identity = self.session.bsession for channel in ('shell', 'control', 'iopub', 'stdin'): meth = getattr(km, 'connect_' + channel) self.channels[channel] = stream = meth(self.kernel_id, identity=identity) stream.channel = channel def request_kernel_info(self): """send a request for kernel_info""" km = self.kernel_manager kernel = km.get_kernel(self.kernel_id) try: # check for previous request future = kernel._kernel_info_future except AttributeError: self.log.debug("Requesting kernel info from %s", self.kernel_id) # Create a kernel_info channel to query the kernel protocol version. # This channel will be closed after the kernel_info reply is received. if self.kernel_info_channel is None: self.kernel_info_channel = km.connect_shell(self.kernel_id) self.kernel_info_channel.on_recv(self._handle_kernel_info_reply) self.session.send(self.kernel_info_channel, "kernel_info_request") # store the future on the kernel, so only one request is sent kernel._kernel_info_future = self._kernel_info_future else: if not future.done(): self.log.debug("Waiting for pending kernel_info request") future.add_done_callback(lambda f: self._finish_kernel_info(f.result())) return self._kernel_info_future def _handle_kernel_info_reply(self, msg): """process the kernel_info_reply enabling msg spec adaptation, if necessary """ idents,msg = self.session.feed_identities(msg) try: msg = self.session.deserialize(msg) except: self.log.error("Bad kernel_info reply", exc_info=True) self._kernel_info_future.set_result({}) return else: info = msg['content'] self.log.debug("Received kernel info: %s", info) if msg['msg_type'] != 'kernel_info_reply' or 'protocol_version' not in info: self.log.error("Kernel info request failed, assuming current %s", info) info = {} self._finish_kernel_info(info) # close the kernel_info channel, we don't need it anymore if self.kernel_info_channel: self.kernel_info_channel.close() self.kernel_info_channel = None def _finish_kernel_info(self, info): """Finish handling kernel_info reply Set up protocol adaptation, if needed, and signal that connection can continue. """ protocol_version = info.get('protocol_version', client_protocol_version) if protocol_version != client_protocol_version: self.session.adapt_version = int(protocol_version.split('.')[0]) 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)) if not self._kernel_info_future.done(): self._kernel_info_future.set_result(info) def initialize(self): super(ZMQChannelsHandler, self).initialize() self.zmq_stream = None self.channels = {} self.kernel_id = None self.kernel_info_channel = None self._kernel_info_future = Future() self._close_future = Future() self.session_key = '' # Rate limiting code self._iopub_window_msg_count = 0 self._iopub_window_byte_count = 0 self._iopub_msgs_exceeded = False self._iopub_data_exceeded = False # Queue of (time stamp, byte count) # Allows you to specify that the byte count should be lowered # by a delta amount at some point in the future. self._iopub_window_byte_queue = [] @gen.coroutine def pre_get(self): # authenticate first super(ZMQChannelsHandler, self).pre_get() # check session collision: yield self._register_session() # then request kernel info, waiting up to a certain time before giving up. # We don't want to wait forever, because browsers don't take it well when # servers never respond to websocket connection requests. kernel = self.kernel_manager.get_kernel(self.kernel_id) self.session.key = kernel.session.key future = self.request_kernel_info() def give_up(): """Don't wait forever for the kernel to reply""" if future.done(): return self.log.warning("Timeout waiting for kernel_info reply from %s", self.kernel_id) future.set_result({}) loop = IOLoop.current() loop.add_timeout(loop.time() + self.kernel_info_timeout, give_up) # actually wait for it yield future @gen.coroutine def get(self, kernel_id): self.kernel_id = cast_unicode(kernel_id, 'ascii') yield super(ZMQChannelsHandler, self).get(kernel_id=kernel_id) @gen.coroutine def _register_session(self): """Ensure we aren't creating a duplicate session. If a previous identical session is still open, close it to avoid collisions. This is likely due to a client reconnecting from a lost network connection, where the socket on our side has not been cleaned up yet. """ self.session_key = '%s:%s' % (self.kernel_id, self.session.session) stale_handler = self._open_sessions.get(self.session_key) if stale_handler: self.log.warning("Replacing stale connection: %s", self.session_key) yield stale_handler.close() self._open_sessions[self.session_key] = self def open(self, kernel_id): super(ZMQChannelsHandler, self).open() km = self.kernel_manager km.notify_connect(kernel_id) # on new connections, flush the message buffer buffer_info = km.get_buffer(kernel_id, self.session_key) if buffer_info and buffer_info['session_key'] == self.session_key: self.log.info("Restoring connection for %s", self.session_key) self.channels = buffer_info['channels'] replay_buffer = buffer_info['buffer'] if replay_buffer: self.log.info("Replaying %s buffered messages", len(replay_buffer)) for channel, msg_list in replay_buffer: stream = self.channels[channel] self._on_zmq_reply(stream, msg_list) else: try: self.create_stream() except web.HTTPError as e: self.log.error("Error opening stream: %s", e) # WebSockets don't response to traditional error codes so we # close the connection. for channel, stream in self.channels.items(): if not stream.closed(): stream.close() self.close() return km.add_restart_callback(self.kernel_id, self.on_kernel_restarted) km.add_restart_callback(self.kernel_id, self.on_restart_failed, 'dead') for channel, stream in self.channels.items(): stream.on_recv_stream(self._on_zmq_reply) def on_message(self, msg): if not self.channels: # already closed, ignore the message self.log.debug("Received message on closed websocket %r", msg) return if isinstance(msg, bytes): msg = deserialize_binary_message(msg) else: msg = json.loads(msg) channel = msg.pop('channel', None) if channel is None: self.log.warning("No channel specified, assuming shell: %s", msg) channel = 'shell' if channel not in self.channels: self.log.warning("No such channel: %r", channel) return am = self.kernel_manager.allowed_message_types mt = msg['header']['msg_type'] if am and mt not in am: self.log.warning('Received message of type "%s", which is not allowed. Ignoring.' % mt) else: stream = self.channels[channel] self.session.send(stream, msg) def _on_zmq_reply(self, stream, msg_list): idents, fed_msg_list = self.session.feed_identities(msg_list) msg = self.session.deserialize(fed_msg_list) parent = msg['parent_header'] def write_stderr(error_message): self.log.warning(error_message) msg = self.session.msg("stream", content={"text": error_message + '\n', "name": "stderr"}, parent=parent ) msg['channel'] = 'iopub' self.write_message(json.dumps(msg, default=date_default)) channel = getattr(stream, 'channel', None) msg_type = msg['header']['msg_type'] if channel == 'iopub' and msg_type == 'status' and msg['content'].get('execution_state') == 'idle': # reset rate limit counter on status=idle, # to avoid 'Run All' hitting limits prematurely. self._iopub_window_byte_queue = [] self._iopub_window_msg_count = 0 self._iopub_window_byte_count = 0 self._iopub_msgs_exceeded = False self._iopub_data_exceeded = False if channel == 'iopub' and msg_type not in {'status', 'comm_open', 'execute_input'}: # Remove the counts queued for removal. now = IOLoop.current().time() while len(self._iopub_window_byte_queue) > 0: queued = self._iopub_window_byte_queue[0] if (now >= queued[0]): self._iopub_window_byte_count -= queued[1] self._iopub_window_msg_count -= 1 del self._iopub_window_byte_queue[0] else: # This part of the queue hasn't be reached yet, so we can # abort the loop. break # Increment the bytes and message count self._iopub_window_msg_count += 1 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\w+-\w+-\w+-\w+-\w+)" _kernel_action_regex = r"(?Prestart|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), ]