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"""Base class to manage the interaction with a running kernel""" |
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import asyncio |
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import inspect |
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import sys |
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import time |
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import typing as t |
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from functools import partial |
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from getpass import getpass |
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from queue import Empty |
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import zmq.asyncio |
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from jupyter_core.utils import ensure_async |
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from traitlets import Any, Bool, Instance, Type |
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from .channels import major_protocol_version |
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from .channelsabc import ChannelABC, HBChannelABC |
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from .clientabc import KernelClientABC |
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from .connect import ConnectionFileMixin |
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from .session import Session |
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def validate_string_dict(dct: t.Dict[str, str]) -> None: |
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"""Validate that the input is a dict with string keys and values. |
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Raises ValueError if not.""" |
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for k, v in dct.items(): |
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if not isinstance(k, str): |
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raise ValueError("key %r in dict must be a string" % k) |
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if not isinstance(v, str): |
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raise ValueError("value %r in dict must be a string" % v) |
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def reqrep(wrapped: t.Callable, meth: t.Callable, channel: str = "shell") -> t.Callable: |
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wrapped = wrapped(meth, channel) |
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if not meth.__doc__: |
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return wrapped |
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basedoc, _ = meth.__doc__.split("Returns\n", 1) |
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parts = [basedoc.strip()] |
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if "Parameters" not in basedoc: |
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parts.append( |
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""" |
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Parameters |
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---------- |
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""" |
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) |
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parts.append( |
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""" |
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reply: bool (default: False) |
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Whether to wait for and return reply |
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timeout: float or None (default: None) |
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Timeout to use when waiting for a reply |
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Returns |
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------- |
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msg_id: str |
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The msg_id of the request sent, if reply=False (default) |
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reply: dict |
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The reply message for this request, if reply=True |
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""" |
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) |
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wrapped.__doc__ = "\n".join(parts) |
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return wrapped |
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class KernelClient(ConnectionFileMixin): |
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"""Communicates with a single kernel on any host via zmq channels. |
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There are five channels associated with each kernel: |
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* shell: for request/reply calls to the kernel. |
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* iopub: for the kernel to publish results to frontends. |
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* hb: for monitoring the kernel's heartbeat. |
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* stdin: for frontends to reply to raw_input calls in the kernel. |
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* control: for kernel management calls to the kernel. |
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The messages that can be sent on these channels are exposed as methods of the |
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client (KernelClient.execute, complete, history, etc.). These methods only |
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send the message, they don't wait for a reply. To get results, use e.g. |
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:meth:`get_shell_msg` to fetch messages from the shell channel. |
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""" |
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context = Instance(zmq.Context) |
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_created_context = Bool(False) |
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def _context_default(self) -> zmq.Context: |
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self._created_context = True |
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return zmq.Context() |
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shell_channel_class = Type(ChannelABC) |
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iopub_channel_class = Type(ChannelABC) |
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stdin_channel_class = Type(ChannelABC) |
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hb_channel_class = Type(HBChannelABC) |
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control_channel_class = Type(ChannelABC) |
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_shell_channel = Any() |
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_iopub_channel = Any() |
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_stdin_channel = Any() |
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_hb_channel = Any() |
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_control_channel = Any() |
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allow_stdin: bool = True |
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def __del__(self) -> None: |
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"""Handle garbage collection. Destroy context if applicable.""" |
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if ( |
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self._created_context |
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and self.context is not None |
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and not self.context.closed |
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): |
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if self.channels_running: |
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if self.log: |
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self.log.warning("Could not destroy zmq context for %s", self) |
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else: |
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if self.log: |
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self.log.debug("Destroying zmq context for %s", self) |
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self.context.destroy() |
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try: |
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super_del = super().__del__ |
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except AttributeError: |
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pass |
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else: |
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super_del() |
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async def _async_get_shell_msg(self, *args: t.Any, **kwargs: t.Any) -> t.Dict[str, t.Any]: |
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"""Get a message from the shell channel""" |
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return await ensure_async(self.shell_channel.get_msg(*args, **kwargs)) |
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async def _async_get_iopub_msg(self, *args: t.Any, **kwargs: t.Any) -> t.Dict[str, t.Any]: |
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"""Get a message from the iopub channel""" |
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return await ensure_async(self.iopub_channel.get_msg(*args, **kwargs)) |
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async def _async_get_stdin_msg(self, *args: t.Any, **kwargs: t.Any) -> t.Dict[str, t.Any]: |
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"""Get a message from the stdin channel""" |
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return await ensure_async(self.stdin_channel.get_msg(*args, **kwargs)) |
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async def _async_get_control_msg(self, *args: t.Any, **kwargs: t.Any) -> t.Dict[str, t.Any]: |
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"""Get a message from the control channel""" |
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return await ensure_async(self.control_channel.get_msg(*args, **kwargs)) |
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async def _async_wait_for_ready(self, timeout: t.Optional[float] = None) -> None: |
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"""Waits for a response when a client is blocked |
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- Sets future time for timeout |
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- Blocks on shell channel until a message is received |
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- Exit if the kernel has died |
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- If client times out before receiving a message from the kernel, send RuntimeError |
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- Flush the IOPub channel |
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""" |
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if timeout is None: |
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timeout = float("inf") |
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abs_timeout = time.time() + timeout |
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from .manager import KernelManager |
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if not isinstance(self.parent, KernelManager): |
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while not await self._async_is_alive(): |
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if time.time() > abs_timeout: |
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raise RuntimeError( |
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"Kernel didn't respond to heartbeats in %d seconds and timed out" % timeout |
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) |
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await asyncio.sleep(0.2) |
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while True: |
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self.kernel_info() |
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try: |
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msg = await ensure_async(self.shell_channel.get_msg(timeout=1)) |
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except Empty: |
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pass |
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else: |
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if msg["msg_type"] == "kernel_info_reply": |
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try: |
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await ensure_async(self.iopub_channel.get_msg(timeout=0.2)) |
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except Empty: |
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pass |
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else: |
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self._handle_kernel_info_reply(msg) |
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break |
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if not await self._async_is_alive(): |
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msg = "Kernel died before replying to kernel_info" |
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raise RuntimeError(msg) |
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if time.time() > abs_timeout: |
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raise RuntimeError("Kernel didn't respond in %d seconds" % timeout) |
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while True: |
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try: |
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msg = await ensure_async(self.iopub_channel.get_msg(timeout=0.2)) |
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except Empty: |
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break |
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async def _async_recv_reply( |
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self, msg_id: str, timeout: t.Optional[float] = None, channel: str = "shell" |
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) -> t.Dict[str, t.Any]: |
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"""Receive and return the reply for a given request""" |
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if timeout is not None: |
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deadline = time.monotonic() + timeout |
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while True: |
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if timeout is not None: |
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timeout = max(0, deadline - time.monotonic()) |
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try: |
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if channel == "control": |
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reply = await self._async_get_control_msg(timeout=timeout) |
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else: |
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reply = await self._async_get_shell_msg(timeout=timeout) |
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except Empty as e: |
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msg = "Timeout waiting for reply" |
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raise TimeoutError(msg) from e |
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if reply["parent_header"].get("msg_id") != msg_id: |
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continue |
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return reply |
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async def _stdin_hook_default(self, msg: t.Dict[str, t.Any]) -> None: |
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"""Handle an input request""" |
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content = msg["content"] |
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prompt = getpass if content.get("password", False) else input |
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try: |
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raw_data = prompt(content["prompt"]) |
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except EOFError: |
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raw_data = "\x04" |
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except KeyboardInterrupt: |
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sys.stdout.write("\n") |
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return |
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if not (await self.stdin_channel.msg_ready() or await self.shell_channel.msg_ready()): |
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self.input(raw_data) |
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def _output_hook_default(self, msg: t.Dict[str, t.Any]) -> None: |
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"""Default hook for redisplaying plain-text output""" |
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msg_type = msg["header"]["msg_type"] |
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content = msg["content"] |
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if msg_type == "stream": |
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stream = getattr(sys, content["name"]) |
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stream.write(content["text"]) |
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elif msg_type in ("display_data", "execute_result"): |
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sys.stdout.write(content["data"].get("text/plain", "")) |
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elif msg_type == "error": |
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sys.stderr.write("\n".join(content["traceback"])) |
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def _output_hook_kernel( |
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self, |
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session: Session, |
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socket: zmq.sugar.socket.Socket, |
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parent_header: t.Any, |
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msg: t.Dict[str, t.Any], |
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) -> None: |
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"""Output hook when running inside an IPython kernel |
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adds rich output support. |
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""" |
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msg_type = msg["header"]["msg_type"] |
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if msg_type in ("display_data", "execute_result", "error"): |
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session.send(socket, msg_type, msg["content"], parent=parent_header) |
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else: |
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self._output_hook_default(msg) |
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def start_channels( |
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self, |
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shell: bool = True, |
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iopub: bool = True, |
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stdin: bool = True, |
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hb: bool = True, |
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control: bool = True, |
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) -> None: |
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"""Starts the channels for this kernel. |
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This will create the channels if they do not exist and then start |
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them (their activity runs in a thread). If port numbers of 0 are |
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being used (random ports) then you must first call |
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:meth:`start_kernel`. If the channels have been stopped and you |
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call this, :class:`RuntimeError` will be raised. |
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""" |
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if iopub: |
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self.iopub_channel.start() |
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if shell: |
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self.shell_channel.start() |
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if stdin: |
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self.stdin_channel.start() |
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self.allow_stdin = True |
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else: |
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self.allow_stdin = False |
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if hb: |
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self.hb_channel.start() |
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if control: |
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self.control_channel.start() |
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def stop_channels(self) -> None: |
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"""Stops all the running channels for this kernel. |
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This stops their event loops and joins their threads. |
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""" |
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if self.shell_channel.is_alive(): |
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self.shell_channel.stop() |
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if self.iopub_channel.is_alive(): |
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self.iopub_channel.stop() |
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if self.stdin_channel.is_alive(): |
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self.stdin_channel.stop() |
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if self.hb_channel.is_alive(): |
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self.hb_channel.stop() |
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if self.control_channel.is_alive(): |
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self.control_channel.stop() |
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@property |
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def channels_running(self) -> bool: |
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"""Are any of the channels created and running?""" |
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return ( |
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(self._shell_channel and self.shell_channel.is_alive()) |
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or (self._iopub_channel and self.iopub_channel.is_alive()) |
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or (self._stdin_channel and self.stdin_channel.is_alive()) |
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or (self._hb_channel and self.hb_channel.is_alive()) |
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or (self._control_channel and self.control_channel.is_alive()) |
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) |
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ioloop = None |
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@property |
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def shell_channel(self) -> t.Any: |
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"""Get the shell channel object for this kernel.""" |
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if self._shell_channel is None: |
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url = self._make_url("shell") |
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self.log.debug("connecting shell channel to %s", url) |
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socket = self.connect_shell(identity=self.session.bsession) |
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self._shell_channel = self.shell_channel_class( |
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socket, self.session, self.ioloop |
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) |
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return self._shell_channel |
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@property |
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def iopub_channel(self) -> t.Any: |
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"""Get the iopub channel object for this kernel.""" |
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if self._iopub_channel is None: |
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url = self._make_url("iopub") |
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self.log.debug("connecting iopub channel to %s", url) |
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socket = self.connect_iopub() |
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self._iopub_channel = self.iopub_channel_class( |
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socket, self.session, self.ioloop |
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) |
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return self._iopub_channel |
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@property |
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def stdin_channel(self) -> t.Any: |
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"""Get the stdin channel object for this kernel.""" |
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if self._stdin_channel is None: |
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url = self._make_url("stdin") |
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self.log.debug("connecting stdin channel to %s", url) |
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socket = self.connect_stdin(identity=self.session.bsession) |
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self._stdin_channel = self.stdin_channel_class( |
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socket, self.session, self.ioloop |
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) |
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return self._stdin_channel |
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@property |
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def hb_channel(self) -> t.Any: |
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"""Get the hb channel object for this kernel.""" |
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if self._hb_channel is None: |
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url = self._make_url("hb") |
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self.log.debug("connecting heartbeat channel to %s", url) |
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self._hb_channel = self.hb_channel_class( |
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self.context, self.session, url |
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) |
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return self._hb_channel |
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@property |
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def control_channel(self) -> t.Any: |
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"""Get the control channel object for this kernel.""" |
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if self._control_channel is None: |
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url = self._make_url("control") |
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self.log.debug("connecting control channel to %s", url) |
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socket = self.connect_control(identity=self.session.bsession) |
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self._control_channel = self.control_channel_class( |
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socket, self.session, self.ioloop |
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) |
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return self._control_channel |
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async def _async_is_alive(self) -> bool: |
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"""Is the kernel process still running?""" |
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from .manager import KernelManager |
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if isinstance(self.parent, KernelManager): |
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return await self.parent._async_is_alive() |
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if self._hb_channel is not None: |
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return self._hb_channel.is_beating() |
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return True |
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async def _async_execute_interactive( |
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self, |
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code: str, |
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silent: bool = False, |
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store_history: bool = True, |
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user_expressions: t.Optional[t.Dict[str, t.Any]] = None, |
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allow_stdin: t.Optional[bool] = None, |
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stop_on_error: bool = True, |
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timeout: t.Optional[float] = None, |
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output_hook: t.Optional[t.Callable] = None, |
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stdin_hook: t.Optional[t.Callable] = None, |
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) -> t.Dict[str, t.Any]: |
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"""Execute code in the kernel interactively |
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Output will be redisplayed, and stdin prompts will be relayed as well. |
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If an IPython kernel is detected, rich output will be displayed. |
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You can pass a custom output_hook callable that will be called |
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with every IOPub message that is produced instead of the default redisplay. |
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.. versionadded:: 5.0 |
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Parameters |
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---------- |
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code : str |
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A string of code in the kernel's language. |
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silent : bool, optional (default False) |
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If set, the kernel will execute the code as quietly possible, and |
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will force store_history to be False. |
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store_history : bool, optional (default True) |
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If set, the kernel will store command history. This is forced |
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to be False if silent is True. |
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user_expressions : dict, optional |
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A dict mapping names to expressions to be evaluated in the user's |
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dict. The expression values are returned as strings formatted using |
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:func:`repr`. |
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allow_stdin : bool, optional (default self.allow_stdin) |
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Flag for whether the kernel can send stdin requests to frontends. |
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Some frontends (e.g. the Notebook) do not support stdin requests. |
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If raw_input is called from code executed from such a frontend, a |
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StdinNotImplementedError will be raised. |
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stop_on_error: bool, optional (default True) |
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Flag whether to abort the execution queue, if an exception is encountered. |
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|
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timeout: float or None (default: None) |
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Timeout to use when waiting for a reply |
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output_hook: callable(msg) |
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Function to be called with output messages. |
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If not specified, output will be redisplayed. |
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stdin_hook: callable(msg) |
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Function or awaitable to be called with stdin_request messages. |
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If not specified, input/getpass will be called. |
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Returns |
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------- |
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reply: dict |
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The reply message for this request |
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""" |
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if not self.iopub_channel.is_alive(): |
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emsg = "IOPub channel must be running to receive output" |
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raise RuntimeError(emsg) |
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if allow_stdin is None: |
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allow_stdin = self.allow_stdin |
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if allow_stdin and not self.stdin_channel.is_alive(): |
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emsg = "stdin channel must be running to allow input" |
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raise RuntimeError(emsg) |
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msg_id = await ensure_async( |
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self.execute( |
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code, |
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silent=silent, |
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store_history=store_history, |
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user_expressions=user_expressions, |
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allow_stdin=allow_stdin, |
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stop_on_error=stop_on_error, |
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) |
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) |
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if stdin_hook is None: |
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stdin_hook = self._stdin_hook_default |
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|
|
if output_hook is None and "IPython" in sys.modules: |
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from IPython import get_ipython |
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|
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ip = get_ipython() |
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in_kernel = getattr(ip, "kernel", False) |
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if in_kernel: |
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output_hook = partial( |
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self._output_hook_kernel, |
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ip.display_pub.session, |
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ip.display_pub.pub_socket, |
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ip.display_pub.parent_header, |
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) |
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if output_hook is None: |
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|
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output_hook = self._output_hook_default |
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|
|
|
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if timeout is not None: |
|
deadline = time.monotonic() + timeout |
|
else: |
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timeout_ms = None |
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|
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poller = zmq.asyncio.Poller() |
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iopub_socket = self.iopub_channel.socket |
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poller.register(iopub_socket, zmq.POLLIN) |
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if allow_stdin: |
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stdin_socket = self.stdin_channel.socket |
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poller.register(stdin_socket, zmq.POLLIN) |
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else: |
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stdin_socket = None |
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|
|
|
|
while True: |
|
if timeout is not None: |
|
timeout = max(0, deadline - time.monotonic()) |
|
timeout_ms = int(1000 * timeout) |
|
events = dict(await poller.poll(timeout_ms)) |
|
if not events: |
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emsg = "Timeout waiting for output" |
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raise TimeoutError(emsg) |
|
if stdin_socket in events: |
|
req = await ensure_async(self.stdin_channel.get_msg(timeout=0)) |
|
res = stdin_hook(req) |
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if inspect.isawaitable(res): |
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await res |
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continue |
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if iopub_socket not in events: |
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continue |
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|
|
msg = await ensure_async(self.iopub_channel.get_msg(timeout=0)) |
|
|
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if msg["parent_header"].get("msg_id") != msg_id: |
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|
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continue |
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output_hook(msg) |
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|
|
|
|
if ( |
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msg["header"]["msg_type"] == "status" |
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and msg["content"]["execution_state"] == "idle" |
|
): |
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break |
|
|
|
|
|
if timeout is not None: |
|
timeout = max(0, deadline - time.monotonic()) |
|
return await self._async_recv_reply(msg_id, timeout=timeout) |
|
|
|
|
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def execute( |
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self, |
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code: str, |
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silent: bool = False, |
|
store_history: bool = True, |
|
user_expressions: t.Optional[t.Dict[str, t.Any]] = None, |
|
allow_stdin: t.Optional[bool] = None, |
|
stop_on_error: bool = True, |
|
) -> str: |
|
"""Execute code in the kernel. |
|
|
|
Parameters |
|
---------- |
|
code : str |
|
A string of code in the kernel's language. |
|
|
|
silent : bool, optional (default False) |
|
If set, the kernel will execute the code as quietly possible, and |
|
will force store_history to be False. |
|
|
|
store_history : bool, optional (default True) |
|
If set, the kernel will store command history. This is forced |
|
to be False if silent is True. |
|
|
|
user_expressions : dict, optional |
|
A dict mapping names to expressions to be evaluated in the user's |
|
dict. The expression values are returned as strings formatted using |
|
:func:`repr`. |
|
|
|
allow_stdin : bool, optional (default self.allow_stdin) |
|
Flag for whether the kernel can send stdin requests to frontends. |
|
|
|
Some frontends (e.g. the Notebook) do not support stdin requests. |
|
If raw_input is called from code executed from such a frontend, a |
|
StdinNotImplementedError will be raised. |
|
|
|
stop_on_error: bool, optional (default True) |
|
Flag whether to abort the execution queue, if an exception is encountered. |
|
|
|
Returns |
|
------- |
|
The msg_id of the message sent. |
|
""" |
|
if user_expressions is None: |
|
user_expressions = {} |
|
if allow_stdin is None: |
|
allow_stdin = self.allow_stdin |
|
|
|
|
|
if not isinstance(code, str): |
|
raise ValueError("code %r must be a string" % code) |
|
validate_string_dict(user_expressions) |
|
|
|
|
|
|
|
content = { |
|
"code": code, |
|
"silent": silent, |
|
"store_history": store_history, |
|
"user_expressions": user_expressions, |
|
"allow_stdin": allow_stdin, |
|
"stop_on_error": stop_on_error, |
|
} |
|
msg = self.session.msg("execute_request", content) |
|
self.shell_channel.send(msg) |
|
return msg["header"]["msg_id"] |
|
|
|
def complete(self, code: str, cursor_pos: t.Optional[int] = None) -> str: |
|
"""Tab complete text in the kernel's namespace. |
|
|
|
Parameters |
|
---------- |
|
code : str |
|
The context in which completion is requested. |
|
Can be anything between a variable name and an entire cell. |
|
cursor_pos : int, optional |
|
The position of the cursor in the block of code where the completion was requested. |
|
Default: ``len(code)`` |
|
|
|
Returns |
|
------- |
|
The msg_id of the message sent. |
|
""" |
|
if cursor_pos is None: |
|
cursor_pos = len(code) |
|
content = {"code": code, "cursor_pos": cursor_pos} |
|
msg = self.session.msg("complete_request", content) |
|
self.shell_channel.send(msg) |
|
return msg["header"]["msg_id"] |
|
|
|
def inspect(self, code: str, cursor_pos: t.Optional[int] = None, detail_level: int = 0) -> str: |
|
"""Get metadata information about an object in the kernel's namespace. |
|
|
|
It is up to the kernel to determine the appropriate object to inspect. |
|
|
|
Parameters |
|
---------- |
|
code : str |
|
The context in which info is requested. |
|
Can be anything between a variable name and an entire cell. |
|
cursor_pos : int, optional |
|
The position of the cursor in the block of code where the info was requested. |
|
Default: ``len(code)`` |
|
detail_level : int, optional |
|
The level of detail for the introspection (0-2) |
|
|
|
Returns |
|
------- |
|
The msg_id of the message sent. |
|
""" |
|
if cursor_pos is None: |
|
cursor_pos = len(code) |
|
content = { |
|
"code": code, |
|
"cursor_pos": cursor_pos, |
|
"detail_level": detail_level, |
|
} |
|
msg = self.session.msg("inspect_request", content) |
|
self.shell_channel.send(msg) |
|
return msg["header"]["msg_id"] |
|
|
|
def history( |
|
self, |
|
raw: bool = True, |
|
output: bool = False, |
|
hist_access_type: str = "range", |
|
**kwargs: t.Any, |
|
) -> str: |
|
"""Get entries from the kernel's history list. |
|
|
|
Parameters |
|
---------- |
|
raw : bool |
|
If True, return the raw input. |
|
output : bool |
|
If True, then return the output as well. |
|
hist_access_type : str |
|
'range' (fill in session, start and stop params), 'tail' (fill in n) |
|
or 'search' (fill in pattern param). |
|
|
|
session : int |
|
For a range request, the session from which to get lines. Session |
|
numbers are positive integers; negative ones count back from the |
|
current session. |
|
start : int |
|
The first line number of a history range. |
|
stop : int |
|
The final (excluded) line number of a history range. |
|
|
|
n : int |
|
The number of lines of history to get for a tail request. |
|
|
|
pattern : str |
|
The glob-syntax pattern for a search request. |
|
|
|
Returns |
|
------- |
|
The ID of the message sent. |
|
""" |
|
if hist_access_type == "range": |
|
kwargs.setdefault("session", 0) |
|
kwargs.setdefault("start", 0) |
|
content = dict(raw=raw, output=output, hist_access_type=hist_access_type, **kwargs) |
|
msg = self.session.msg("history_request", content) |
|
self.shell_channel.send(msg) |
|
return msg["header"]["msg_id"] |
|
|
|
def kernel_info(self) -> str: |
|
"""Request kernel info |
|
|
|
Returns |
|
------- |
|
The msg_id of the message sent |
|
""" |
|
msg = self.session.msg("kernel_info_request") |
|
self.shell_channel.send(msg) |
|
return msg["header"]["msg_id"] |
|
|
|
def comm_info(self, target_name: t.Optional[str] = None) -> str: |
|
"""Request comm info |
|
|
|
Returns |
|
------- |
|
The msg_id of the message sent |
|
""" |
|
content = {} if target_name is None else {"target_name": target_name} |
|
msg = self.session.msg("comm_info_request", content) |
|
self.shell_channel.send(msg) |
|
return msg["header"]["msg_id"] |
|
|
|
def _handle_kernel_info_reply(self, msg: t.Dict[str, t.Any]) -> None: |
|
"""handle kernel info reply |
|
|
|
sets protocol adaptation version. This might |
|
be run from a separate thread. |
|
""" |
|
adapt_version = int(msg["content"]["protocol_version"].split(".")[0]) |
|
if adapt_version != major_protocol_version: |
|
self.session.adapt_version = adapt_version |
|
|
|
def is_complete(self, code: str) -> str: |
|
"""Ask the kernel whether some code is complete and ready to execute. |
|
|
|
Returns |
|
------- |
|
The ID of the message sent. |
|
""" |
|
msg = self.session.msg("is_complete_request", {"code": code}) |
|
self.shell_channel.send(msg) |
|
return msg["header"]["msg_id"] |
|
|
|
def input(self, string: str) -> None: |
|
"""Send a string of raw input to the kernel. |
|
|
|
This should only be called in response to the kernel sending an |
|
``input_request`` message on the stdin channel. |
|
|
|
Returns |
|
------- |
|
The ID of the message sent. |
|
""" |
|
content = {"value": string} |
|
msg = self.session.msg("input_reply", content) |
|
self.stdin_channel.send(msg) |
|
|
|
def shutdown(self, restart: bool = False) -> str: |
|
"""Request an immediate kernel shutdown on the control channel. |
|
|
|
Upon receipt of the (empty) reply, client code can safely assume that |
|
the kernel has shut down and it's safe to forcefully terminate it if |
|
it's still alive. |
|
|
|
The kernel will send the reply via a function registered with Python's |
|
atexit module, ensuring it's truly done as the kernel is done with all |
|
normal operation. |
|
|
|
Returns |
|
------- |
|
The msg_id of the message sent |
|
""" |
|
|
|
|
|
msg = self.session.msg("shutdown_request", {"restart": restart}) |
|
self.control_channel.send(msg) |
|
return msg["header"]["msg_id"] |
|
|
|
|
|
KernelClientABC.register(KernelClient) |
|
|