kernel
Classes:
-
KernelInterruptError–Raised to interrupt the kernel.
-
Kernel–A Jupyter kernel that supports concurrent execution providing an IPython InteractiveShell.
KernelInterruptError
¶
Bases: Exception
Raised to interrupt the kernel.
Source code in src/async_kernel/asyncshell.py
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Kernel
¶
Bases: HasTraits, AsyncContextManagerMixin
A Jupyter kernel that supports concurrent execution providing an IPython InteractiveShell.
Info
Only one instance of a kernel is created at a time per subprocess. The instance can be obtained
with Kernel() or [get_kernel].
Starting the kernel
The kernel should appear in the list of kernels just as other kernels are. Variants of the kernel can with custom configuration can be added at the command line.
async-kernel -f .
Kernel().run()
async with Kernel():
await anyio.sleep_forever()
Warning
Starting the kernel outside the main thread has the following implicatations: - Execute requests won't be run in the main thread. - Interrupts via signals won't work, so thread blocking calls in the shell cannot be interrupted.
-
Reference
utils
get_kernel
Methods:
-
load_connection_info–Load connection info from a dict containing connection info.
-
load_settings–Load settings into the kernel.
-
run–Run the kernel (blocking).
-
stop–A staticmethod to stop the running kernel.
-
__asynccontextmanager__–Start the kernel in an already running anyio event loop.
-
iopub_send–Send a message on the zmq iopub socket.
-
topic–prefixed topic for IOPub messages.
-
receive_msg_loop–Opens a zmq socket for socket_id, receives messages and calls the message handler.
-
msg_handler–Schedule a message to be executed.
-
run_handler–Asynchronously run a message handler for a given job, managing reply sending and execution state.
-
get_run_mode–Determine the run mode for a given channel, message type and job.
-
all_concurrency_run_modes–Generates a dictionary containing all combinations of SocketID, and MsgType, along with their
-
kernel_info_request–Handle a kernel info request.
-
comm_info_request–Handle a comm info request.
-
execute_request–Handle a execute request.
-
complete_request–Handle a completion request.
-
is_complete_request–Handle a is_complete request.
-
inspect_request–Handle a inspect request.
-
history_request–Handle a history request.
-
comm_open–Handle a comm open request.
-
comm_msg–Handle a comm msg request.
-
comm_close–Handle a comm close request.
-
interrupt_request–Handle an interrupt request (control only).
-
shutdown_request–Handle a shutdown request (control only).
-
debug_request–Handle a debug request (control only).
-
create_subshell_request–Handle a create subshell request (control only).
-
delete_subshell_request–Handle a delete subshell request (control only).
-
list_subshell_request–Handle a list subshell request (control only).
-
excepthook–Handle an exception.
-
unraisablehook–Handle unraisable exceptions (during gc for instance).
-
raw_input–Forward raw_input to frontends.
-
getpass–Forward getpass to frontends.
-
get_connection_info–Return the connection info as a dict.
-
get_parent–A convenience method to access the 'message' in the current context if there is one.
Attributes:
-
interrupts(Fixed[Self, set[Callable[[], object]]]) –A set for callables can be added to run code when a kernel interrupt is initiated (control thread).
-
callers(Fixed[Self, dict[Literal[shell, control], Caller]]) –The caller associated with the kernel once it has started.
-
subshell_manager–Dedicated to management of sub shells.
-
anyio_backend(Container[Backend]) –The anyio configured backend used to run the event loops.
-
anyio_backend_options(Dict[Backend, dict[str, Any] | None]) –Default options to use with anyio.run. See also:
Kernel.handle_message_request. -
help_links– -
quiet–Only send stdout/stderr to output stream.
-
print_kernel_messages–When enabled the kernel will print startup, shutdown and terminal errors.
-
connection_file(TraitType[Path, Path | str]) –JSON file in which to store connection info
-
kernel_name–The kernels name - if it contains 'trio' a trio backend will be used instead of an asyncio backend.
-
ip–The kernel's IP address [default localhost].
-
transport(CaselessStrEnum[str]) –Transport for sockets.
-
log–The logging adapter.
-
main_shell–The interactive shell.
-
session–Handles serialization and sending of messages.
-
debugger–Handles debug requests.
-
comm_manager–Creates async_kernel.comm.Comm instances and maintains a mapping to
comm_idtoComminstances. -
event_started–An event that occurs when the kernel is started.
-
event_stopped–An event that occurs when the kernel is stopped.
-
settings(dict[str, Any]) –Settings that have been set to customise the behaviour of the kernel.
-
shell(AsyncInteractiveShell | AsyncInteractiveSubshell) –The shell given the current context.
-
caller(Caller) –The caller for the shell channel.
-
kernel_info(dict[str, str | dict[str, str | dict[str, str | int]] | Any | tuple[Any, ...] | bool]) –A dict of detail sent in reply to for a 'kernel_info_request'.
Source code in src/async_kernel/kernel.py
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interrupts
class-attribute
instance-attribute
¶
A set for callables can be added to run code when a kernel interrupt is initiated (control thread).
callers
class-attribute
instance-attribute
¶
The caller associated with the kernel once it has started.
subshell_manager
class-attribute
instance-attribute
¶
subshell_manager = Fixed(SubshellManager)
Dedicated to management of sub shells.
anyio_backend
class-attribute
instance-attribute
¶
anyio_backend: Container[Backend] = UseEnum(Backend)
The anyio configured backend used to run the event loops.
anyio_backend_options
class-attribute
instance-attribute
¶
Default options to use with anyio.run. See also: Kernel.handle_message_request.
quiet
class-attribute
instance-attribute
¶
quiet = Bool(True)
Only send stdout/stderr to output stream.
print_kernel_messages
class-attribute
instance-attribute
¶
print_kernel_messages = Bool(True)
When enabled the kernel will print startup, shutdown and terminal errors.
connection_file
class-attribute
instance-attribute
¶
JSON file in which to store connection info
"kernel-<pid>.json"
This file will contain the IP, ports, and authentication key needed to connect clients to this kernel. By default, this file will be created in the security dir of the current profile, but can be specified by absolute path.
kernel_name
class-attribute
instance-attribute
¶
kernel_name = CUnicode()
The kernels name - if it contains 'trio' a trio backend will be used instead of an asyncio backend.
ip
class-attribute
instance-attribute
¶
ip = Unicode()
The kernel's IP address [default localhost].
If the IP address is something other than localhost, then Consoles on other machines will be able to connect to the Kernel, so be careful!
transport
class-attribute
instance-attribute
¶
transport: CaselessStrEnum[str] = CaselessStrEnum(
["tcp", "ipc"] if platform == "linux" else ["tcp"], default_value="tcp"
)
Transport for sockets.
main_shell
class-attribute
instance-attribute
¶
main_shell = Fixed(lambda _: instance())
The interactive shell.
session
class-attribute
instance-attribute
¶
Handles serialization and sending of messages.
comm_manager
class-attribute
instance-attribute
¶
comm_manager = Fixed(CommManager)
Creates async_kernel.comm.Comm instances and maintains a mapping to comm_id to Comm instances.
event_started
class-attribute
instance-attribute
¶
An event that occurs when the kernel is started.
event_stopped
class-attribute
instance-attribute
¶
An event that occurs when the kernel is stopped.
settings
property
¶
Settings that have been set to customise the behaviour of the kernel.
shell
property
¶
The shell given the current context.
Notes
- The
subshell_idof the main shell isNone.
kernel_info
property
¶
kernel_info: dict[
str, str | dict[str, str | dict[str, str | int]] | Any | tuple[Any, ...] | bool
]
A dict of detail sent in reply to for a 'kernel_info_request'.
load_connection_info
¶
Load connection info from a dict containing connection info.
Typically this data comes from a connection file and is called by load_connection_file.
Parameters:
-
(info¶dict[str, Any]) –Dictionary containing connection_info. See the connection_file spec for details.
Source code in src/async_kernel/kernel.py
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load_settings
¶
Load settings into the kernel.
Permitted until the kernel async context has been entered.
Parameters:
Source code in src/async_kernel/kernel.py
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run
¶
run(wait_exit: Callable[[], Awaitable] = sleep_forever)
Run the kernel (blocking).
Parameters:
-
(wait_exit¶Callable[[], Awaitable], default:sleep_forever) –The kernel will stop when the awaitable is complete.
Warning
Running the kernel in a thread other than the 'MainThread' is permitted, but discouraged.
- Blocking calls can only be interrupted in the 'MainThread' because 'threads cannot be destroyed, stopped, suspended, resumed, or interrupted'.
- Some libraries may assume the call is occurring in the 'MainThread'.
- If there is an asyncio or trio event loop already running in the 'MainThread. Simply use
async with kernelinstead.
Source code in src/async_kernel/kernel.py
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stop
staticmethod
¶
stop() -> None
A staticmethod to stop the running kernel.
Once an instance of a kernel is stopped the instance cannot be restarted. Instead a new instance should be started.
Source code in src/async_kernel/kernel.py
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__asynccontextmanager__
async
¶
__asynccontextmanager__() -> AsyncGenerator[Self]
Start the kernel in an already running anyio event loop.
Source code in src/async_kernel/kernel.py
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iopub_send
¶
iopub_send(
msg_or_type: dict[str, Any] | str,
content: Content | None = None,
metadata: dict[str, Any] | None = None,
parent: dict[str, Any] | None | NoValue = NoValue,
ident: bytes | list[bytes] | None = None,
buffers: list[bytes] | None = None,
) -> None
Send a message on the zmq iopub socket.
Source code in src/async_kernel/kernel.py
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topic
¶
topic(topic) -> bytes
prefixed topic for IOPub messages.
Source code in src/async_kernel/kernel.py
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receive_msg_loop
¶
Opens a zmq socket for socket_id, receives messages and calls the message handler.
Source code in src/async_kernel/kernel.py
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msg_handler
¶
msg_handler(
subshell_id: str | None,
socket_id: Literal[shell, control],
msg_type: MsgType,
job: Job,
send_reply: Callable[[Job, dict], CoroutineType[Any, Any, None]],
)
Schedule a message to be executed.
Source code in src/async_kernel/kernel.py
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run_handler
async
¶
run_handler(
subshell_id: str | None,
send_reply: Callable[[Job, dict], CoroutineType[Any, Any, None]],
handler: HandlerType,
job: Job[dict],
) -> None
Asynchronously run a message handler for a given job, managing reply sending and execution state.
Parameters:
-
(subshell_id¶str | None) –The id of the subshell to set the context of the handler.
-
(send_reply¶Callable[[Job, dict], CoroutineType[Any, Any, None]]) –A coroutine function responsible for sending the reply.
-
(handler¶HandlerType) –A coroutine function to handle the job / message.
- It is a method on the kernel whose name corresponds to the message type that it handles.
- The handler should return a dict to use as 'content'in a reply.
- If status is not included in the dict it gets added automatically as
{'status': 'ok'}. - If a reply is not expected the handler should return
None.
-
(job¶Job[dict]) –The job dictionary containing message, socket, and identification information.
Workflow
- Sets the current job and subshell_id context variables.
- Sends a "busy" status message on the IOPub channel.
- Awaits the handler; if the handler returns a content dict, a reply is sent using send_reply.
- On exception, sends an error reply and logs the exception.
- Resets the job and subshell_id context variables.
- Sends an "idle" status message on the IOPub channel.
Notes
- Replies are sent even if exceptions occur in the handler.
- The reply message type is derived from the original request type.
Source code in src/async_kernel/kernel.py
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get_run_mode
¶
get_run_mode(
msg_type: MsgType,
*,
socket_id: Literal[shell, control] = shell,
job: Job | None = None,
) -> RunMode
Determine the run mode for a given channel, message type and job.
Parameters:
-
(socket_id¶Literal[shell, control], default:shell) –The socket ID the message was received on.
-
(msg_type¶MsgType) –The type of the message.
-
(job¶Job | None, default:None) –The job associated with the message, if any.
Returns:
-
RunMode–The run mode for the message.
Source code in src/async_kernel/kernel.py
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all_concurrency_run_modes
¶
all_concurrency_run_modes(
socket_ids: Iterable[Literal[shell, control]] = (shell, control),
msg_types: Iterable[MsgType] = MsgType,
) -> dict[
Literal["SocketID", "MsgType", "RunMode"], tuple[SocketID, MsgType, RunMode | None]
]
Generates a dictionary containing all combinations of SocketID, and MsgType, along with their corresponding RunMode (if available).
Source code in src/async_kernel/kernel.py
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kernel_info_request
async
¶
Handle a kernel info request.
-
Reference
typing
MsgTypekernel_info_request
Source code in src/async_kernel/kernel.py
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comm_info_request
async
¶
Handle a comm info request.
-
Reference
typing
MsgTypecomm_info_request
Source code in src/async_kernel/kernel.py
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execute_request
async
¶
execute_request(job: Job[ExecuteContent]) -> Content
Handle a execute request.
-
Reference
typing
MsgTypeexecute_request
Source code in src/async_kernel/kernel.py
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complete_request
async
¶
Handle a completion request.
-
Reference
typing
MsgTypecomplete_request
Source code in src/async_kernel/kernel.py
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is_complete_request
async
¶
Handle a is_complete request.
-
Reference
typing
MsgTypeis_complete_request
Source code in src/async_kernel/kernel.py
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inspect_request
async
¶
Handle a inspect request.
-
Reference
typing
MsgTypeinspect_request
Source code in src/async_kernel/kernel.py
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history_request
async
¶
Handle a history request.
-
Reference
typing
MsgTypehistory_request
Source code in src/async_kernel/kernel.py
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comm_open
async
¶
Handle a comm open request.
Source code in src/async_kernel/kernel.py
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comm_msg
async
¶
Handle a comm msg request.
Source code in src/async_kernel/kernel.py
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comm_close
async
¶
Handle a comm close request.
-
Reference
typing
MsgTypecomm_close
Source code in src/async_kernel/kernel.py
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interrupt_request
async
¶
Handle an interrupt request (control only).
-
Reference
typing
MsgTypeinterrupt_request
Source code in src/async_kernel/kernel.py
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shutdown_request
async
¶
Handle a shutdown request (control only).
-
Reference
typing
MsgTypeshutdown_request
Source code in src/async_kernel/kernel.py
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debug_request
async
¶
Handle a debug request (control only).
-
Reference
typing
MsgTypelist_subshell_request
Source code in src/async_kernel/kernel.py
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create_subshell_request
async
¶
Handle a create subshell request (control only).
-
Reference
typing
MsgTypecreate_subshell_request
Source code in src/async_kernel/kernel.py
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delete_subshell_request
async
¶
Handle a delete subshell request (control only).
-
Reference
typing
MsgTypedelete_subshell_request
Source code in src/async_kernel/kernel.py
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list_subshell_request
async
¶
Handle a list subshell request (control only).
Source code in src/async_kernel/kernel.py
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excepthook
¶
excepthook(etype, evalue, tb) -> None
Handle an exception.
Source code in src/async_kernel/kernel.py
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unraisablehook
¶
unraisablehook(unraisable: UnraisableHookArgs) -> None
Handle unraisable exceptions (during gc for instance).
Source code in src/async_kernel/kernel.py
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raw_input
¶
raw_input(prompt='') -> Any
Forward raw_input to frontends.
Raises:
-
StdinNotImplementedError–if active frontend doesn't support stdin.
Source code in src/async_kernel/kernel.py
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getpass
¶
getpass(prompt='') -> Any
Forward getpass to frontends.
Source code in src/async_kernel/kernel.py
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get_connection_info
¶
Return the connection info as a dict.
Source code in src/async_kernel/kernel.py
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get_parent
¶
A convenience method to access the 'message' in the current context if there is one.
'parent' is the parameter name used by Session.send to provide context when sending a reply.
See also
- Kernel.iopub_send
- ipywidgets.Output:
Uses
get_ipython().kernel.get_parent()to obtain themsg_idwhich is used to 'capture' output when its context has been acquired.
Source code in src/async_kernel/kernel.py
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