kernels.rst
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Thomas Kluyver
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r17286 | ========================== | ||
Making kernels for IPython | ||||
========================== | ||||
A 'kernel' is a program that runs and introspects the user's code. IPython | ||||
includes a kernel for Python code, and people have written kernels for | ||||
`several other languages <https://github.com/ipython/ipython/wiki/Projects-using-IPython#list-of-some-ipython-compatible-kernels>`_. | ||||
When IPython starts a kernel, it passes it a connection file. This specifies | ||||
how to set up communications with the frontend. | ||||
There are two options for writing a kernel: | ||||
1. You can reuse the IPython kernel machinery to handle the communications, and | ||||
just describe how to execute your code. This is much simpler if the target | ||||
language can be driven from Python. See :doc:`wrapperkernels` for details. | ||||
2. You can implement the kernel machinery in your target language. This is more | ||||
work initially, but the people using your kernel might be more likely to | ||||
contribute to it if it's in the language they know. | ||||
Connection files | ||||
================ | ||||
Your kernel will be given the path to a connection file when it starts (see | ||||
:ref:`kernelspecs` for how to specify the command line arguments for your kernel). | ||||
This file, which is accessible only to the current user, will contain a JSON | ||||
dictionary looking something like this:: | ||||
{ | ||||
"control_port": 50160, | ||||
"shell_port": 57503, | ||||
"transport": "tcp", | ||||
"signature_scheme": "hmac-sha256", | ||||
"stdin_port": 52597, | ||||
"hb_port": 42540, | ||||
"ip": "127.0.0.1", | ||||
"iopub_port": 40885, | ||||
"key": "a0436f6c-1916-498b-8eb9-e81ab9368e84" | ||||
} | ||||
The ``transport``, ``ip`` and five ``_port`` fields specify five ports which the | ||||
kernel should bind to using `ZeroMQ <http://zeromq.org/>`_. For instance, the | ||||
address of the shell socket in the example above would be:: | ||||
tcp://127.0.0.1:57503 | ||||
New ports are chosen at random for each kernel started. | ||||
``signature_scheme`` and ``key`` are used to cryptographically sign messages, so | ||||
that other users on the system can't send code to run in this kernel. See | ||||
:ref:`wire_protocol` for the details of how this signature is calculated. | ||||
Handling messages | ||||
================= | ||||
After reading the connection file and binding to the necessary sockets, the | ||||
kernel should go into an event loop, listening on the hb (heartbeat), control | ||||
and shell sockets. | ||||
:ref:`Heartbeat <kernel_heartbeat>` messages should be echoed back immediately | ||||
on the same socket - the frontend uses this to check that the kernel is still | ||||
alive. | ||||
Messages on the control and shell sockets should be parsed, and their signature | ||||
validated. See :ref:`wire_protocol` for how to do this. | ||||
The kernel will send messages on the iopub socket to display output, and on the | ||||
stdin socket to prompt the user for textual input. | ||||
.. seealso:: | ||||
:doc:`messaging` | ||||
Thomas Kluyver
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r17295 | Details of the different sockets and the messages that come over them | ||
`Creating Language Kernels for IPython <http://andrew.gibiansky.com/blog/ipython/ipython-kernels/>`_ | ||||
A blog post by the author of `IHaskell <https://github.com/gibiansky/IHaskell>`_, | ||||
a Haskell kernel | ||||
`simple_kernel <https://github.com/dsblank/simple_kernel>`_ | ||||
A simple example implementation of the kernel machinery in Python | ||||
Thomas Kluyver
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r17286 | |||
.. _kernelspecs: | ||||
Kernel specs | ||||
============ | ||||
A kernel identifies itself to IPython by creating a directory, the name of which | ||||
is used as an identifier for the kernel. These may be created in a number of | ||||
locations: | ||||
+--------+--------------------------------------+-----------------------------------+ | ||||
| | Unix | Windows | | ||||
+========+======================================+===================================+ | ||||
Min RK
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r20269 | | System | ``/usr/share/jupyter/kernels`` | ``%PROGRAMDATA%\jupyter\kernels`` | | ||
Thomas Kluyver
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r17286 | | | | | | ||
Min RK
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r20269 | | | ``/usr/local/share/jupyter/kernels`` | | | ||
Thomas Kluyver
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r17286 | +--------+--------------------------------------+-----------------------------------+ | ||
| User | ``~/.ipython/kernels`` | | ||||
+--------+--------------------------------------+-----------------------------------+ | ||||
The user location takes priority over the system locations, and the case of the | ||||
names is ignored, so selecting kernels works the same way whether or not the | ||||
filesystem is case sensitive. | ||||
Inside the directory, the most important file is *kernel.json*. This should be a | ||||
JSON serialised dictionary containing the following keys and values: | ||||
- **argv**: A list of command line arguments used to start the kernel. The text | ||||
``{connection_file}`` in any argument will be replaced with the path to the | ||||
connection file. | ||||
- **display_name**: The kernel's name as it should be displayed in the UI. | ||||
Unlike the kernel name used in the API, this can contain arbitrary unicode | ||||
characters. | ||||
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r20196 | - **language**: The name of the language of the kernel. | ||
When loading notebooks, if no matching kernelspec key (may differ across machines) | ||||
is found, a kernel with a matching `language` will be used. | ||||
This allows a notebook written on any Python or Julia kernel to be properly associated | ||||
with the user's Python or Julia kernel, even if they aren't listed under the same name as the author's. | ||||
Thomas Kluyver
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r17286 | - **env** (optional): A dictionary of environment variables to set for the kernel. | ||
These will be added to the current environment variables before the kernel is | ||||
started. | ||||
For example, the kernel.json file for IPython looks like this:: | ||||
{ | ||||
Min RK
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r20269 | "argv": ["python3", "-m", "IPython.kernel", | ||
Thomas Kluyver
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r18471 | "-f", "{connection_file}"], | ||
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r20269 | "display_name": "Python 3", | ||
Min RK
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r20196 | "language": "python" | ||
Thomas Kluyver
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r17286 | } | ||
To see the available kernel specs, run:: | ||||
ipython kernelspec list | ||||
To start the terminal console or the Qt console with a specific kernel:: | ||||
ipython console --kernel bash | ||||
ipython qtconsole --kernel bash | ||||
To use different kernels in the notebook, select a different kernel from the | ||||
dropdown menu in the top-right of the UI. | ||||