qtconsole.txt
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MinRK
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r3220 | .. _qtconsole: | ||
========================= | ||||
Fernando Perez
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r4435 | A Qt Console for IPython | ||
MinRK
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r3220 | ========================= | ||
Fernando Perez
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r4426 | We now have a version of IPython, using the new two-process :ref:`ZeroMQ Kernel | ||
Fernando Perez
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r4435 | <ipythonzmq>`, running in a PyQt_ GUI. This is a very lightweight widget that | ||
largely feels like a terminal, but provides a number of enhancements only | ||||
possible in a GUI, such as inline figures, proper multiline editing with syntax | ||||
highlighting, graphical calltips, and much more. | ||||
MinRK
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r3220 | |||
Fernando Perez
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r4435 | .. figure:: ../_static/qtconsole.png | ||
:width: 400px | ||||
:alt: IPython Qt console with embedded plots | ||||
:align: center | ||||
:target: ../_static/qtconsole.png | ||||
The Qt console for IPython, using inline matplotlib plots. | ||||
To get acquainted with the Qt console, type `%guiref` to see a quick | ||||
introduction of its main features. | ||||
MinRK
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r3220 | |||
Fernando Perez
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r4426 | The Qt frontend has hand-coded emacs-style bindings for text navigation. This | ||
is not yet configurable. | ||||
MinRK
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r3220 | |||
Fernando Perez
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r4435 | .. tip:: | ||
Since the Qt console tries hard to behave like a terminal, by default it | ||||
immediately executes single lines of input that are complete. If you want | ||||
MinRK
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r4598 | to force multiline input, hit :kbd:`Ctrl-Enter` at the end of the first line | ||
instead of :kbd:`Enter`, and it will open a new line for input. At any | ||||
Fernando Perez
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r4435 | point in a multiline block, you can force its execution (without having to | ||
MinRK
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r4598 | go to the bottom) with :kbd:`Shift-Enter`. | ||
MinRK
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r3220 | |||
``%loadpy`` | ||||
=========== | ||||
Fernando Perez
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r4426 | The new ``%loadpy`` magic takes any python script (must end in '.py'), and | ||
pastes its contents as your next input, so you can edit it before | ||||
executing. The script may be on your machine, but you can also specify a url, | ||||
and it will download the script from the web. This is particularly useful for | ||||
playing with examples from documentation, such as matplotlib. | ||||
MinRK
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r3220 | |||
.. sourcecode:: ipython | ||||
Thomas Kluyver
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r4194 | In [6]: %loadpy http://matplotlib.sourceforge.net/plot_directive/mpl_examples/mplot3d/contour3d_demo.py | ||
MinRK
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r3220 | |||
In [7]: from mpl_toolkits.mplot3d import axes3d | ||||
...: import matplotlib.pyplot as plt | ||||
...: | ||||
...: fig = plt.figure() | ||||
...: ax = fig.add_subplot(111, projection='3d') | ||||
...: X, Y, Z = axes3d.get_test_data(0.05) | ||||
...: cset = ax.contour(X, Y, Z) | ||||
...: ax.clabel(cset, fontsize=9, inline=1) | ||||
...: | ||||
...: plt.show() | ||||
Pylab | ||||
===== | ||||
Fernando Perez
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r4426 | One of the most exciting features of the new console is embedded matplotlib | ||
figures. You can use any standard matplotlib GUI backend (Except native MacOSX) | ||||
to draw the figures, and since there is now a two-process model, there is no | ||||
longer a conflict between user input and the drawing eventloop. | ||||
MinRK
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r3220 | |||
.. image:: figs/besselj.png | ||||
:width: 519px | ||||
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r4398 | .. display: | ||
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r3220 | |||
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r4398 | :func:`display` | ||
*************** | ||||
MinRK
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r3220 | |||
Fernando Perez
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r4426 | An additional function, :func:`display`, will be added to the global namespace | ||
Fernando Perez
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r4428 | if you specify the ``--pylab`` option at the command line. The IPython display | ||
system provides a mechanism for specifying PNG or SVG (and more) | ||||
representations of objects for GUI frontends. By default, IPython registers | ||||
convenient PNG and SVG renderers for matplotlib figures, so you can embed them | ||||
in your document by calling :func:`display` on one or more of them. This is | ||||
especially useful for saving_ your work. | ||||
MinRK
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r4398 | |||
.. sourcecode:: ipython | ||||
In [5]: plot(range(5)) # plots in the matplotlib window | ||||
In [6]: display(gcf()) # embeds the current figure in the qtconsole | ||||
In [7]: display(*getfigs()) # embeds all active figures in the qtconsole | ||||
MinRK
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r3220 | |||
Fernando Perez
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r4428 | If you have a reference to a matplotlib figure object, you can always display | ||
that specific figure: | ||||
.. sourcecode:: ipython | ||||
In [1]: f = figure() | ||||
In [2]: plot(rand(100)) | ||||
Out[2]: [<matplotlib.lines.Line2D at 0x7fc6ac03dd90>] | ||||
In [3]: display(f) | ||||
# Plot is shown here | ||||
In [4]: title('A title') | ||||
Out[4]: <matplotlib.text.Text at 0x7fc6ac023450> | ||||
In [5]: display(f) | ||||
# Updated plot with title is shown here. | ||||
MinRK
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r3220 | .. _inline: | ||
Thomas Kluyver
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r4194 | ``--pylab=inline`` | ||
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r3220 | ****************** | ||
Fernando Perez
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r4426 | If you want to have all of your figures embedded in your session, instead of | ||
calling :func:`display`, you can specify ``--pylab=inline`` when you start the | ||||
console, and each time you make a plot, it will show up in your document, as if | ||||
you had called :func:`display(fig)`. | ||||
MinRK
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r3220 | |||
.. _saving: | ||||
Saving and Printing | ||||
=================== | ||||
Fernando Perez
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r4426 | IPythonQt has the ability to save your current session, as either HTML or | ||
XHTML. If you have been using :func:`display` or inline_ pylab, your figures | ||||
will be PNG in HTML, or inlined as SVG in XHTML. PNG images have the option to | ||||
be either in an external folder, as in many browsers' "Webpage, Complete" | ||||
option, or inlined as well, for a larger, but more portable file. | ||||
MinRK
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r3220 | |||
Fernando Perez
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r4426 | The widget also exposes the ability to print directly, via the default print | ||
shortcut or context menu. | ||||
MinRK
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r3220 | |||
.. Note:: | ||||
Fernando Perez
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r4426 | Saving is only available to richtext Qt widgets, which are used by default, | ||
but if you pass the ``--plain`` flag, saving will not be available to you. | ||||
MinRK
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r3220 | |||
Fernando Perez
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r4426 | See these examples of :download:`png/html<figs/jn.html>` and | ||
:download:`svg/xhtml <figs/jn.xhtml>` output. Note that syntax highlighting | ||||
does not survive export. This is a known issue, and is being investigated. | ||||
MinRK
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r3220 | |||
Colors and Highlighting | ||||
======================= | ||||
Fernando Perez
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r4426 | Terminal IPython has always had some coloring, but never syntax | ||
highlighting. There are a few simple color choices, specified by the ``colors`` | ||||
flag or ``%colors`` magic: | ||||
MinRK
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r3220 | |||
* LightBG for light backgrounds | ||||
* Linux for dark backgrounds | ||||
* NoColor for a simple colorless terminal | ||||
MinRK
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r3976 | The Qt widget has full support for the ``colors`` flag used in the terminal shell. | ||
MinRK
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r3220 | |||
Fernando Perez
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r4426 | The Qt widget, however, has full syntax highlighting as you type, handled by | ||
the `pygments`_ library. The ``style`` argument exposes access to any style by | ||||
name that can be found by pygments, and there are several already | ||||
installed. The ``colors`` argument, if unspecified, will be guessed based on | ||||
the chosen style. Similarly, there are default styles associated with each | ||||
``colors`` option. | ||||
MinRK
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r3220 | |||
Fernando Perez
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r4426 | Screenshot of ``ipython qtconsole --colors=linux``, which uses the 'monokai' | ||
theme by default: | ||||
MinRK
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r3220 | |||
MinRK
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r3315 | .. image:: figs/colors_dark.png | ||
MinRK
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r3220 | :width: 627px | ||
.. Note:: | ||||
Fernando Perez
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r4426 | Calling ``ipython qtconsole -h`` will show all the style names that | ||
pygments can find on your system. | ||||
MinRK
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r3220 | |||
Fernando Perez
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r4426 | You can also pass the filename of a custom CSS stylesheet, if you want to do | ||
your own coloring, via the ``stylesheet`` argument. The default LightBG | ||||
stylesheet: | ||||
MinRK
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r3220 | |||
.. sourcecode:: css | ||||
QPlainTextEdit, QTextEdit { background-color: white; | ||||
color: black ; | ||||
selection-background-color: #ccc} | ||||
.error { color: red; } | ||||
.in-prompt { color: navy; } | ||||
.in-prompt-number { font-weight: bold; } | ||||
.out-prompt { color: darkred; } | ||||
.out-prompt-number { font-weight: bold; } | ||||
MinRK
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r3976 | Fonts | ||
===== | ||||
Fernando Perez
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r4426 | The QtConsole has configurable via the ConsoleWidget. To change these, set the | ||
``font_family`` or ``font_size`` traits of the ConsoleWidget. For instance, to | ||||
use 9pt Anonymous Pro:: | ||||
MinRK
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r3976 | |||
Thomas Kluyver
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r4194 | $> ipython qtconsole --ConsoleWidget.font_family="Anonymous Pro" --ConsoleWidget.font_size=9 | ||
MinRK
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r3976 | |||
MinRK
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r3220 | Process Management | ||
================== | ||||
Fernando Perez
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r4426 | With the two-process ZMQ model, the frontend does not block input during | ||
execution. This means that actions can be taken by the frontend while the | ||||
Kernel is executing, or even after it crashes. The most basic such command is | ||||
via 'Ctrl-.', which restarts the kernel. This can be done in the middle of a | ||||
blocking execution. The frontend can also know, via a heartbeat mechanism, that | ||||
the kernel has died. This means that the frontend can safely restart the | ||||
kernel. | ||||
MinRK
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r3220 | |||
MinRK
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r4597 | .. _multiple_consoles: | ||
MinRK
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r3220 | Multiple Consoles | ||
***************** | ||||
Fernando Perez
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r4426 | Since the Kernel listens on the network, multiple frontends can connect to it. | ||
These do not have to all be qt frontends - any IPython frontend can connect and | ||||
run code. When you start ipython qtconsole, there will be an output line, | ||||
like:: | ||||
MinRK
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r3220 | |||
Fernando Perez
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r4435 | [IPKernelApp] To connect another client to this kernel, use: | ||
[IPKernelApp] --existing --shell=60690 --iopub=44045 --stdin=38323 --hb=41797 | ||||
MinRK
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r3220 | |||
Fernando Perez
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r4426 | Other frontends can connect to your kernel, and share in the execution. This is | ||
MinRK
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r4597 | great for collaboration. The ``--existing`` flag means connect to a kernel | ||
that already exists. Starting other | ||||
Fernando Perez
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r4426 | consoles with that flag will not try to start their own, but rather connect to | ||
yours. Ultimately, you will not have to specify each port individually, but for | ||||
now this copy-paste method is best. | ||||
MinRK
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r3220 | |||
MinRK
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r4597 | You can even launch a standalone kernel, and connect and disconnect Qt Consoles | ||
from various machines. This lets you keep the same running IPython session | ||||
on your work machine (with matplotlib plots and everything), logging in from home, | ||||
cafés, etc.:: | ||||
$> ipython kernel | ||||
[IPKernelApp] To connect another client to this kernel, use: | ||||
[IPKernelApp] --existing --shell=60690 --iopub=44045 --stdin=38323 --hb=41797 | ||||
This is actually exactly the same as the subprocess launched by the qtconsole, so | ||||
all the information about connecting to a standalone kernel is identical to that | ||||
of connecting to the kernel attached to a running console. | ||||
.. _kernel_security: | ||||
Security | ||||
-------- | ||||
.. warning:: | ||||
Since the ZMQ code currently has no security, listening on an | ||||
external-facing IP is dangerous. You are giving any computer that can see | ||||
you on the network the ability to issue arbitrary shell commands as you on | ||||
your machine. Read the rest of this section before listening on external ports | ||||
or running an IPython kernel on a shared machine. | ||||
Fernando Perez
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r4426 | By default (for security reasons), the kernel only listens on localhost, so you | ||
can only connect multiple frontends to the kernel from your local machine. You | ||||
can specify to listen on an external interface by specifying the ``ip`` | ||||
argument:: | ||||
MinRK
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r3220 | |||
Thomas Kluyver
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r4194 | $> ipython qtconsole --ip=192.168.1.123 | ||
MinRK
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r3220 | |||
Fernando Perez
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r4426 | If you specify the ip as 0.0.0.0, that refers to all interfaces, so any | ||
MinRK
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r4597 | computer that can see yours on the network can connect to the kernel. | ||
Messages are not encrypted, so users with access to the ports your kernel is using will be | ||||
able to see any output of the kernel. They will also be able to issue shell commands as | ||||
you, unless you enable HMAC digests, which are **DISABLED** by default. | ||||
The one security feature IPython does provide is protection from unauthorized | ||||
execution. IPython's messaging system can sign messages with HMAC digests using | ||||
a shared-key. The key is never sent over the network, it is only used to generate | ||||
a unique hash for each message, based on its content. When IPython receives a | ||||
message, it will check that the digest matches. You can use any file that only you | ||||
have access to to generate this key. One logical choice would be to use your own | ||||
SSH private key. Or you can generate a new random private key with:: | ||||
# generate 1024b of random data, and store in a file only you can read: | ||||
# (assumes IPYTHON_DIR is defined, otherwise use your IPython directory) | ||||
$> python -c "import os; print os.urandom(128).encode('base64')" > $IPYTHON_DIR/sessionkey | ||||
$> chmod 600 $IPYTHON_DIR/sessionkey | ||||
To enable HMAC digests, simply specify the ``Session.keyfile`` configurable | ||||
in :file:`ipython_config.py` or at the command-line, as in:: | ||||
# instruct IPython to sign messages with that key: | ||||
$> ipython qtconsole --Session.keyfile=$IPYTHON_DIR/sessionkey | ||||
You must use the same key you used to start the kernel with all frontends, or | ||||
they will be treated as an unauthorized peer (all messages will be ignored). | ||||
.. note:: | ||||
IPython will move to using files to store connection information, as is | ||||
done in :mod:`IPython.parallel`, at which point HMAC signatures will be | ||||
enabled *by default*. | ||||
.. _ssh_tunnels: | ||||
SSH Tunnels | ||||
----------- | ||||
Sometimes you want to connect to machines across the internet, or just across | ||||
a LAN that either doesn't permit open ports or you don't trust the other | ||||
machines on the network. To do this, you can use SSH tunnels. SSH tunnels | ||||
are a way to securely forward ports on your local machine to ports on another | ||||
machine, to which you have SSH access. | ||||
In simple cases, IPython's tools can forward ports over ssh by simply adding the | ||||
``--ssh=remote`` argument to the usual ``--existing...`` set of flags for connecting | ||||
to a running kernel. | ||||
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r3220 | |||
.. warning:: | ||||
MinRK
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r4597 | Using SSH tunnels does *not* increase localhost security. In fact, when | ||
tunneling from one machine to another *both* machines have open | ||||
ports on localhost available for connections. | ||||
There are two primary models for using SSH tunnels with IPython. The first | ||||
is to have the Kernel listen only on localhost, and connect to it from | ||||
another machine on the same LAN. | ||||
First, let's start a kernel on machine **worker**, listening only | ||||
on loopback:: | ||||
user@worker $> ipython kernel | ||||
[IPKernelApp] To connect another client to this kernel, use: | ||||
[IPKernelApp] --existing --shell=59480 --iopub=62199 --stdin=64898 --hb=56511 | ||||
In this case, the IP that you would connect | ||||
to would still be 127.0.0.1, but you want to specify the additional ``--ssh`` argument | ||||
with the hostname of the kernel (in this example, it's 'worker'):: | ||||
user@client $> ipython qtconsole --ssh=worker --existing --shell=59480 --iopub=62199 --stdin=64898 --hb=56511 | ||||
Note again that this opens ports on the *client* machine that point to your kernel. | ||||
Be sure to use a Session key, as described above, if localhost on *either* the | ||||
client or kernel machines is untrusted. | ||||
.. note:: | ||||
the ssh argument is simply passed to openssh, so it can be fully specified ``user@host:port`` | ||||
but it will also respect your aliases, etc. in :file:`.ssh/config` if you have any. | ||||
The second pattern is for connecting to a machine behind a firewall across the internet | ||||
(or otherwise wide network). This time, we have a machine **login** that you have ssh access | ||||
to, which can see **kernel**, but **client** is on another network. The important difference | ||||
now is that **client** can see **login**, but *not* **worker**. So we need to forward ports from | ||||
client to worker *via* login. This means that the kernel must be started listening | ||||
on external interfaces, so that its ports are visible to `login`:: | ||||
user@worker $> ipython kernel --ip=0.0.0.0 | ||||
[IPKernelApp] To connect another client to this kernel, use: | ||||
[IPKernelApp] --existing --shell=59480 --iopub=62199 --stdin=64898 --hb=56511 | ||||
Which we can connect to from the client with:: | ||||
user@client $> ipython qtconsole --ssh=login --ip=192.168.1.123 --existing --shell=59480 --iopub=62199 --stdin=64898 --hb=56511 | ||||
Note that now the IP is the address of worker as seen from login. | ||||
Manual SSH tunnels | ||||
------------------ | ||||
It's possible that IPython's ssh helper functions won't work for you, for various | ||||
reasons. You can still connect to remote machines, as long as you set up the tunnels | ||||
yourself. The basic format of forwarding a local port to a remote one is:: | ||||
[client] $> ssh <server> <localport>:<remoteip>:<remoteport> -f -N | ||||
This will forward local connections to **localport** on client to **remoteip:remoteport** | ||||
*via* **server**. Note that remoteip is interpreted relative to *server*, not the client. | ||||
So if you have direct ssh access to the machine to which you want to forward connections, | ||||
then the server *is* the remote machine, and remoteip should be server's IP as seen from the | ||||
server itself, i.e. 127.0.0.1. Thus, to forward local port 12345 to remote port 54321 on | ||||
a machine you can see, do:: | ||||
[client] $> ssh machine 12345:127.0.0.1:54321 -f -N | ||||
But if your target is actually on a LAN at 192.168.1.123, behind another machine called **login**, | ||||
then you would do:: | ||||
[client] $> ssh login 12345:192.168.1.16:54321 -f -N | ||||
The ``-f -N`` on the end are flags that tell ssh to run in the background, | ||||
and don't actually run any commands beyond creating the tunnel. | ||||
.. seealso:: | ||||
A short discussion of ssh tunnels: http://www.revsys.com/writings/quicktips/ssh-tunnel.html | ||||
MinRK
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r3220 | |||
Stopping Kernels and Consoles | ||||
***************************** | ||||
Fernando Perez
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r4426 | Since there can be many consoles per kernel, the shutdown mechanism and dialog | ||
are probably more complicated than you are used to. Since you don't always want | ||||
to shutdown a kernel when you close a window, you are given the option to just | ||||
close the console window or also close the Kernel and *all other windows*. Note | ||||
that this only refers to all other *local* windows, as remote Consoles are not | ||||
allowed to shutdown the kernel, and shutdowns do not close Remote consoles (to | ||||
allow for saving, etc.). | ||||
MinRK
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r3220 | |||
Rules: | ||||
* Restarting the kernel automatically clears all *local* Consoles, and prompts remote | ||||
Consoles about the reset. | ||||
* Shutdown closes all *local* Consoles, and notifies remotes that | ||||
the Kernel has been shutdown. | ||||
* Remote Consoles may not restart or shutdown the kernel. | ||||
MinRK
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r4132 | Qt and the QtConsole | ||
==================== | ||||
Fernando Perez
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r4426 | An important part of working with the QtConsole when you are writing your own | ||
Qt code is to remember that user code (in the kernel) is *not* in the same | ||||
process as the frontend. This means that there is not necessarily any Qt code | ||||
running in the kernel, and under most normal circumstances there isn't. If, | ||||
Fernando Perez
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r4444 | however, you specify ``--pylab=qt`` at the command-line, then there *will* be a | ||
Fernando Perez
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r4426 | :class:`QCoreApplication` instance running in the kernel process along with | ||
user-code. To get a reference to this application, do: | ||||
MinRK
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r4132 | |||
.. sourcecode:: python | ||||
from PyQt4 import QtCore | ||||
app = QtCore.QCoreApplication.instance() | ||||
# app will be None if there is no such instance | ||||
Fernando Perez
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r4426 | A common problem listed in the PyQt4 Gotchas_ is the fact that Python's garbage | ||
collection will destroy Qt objects (Windows, etc.) once there is no longer a | ||||
Python reference to them, so you have to hold on to them. For instance, in: | ||||
MinRK
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r4132 | |||
.. sourcecode:: python | ||||
def make_window(): | ||||
win = QtGui.QMainWindow() | ||||
def make_and_return_window(): | ||||
win = QtGui.QMainWindow() | ||||
return win | ||||
Fernando Perez
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r4426 | :func:`make_window` will never draw a window, because garbage collection will | ||
destroy it before it is drawn, whereas :func:`make_and_return_window` lets the | ||||
caller decide when the window object should be destroyed. If, as a developer, | ||||
you know that you always want your objects to last as long as the process, you | ||||
can attach them to the QApplication instance itself: | ||||
MinRK
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r4132 | |||
.. sourcecode:: python | ||||
# do this just once: | ||||
app = QtCore.QCoreApplication.instance() | ||||
app.references = set() | ||||
# then when you create Windows, add them to the set | ||||
def make_window(): | ||||
win = QtGui.QMainWindow() | ||||
app.references.add(win) | ||||
Now the QApplication itself holds a reference to ``win``, so it will never be | ||||
garbage collected until the application itself is destroyed. | ||||
.. _Gotchas: http://www.riverbankcomputing.co.uk/static/Docs/PyQt4/html/gotchas.html#garbage-collection | ||||
MinRK
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r3220 | |||
Regressions | ||||
=========== | ||||
Fernando Perez
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r4426 | There are some features, where the qt console lags behind the Terminal | ||
Fernando Perez
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r4446 | frontend: | ||
MinRK
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r3220 | |||
Fernando Perez
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r4426 | * !cmd input: Due to our use of pexpect, we cannot pass input to subprocesses | ||
Fernando Perez
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r4446 | launched using the '!' escape, so you should never call a command that | ||
requires interactive input. For such cases, use the terminal IPython. This | ||||
will not be fixed, as abandoning pexpect would significantly degrade the | ||||
console experience. | ||||
* Use of ``\b`` and ``\r`` characters in the console: these are control | ||||
characters that allow the cursor to move backwards on a line, and are used to | ||||
display things like in-place progress bars in a terminal. We currently do | ||||
not support this, but it is being tracked as issue 629_. | ||||
.. _629: https://github.com/ipython/ipython/issues/629 | ||||
MinRK
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r3220 | |||
.. [PyQt] PyQt4 http://www.riverbankcomputing.co.uk/software/pyqt/download | ||||
.. [pygments] Pygments http://pygments.org/ | ||||