Show More
@@ -1,1155 +1,1165 | |||||
1 | ================= |
|
1 | ================= | |
2 | IPython reference |
|
2 | IPython reference | |
3 | ================= |
|
3 | ================= | |
4 |
|
4 | |||
5 | .. _command_line_options: |
|
5 | .. _command_line_options: | |
6 |
|
6 | |||
7 | Command-line usage |
|
7 | Command-line usage | |
8 | ================== |
|
8 | ================== | |
9 |
|
9 | |||
10 | You start IPython with the command:: |
|
10 | You start IPython with the command:: | |
11 |
|
11 | |||
12 | $ ipython [options] files |
|
12 | $ ipython [options] files | |
13 |
|
13 | |||
14 | .. note:: |
|
14 | .. note:: | |
15 |
|
15 | |||
16 | For IPython on Python 3, use ``ipython3`` in place of ``ipython``. |
|
16 | For IPython on Python 3, use ``ipython3`` in place of ``ipython``. | |
17 |
|
17 | |||
18 | If invoked with no options, it executes all the files listed in sequence |
|
18 | If invoked with no options, it executes all the files listed in sequence | |
19 | and drops you into the interpreter while still acknowledging any options |
|
19 | and drops you into the interpreter while still acknowledging any options | |
20 | you may have set in your ipython_config.py. This behavior is different from |
|
20 | you may have set in your ipython_config.py. This behavior is different from | |
21 | standard Python, which when called as python -i will only execute one |
|
21 | standard Python, which when called as python -i will only execute one | |
22 | file and ignore your configuration setup. |
|
22 | file and ignore your configuration setup. | |
23 |
|
23 | |||
24 | Please note that some of the configuration options are not available at |
|
24 | Please note that some of the configuration options are not available at | |
25 | the command line, simply because they are not practical here. Look into |
|
25 | the command line, simply because they are not practical here. Look into | |
26 | your configuration files for details on those. There are separate configuration |
|
26 | your configuration files for details on those. There are separate configuration | |
27 | files for each profile, and the files look like "ipython_config.py" or |
|
27 | files for each profile, and the files look like "ipython_config.py" or | |
28 | "ipython_config_<frontendname>.py". Profile directories look like |
|
28 | "ipython_config_<frontendname>.py". Profile directories look like | |
29 | "profile_profilename" and are typically installed in the IPYTHONDIR directory. |
|
29 | "profile_profilename" and are typically installed in the IPYTHONDIR directory. | |
30 | For Linux users, this will be $HOME/.config/ipython, and for other users it |
|
30 | For Linux users, this will be $HOME/.config/ipython, and for other users it | |
31 | will be $HOME/.ipython. For Windows users, $HOME resolves to C:\\Documents and |
|
31 | will be $HOME/.ipython. For Windows users, $HOME resolves to C:\\Documents and | |
32 | Settings\\YourUserName in most instances. |
|
32 | Settings\\YourUserName in most instances. | |
33 |
|
33 | |||
34 |
|
34 | |||
35 | Eventloop integration |
|
35 | Eventloop integration | |
36 | --------------------- |
|
36 | --------------------- | |
37 |
|
37 | |||
38 | Previously IPython had command line options for controlling GUI event loop |
|
38 | Previously IPython had command line options for controlling GUI event loop | |
39 | integration (-gthread, -qthread, -q4thread, -wthread, -pylab). As of IPython |
|
39 | integration (-gthread, -qthread, -q4thread, -wthread, -pylab). As of IPython | |
40 | version 0.11, these have been removed. Please see the new ``%gui`` |
|
40 | version 0.11, these have been removed. Please see the new ``%gui`` | |
41 | magic command or :ref:`this section <gui_support>` for details on the new |
|
41 | magic command or :ref:`this section <gui_support>` for details on the new | |
42 | interface, or specify the gui at the commandline:: |
|
42 | interface, or specify the gui at the commandline:: | |
43 |
|
43 | |||
44 | $ ipython --gui=qt |
|
44 | $ ipython --gui=qt | |
45 |
|
45 | |||
46 |
|
46 | |||
47 | Command-line Options |
|
47 | Command-line Options | |
48 | -------------------- |
|
48 | -------------------- | |
49 |
|
49 | |||
50 | To see the options IPython accepts, use ``ipython --help`` (and you probably |
|
50 | To see the options IPython accepts, use ``ipython --help`` (and you probably | |
51 | should run the output through a pager such as ``ipython --help | less`` for |
|
51 | should run the output through a pager such as ``ipython --help | less`` for | |
52 | more convenient reading). This shows all the options that have a single-word |
|
52 | more convenient reading). This shows all the options that have a single-word | |
53 | alias to control them, but IPython lets you configure all of its objects from |
|
53 | alias to control them, but IPython lets you configure all of its objects from | |
54 | the command-line by passing the full class name and a corresponding value; type |
|
54 | the command-line by passing the full class name and a corresponding value; type | |
55 | ``ipython --help-all`` to see this full list. For example:: |
|
55 | ``ipython --help-all`` to see this full list. For example:: | |
56 |
|
56 | |||
57 | ipython --matplotlib qt |
|
57 | ipython --matplotlib qt | |
58 |
|
58 | |||
59 | is equivalent to:: |
|
59 | is equivalent to:: | |
60 |
|
60 | |||
61 | ipython --TerminalIPythonApp.matplotlib='qt' |
|
61 | ipython --TerminalIPythonApp.matplotlib='qt' | |
62 |
|
62 | |||
63 | Note that in the second form, you *must* use the equal sign, as the expression |
|
63 | Note that in the second form, you *must* use the equal sign, as the expression | |
64 | is evaluated as an actual Python assignment. While in the above example the |
|
64 | is evaluated as an actual Python assignment. While in the above example the | |
65 | short form is more convenient, only the most common options have a short form, |
|
65 | short form is more convenient, only the most common options have a short form, | |
66 | while any configurable variable in IPython can be set at the command-line by |
|
66 | while any configurable variable in IPython can be set at the command-line by | |
67 | using the long form. This long form is the same syntax used in the |
|
67 | using the long form. This long form is the same syntax used in the | |
68 | configuration files, if you want to set these options permanently. |
|
68 | configuration files, if you want to set these options permanently. | |
69 |
|
69 | |||
70 |
|
70 | |||
71 | Interactive use |
|
71 | Interactive use | |
72 | =============== |
|
72 | =============== | |
73 |
|
73 | |||
74 | IPython is meant to work as a drop-in replacement for the standard interactive |
|
74 | IPython is meant to work as a drop-in replacement for the standard interactive | |
75 | interpreter. As such, any code which is valid python should execute normally |
|
75 | interpreter. As such, any code which is valid python should execute normally | |
76 | under IPython (cases where this is not true should be reported as bugs). It |
|
76 | under IPython (cases where this is not true should be reported as bugs). It | |
77 | does, however, offer many features which are not available at a standard python |
|
77 | does, however, offer many features which are not available at a standard python | |
78 | prompt. What follows is a list of these. |
|
78 | prompt. What follows is a list of these. | |
79 |
|
79 | |||
80 |
|
80 | |||
81 | Caution for Windows users |
|
81 | Caution for Windows users | |
82 | ------------------------- |
|
82 | ------------------------- | |
83 |
|
83 | |||
84 | Windows, unfortunately, uses the '\\' character as a path separator. This is a |
|
84 | Windows, unfortunately, uses the '\\' character as a path separator. This is a | |
85 | terrible choice, because '\\' also represents the escape character in most |
|
85 | terrible choice, because '\\' also represents the escape character in most | |
86 | modern programming languages, including Python. For this reason, using '/' |
|
86 | modern programming languages, including Python. For this reason, using '/' | |
87 | character is recommended if you have problems with ``\``. However, in Windows |
|
87 | character is recommended if you have problems with ``\``. However, in Windows | |
88 | commands '/' flags options, so you can not use it for the root directory. This |
|
88 | commands '/' flags options, so you can not use it for the root directory. This | |
89 | means that paths beginning at the root must be typed in a contrived manner |
|
89 | means that paths beginning at the root must be typed in a contrived manner | |
90 | like: ``%copy \opt/foo/bar.txt \tmp`` |
|
90 | like: ``%copy \opt/foo/bar.txt \tmp`` | |
91 |
|
91 | |||
92 | .. _magic: |
|
92 | .. _magic: | |
93 |
|
93 | |||
94 | Magic command system |
|
94 | Magic command system | |
95 | -------------------- |
|
95 | -------------------- | |
96 |
|
96 | |||
97 | IPython will treat any line whose first character is a % as a special |
|
97 | IPython will treat any line whose first character is a % as a special | |
98 | call to a 'magic' function. These allow you to control the behavior of |
|
98 | call to a 'magic' function. These allow you to control the behavior of | |
99 | IPython itself, plus a lot of system-type features. They are all |
|
99 | IPython itself, plus a lot of system-type features. They are all | |
100 | prefixed with a % character, but parameters are given without |
|
100 | prefixed with a % character, but parameters are given without | |
101 | parentheses or quotes. |
|
101 | parentheses or quotes. | |
102 |
|
102 | |||
103 | Lines that begin with ``%%`` signal a *cell magic*: they take as arguments not |
|
103 | Lines that begin with ``%%`` signal a *cell magic*: they take as arguments not | |
104 | only the rest of the current line, but all lines below them as well, in the |
|
104 | only the rest of the current line, but all lines below them as well, in the | |
105 | current execution block. Cell magics can in fact make arbitrary modifications |
|
105 | current execution block. Cell magics can in fact make arbitrary modifications | |
106 | to the input they receive, which need not even be valid Python code at all. |
|
106 | to the input they receive, which need not even be valid Python code at all. | |
107 | They receive the whole block as a single string. |
|
107 | They receive the whole block as a single string. | |
108 |
|
108 | |||
109 | As a line magic example, the ``%cd`` magic works just like the OS command of |
|
109 | As a line magic example, the ``%cd`` magic works just like the OS command of | |
110 | the same name:: |
|
110 | the same name:: | |
111 |
|
111 | |||
112 | In [8]: %cd |
|
112 | In [8]: %cd | |
113 | /home/fperez |
|
113 | /home/fperez | |
114 |
|
114 | |||
115 | The following uses the builtin ``timeit`` in cell mode:: |
|
115 | The following uses the builtin ``timeit`` in cell mode:: | |
116 |
|
116 | |||
117 | In [10]: %%timeit x = range(10000) |
|
117 | In [10]: %%timeit x = range(10000) | |
118 | ...: min(x) |
|
118 | ...: min(x) | |
119 | ...: max(x) |
|
119 | ...: max(x) | |
120 | ...: |
|
120 | ...: | |
121 | 1000 loops, best of 3: 438 us per loop |
|
121 | 1000 loops, best of 3: 438 us per loop | |
122 |
|
122 | |||
123 | In this case, ``x = range(10000)`` is called as the line argument, and the |
|
123 | In this case, ``x = range(10000)`` is called as the line argument, and the | |
124 | block with ``min(x)`` and ``max(x)`` is called as the cell body. The |
|
124 | block with ``min(x)`` and ``max(x)`` is called as the cell body. The | |
125 | ``timeit`` magic receives both. |
|
125 | ``timeit`` magic receives both. | |
126 |
|
126 | |||
127 | If you have 'automagic' enabled (as it by default), you don't need to type in |
|
127 | If you have 'automagic' enabled (as it by default), you don't need to type in | |
128 | the single ``%`` explicitly for line magics; IPython will scan its internal |
|
128 | the single ``%`` explicitly for line magics; IPython will scan its internal | |
129 | list of magic functions and call one if it exists. With automagic on you can |
|
129 | list of magic functions and call one if it exists. With automagic on you can | |
130 | then just type ``cd mydir`` to go to directory 'mydir':: |
|
130 | then just type ``cd mydir`` to go to directory 'mydir':: | |
131 |
|
131 | |||
132 | In [9]: cd mydir |
|
132 | In [9]: cd mydir | |
133 | /home/fperez/mydir |
|
133 | /home/fperez/mydir | |
134 |
|
134 | |||
135 | Note that cell magics *always* require an explicit ``%%`` prefix, automagic |
|
135 | Note that cell magics *always* require an explicit ``%%`` prefix, automagic | |
136 | calling only works for line magics. |
|
136 | calling only works for line magics. | |
137 |
|
137 | |||
138 | The automagic system has the lowest possible precedence in name searches, so |
|
138 | The automagic system has the lowest possible precedence in name searches, so | |
139 | defining an identifier with the same name as an existing magic function will |
|
139 | defining an identifier with the same name as an existing magic function will | |
140 | shadow it for automagic use. You can still access the shadowed magic function |
|
140 | shadow it for automagic use. You can still access the shadowed magic function | |
141 | by explicitly using the ``%`` character at the beginning of the line. |
|
141 | by explicitly using the ``%`` character at the beginning of the line. | |
142 |
|
142 | |||
143 | An example (with automagic on) should clarify all this: |
|
143 | An example (with automagic on) should clarify all this: | |
144 |
|
144 | |||
145 | .. sourcecode:: ipython |
|
145 | .. sourcecode:: ipython | |
146 |
|
146 | |||
147 | In [1]: cd ipython # %cd is called by automagic |
|
147 | In [1]: cd ipython # %cd is called by automagic | |
148 | /home/fperez/ipython |
|
148 | /home/fperez/ipython | |
149 |
|
149 | |||
150 | In [2]: cd=1 # now cd is just a variable |
|
150 | In [2]: cd=1 # now cd is just a variable | |
151 |
|
151 | |||
152 | In [3]: cd .. # and doesn't work as a function anymore |
|
152 | In [3]: cd .. # and doesn't work as a function anymore | |
153 | File "<ipython-input-3-9fedb3aff56c>", line 1 |
|
153 | File "<ipython-input-3-9fedb3aff56c>", line 1 | |
154 | cd .. |
|
154 | cd .. | |
155 | ^ |
|
155 | ^ | |
156 | SyntaxError: invalid syntax |
|
156 | SyntaxError: invalid syntax | |
157 |
|
157 | |||
158 |
|
158 | |||
159 | In [4]: %cd .. # but %cd always works |
|
159 | In [4]: %cd .. # but %cd always works | |
160 | /home/fperez |
|
160 | /home/fperez | |
161 |
|
161 | |||
162 | In [5]: del cd # if you remove the cd variable, automagic works again |
|
162 | In [5]: del cd # if you remove the cd variable, automagic works again | |
163 |
|
163 | |||
164 | In [6]: cd ipython |
|
164 | In [6]: cd ipython | |
165 |
|
165 | |||
166 | /home/fperez/ipython |
|
166 | /home/fperez/ipython | |
167 |
|
167 | |||
168 | Defining your own magics |
|
168 | Defining your own magics | |
169 | ++++++++++++++++++++++++ |
|
169 | ++++++++++++++++++++++++ | |
170 |
|
170 | |||
171 | There are two main ways to define your own magic functions: from standalone |
|
171 | There are two main ways to define your own magic functions: from standalone | |
172 | functions and by inheriting from a base class provided by IPython: |
|
172 | functions and by inheriting from a base class provided by IPython: | |
173 | :class:`IPython.core.magic.Magics`. Below we show code you can place in a file |
|
173 | :class:`IPython.core.magic.Magics`. Below we show code you can place in a file | |
174 | that you load from your configuration, such as any file in the ``startup`` |
|
174 | that you load from your configuration, such as any file in the ``startup`` | |
175 | subdirectory of your default IPython profile. |
|
175 | subdirectory of your default IPython profile. | |
176 |
|
176 | |||
177 | First, let us see the simplest case. The following shows how to create a line |
|
177 | First, let us see the simplest case. The following shows how to create a line | |
178 | magic, a cell one and one that works in both modes, using just plain functions: |
|
178 | magic, a cell one and one that works in both modes, using just plain functions: | |
179 |
|
179 | |||
180 | .. sourcecode:: python |
|
180 | .. sourcecode:: python | |
181 |
|
181 | |||
182 | from IPython.core.magic import (register_line_magic, register_cell_magic, |
|
182 | from IPython.core.magic import (register_line_magic, register_cell_magic, | |
183 | register_line_cell_magic) |
|
183 | register_line_cell_magic) | |
184 |
|
184 | |||
185 | @register_line_magic |
|
185 | @register_line_magic | |
186 | def lmagic(line): |
|
186 | def lmagic(line): | |
187 | "my line magic" |
|
187 | "my line magic" | |
188 | return line |
|
188 | return line | |
189 |
|
189 | |||
190 | @register_cell_magic |
|
190 | @register_cell_magic | |
191 | def cmagic(line, cell): |
|
191 | def cmagic(line, cell): | |
192 | "my cell magic" |
|
192 | "my cell magic" | |
193 | return line, cell |
|
193 | return line, cell | |
194 |
|
194 | |||
195 | @register_line_cell_magic |
|
195 | @register_line_cell_magic | |
196 | def lcmagic(line, cell=None): |
|
196 | def lcmagic(line, cell=None): | |
197 | "Magic that works both as %lcmagic and as %%lcmagic" |
|
197 | "Magic that works both as %lcmagic and as %%lcmagic" | |
198 | if cell is None: |
|
198 | if cell is None: | |
199 | print "Called as line magic" |
|
199 | print "Called as line magic" | |
200 | return line |
|
200 | return line | |
201 | else: |
|
201 | else: | |
202 | print "Called as cell magic" |
|
202 | print "Called as cell magic" | |
203 | return line, cell |
|
203 | return line, cell | |
204 |
|
204 | |||
205 | # We delete these to avoid name conflicts for automagic to work |
|
205 | # We delete these to avoid name conflicts for automagic to work | |
206 | del lmagic, lcmagic |
|
206 | del lmagic, lcmagic | |
207 |
|
207 | |||
208 |
|
208 | |||
209 | You can also create magics of all three kinds by inheriting from the |
|
209 | You can also create magics of all three kinds by inheriting from the | |
210 | :class:`IPython.core.magic.Magics` class. This lets you create magics that can |
|
210 | :class:`IPython.core.magic.Magics` class. This lets you create magics that can | |
211 | potentially hold state in between calls, and that have full access to the main |
|
211 | potentially hold state in between calls, and that have full access to the main | |
212 | IPython object: |
|
212 | IPython object: | |
213 |
|
213 | |||
214 | .. sourcecode:: python |
|
214 | .. sourcecode:: python | |
215 |
|
215 | |||
216 | # This code can be put in any Python module, it does not require IPython |
|
216 | # This code can be put in any Python module, it does not require IPython | |
217 | # itself to be running already. It only creates the magics subclass but |
|
217 | # itself to be running already. It only creates the magics subclass but | |
218 | # doesn't instantiate it yet. |
|
218 | # doesn't instantiate it yet. | |
219 | from IPython.core.magic import (Magics, magics_class, line_magic, |
|
219 | from IPython.core.magic import (Magics, magics_class, line_magic, | |
220 | cell_magic, line_cell_magic) |
|
220 | cell_magic, line_cell_magic) | |
221 |
|
221 | |||
222 | # The class MUST call this class decorator at creation time |
|
222 | # The class MUST call this class decorator at creation time | |
223 | @magics_class |
|
223 | @magics_class | |
224 | class MyMagics(Magics): |
|
224 | class MyMagics(Magics): | |
225 |
|
225 | |||
226 | @line_magic |
|
226 | @line_magic | |
227 | def lmagic(self, line): |
|
227 | def lmagic(self, line): | |
228 | "my line magic" |
|
228 | "my line magic" | |
229 | print "Full access to the main IPython object:", self.shell |
|
229 | print "Full access to the main IPython object:", self.shell | |
230 | print "Variables in the user namespace:", self.shell.user_ns.keys() |
|
230 | print "Variables in the user namespace:", self.shell.user_ns.keys() | |
231 | return line |
|
231 | return line | |
232 |
|
232 | |||
233 | @cell_magic |
|
233 | @cell_magic | |
234 | def cmagic(self, line, cell): |
|
234 | def cmagic(self, line, cell): | |
235 | "my cell magic" |
|
235 | "my cell magic" | |
236 | return line, cell |
|
236 | return line, cell | |
237 |
|
237 | |||
238 | @line_cell_magic |
|
238 | @line_cell_magic | |
239 | def lcmagic(self, line, cell=None): |
|
239 | def lcmagic(self, line, cell=None): | |
240 | "Magic that works both as %lcmagic and as %%lcmagic" |
|
240 | "Magic that works both as %lcmagic and as %%lcmagic" | |
241 | if cell is None: |
|
241 | if cell is None: | |
242 | print "Called as line magic" |
|
242 | print "Called as line magic" | |
243 | return line |
|
243 | return line | |
244 | else: |
|
244 | else: | |
245 | print "Called as cell magic" |
|
245 | print "Called as cell magic" | |
246 | return line, cell |
|
246 | return line, cell | |
247 |
|
247 | |||
248 |
|
248 | |||
249 | # In order to actually use these magics, you must register them with a |
|
249 | # In order to actually use these magics, you must register them with a | |
250 | # running IPython. This code must be placed in a file that is loaded once |
|
250 | # running IPython. This code must be placed in a file that is loaded once | |
251 | # IPython is up and running: |
|
251 | # IPython is up and running: | |
252 | ip = get_ipython() |
|
252 | ip = get_ipython() | |
253 | # You can register the class itself without instantiating it. IPython will |
|
253 | # You can register the class itself without instantiating it. IPython will | |
254 | # call the default constructor on it. |
|
254 | # call the default constructor on it. | |
255 | ip.register_magics(MyMagics) |
|
255 | ip.register_magics(MyMagics) | |
256 |
|
256 | |||
257 | If you want to create a class with a different constructor that holds |
|
257 | If you want to create a class with a different constructor that holds | |
258 | additional state, then you should always call the parent constructor and |
|
258 | additional state, then you should always call the parent constructor and | |
259 | instantiate the class yourself before registration: |
|
259 | instantiate the class yourself before registration: | |
260 |
|
260 | |||
261 | .. sourcecode:: python |
|
261 | .. sourcecode:: python | |
262 |
|
262 | |||
263 | @magics_class |
|
263 | @magics_class | |
264 | class StatefulMagics(Magics): |
|
264 | class StatefulMagics(Magics): | |
265 | "Magics that hold additional state" |
|
265 | "Magics that hold additional state" | |
266 |
|
266 | |||
267 | def __init__(self, shell, data): |
|
267 | def __init__(self, shell, data): | |
268 | # You must call the parent constructor |
|
268 | # You must call the parent constructor | |
269 | super(StatefulMagics, self).__init__(shell) |
|
269 | super(StatefulMagics, self).__init__(shell) | |
270 | self.data = data |
|
270 | self.data = data | |
271 |
|
271 | |||
272 | # etc... |
|
272 | # etc... | |
273 |
|
273 | |||
274 | # This class must then be registered with a manually created instance, |
|
274 | # This class must then be registered with a manually created instance, | |
275 | # since its constructor has different arguments from the default: |
|
275 | # since its constructor has different arguments from the default: | |
276 | ip = get_ipython() |
|
276 | ip = get_ipython() | |
277 | magics = StatefulMagics(ip, some_data) |
|
277 | magics = StatefulMagics(ip, some_data) | |
278 | ip.register_magics(magics) |
|
278 | ip.register_magics(magics) | |
279 |
|
279 | |||
280 |
|
280 | |||
281 | In earlier versions, IPython had an API for the creation of line magics (cell |
|
281 | In earlier versions, IPython had an API for the creation of line magics (cell | |
282 | magics did not exist at the time) that required you to create functions with a |
|
282 | magics did not exist at the time) that required you to create functions with a | |
283 | method-looking signature and to manually pass both the function and the name. |
|
283 | method-looking signature and to manually pass both the function and the name. | |
284 | While this API is no longer recommended, it remains indefinitely supported for |
|
284 | While this API is no longer recommended, it remains indefinitely supported for | |
285 | backwards compatibility purposes. With the old API, you'd create a magic as |
|
285 | backwards compatibility purposes. With the old API, you'd create a magic as | |
286 | follows: |
|
286 | follows: | |
287 |
|
287 | |||
288 | .. sourcecode:: python |
|
288 | .. sourcecode:: python | |
289 |
|
289 | |||
290 | def func(self, line): |
|
290 | def func(self, line): | |
291 | print "Line magic called with line:", line |
|
291 | print "Line magic called with line:", line | |
292 | print "IPython object:", self.shell |
|
292 | print "IPython object:", self.shell | |
293 |
|
293 | |||
294 | ip = get_ipython() |
|
294 | ip = get_ipython() | |
295 | # Declare this function as the magic %mycommand |
|
295 | # Declare this function as the magic %mycommand | |
296 | ip.define_magic('mycommand', func) |
|
296 | ip.define_magic('mycommand', func) | |
297 |
|
297 | |||
298 | Type ``%magic`` for more information, including a list of all available magic |
|
298 | Type ``%magic`` for more information, including a list of all available magic | |
299 | functions at any time and their docstrings. You can also type |
|
299 | functions at any time and their docstrings. You can also type | |
300 | ``%magic_function_name?`` (see :ref:`below <dynamic_object_info>` for |
|
300 | ``%magic_function_name?`` (see :ref:`below <dynamic_object_info>` for | |
301 | information on the '?' system) to get information about any particular magic |
|
301 | information on the '?' system) to get information about any particular magic | |
302 | function you are interested in. |
|
302 | function you are interested in. | |
303 |
|
303 | |||
304 | The API documentation for the :mod:`IPython.core.magic` module contains the full |
|
304 | The API documentation for the :mod:`IPython.core.magic` module contains the full | |
305 | docstrings of all currently available magic commands. |
|
305 | docstrings of all currently available magic commands. | |
306 |
|
306 | |||
307 |
|
307 | |||
308 | Access to the standard Python help |
|
308 | Access to the standard Python help | |
309 | ---------------------------------- |
|
309 | ---------------------------------- | |
310 |
|
310 | |||
311 | Simply type ``help()`` to access Python's standard help system. You can |
|
311 | Simply type ``help()`` to access Python's standard help system. You can | |
312 | also type ``help(object)`` for information about a given object, or |
|
312 | also type ``help(object)`` for information about a given object, or | |
313 | ``help('keyword')`` for information on a keyword. You may need to configure your |
|
313 | ``help('keyword')`` for information on a keyword. You may need to configure your | |
314 | PYTHONDOCS environment variable for this feature to work correctly. |
|
314 | PYTHONDOCS environment variable for this feature to work correctly. | |
315 |
|
315 | |||
316 | .. _dynamic_object_info: |
|
316 | .. _dynamic_object_info: | |
317 |
|
317 | |||
318 | Dynamic object information |
|
318 | Dynamic object information | |
319 | -------------------------- |
|
319 | -------------------------- | |
320 |
|
320 | |||
321 | Typing ``?word`` or ``word?`` prints detailed information about an object. If |
|
321 | Typing ``?word`` or ``word?`` prints detailed information about an object. If | |
322 | certain strings in the object are too long (e.g. function signatures) they get |
|
322 | certain strings in the object are too long (e.g. function signatures) they get | |
323 | snipped in the center for brevity. This system gives access variable types and |
|
323 | snipped in the center for brevity. This system gives access variable types and | |
324 | values, docstrings, function prototypes and other useful information. |
|
324 | values, docstrings, function prototypes and other useful information. | |
325 |
|
325 | |||
326 | If the information will not fit in the terminal, it is displayed in a pager |
|
326 | If the information will not fit in the terminal, it is displayed in a pager | |
327 | (``less`` if available, otherwise a basic internal pager). |
|
327 | (``less`` if available, otherwise a basic internal pager). | |
328 |
|
328 | |||
329 | Typing ``??word`` or ``word??`` gives access to the full information, including |
|
329 | Typing ``??word`` or ``word??`` gives access to the full information, including | |
330 | the source code where possible. Long strings are not snipped. |
|
330 | the source code where possible. Long strings are not snipped. | |
331 |
|
331 | |||
332 | The following magic functions are particularly useful for gathering |
|
332 | The following magic functions are particularly useful for gathering | |
333 | information about your working environment. You can get more details by |
|
333 | information about your working environment. You can get more details by | |
334 | typing ``%magic`` or querying them individually (``%function_name?``); |
|
334 | typing ``%magic`` or querying them individually (``%function_name?``); | |
335 | this is just a summary: |
|
335 | this is just a summary: | |
336 |
|
336 | |||
337 | * **%pdoc <object>**: Print (or run through a pager if too long) the |
|
337 | * **%pdoc <object>**: Print (or run through a pager if too long) the | |
338 | docstring for an object. If the given object is a class, it will |
|
338 | docstring for an object. If the given object is a class, it will | |
339 | print both the class and the constructor docstrings. |
|
339 | print both the class and the constructor docstrings. | |
340 | * **%pdef <object>**: Print the call signature for any callable |
|
340 | * **%pdef <object>**: Print the call signature for any callable | |
341 | object. If the object is a class, print the constructor information. |
|
341 | object. If the object is a class, print the constructor information. | |
342 | * **%psource <object>**: Print (or run through a pager if too long) |
|
342 | * **%psource <object>**: Print (or run through a pager if too long) | |
343 | the source code for an object. |
|
343 | the source code for an object. | |
344 | * **%pfile <object>**: Show the entire source file where an object was |
|
344 | * **%pfile <object>**: Show the entire source file where an object was | |
345 | defined via a pager, opening it at the line where the object |
|
345 | defined via a pager, opening it at the line where the object | |
346 | definition begins. |
|
346 | definition begins. | |
347 | * **%who/%whos**: These functions give information about identifiers |
|
347 | * **%who/%whos**: These functions give information about identifiers | |
348 | you have defined interactively (not things you loaded or defined |
|
348 | you have defined interactively (not things you loaded or defined | |
349 | in your configuration files). %who just prints a list of |
|
349 | in your configuration files). %who just prints a list of | |
350 | identifiers and %whos prints a table with some basic details about |
|
350 | identifiers and %whos prints a table with some basic details about | |
351 | each identifier. |
|
351 | each identifier. | |
352 |
|
352 | |||
353 | Note that the dynamic object information functions (?/??, ``%pdoc``, |
|
353 | Note that the dynamic object information functions (?/??, ``%pdoc``, | |
354 | ``%pfile``, ``%pdef``, ``%psource``) work on object attributes, as well as |
|
354 | ``%pfile``, ``%pdef``, ``%psource``) work on object attributes, as well as | |
355 | directly on variables. For example, after doing ``import os``, you can use |
|
355 | directly on variables. For example, after doing ``import os``, you can use | |
356 | ``os.path.abspath??``. |
|
356 | ``os.path.abspath??``. | |
357 |
|
357 | |||
358 | .. _readline: |
|
358 | .. _readline: | |
359 |
|
359 | |||
360 | Readline-based features |
|
360 | Readline-based features | |
361 | ----------------------- |
|
361 | ----------------------- | |
362 |
|
362 | |||
363 | These features require the GNU readline library, so they won't work if your |
|
363 | These features require the GNU readline library, so they won't work if your | |
364 | Python installation lacks readline support. We will first describe the default |
|
364 | Python installation lacks readline support. We will first describe the default | |
365 | behavior IPython uses, and then how to change it to suit your preferences. |
|
365 | behavior IPython uses, and then how to change it to suit your preferences. | |
366 |
|
366 | |||
367 |
|
367 | |||
368 | Command line completion |
|
368 | Command line completion | |
369 | +++++++++++++++++++++++ |
|
369 | +++++++++++++++++++++++ | |
370 |
|
370 | |||
371 | At any time, hitting TAB will complete any available python commands or |
|
371 | At any time, hitting TAB will complete any available python commands or | |
372 | variable names, and show you a list of the possible completions if |
|
372 | variable names, and show you a list of the possible completions if | |
373 | there's no unambiguous one. It will also complete filenames in the |
|
373 | there's no unambiguous one. It will also complete filenames in the | |
374 | current directory if no python names match what you've typed so far. |
|
374 | current directory if no python names match what you've typed so far. | |
375 |
|
375 | |||
376 |
|
376 | |||
377 | Search command history |
|
377 | Search command history | |
378 | ++++++++++++++++++++++ |
|
378 | ++++++++++++++++++++++ | |
379 |
|
379 | |||
380 | IPython provides two ways for searching through previous input and thus |
|
380 | IPython provides two ways for searching through previous input and thus | |
381 | reduce the need for repetitive typing: |
|
381 | reduce the need for repetitive typing: | |
382 |
|
382 | |||
383 | 1. Start typing, and then use Ctrl-p (previous,up) and Ctrl-n |
|
383 | 1. Start typing, and then use Ctrl-p (previous,up) and Ctrl-n | |
384 | (next,down) to search through only the history items that match |
|
384 | (next,down) to search through only the history items that match | |
385 | what you've typed so far. If you use Ctrl-p/Ctrl-n at a blank |
|
385 | what you've typed so far. If you use Ctrl-p/Ctrl-n at a blank | |
386 | prompt, they just behave like normal arrow keys. |
|
386 | prompt, they just behave like normal arrow keys. | |
387 | 2. Hit Ctrl-r: opens a search prompt. Begin typing and the system |
|
387 | 2. Hit Ctrl-r: opens a search prompt. Begin typing and the system | |
388 | searches your history for lines that contain what you've typed so |
|
388 | searches your history for lines that contain what you've typed so | |
389 | far, completing as much as it can. |
|
389 | far, completing as much as it can. | |
390 |
|
390 | |||
391 |
|
391 | |||
392 | Persistent command history across sessions |
|
392 | Persistent command history across sessions | |
393 | ++++++++++++++++++++++++++++++++++++++++++ |
|
393 | ++++++++++++++++++++++++++++++++++++++++++ | |
394 |
|
394 | |||
395 | IPython will save your input history when it leaves and reload it next |
|
395 | IPython will save your input history when it leaves and reload it next | |
396 | time you restart it. By default, the history file is named |
|
396 | time you restart it. By default, the history file is named | |
397 | $IPYTHONDIR/profile_<name>/history.sqlite. This allows you to keep |
|
397 | $IPYTHONDIR/profile_<name>/history.sqlite. This allows you to keep | |
398 | separate histories related to various tasks: commands related to |
|
398 | separate histories related to various tasks: commands related to | |
399 | numerical work will not be clobbered by a system shell history, for |
|
399 | numerical work will not be clobbered by a system shell history, for | |
400 | example. |
|
400 | example. | |
401 |
|
401 | |||
402 |
|
402 | |||
403 | Autoindent |
|
403 | Autoindent | |
404 | ++++++++++ |
|
404 | ++++++++++ | |
405 |
|
405 | |||
406 | IPython can recognize lines ending in ':' and indent the next line, |
|
406 | IPython can recognize lines ending in ':' and indent the next line, | |
407 | while also un-indenting automatically after 'raise' or 'return'. |
|
407 | while also un-indenting automatically after 'raise' or 'return'. | |
408 |
|
408 | |||
409 | This feature uses the readline library, so it will honor your |
|
409 | This feature uses the readline library, so it will honor your | |
410 | :file:`~/.inputrc` configuration (or whatever file your INPUTRC variable points |
|
410 | :file:`~/.inputrc` configuration (or whatever file your INPUTRC variable points | |
411 | to). Adding the following lines to your :file:`.inputrc` file can make |
|
411 | to). Adding the following lines to your :file:`.inputrc` file can make | |
412 | indenting/unindenting more convenient (M-i indents, M-u unindents):: |
|
412 | indenting/unindenting more convenient (M-i indents, M-u unindents):: | |
413 |
|
413 | |||
414 | # if you don't already have a ~/.inputrc file, you need this include: |
|
414 | # if you don't already have a ~/.inputrc file, you need this include: | |
415 | $include /etc/inputrc |
|
415 | $include /etc/inputrc | |
416 |
|
416 | |||
417 | $if Python |
|
417 | $if Python | |
418 | "\M-i": " " |
|
418 | "\M-i": " " | |
419 | "\M-u": "\d\d\d\d" |
|
419 | "\M-u": "\d\d\d\d" | |
420 | $endif |
|
420 | $endif | |
421 |
|
421 | |||
422 | Note that there are 4 spaces between the quote marks after "M-i" above. |
|
422 | Note that there are 4 spaces between the quote marks after "M-i" above. | |
423 |
|
423 | |||
424 | .. warning:: |
|
424 | .. warning:: | |
425 |
|
425 | |||
426 | Setting the above indents will cause problems with unicode text entry in |
|
426 | Setting the above indents will cause problems with unicode text entry in | |
427 | the terminal. |
|
427 | the terminal. | |
428 |
|
428 | |||
429 | .. warning:: |
|
429 | .. warning:: | |
430 |
|
430 | |||
431 | Autoindent is ON by default, but it can cause problems with the pasting of |
|
431 | Autoindent is ON by default, but it can cause problems with the pasting of | |
432 | multi-line indented code (the pasted code gets re-indented on each line). A |
|
432 | multi-line indented code (the pasted code gets re-indented on each line). A | |
433 | magic function %autoindent allows you to toggle it on/off at runtime. You |
|
433 | magic function %autoindent allows you to toggle it on/off at runtime. You | |
434 | can also disable it permanently on in your :file:`ipython_config.py` file |
|
434 | can also disable it permanently on in your :file:`ipython_config.py` file | |
435 | (set TerminalInteractiveShell.autoindent=False). |
|
435 | (set TerminalInteractiveShell.autoindent=False). | |
436 |
|
436 | |||
437 | If you want to paste multiple lines in the terminal, it is recommended that |
|
437 | If you want to paste multiple lines in the terminal, it is recommended that | |
438 | you use ``%paste``. |
|
438 | you use ``%paste``. | |
439 |
|
439 | |||
440 |
|
440 | |||
441 | Customizing readline behavior |
|
441 | Customizing readline behavior | |
442 | +++++++++++++++++++++++++++++ |
|
442 | +++++++++++++++++++++++++++++ | |
443 |
|
443 | |||
444 | All these features are based on the GNU readline library, which has an |
|
444 | All these features are based on the GNU readline library, which has an | |
445 | extremely customizable interface. Normally, readline is configured via a |
|
445 | extremely customizable interface. Normally, readline is configured via a | |
446 | file which defines the behavior of the library; the details of the |
|
446 | file which defines the behavior of the library; the details of the | |
447 | syntax for this can be found in the readline documentation available |
|
447 | syntax for this can be found in the readline documentation available | |
448 | with your system or on the Internet. IPython doesn't read this file (if |
|
448 | with your system or on the Internet. IPython doesn't read this file (if | |
449 | it exists) directly, but it does support passing to readline valid |
|
449 | it exists) directly, but it does support passing to readline valid | |
450 | options via a simple interface. In brief, you can customize readline by |
|
450 | options via a simple interface. In brief, you can customize readline by | |
451 | setting the following options in your configuration file (note |
|
451 | setting the following options in your configuration file (note | |
452 | that these options can not be specified at the command line): |
|
452 | that these options can not be specified at the command line): | |
453 |
|
453 | |||
454 | * **readline_parse_and_bind**: this holds a list of strings to be executed |
|
454 | * **readline_parse_and_bind**: this holds a list of strings to be executed | |
455 | via a readline.parse_and_bind() command. The syntax for valid commands |
|
455 | via a readline.parse_and_bind() command. The syntax for valid commands | |
456 | of this kind can be found by reading the documentation for the GNU |
|
456 | of this kind can be found by reading the documentation for the GNU | |
457 | readline library, as these commands are of the kind which readline |
|
457 | readline library, as these commands are of the kind which readline | |
458 | accepts in its configuration file. |
|
458 | accepts in its configuration file. | |
459 | * **readline_remove_delims**: a string of characters to be removed |
|
459 | * **readline_remove_delims**: a string of characters to be removed | |
460 | from the default word-delimiters list used by readline, so that |
|
460 | from the default word-delimiters list used by readline, so that | |
461 | completions may be performed on strings which contain them. Do not |
|
461 | completions may be performed on strings which contain them. Do not | |
462 | change the default value unless you know what you're doing. |
|
462 | change the default value unless you know what you're doing. | |
463 |
|
463 | |||
464 | You will find the default values in your configuration file. |
|
464 | You will find the default values in your configuration file. | |
465 |
|
465 | |||
466 |
|
466 | |||
467 | Session logging and restoring |
|
467 | Session logging and restoring | |
468 | ----------------------------- |
|
468 | ----------------------------- | |
469 |
|
469 | |||
470 | You can log all input from a session either by starting IPython with the |
|
470 | You can log all input from a session either by starting IPython with the | |
471 | command line switch ``--logfile=foo.py`` (see :ref:`here <command_line_options>`) |
|
471 | command line switch ``--logfile=foo.py`` (see :ref:`here <command_line_options>`) | |
472 | or by activating the logging at any moment with the magic function %logstart. |
|
472 | or by activating the logging at any moment with the magic function %logstart. | |
473 |
|
473 | |||
474 | Log files can later be reloaded by running them as scripts and IPython |
|
474 | Log files can later be reloaded by running them as scripts and IPython | |
475 | will attempt to 'replay' the log by executing all the lines in it, thus |
|
475 | will attempt to 'replay' the log by executing all the lines in it, thus | |
476 | restoring the state of a previous session. This feature is not quite |
|
476 | restoring the state of a previous session. This feature is not quite | |
477 | perfect, but can still be useful in many cases. |
|
477 | perfect, but can still be useful in many cases. | |
478 |
|
478 | |||
479 | The log files can also be used as a way to have a permanent record of |
|
479 | The log files can also be used as a way to have a permanent record of | |
480 | any code you wrote while experimenting. Log files are regular text files |
|
480 | any code you wrote while experimenting. Log files are regular text files | |
481 | which you can later open in your favorite text editor to extract code or |
|
481 | which you can later open in your favorite text editor to extract code or | |
482 | to 'clean them up' before using them to replay a session. |
|
482 | to 'clean them up' before using them to replay a session. | |
483 |
|
483 | |||
484 | The `%logstart` function for activating logging in mid-session is used as |
|
484 | The `%logstart` function for activating logging in mid-session is used as | |
485 | follows:: |
|
485 | follows:: | |
486 |
|
486 | |||
487 | %logstart [log_name [log_mode]] |
|
487 | %logstart [log_name [log_mode]] | |
488 |
|
488 | |||
489 | If no name is given, it defaults to a file named 'ipython_log.py' in your |
|
489 | If no name is given, it defaults to a file named 'ipython_log.py' in your | |
490 | current working directory, in 'rotate' mode (see below). |
|
490 | current working directory, in 'rotate' mode (see below). | |
491 |
|
491 | |||
492 | '%logstart name' saves to file 'name' in 'backup' mode. It saves your |
|
492 | '%logstart name' saves to file 'name' in 'backup' mode. It saves your | |
493 | history up to that point and then continues logging. |
|
493 | history up to that point and then continues logging. | |
494 |
|
494 | |||
495 | %logstart takes a second optional parameter: logging mode. This can be |
|
495 | %logstart takes a second optional parameter: logging mode. This can be | |
496 | one of (note that the modes are given unquoted): |
|
496 | one of (note that the modes are given unquoted): | |
497 |
|
497 | |||
498 | * [over:] overwrite existing log_name. |
|
498 | * [over:] overwrite existing log_name. | |
499 | * [backup:] rename (if exists) to log_name~ and start log_name. |
|
499 | * [backup:] rename (if exists) to log_name~ and start log_name. | |
500 | * [append:] well, that says it. |
|
500 | * [append:] well, that says it. | |
501 | * [rotate:] create rotating logs log_name.1~, log_name.2~, etc. |
|
501 | * [rotate:] create rotating logs log_name.1~, log_name.2~, etc. | |
502 |
|
502 | |||
503 | The %logoff and %logon functions allow you to temporarily stop and |
|
503 | The %logoff and %logon functions allow you to temporarily stop and | |
504 | resume logging to a file which had previously been started with |
|
504 | resume logging to a file which had previously been started with | |
505 | %logstart. They will fail (with an explanation) if you try to use them |
|
505 | %logstart. They will fail (with an explanation) if you try to use them | |
506 | before logging has been started. |
|
506 | before logging has been started. | |
507 |
|
507 | |||
508 | .. _system_shell_access: |
|
508 | .. _system_shell_access: | |
509 |
|
509 | |||
510 | System shell access |
|
510 | System shell access | |
511 | ------------------- |
|
511 | ------------------- | |
512 |
|
512 | |||
513 | Any input line beginning with a ! character is passed verbatim (minus |
|
513 | Any input line beginning with a ! character is passed verbatim (minus | |
514 | the !, of course) to the underlying operating system. For example, |
|
514 | the !, of course) to the underlying operating system. For example, | |
515 | typing ``!ls`` will run 'ls' in the current directory. |
|
515 | typing ``!ls`` will run 'ls' in the current directory. | |
516 |
|
516 | |||
517 | Manual capture of command output |
|
517 | Manual capture of command output | |
518 | -------------------------------- |
|
518 | -------------------------------- | |
519 |
|
519 | |||
520 | You can assign the result of a system command to a Python variable with the |
|
520 | You can assign the result of a system command to a Python variable with the | |
521 | syntax ``myfiles = !ls``. This gets machine readable output from stdout |
|
521 | syntax ``myfiles = !ls``. This gets machine readable output from stdout | |
522 | (e.g. without colours), and splits on newlines. To explicitly get this sort of |
|
522 | (e.g. without colours), and splits on newlines. To explicitly get this sort of | |
523 | output without assigning to a variable, use two exclamation marks (``!!ls``) or |
|
523 | output without assigning to a variable, use two exclamation marks (``!!ls``) or | |
524 | the ``%sx`` magic command. |
|
524 | the ``%sx`` magic command. | |
525 |
|
525 | |||
526 | The captured list has some convenience features. ``myfiles.n`` or ``myfiles.s`` |
|
526 | The captured list has some convenience features. ``myfiles.n`` or ``myfiles.s`` | |
527 | returns a string delimited by newlines or spaces, respectively. ``myfiles.p`` |
|
527 | returns a string delimited by newlines or spaces, respectively. ``myfiles.p`` | |
528 | produces `path objects <http://pypi.python.org/pypi/path.py>`_ from the list items. |
|
528 | produces `path objects <http://pypi.python.org/pypi/path.py>`_ from the list items. | |
529 | See :ref:`string_lists` for details. |
|
529 | See :ref:`string_lists` for details. | |
530 |
|
530 | |||
531 | IPython also allows you to expand the value of python variables when |
|
531 | IPython also allows you to expand the value of python variables when | |
532 | making system calls. Wrap variables or expressions in {braces}:: |
|
532 | making system calls. Wrap variables or expressions in {braces}:: | |
533 |
|
533 | |||
534 | In [1]: pyvar = 'Hello world' |
|
534 | In [1]: pyvar = 'Hello world' | |
535 | In [2]: !echo "A python variable: {pyvar}" |
|
535 | In [2]: !echo "A python variable: {pyvar}" | |
536 | A python variable: Hello world |
|
536 | A python variable: Hello world | |
537 | In [3]: import math |
|
537 | In [3]: import math | |
538 | In [4]: x = 8 |
|
538 | In [4]: x = 8 | |
539 | In [5]: !echo {math.factorial(x)} |
|
539 | In [5]: !echo {math.factorial(x)} | |
540 | 40320 |
|
540 | 40320 | |
541 |
|
541 | |||
542 | For simple cases, you can alternatively prepend $ to a variable name:: |
|
542 | For simple cases, you can alternatively prepend $ to a variable name:: | |
543 |
|
543 | |||
544 | In [6]: !echo $sys.argv |
|
544 | In [6]: !echo $sys.argv | |
545 | [/home/fperez/usr/bin/ipython] |
|
545 | [/home/fperez/usr/bin/ipython] | |
546 | In [7]: !echo "A system variable: $$HOME" # Use $$ for literal $ |
|
546 | In [7]: !echo "A system variable: $$HOME" # Use $$ for literal $ | |
547 | A system variable: /home/fperez |
|
547 | A system variable: /home/fperez | |
548 |
|
548 | |||
549 | System command aliases |
|
549 | System command aliases | |
550 | ---------------------- |
|
550 | ---------------------- | |
551 |
|
551 | |||
552 | The %alias magic function allows you to define magic functions which are in fact |
|
552 | The %alias magic function allows you to define magic functions which are in fact | |
553 | system shell commands. These aliases can have parameters. |
|
553 | system shell commands. These aliases can have parameters. | |
554 |
|
554 | |||
555 | ``%alias alias_name cmd`` defines 'alias_name' as an alias for 'cmd' |
|
555 | ``%alias alias_name cmd`` defines 'alias_name' as an alias for 'cmd' | |
556 |
|
556 | |||
557 | Then, typing ``alias_name params`` will execute the system command 'cmd |
|
557 | Then, typing ``alias_name params`` will execute the system command 'cmd | |
558 | params' (from your underlying operating system). |
|
558 | params' (from your underlying operating system). | |
559 |
|
559 | |||
560 | You can also define aliases with parameters using %s specifiers (one per |
|
560 | You can also define aliases with parameters using %s specifiers (one per | |
561 | parameter). The following example defines the parts function as an |
|
561 | parameter). The following example defines the parts function as an | |
562 | alias to the command 'echo first %s second %s' where each %s will be |
|
562 | alias to the command 'echo first %s second %s' where each %s will be | |
563 | replaced by a positional parameter to the call to %parts:: |
|
563 | replaced by a positional parameter to the call to %parts:: | |
564 |
|
564 | |||
565 | In [1]: %alias parts echo first %s second %s |
|
565 | In [1]: %alias parts echo first %s second %s | |
566 | In [2]: parts A B |
|
566 | In [2]: parts A B | |
567 | first A second B |
|
567 | first A second B | |
568 | In [3]: parts A |
|
568 | In [3]: parts A | |
569 | ERROR: Alias <parts> requires 2 arguments, 1 given. |
|
569 | ERROR: Alias <parts> requires 2 arguments, 1 given. | |
570 |
|
570 | |||
571 | If called with no parameters, %alias prints the table of currently |
|
571 | If called with no parameters, %alias prints the table of currently | |
572 | defined aliases. |
|
572 | defined aliases. | |
573 |
|
573 | |||
574 | The %rehashx magic allows you to load your entire $PATH as |
|
574 | The %rehashx magic allows you to load your entire $PATH as | |
575 | ipython aliases. See its docstring for further details. |
|
575 | ipython aliases. See its docstring for further details. | |
576 |
|
576 | |||
577 |
|
577 | |||
578 | .. _dreload: |
|
578 | .. _dreload: | |
579 |
|
579 | |||
580 | Recursive reload |
|
580 | Recursive reload | |
581 | ---------------- |
|
581 | ---------------- | |
582 |
|
582 | |||
583 | The :mod:`IPython.lib.deepreload` module allows you to recursively reload a |
|
583 | The :mod:`IPython.lib.deepreload` module allows you to recursively reload a | |
584 | module: changes made to any of its dependencies will be reloaded without |
|
584 | module: changes made to any of its dependencies will be reloaded without | |
585 | having to exit. To start using it, do:: |
|
585 | having to exit. To start using it, do:: | |
586 |
|
586 | |||
587 | from IPython.lib.deepreload import reload as dreload |
|
587 | from IPython.lib.deepreload import reload as dreload | |
588 |
|
588 | |||
589 |
|
589 | |||
590 | Verbose and colored exception traceback printouts |
|
590 | Verbose and colored exception traceback printouts | |
591 | ------------------------------------------------- |
|
591 | ------------------------------------------------- | |
592 |
|
592 | |||
593 | IPython provides the option to see very detailed exception tracebacks, |
|
593 | IPython provides the option to see very detailed exception tracebacks, | |
594 | which can be especially useful when debugging large programs. You can |
|
594 | which can be especially useful when debugging large programs. You can | |
595 | run any Python file with the %run function to benefit from these |
|
595 | run any Python file with the %run function to benefit from these | |
596 | detailed tracebacks. Furthermore, both normal and verbose tracebacks can |
|
596 | detailed tracebacks. Furthermore, both normal and verbose tracebacks can | |
597 | be colored (if your terminal supports it) which makes them much easier |
|
597 | be colored (if your terminal supports it) which makes them much easier | |
598 | to parse visually. |
|
598 | to parse visually. | |
599 |
|
599 | |||
600 | See the magic xmode and colors functions for details (just type %magic). |
|
600 | See the magic xmode and colors functions for details (just type %magic). | |
601 |
|
601 | |||
602 | These features are basically a terminal version of Ka-Ping Yee's cgitb |
|
602 | These features are basically a terminal version of Ka-Ping Yee's cgitb | |
603 | module, now part of the standard Python library. |
|
603 | module, now part of the standard Python library. | |
604 |
|
604 | |||
605 |
|
605 | |||
606 | .. _input_caching: |
|
606 | .. _input_caching: | |
607 |
|
607 | |||
608 | Input caching system |
|
608 | Input caching system | |
609 | -------------------- |
|
609 | -------------------- | |
610 |
|
610 | |||
611 | IPython offers numbered prompts (In/Out) with input and output caching |
|
611 | IPython offers numbered prompts (In/Out) with input and output caching | |
612 | (also referred to as 'input history'). All input is saved and can be |
|
612 | (also referred to as 'input history'). All input is saved and can be | |
613 | retrieved as variables (besides the usual arrow key recall), in |
|
613 | retrieved as variables (besides the usual arrow key recall), in | |
614 | addition to the %rep magic command that brings a history entry |
|
614 | addition to the %rep magic command that brings a history entry | |
615 | up for editing on the next command line. |
|
615 | up for editing on the next command line. | |
616 |
|
616 | |||
617 | The following GLOBAL variables always exist (so don't overwrite them!): |
|
617 | The following GLOBAL variables always exist (so don't overwrite them!): | |
618 |
|
618 | |||
619 | * _i, _ii, _iii: store previous, next previous and next-next previous inputs. |
|
619 | * _i, _ii, _iii: store previous, next previous and next-next previous inputs. | |
620 | * In, _ih : a list of all inputs; _ih[n] is the input from line n. If you |
|
620 | * In, _ih : a list of all inputs; _ih[n] is the input from line n. If you | |
621 | overwrite In with a variable of your own, you can remake the assignment to the |
|
621 | overwrite In with a variable of your own, you can remake the assignment to the | |
622 | internal list with a simple ``In=_ih``. |
|
622 | internal list with a simple ``In=_ih``. | |
623 |
|
623 | |||
624 | Additionally, global variables named _i<n> are dynamically created (<n> |
|
624 | Additionally, global variables named _i<n> are dynamically created (<n> | |
625 | being the prompt counter), so ``_i<n> == _ih[<n>] == In[<n>]``. |
|
625 | being the prompt counter), so ``_i<n> == _ih[<n>] == In[<n>]``. | |
626 |
|
626 | |||
627 | For example, what you typed at prompt 14 is available as _i14, _ih[14] |
|
627 | For example, what you typed at prompt 14 is available as _i14, _ih[14] | |
628 | and In[14]. |
|
628 | and In[14]. | |
629 |
|
629 | |||
630 | This allows you to easily cut and paste multi line interactive prompts |
|
630 | This allows you to easily cut and paste multi line interactive prompts | |
631 | by printing them out: they print like a clean string, without prompt |
|
631 | by printing them out: they print like a clean string, without prompt | |
632 | characters. You can also manipulate them like regular variables (they |
|
632 | characters. You can also manipulate them like regular variables (they | |
633 | are strings), modify or exec them (typing ``exec _i9`` will re-execute the |
|
633 | are strings), modify or exec them (typing ``exec _i9`` will re-execute the | |
634 | contents of input prompt 9. |
|
634 | contents of input prompt 9. | |
635 |
|
635 | |||
636 | You can also re-execute multiple lines of input easily by using the |
|
636 | You can also re-execute multiple lines of input easily by using the | |
637 | magic %rerun or %macro functions. The macro system also allows you to re-execute |
|
637 | magic %rerun or %macro functions. The macro system also allows you to re-execute | |
638 | previous lines which include magic function calls (which require special |
|
638 | previous lines which include magic function calls (which require special | |
639 | processing). Type %macro? for more details on the macro system. |
|
639 | processing). Type %macro? for more details on the macro system. | |
640 |
|
640 | |||
641 | A history function %hist allows you to see any part of your input |
|
641 | A history function %hist allows you to see any part of your input | |
642 | history by printing a range of the _i variables. |
|
642 | history by printing a range of the _i variables. | |
643 |
|
643 | |||
644 | You can also search ('grep') through your history by typing |
|
644 | You can also search ('grep') through your history by typing | |
645 | ``%hist -g somestring``. This is handy for searching for URLs, IP addresses, |
|
645 | ``%hist -g somestring``. This is handy for searching for URLs, IP addresses, | |
646 | etc. You can bring history entries listed by '%hist -g' up for editing |
|
646 | etc. You can bring history entries listed by '%hist -g' up for editing | |
647 | with the %recall command, or run them immediately with %rerun. |
|
647 | with the %recall command, or run them immediately with %rerun. | |
648 |
|
648 | |||
649 | .. _output_caching: |
|
649 | .. _output_caching: | |
650 |
|
650 | |||
651 | Output caching system |
|
651 | Output caching system | |
652 | --------------------- |
|
652 | --------------------- | |
653 |
|
653 | |||
654 | For output that is returned from actions, a system similar to the input |
|
654 | For output that is returned from actions, a system similar to the input | |
655 | cache exists but using _ instead of _i. Only actions that produce a |
|
655 | cache exists but using _ instead of _i. Only actions that produce a | |
656 | result (NOT assignments, for example) are cached. If you are familiar |
|
656 | result (NOT assignments, for example) are cached. If you are familiar | |
657 | with Mathematica, IPython's _ variables behave exactly like |
|
657 | with Mathematica, IPython's _ variables behave exactly like | |
658 | Mathematica's % variables. |
|
658 | Mathematica's % variables. | |
659 |
|
659 | |||
660 | The following GLOBAL variables always exist (so don't overwrite them!): |
|
660 | The following GLOBAL variables always exist (so don't overwrite them!): | |
661 |
|
661 | |||
662 | * [_] (a single underscore) : stores previous output, like Python's |
|
662 | * [_] (a single underscore) : stores previous output, like Python's | |
663 | default interpreter. |
|
663 | default interpreter. | |
664 | * [__] (two underscores): next previous. |
|
664 | * [__] (two underscores): next previous. | |
665 | * [___] (three underscores): next-next previous. |
|
665 | * [___] (three underscores): next-next previous. | |
666 |
|
666 | |||
667 | Additionally, global variables named _<n> are dynamically created (<n> |
|
667 | Additionally, global variables named _<n> are dynamically created (<n> | |
668 | being the prompt counter), such that the result of output <n> is always |
|
668 | being the prompt counter), such that the result of output <n> is always | |
669 | available as _<n> (don't use the angle brackets, just the number, e.g. |
|
669 | available as _<n> (don't use the angle brackets, just the number, e.g. | |
670 | _21). |
|
670 | _21). | |
671 |
|
671 | |||
672 | These variables are also stored in a global dictionary (not a |
|
672 | These variables are also stored in a global dictionary (not a | |
673 | list, since it only has entries for lines which returned a result) |
|
673 | list, since it only has entries for lines which returned a result) | |
674 | available under the names _oh and Out (similar to _ih and In). So the |
|
674 | available under the names _oh and Out (similar to _ih and In). So the | |
675 | output from line 12 can be obtained as _12, Out[12] or _oh[12]. If you |
|
675 | output from line 12 can be obtained as _12, Out[12] or _oh[12]. If you | |
676 | accidentally overwrite the Out variable you can recover it by typing |
|
676 | accidentally overwrite the Out variable you can recover it by typing | |
677 | 'Out=_oh' at the prompt. |
|
677 | 'Out=_oh' at the prompt. | |
678 |
|
678 | |||
679 | This system obviously can potentially put heavy memory demands on your |
|
679 | This system obviously can potentially put heavy memory demands on your | |
680 | system, since it prevents Python's garbage collector from removing any |
|
680 | system, since it prevents Python's garbage collector from removing any | |
681 | previously computed results. You can control how many results are kept |
|
681 | previously computed results. You can control how many results are kept | |
682 | in memory with the option (at the command line or in your configuration |
|
682 | in memory with the option (at the command line or in your configuration | |
683 | file) cache_size. If you set it to 0, the whole system is completely |
|
683 | file) cache_size. If you set it to 0, the whole system is completely | |
684 | disabled and the prompts revert to the classic '>>>' of normal Python. |
|
684 | disabled and the prompts revert to the classic '>>>' of normal Python. | |
685 |
|
685 | |||
686 |
|
686 | |||
687 | Directory history |
|
687 | Directory history | |
688 | ----------------- |
|
688 | ----------------- | |
689 |
|
689 | |||
690 | Your history of visited directories is kept in the global list _dh, and |
|
690 | Your history of visited directories is kept in the global list _dh, and | |
691 | the magic %cd command can be used to go to any entry in that list. The |
|
691 | the magic %cd command can be used to go to any entry in that list. The | |
692 | %dhist command allows you to view this history. Do ``cd -<TAB>`` to |
|
692 | %dhist command allows you to view this history. Do ``cd -<TAB>`` to | |
693 | conveniently view the directory history. |
|
693 | conveniently view the directory history. | |
694 |
|
694 | |||
695 |
|
695 | |||
696 | Automatic parentheses and quotes |
|
696 | Automatic parentheses and quotes | |
697 | -------------------------------- |
|
697 | -------------------------------- | |
698 |
|
698 | |||
699 | These features were adapted from Nathan Gray's LazyPython. They are |
|
699 | These features were adapted from Nathan Gray's LazyPython. They are | |
700 | meant to allow less typing for common situations. |
|
700 | meant to allow less typing for common situations. | |
701 |
|
701 | |||
702 |
|
702 | |||
703 | Automatic parentheses |
|
703 | Automatic parentheses | |
704 | +++++++++++++++++++++ |
|
704 | +++++++++++++++++++++ | |
705 |
|
705 | |||
706 | Callable objects (i.e. functions, methods, etc) can be invoked like this |
|
706 | Callable objects (i.e. functions, methods, etc) can be invoked like this | |
707 | (notice the commas between the arguments):: |
|
707 | (notice the commas between the arguments):: | |
708 |
|
708 | |||
709 | In [1]: callable_ob arg1, arg2, arg3 |
|
709 | In [1]: callable_ob arg1, arg2, arg3 | |
710 | ------> callable_ob(arg1, arg2, arg3) |
|
710 | ------> callable_ob(arg1, arg2, arg3) | |
711 |
|
711 | |||
712 | You can force automatic parentheses by using '/' as the first character |
|
712 | You can force automatic parentheses by using '/' as the first character | |
713 | of a line. For example:: |
|
713 | of a line. For example:: | |
714 |
|
714 | |||
715 | In [2]: /globals # becomes 'globals()' |
|
715 | In [2]: /globals # becomes 'globals()' | |
716 |
|
716 | |||
717 | Note that the '/' MUST be the first character on the line! This won't work:: |
|
717 | Note that the '/' MUST be the first character on the line! This won't work:: | |
718 |
|
718 | |||
719 | In [3]: print /globals # syntax error |
|
719 | In [3]: print /globals # syntax error | |
720 |
|
720 | |||
721 | In most cases the automatic algorithm should work, so you should rarely |
|
721 | In most cases the automatic algorithm should work, so you should rarely | |
722 | need to explicitly invoke /. One notable exception is if you are trying |
|
722 | need to explicitly invoke /. One notable exception is if you are trying | |
723 | to call a function with a list of tuples as arguments (the parenthesis |
|
723 | to call a function with a list of tuples as arguments (the parenthesis | |
724 | will confuse IPython):: |
|
724 | will confuse IPython):: | |
725 |
|
725 | |||
726 | In [4]: zip (1,2,3),(4,5,6) # won't work |
|
726 | In [4]: zip (1,2,3),(4,5,6) # won't work | |
727 |
|
727 | |||
728 | but this will work:: |
|
728 | but this will work:: | |
729 |
|
729 | |||
730 | In [5]: /zip (1,2,3),(4,5,6) |
|
730 | In [5]: /zip (1,2,3),(4,5,6) | |
731 | ------> zip ((1,2,3),(4,5,6)) |
|
731 | ------> zip ((1,2,3),(4,5,6)) | |
732 | Out[5]: [(1, 4), (2, 5), (3, 6)] |
|
732 | Out[5]: [(1, 4), (2, 5), (3, 6)] | |
733 |
|
733 | |||
734 | IPython tells you that it has altered your command line by displaying |
|
734 | IPython tells you that it has altered your command line by displaying | |
735 | the new command line preceded by ->. e.g.:: |
|
735 | the new command line preceded by ->. e.g.:: | |
736 |
|
736 | |||
737 | In [6]: callable list |
|
737 | In [6]: callable list | |
738 | ------> callable(list) |
|
738 | ------> callable(list) | |
739 |
|
739 | |||
740 |
|
740 | |||
741 | Automatic quoting |
|
741 | Automatic quoting | |
742 | +++++++++++++++++ |
|
742 | +++++++++++++++++ | |
743 |
|
743 | |||
744 | You can force automatic quoting of a function's arguments by using ',' |
|
744 | You can force automatic quoting of a function's arguments by using ',' | |
745 | or ';' as the first character of a line. For example:: |
|
745 | or ';' as the first character of a line. For example:: | |
746 |
|
746 | |||
747 | In [1]: ,my_function /home/me # becomes my_function("/home/me") |
|
747 | In [1]: ,my_function /home/me # becomes my_function("/home/me") | |
748 |
|
748 | |||
749 | If you use ';' the whole argument is quoted as a single string, while ',' splits |
|
749 | If you use ';' the whole argument is quoted as a single string, while ',' splits | |
750 | on whitespace:: |
|
750 | on whitespace:: | |
751 |
|
751 | |||
752 | In [2]: ,my_function a b c # becomes my_function("a","b","c") |
|
752 | In [2]: ,my_function a b c # becomes my_function("a","b","c") | |
753 |
|
753 | |||
754 | In [3]: ;my_function a b c # becomes my_function("a b c") |
|
754 | In [3]: ;my_function a b c # becomes my_function("a b c") | |
755 |
|
755 | |||
756 | Note that the ',' or ';' MUST be the first character on the line! This |
|
756 | Note that the ',' or ';' MUST be the first character on the line! This | |
757 | won't work:: |
|
757 | won't work:: | |
758 |
|
758 | |||
759 | In [4]: x = ,my_function /home/me # syntax error |
|
759 | In [4]: x = ,my_function /home/me # syntax error | |
760 |
|
760 | |||
761 | IPython as your default Python environment |
|
761 | IPython as your default Python environment | |
762 | ========================================== |
|
762 | ========================================== | |
763 |
|
763 | |||
764 | Python honors the environment variable PYTHONSTARTUP and will execute at |
|
764 | Python honors the environment variable PYTHONSTARTUP and will execute at | |
765 | startup the file referenced by this variable. If you put the following code at |
|
765 | startup the file referenced by this variable. If you put the following code at | |
766 | the end of that file, then IPython will be your working environment anytime you |
|
766 | the end of that file, then IPython will be your working environment anytime you | |
767 | start Python:: |
|
767 | start Python:: | |
768 |
|
768 | |||
769 | from IPython.frontend.terminal.ipapp import launch_new_instance |
|
769 | from IPython.frontend.terminal.ipapp import launch_new_instance | |
770 | launch_new_instance() |
|
770 | launch_new_instance() | |
771 | raise SystemExit |
|
771 | raise SystemExit | |
772 |
|
772 | |||
773 | The ``raise SystemExit`` is needed to exit Python when |
|
773 | The ``raise SystemExit`` is needed to exit Python when | |
774 | it finishes, otherwise you'll be back at the normal Python '>>>' |
|
774 | it finishes, otherwise you'll be back at the normal Python '>>>' | |
775 | prompt. |
|
775 | prompt. | |
776 |
|
776 | |||
777 | This is probably useful to developers who manage multiple Python |
|
777 | This is probably useful to developers who manage multiple Python | |
778 | versions and don't want to have correspondingly multiple IPython |
|
778 | versions and don't want to have correspondingly multiple IPython | |
779 | versions. Note that in this mode, there is no way to pass IPython any |
|
779 | versions. Note that in this mode, there is no way to pass IPython any | |
780 | command-line options, as those are trapped first by Python itself. |
|
780 | command-line options, as those are trapped first by Python itself. | |
781 |
|
781 | |||
782 | .. _Embedding: |
|
782 | .. _Embedding: | |
783 |
|
783 | |||
784 | Embedding IPython |
|
784 | Embedding IPython | |
785 | ================= |
|
785 | ================= | |
786 |
|
786 | |||
787 | It is possible to start an IPython instance inside your own Python |
|
787 | You can start a regular IPython session with | |
788 | programs. This allows you to evaluate dynamically the state of your |
|
788 | ||
789 | code, operate with your variables, analyze them, etc. Note however that |
|
789 | .. sourcecode:: python | |
|
790 | ||||
|
791 | import IPython | |||
|
792 | IPython.start_ipython() | |||
|
793 | ||||
|
794 | at any point in your program. This will load IPython configuration, | |||
|
795 | startup files, and everything, just as if it were a normal IPython session. | |||
|
796 | In addition to this, | |||
|
797 | it is possible to embed an IPython instance inside your own Python programs. | |||
|
798 | This allows you to evaluate dynamically the state of your code, | |||
|
799 | operate with your variables, analyze them, etc. Note however that | |||
790 | any changes you make to values while in the shell do not propagate back |
|
800 | any changes you make to values while in the shell do not propagate back | |
791 | to the running code, so it is safe to modify your values because you |
|
801 | to the running code, so it is safe to modify your values because you | |
792 | won't break your code in bizarre ways by doing so. |
|
802 | won't break your code in bizarre ways by doing so. | |
793 |
|
803 | |||
794 | .. note:: |
|
804 | .. note:: | |
795 |
|
805 | |||
796 |
At present, |
|
806 | At present, embedding IPython cannot be done from inside IPython. | |
797 | the code samples below outside IPython. |
|
807 | Run the code samples below outside IPython. | |
798 |
|
808 | |||
799 | This feature allows you to easily have a fully functional python |
|
809 | This feature allows you to easily have a fully functional python | |
800 | environment for doing object introspection anywhere in your code with a |
|
810 | environment for doing object introspection anywhere in your code with a | |
801 | simple function call. In some cases a simple print statement is enough, |
|
811 | simple function call. In some cases a simple print statement is enough, | |
802 | but if you need to do more detailed analysis of a code fragment this |
|
812 | but if you need to do more detailed analysis of a code fragment this | |
803 | feature can be very valuable. |
|
813 | feature can be very valuable. | |
804 |
|
814 | |||
805 | It can also be useful in scientific computing situations where it is |
|
815 | It can also be useful in scientific computing situations where it is | |
806 | common to need to do some automatic, computationally intensive part and |
|
816 | common to need to do some automatic, computationally intensive part and | |
807 | then stop to look at data, plots, etc. |
|
817 | then stop to look at data, plots, etc. | |
808 | Opening an IPython instance will give you full access to your data and |
|
818 | Opening an IPython instance will give you full access to your data and | |
809 | functions, and you can resume program execution once you are done with |
|
819 | functions, and you can resume program execution once you are done with | |
810 | the interactive part (perhaps to stop again later, as many times as |
|
820 | the interactive part (perhaps to stop again later, as many times as | |
811 | needed). |
|
821 | needed). | |
812 |
|
822 | |||
813 | The following code snippet is the bare minimum you need to include in |
|
823 | The following code snippet is the bare minimum you need to include in | |
814 | your Python programs for this to work (detailed examples follow later):: |
|
824 | your Python programs for this to work (detailed examples follow later):: | |
815 |
|
825 | |||
816 | from IPython import embed |
|
826 | from IPython import embed | |
817 |
|
827 | |||
818 | embed() # this call anywhere in your program will start IPython |
|
828 | embed() # this call anywhere in your program will start IPython | |
819 |
|
829 | |||
820 | .. note:: |
|
830 | .. note:: | |
821 |
|
831 | |||
822 | As of 0.13, you can embed an IPython *kernel*, for use with qtconsole, |
|
832 | As of 0.13, you can embed an IPython *kernel*, for use with qtconsole, | |
823 | etc. via ``IPython.embed_kernel()`` instead of ``IPython.embed()``. |
|
833 | etc. via ``IPython.embed_kernel()`` instead of ``IPython.embed()``. | |
824 | It should function just the same as regular embed, but you connect |
|
834 | It should function just the same as regular embed, but you connect | |
825 | an external frontend rather than IPython starting up in the local |
|
835 | an external frontend rather than IPython starting up in the local | |
826 | terminal. |
|
836 | terminal. | |
827 |
|
837 | |||
828 | You can run embedded instances even in code which is itself being run at |
|
838 | You can run embedded instances even in code which is itself being run at | |
829 | the IPython interactive prompt with '%run <filename>'. Since it's easy |
|
839 | the IPython interactive prompt with '%run <filename>'. Since it's easy | |
830 | to get lost as to where you are (in your top-level IPython or in your |
|
840 | to get lost as to where you are (in your top-level IPython or in your | |
831 | embedded one), it's a good idea in such cases to set the in/out prompts |
|
841 | embedded one), it's a good idea in such cases to set the in/out prompts | |
832 | to something different for the embedded instances. The code examples |
|
842 | to something different for the embedded instances. The code examples | |
833 | below illustrate this. |
|
843 | below illustrate this. | |
834 |
|
844 | |||
835 | You can also have multiple IPython instances in your program and open |
|
845 | You can also have multiple IPython instances in your program and open | |
836 | them separately, for example with different options for data |
|
846 | them separately, for example with different options for data | |
837 | presentation. If you close and open the same instance multiple times, |
|
847 | presentation. If you close and open the same instance multiple times, | |
838 | its prompt counters simply continue from each execution to the next. |
|
848 | its prompt counters simply continue from each execution to the next. | |
839 |
|
849 | |||
840 | Please look at the docstrings in the :mod:`~IPython.frontend.terminal.embed` |
|
850 | Please look at the docstrings in the :mod:`~IPython.frontend.terminal.embed` | |
841 | module for more details on the use of this system. |
|
851 | module for more details on the use of this system. | |
842 |
|
852 | |||
843 | The following sample file illustrating how to use the embedding |
|
853 | The following sample file illustrating how to use the embedding | |
844 | functionality is provided in the examples directory as example-embed.py. |
|
854 | functionality is provided in the examples directory as example-embed.py. | |
845 | It should be fairly self-explanatory: |
|
855 | It should be fairly self-explanatory: | |
846 |
|
856 | |||
847 | .. literalinclude:: ../../../examples/core/example-embed.py |
|
857 | .. literalinclude:: ../../../examples/core/example-embed.py | |
848 | :language: python |
|
858 | :language: python | |
849 |
|
859 | |||
850 | Once you understand how the system functions, you can use the following |
|
860 | Once you understand how the system functions, you can use the following | |
851 | code fragments in your programs which are ready for cut and paste: |
|
861 | code fragments in your programs which are ready for cut and paste: | |
852 |
|
862 | |||
853 | .. literalinclude:: ../../../examples/core/example-embed-short.py |
|
863 | .. literalinclude:: ../../../examples/core/example-embed-short.py | |
854 | :language: python |
|
864 | :language: python | |
855 |
|
865 | |||
856 | Using the Python debugger (pdb) |
|
866 | Using the Python debugger (pdb) | |
857 | =============================== |
|
867 | =============================== | |
858 |
|
868 | |||
859 | Running entire programs via pdb |
|
869 | Running entire programs via pdb | |
860 | ------------------------------- |
|
870 | ------------------------------- | |
861 |
|
871 | |||
862 | pdb, the Python debugger, is a powerful interactive debugger which |
|
872 | pdb, the Python debugger, is a powerful interactive debugger which | |
863 | allows you to step through code, set breakpoints, watch variables, |
|
873 | allows you to step through code, set breakpoints, watch variables, | |
864 | etc. IPython makes it very easy to start any script under the control |
|
874 | etc. IPython makes it very easy to start any script under the control | |
865 | of pdb, regardless of whether you have wrapped it into a 'main()' |
|
875 | of pdb, regardless of whether you have wrapped it into a 'main()' | |
866 | function or not. For this, simply type '%run -d myscript' at an |
|
876 | function or not. For this, simply type '%run -d myscript' at an | |
867 | IPython prompt. See the %run command's documentation (via '%run?' or |
|
877 | IPython prompt. See the %run command's documentation (via '%run?' or | |
868 | in Sec. magic_ for more details, including how to control where pdb |
|
878 | in Sec. magic_ for more details, including how to control where pdb | |
869 | will stop execution first. |
|
879 | will stop execution first. | |
870 |
|
880 | |||
871 | For more information on the use of the pdb debugger, read the included |
|
881 | For more information on the use of the pdb debugger, read the included | |
872 | pdb.doc file (part of the standard Python distribution). On a stock |
|
882 | pdb.doc file (part of the standard Python distribution). On a stock | |
873 | Linux system it is located at /usr/lib/python2.3/pdb.doc, but the |
|
883 | Linux system it is located at /usr/lib/python2.3/pdb.doc, but the | |
874 | easiest way to read it is by using the help() function of the pdb module |
|
884 | easiest way to read it is by using the help() function of the pdb module | |
875 | as follows (in an IPython prompt):: |
|
885 | as follows (in an IPython prompt):: | |
876 |
|
886 | |||
877 | In [1]: import pdb |
|
887 | In [1]: import pdb | |
878 | In [2]: pdb.help() |
|
888 | In [2]: pdb.help() | |
879 |
|
889 | |||
880 | This will load the pdb.doc document in a file viewer for you automatically. |
|
890 | This will load the pdb.doc document in a file viewer for you automatically. | |
881 |
|
891 | |||
882 |
|
892 | |||
883 | Automatic invocation of pdb on exceptions |
|
893 | Automatic invocation of pdb on exceptions | |
884 | ----------------------------------------- |
|
894 | ----------------------------------------- | |
885 |
|
895 | |||
886 | IPython, if started with the ``--pdb`` option (or if the option is set in |
|
896 | IPython, if started with the ``--pdb`` option (or if the option is set in | |
887 | your config file) can call the Python pdb debugger every time your code |
|
897 | your config file) can call the Python pdb debugger every time your code | |
888 | triggers an uncaught exception. This feature |
|
898 | triggers an uncaught exception. This feature | |
889 | can also be toggled at any time with the %pdb magic command. This can be |
|
899 | can also be toggled at any time with the %pdb magic command. This can be | |
890 | extremely useful in order to find the origin of subtle bugs, because pdb |
|
900 | extremely useful in order to find the origin of subtle bugs, because pdb | |
891 | opens up at the point in your code which triggered the exception, and |
|
901 | opens up at the point in your code which triggered the exception, and | |
892 | while your program is at this point 'dead', all the data is still |
|
902 | while your program is at this point 'dead', all the data is still | |
893 | available and you can walk up and down the stack frame and understand |
|
903 | available and you can walk up and down the stack frame and understand | |
894 | the origin of the problem. |
|
904 | the origin of the problem. | |
895 |
|
905 | |||
896 | Furthermore, you can use these debugging facilities both with the |
|
906 | Furthermore, you can use these debugging facilities both with the | |
897 | embedded IPython mode and without IPython at all. For an embedded shell |
|
907 | embedded IPython mode and without IPython at all. For an embedded shell | |
898 | (see sec. Embedding_), simply call the constructor with |
|
908 | (see sec. Embedding_), simply call the constructor with | |
899 | ``--pdb`` in the argument string and pdb will automatically be called if an |
|
909 | ``--pdb`` in the argument string and pdb will automatically be called if an | |
900 | uncaught exception is triggered by your code. |
|
910 | uncaught exception is triggered by your code. | |
901 |
|
911 | |||
902 | For stand-alone use of the feature in your programs which do not use |
|
912 | For stand-alone use of the feature in your programs which do not use | |
903 | IPython at all, put the following lines toward the top of your 'main' |
|
913 | IPython at all, put the following lines toward the top of your 'main' | |
904 | routine:: |
|
914 | routine:: | |
905 |
|
915 | |||
906 | import sys |
|
916 | import sys | |
907 | from IPython.core import ultratb |
|
917 | from IPython.core import ultratb | |
908 | sys.excepthook = ultratb.FormattedTB(mode='Verbose', |
|
918 | sys.excepthook = ultratb.FormattedTB(mode='Verbose', | |
909 | color_scheme='Linux', call_pdb=1) |
|
919 | color_scheme='Linux', call_pdb=1) | |
910 |
|
920 | |||
911 | The mode keyword can be either 'Verbose' or 'Plain', giving either very |
|
921 | The mode keyword can be either 'Verbose' or 'Plain', giving either very | |
912 | detailed or normal tracebacks respectively. The color_scheme keyword can |
|
922 | detailed or normal tracebacks respectively. The color_scheme keyword can | |
913 | be one of 'NoColor', 'Linux' (default) or 'LightBG'. These are the same |
|
923 | be one of 'NoColor', 'Linux' (default) or 'LightBG'. These are the same | |
914 | options which can be set in IPython with ``--colors`` and ``--xmode``. |
|
924 | options which can be set in IPython with ``--colors`` and ``--xmode``. | |
915 |
|
925 | |||
916 | This will give any of your programs detailed, colored tracebacks with |
|
926 | This will give any of your programs detailed, colored tracebacks with | |
917 | automatic invocation of pdb. |
|
927 | automatic invocation of pdb. | |
918 |
|
928 | |||
919 |
|
929 | |||
920 | Extensions for syntax processing |
|
930 | Extensions for syntax processing | |
921 | ================================ |
|
931 | ================================ | |
922 |
|
932 | |||
923 | This isn't for the faint of heart, because the potential for breaking |
|
933 | This isn't for the faint of heart, because the potential for breaking | |
924 | things is quite high. But it can be a very powerful and useful feature. |
|
934 | things is quite high. But it can be a very powerful and useful feature. | |
925 | In a nutshell, you can redefine the way IPython processes the user input |
|
935 | In a nutshell, you can redefine the way IPython processes the user input | |
926 | line to accept new, special extensions to the syntax without needing to |
|
936 | line to accept new, special extensions to the syntax without needing to | |
927 | change any of IPython's own code. |
|
937 | change any of IPython's own code. | |
928 |
|
938 | |||
929 | In the IPython/extensions directory you will find some examples |
|
939 | In the IPython/extensions directory you will find some examples | |
930 | supplied, which we will briefly describe now. These can be used 'as is' |
|
940 | supplied, which we will briefly describe now. These can be used 'as is' | |
931 | (and both provide very useful functionality), or you can use them as a |
|
941 | (and both provide very useful functionality), or you can use them as a | |
932 | starting point for writing your own extensions. |
|
942 | starting point for writing your own extensions. | |
933 |
|
943 | |||
934 | .. _pasting_with_prompts: |
|
944 | .. _pasting_with_prompts: | |
935 |
|
945 | |||
936 | Pasting of code starting with Python or IPython prompts |
|
946 | Pasting of code starting with Python or IPython prompts | |
937 | ------------------------------------------------------- |
|
947 | ------------------------------------------------------- | |
938 |
|
948 | |||
939 | IPython is smart enough to filter out input prompts, be they plain Python ones |
|
949 | IPython is smart enough to filter out input prompts, be they plain Python ones | |
940 | (``>>>`` and ``...``) or IPython ones (``In [N]:`` and ``...:``). You can |
|
950 | (``>>>`` and ``...``) or IPython ones (``In [N]:`` and ``...:``). You can | |
941 | therefore copy and paste from existing interactive sessions without worry. |
|
951 | therefore copy and paste from existing interactive sessions without worry. | |
942 |
|
952 | |||
943 | The following is a 'screenshot' of how things work, copying an example from the |
|
953 | The following is a 'screenshot' of how things work, copying an example from the | |
944 | standard Python tutorial:: |
|
954 | standard Python tutorial:: | |
945 |
|
955 | |||
946 | In [1]: >>> # Fibonacci series: |
|
956 | In [1]: >>> # Fibonacci series: | |
947 |
|
957 | |||
948 | In [2]: ... # the sum of two elements defines the next |
|
958 | In [2]: ... # the sum of two elements defines the next | |
949 |
|
959 | |||
950 | In [3]: ... a, b = 0, 1 |
|
960 | In [3]: ... a, b = 0, 1 | |
951 |
|
961 | |||
952 | In [4]: >>> while b < 10: |
|
962 | In [4]: >>> while b < 10: | |
953 | ...: ... print b |
|
963 | ...: ... print b | |
954 | ...: ... a, b = b, a+b |
|
964 | ...: ... a, b = b, a+b | |
955 | ...: |
|
965 | ...: | |
956 | 1 |
|
966 | 1 | |
957 | 1 |
|
967 | 1 | |
958 | 2 |
|
968 | 2 | |
959 | 3 |
|
969 | 3 | |
960 | 5 |
|
970 | 5 | |
961 | 8 |
|
971 | 8 | |
962 |
|
972 | |||
963 | And pasting from IPython sessions works equally well:: |
|
973 | And pasting from IPython sessions works equally well:: | |
964 |
|
974 | |||
965 | In [1]: In [5]: def f(x): |
|
975 | In [1]: In [5]: def f(x): | |
966 | ...: ...: "A simple function" |
|
976 | ...: ...: "A simple function" | |
967 | ...: ...: return x**2 |
|
977 | ...: ...: return x**2 | |
968 | ...: ...: |
|
978 | ...: ...: | |
969 |
|
979 | |||
970 | In [2]: f(3) |
|
980 | In [2]: f(3) | |
971 | Out[2]: 9 |
|
981 | Out[2]: 9 | |
972 |
|
982 | |||
973 | .. _gui_support: |
|
983 | .. _gui_support: | |
974 |
|
984 | |||
975 | GUI event loop support |
|
985 | GUI event loop support | |
976 | ====================== |
|
986 | ====================== | |
977 |
|
987 | |||
978 | .. versionadded:: 0.11 |
|
988 | .. versionadded:: 0.11 | |
979 | The ``%gui`` magic and :mod:`IPython.lib.inputhook`. |
|
989 | The ``%gui`` magic and :mod:`IPython.lib.inputhook`. | |
980 |
|
990 | |||
981 | IPython has excellent support for working interactively with Graphical User |
|
991 | IPython has excellent support for working interactively with Graphical User | |
982 | Interface (GUI) toolkits, such as wxPython, PyQt4/PySide, PyGTK and Tk. This is |
|
992 | Interface (GUI) toolkits, such as wxPython, PyQt4/PySide, PyGTK and Tk. This is | |
983 | implemented using Python's builtin ``PyOSInputHook`` hook. This implementation |
|
993 | implemented using Python's builtin ``PyOSInputHook`` hook. This implementation | |
984 | is extremely robust compared to our previous thread-based version. The |
|
994 | is extremely robust compared to our previous thread-based version. The | |
985 | advantages of this are: |
|
995 | advantages of this are: | |
986 |
|
996 | |||
987 | * GUIs can be enabled and disabled dynamically at runtime. |
|
997 | * GUIs can be enabled and disabled dynamically at runtime. | |
988 | * The active GUI can be switched dynamically at runtime. |
|
998 | * The active GUI can be switched dynamically at runtime. | |
989 | * In some cases, multiple GUIs can run simultaneously with no problems. |
|
999 | * In some cases, multiple GUIs can run simultaneously with no problems. | |
990 | * There is a developer API in :mod:`IPython.lib.inputhook` for customizing |
|
1000 | * There is a developer API in :mod:`IPython.lib.inputhook` for customizing | |
991 | all of these things. |
|
1001 | all of these things. | |
992 |
|
1002 | |||
993 | For users, enabling GUI event loop integration is simple. You simple use the |
|
1003 | For users, enabling GUI event loop integration is simple. You simple use the | |
994 | ``%gui`` magic as follows:: |
|
1004 | ``%gui`` magic as follows:: | |
995 |
|
1005 | |||
996 | %gui [GUINAME] |
|
1006 | %gui [GUINAME] | |
997 |
|
1007 | |||
998 | With no arguments, ``%gui`` removes all GUI support. Valid ``GUINAME`` |
|
1008 | With no arguments, ``%gui`` removes all GUI support. Valid ``GUINAME`` | |
999 | arguments are ``wx``, ``qt``, ``gtk`` and ``tk``. |
|
1009 | arguments are ``wx``, ``qt``, ``gtk`` and ``tk``. | |
1000 |
|
1010 | |||
1001 | Thus, to use wxPython interactively and create a running :class:`wx.App` |
|
1011 | Thus, to use wxPython interactively and create a running :class:`wx.App` | |
1002 | object, do:: |
|
1012 | object, do:: | |
1003 |
|
1013 | |||
1004 | %gui wx |
|
1014 | %gui wx | |
1005 |
|
1015 | |||
1006 | For information on IPython's Matplotlib integration (and the ``matplotlib`` |
|
1016 | For information on IPython's Matplotlib integration (and the ``matplotlib`` | |
1007 | mode) see :ref:`this section <matplotlib_support>`. |
|
1017 | mode) see :ref:`this section <matplotlib_support>`. | |
1008 |
|
1018 | |||
1009 | For developers that want to use IPython's GUI event loop integration in the |
|
1019 | For developers that want to use IPython's GUI event loop integration in the | |
1010 | form of a library, these capabilities are exposed in library form in the |
|
1020 | form of a library, these capabilities are exposed in library form in the | |
1011 | :mod:`IPython.lib.inputhook` and :mod:`IPython.lib.guisupport` modules. |
|
1021 | :mod:`IPython.lib.inputhook` and :mod:`IPython.lib.guisupport` modules. | |
1012 | Interested developers should see the module docstrings for more information, |
|
1022 | Interested developers should see the module docstrings for more information, | |
1013 | but there are a few points that should be mentioned here. |
|
1023 | but there are a few points that should be mentioned here. | |
1014 |
|
1024 | |||
1015 | First, the ``PyOSInputHook`` approach only works in command line settings |
|
1025 | First, the ``PyOSInputHook`` approach only works in command line settings | |
1016 | where readline is activated. The integration with various eventloops |
|
1026 | where readline is activated. The integration with various eventloops | |
1017 | is handled somewhat differently (and more simply) when using the standalone |
|
1027 | is handled somewhat differently (and more simply) when using the standalone | |
1018 | kernel, as in the qtconsole and notebook. |
|
1028 | kernel, as in the qtconsole and notebook. | |
1019 |
|
1029 | |||
1020 | Second, when using the ``PyOSInputHook`` approach, a GUI application should |
|
1030 | Second, when using the ``PyOSInputHook`` approach, a GUI application should | |
1021 | *not* start its event loop. Instead all of this is handled by the |
|
1031 | *not* start its event loop. Instead all of this is handled by the | |
1022 | ``PyOSInputHook``. This means that applications that are meant to be used both |
|
1032 | ``PyOSInputHook``. This means that applications that are meant to be used both | |
1023 | in IPython and as standalone apps need to have special code to detects how the |
|
1033 | in IPython and as standalone apps need to have special code to detects how the | |
1024 | application is being run. We highly recommend using IPython's support for this. |
|
1034 | application is being run. We highly recommend using IPython's support for this. | |
1025 | Since the details vary slightly between toolkits, we point you to the various |
|
1035 | Since the details vary slightly between toolkits, we point you to the various | |
1026 | examples in our source directory :file:`docs/examples/lib` that demonstrate |
|
1036 | examples in our source directory :file:`docs/examples/lib` that demonstrate | |
1027 | these capabilities. |
|
1037 | these capabilities. | |
1028 |
|
1038 | |||
1029 | Third, unlike previous versions of IPython, we no longer "hijack" (replace |
|
1039 | Third, unlike previous versions of IPython, we no longer "hijack" (replace | |
1030 | them with no-ops) the event loops. This is done to allow applications that |
|
1040 | them with no-ops) the event loops. This is done to allow applications that | |
1031 | actually need to run the real event loops to do so. This is often needed to |
|
1041 | actually need to run the real event loops to do so. This is often needed to | |
1032 | process pending events at critical points. |
|
1042 | process pending events at critical points. | |
1033 |
|
1043 | |||
1034 | Finally, we also have a number of examples in our source directory |
|
1044 | Finally, we also have a number of examples in our source directory | |
1035 | :file:`docs/examples/lib` that demonstrate these capabilities. |
|
1045 | :file:`docs/examples/lib` that demonstrate these capabilities. | |
1036 |
|
1046 | |||
1037 | PyQt and PySide |
|
1047 | PyQt and PySide | |
1038 | --------------- |
|
1048 | --------------- | |
1039 |
|
1049 | |||
1040 | .. attempt at explanation of the complete mess that is Qt support |
|
1050 | .. attempt at explanation of the complete mess that is Qt support | |
1041 |
|
1051 | |||
1042 | When you use ``--gui=qt`` or ``--matplotlib=qt``, IPython can work with either |
|
1052 | When you use ``--gui=qt`` or ``--matplotlib=qt``, IPython can work with either | |
1043 | PyQt4 or PySide. There are three options for configuration here, because |
|
1053 | PyQt4 or PySide. There are three options for configuration here, because | |
1044 | PyQt4 has two APIs for QString and QVariant - v1, which is the default on |
|
1054 | PyQt4 has two APIs for QString and QVariant - v1, which is the default on | |
1045 | Python 2, and the more natural v2, which is the only API supported by PySide. |
|
1055 | Python 2, and the more natural v2, which is the only API supported by PySide. | |
1046 | v2 is also the default for PyQt4 on Python 3. IPython's code for the QtConsole |
|
1056 | v2 is also the default for PyQt4 on Python 3. IPython's code for the QtConsole | |
1047 | uses v2, but you can still use any interface in your code, since the |
|
1057 | uses v2, but you can still use any interface in your code, since the | |
1048 | Qt frontend is in a different process. |
|
1058 | Qt frontend is in a different process. | |
1049 |
|
1059 | |||
1050 | The default will be to import PyQt4 without configuration of the APIs, thus |
|
1060 | The default will be to import PyQt4 without configuration of the APIs, thus | |
1051 | matching what most applications would expect. It will fall back of PySide if |
|
1061 | matching what most applications would expect. It will fall back of PySide if | |
1052 | PyQt4 is unavailable. |
|
1062 | PyQt4 is unavailable. | |
1053 |
|
1063 | |||
1054 | If specified, IPython will respect the environment variable ``QT_API`` used |
|
1064 | If specified, IPython will respect the environment variable ``QT_API`` used | |
1055 | by ETS. ETS 4.0 also works with both PyQt4 and PySide, but it requires |
|
1065 | by ETS. ETS 4.0 also works with both PyQt4 and PySide, but it requires | |
1056 | PyQt4 to use its v2 API. So if ``QT_API=pyside`` PySide will be used, |
|
1066 | PyQt4 to use its v2 API. So if ``QT_API=pyside`` PySide will be used, | |
1057 | and if ``QT_API=pyqt`` then PyQt4 will be used *with the v2 API* for |
|
1067 | and if ``QT_API=pyqt`` then PyQt4 will be used *with the v2 API* for | |
1058 | QString and QVariant, so ETS codes like MayaVi will also work with IPython. |
|
1068 | QString and QVariant, so ETS codes like MayaVi will also work with IPython. | |
1059 |
|
1069 | |||
1060 | If you launch IPython in matplotlib mode with ``ipython --matplotlib=qt``, |
|
1070 | If you launch IPython in matplotlib mode with ``ipython --matplotlib=qt``, | |
1061 | then IPython will ask matplotlib which Qt library to use (only if QT_API is |
|
1071 | then IPython will ask matplotlib which Qt library to use (only if QT_API is | |
1062 | *not set*), via the 'backend.qt4' rcParam. If matplotlib is version 1.0.1 or |
|
1072 | *not set*), via the 'backend.qt4' rcParam. If matplotlib is version 1.0.1 or | |
1063 | older, then IPython will always use PyQt4 without setting the v2 APIs, since |
|
1073 | older, then IPython will always use PyQt4 without setting the v2 APIs, since | |
1064 | neither v2 PyQt nor PySide work. |
|
1074 | neither v2 PyQt nor PySide work. | |
1065 |
|
1075 | |||
1066 | .. warning:: |
|
1076 | .. warning:: | |
1067 |
|
1077 | |||
1068 | Note that this means for ETS 4 to work with PyQt4, ``QT_API`` *must* be set |
|
1078 | Note that this means for ETS 4 to work with PyQt4, ``QT_API`` *must* be set | |
1069 | to work with IPython's qt integration, because otherwise PyQt4 will be |
|
1079 | to work with IPython's qt integration, because otherwise PyQt4 will be | |
1070 | loaded in an incompatible mode. |
|
1080 | loaded in an incompatible mode. | |
1071 |
|
1081 | |||
1072 | It also means that you must *not* have ``QT_API`` set if you want to |
|
1082 | It also means that you must *not* have ``QT_API`` set if you want to | |
1073 | use ``--gui=qt`` with code that requires PyQt4 API v1. |
|
1083 | use ``--gui=qt`` with code that requires PyQt4 API v1. | |
1074 |
|
1084 | |||
1075 |
|
1085 | |||
1076 | .. _matplotlib_support: |
|
1086 | .. _matplotlib_support: | |
1077 |
|
1087 | |||
1078 | Plotting with matplotlib |
|
1088 | Plotting with matplotlib | |
1079 | ======================== |
|
1089 | ======================== | |
1080 |
|
1090 | |||
1081 | `Matplotlib`_ provides high quality 2D and 3D plotting for Python. Matplotlib |
|
1091 | `Matplotlib`_ provides high quality 2D and 3D plotting for Python. Matplotlib | |
1082 | can produce plots on screen using a variety of GUI toolkits, including Tk, |
|
1092 | can produce plots on screen using a variety of GUI toolkits, including Tk, | |
1083 | PyGTK, PyQt4 and wxPython. It also provides a number of commands useful for |
|
1093 | PyGTK, PyQt4 and wxPython. It also provides a number of commands useful for | |
1084 | scientific computing, all with a syntax compatible with that of the popular |
|
1094 | scientific computing, all with a syntax compatible with that of the popular | |
1085 | Matlab program. |
|
1095 | Matlab program. | |
1086 |
|
1096 | |||
1087 | To start IPython with matplotlib support, use the ``--matplotlib`` switch. If |
|
1097 | To start IPython with matplotlib support, use the ``--matplotlib`` switch. If | |
1088 | IPython is already running, you can run the ``%matplotlib`` magic. If no |
|
1098 | IPython is already running, you can run the ``%matplotlib`` magic. If no | |
1089 | arguments are given, IPython will automatically detect your choice of |
|
1099 | arguments are given, IPython will automatically detect your choice of | |
1090 | matplotlib backend. You can also request a specific backend with |
|
1100 | matplotlib backend. You can also request a specific backend with | |
1091 | ``%matplotlib backend``, where ``backend`` must be one of: 'tk', 'qt', 'wx', |
|
1101 | ``%matplotlib backend``, where ``backend`` must be one of: 'tk', 'qt', 'wx', | |
1092 | 'gtk', 'osx'. In the web notebook and Qt console, 'inline' is also a valid |
|
1102 | 'gtk', 'osx'. In the web notebook and Qt console, 'inline' is also a valid | |
1093 | backend value, which produces static figures inlined inside the application |
|
1103 | backend value, which produces static figures inlined inside the application | |
1094 | window instead of matplotlib's interactive figures that live in separate |
|
1104 | window instead of matplotlib's interactive figures that live in separate | |
1095 | windows. |
|
1105 | windows. | |
1096 |
|
1106 | |||
1097 | .. _Matplotlib: http://matplotlib.sourceforge.net |
|
1107 | .. _Matplotlib: http://matplotlib.sourceforge.net | |
1098 |
|
1108 | |||
1099 | .. _interactive_demos: |
|
1109 | .. _interactive_demos: | |
1100 |
|
1110 | |||
1101 | Interactive demos with IPython |
|
1111 | Interactive demos with IPython | |
1102 | ============================== |
|
1112 | ============================== | |
1103 |
|
1113 | |||
1104 | IPython ships with a basic system for running scripts interactively in |
|
1114 | IPython ships with a basic system for running scripts interactively in | |
1105 | sections, useful when presenting code to audiences. A few tags embedded |
|
1115 | sections, useful when presenting code to audiences. A few tags embedded | |
1106 | in comments (so that the script remains valid Python code) divide a file |
|
1116 | in comments (so that the script remains valid Python code) divide a file | |
1107 | into separate blocks, and the demo can be run one block at a time, with |
|
1117 | into separate blocks, and the demo can be run one block at a time, with | |
1108 | IPython printing (with syntax highlighting) the block before executing |
|
1118 | IPython printing (with syntax highlighting) the block before executing | |
1109 | it, and returning to the interactive prompt after each block. The |
|
1119 | it, and returning to the interactive prompt after each block. The | |
1110 | interactive namespace is updated after each block is run with the |
|
1120 | interactive namespace is updated after each block is run with the | |
1111 | contents of the demo's namespace. |
|
1121 | contents of the demo's namespace. | |
1112 |
|
1122 | |||
1113 | This allows you to show a piece of code, run it and then execute |
|
1123 | This allows you to show a piece of code, run it and then execute | |
1114 | interactively commands based on the variables just created. Once you |
|
1124 | interactively commands based on the variables just created. Once you | |
1115 | want to continue, you simply execute the next block of the demo. The |
|
1125 | want to continue, you simply execute the next block of the demo. The | |
1116 | following listing shows the markup necessary for dividing a script into |
|
1126 | following listing shows the markup necessary for dividing a script into | |
1117 | sections for execution as a demo: |
|
1127 | sections for execution as a demo: | |
1118 |
|
1128 | |||
1119 | .. literalinclude:: ../../../examples/lib/example-demo.py |
|
1129 | .. literalinclude:: ../../../examples/lib/example-demo.py | |
1120 | :language: python |
|
1130 | :language: python | |
1121 |
|
1131 | |||
1122 | In order to run a file as a demo, you must first make a Demo object out |
|
1132 | In order to run a file as a demo, you must first make a Demo object out | |
1123 | of it. If the file is named myscript.py, the following code will make a |
|
1133 | of it. If the file is named myscript.py, the following code will make a | |
1124 | demo:: |
|
1134 | demo:: | |
1125 |
|
1135 | |||
1126 | from IPython.lib.demo import Demo |
|
1136 | from IPython.lib.demo import Demo | |
1127 |
|
1137 | |||
1128 | mydemo = Demo('myscript.py') |
|
1138 | mydemo = Demo('myscript.py') | |
1129 |
|
1139 | |||
1130 | This creates the mydemo object, whose blocks you run one at a time by |
|
1140 | This creates the mydemo object, whose blocks you run one at a time by | |
1131 | simply calling the object with no arguments. If you have autocall active |
|
1141 | simply calling the object with no arguments. If you have autocall active | |
1132 | in IPython (the default), all you need to do is type:: |
|
1142 | in IPython (the default), all you need to do is type:: | |
1133 |
|
1143 | |||
1134 | mydemo |
|
1144 | mydemo | |
1135 |
|
1145 | |||
1136 | and IPython will call it, executing each block. Demo objects can be |
|
1146 | and IPython will call it, executing each block. Demo objects can be | |
1137 | restarted, you can move forward or back skipping blocks, re-execute the |
|
1147 | restarted, you can move forward or back skipping blocks, re-execute the | |
1138 | last block, etc. Simply use the Tab key on a demo object to see its |
|
1148 | last block, etc. Simply use the Tab key on a demo object to see its | |
1139 | methods, and call '?' on them to see their docstrings for more usage |
|
1149 | methods, and call '?' on them to see their docstrings for more usage | |
1140 | details. In addition, the demo module itself contains a comprehensive |
|
1150 | details. In addition, the demo module itself contains a comprehensive | |
1141 | docstring, which you can access via:: |
|
1151 | docstring, which you can access via:: | |
1142 |
|
1152 | |||
1143 | from IPython.lib import demo |
|
1153 | from IPython.lib import demo | |
1144 |
|
1154 | |||
1145 | demo? |
|
1155 | demo? | |
1146 |
|
1156 | |||
1147 | Limitations: It is important to note that these demos are limited to |
|
1157 | Limitations: It is important to note that these demos are limited to | |
1148 | fairly simple uses. In particular, you cannot break up sections within |
|
1158 | fairly simple uses. In particular, you cannot break up sections within | |
1149 | indented code (loops, if statements, function definitions, etc.) |
|
1159 | indented code (loops, if statements, function definitions, etc.) | |
1150 | Supporting something like this would basically require tracking the |
|
1160 | Supporting something like this would basically require tracking the | |
1151 | internal execution state of the Python interpreter, so only top-level |
|
1161 | internal execution state of the Python interpreter, so only top-level | |
1152 | divisions are allowed. If you want to be able to open an IPython |
|
1162 | divisions are allowed. If you want to be able to open an IPython | |
1153 | instance at an arbitrary point in a program, you can use IPython's |
|
1163 | instance at an arbitrary point in a program, you can use IPython's | |
1154 | embedding facilities, see :func:`IPython.embed` for details. |
|
1164 | embedding facilities, see :func:`IPython.embed` for details. | |
1155 |
|
1165 |
@@ -1,295 +1,298 | |||||
1 | ============ |
|
1 | ============ | |
2 | 1.0 Series |
|
2 | 1.0 Series | |
3 | ============ |
|
3 | ============ | |
4 |
|
4 | |||
5 | Release 1.0 |
|
5 | Release 1.0 | |
6 | =========== |
|
6 | =========== | |
7 |
|
7 | |||
8 | .. note:: |
|
8 | .. note:: | |
9 |
|
9 | |||
10 | This document describes a pre-release version of IPython. |
|
10 | This document describes a pre-release version of IPython. | |
11 |
|
11 | |||
12 | IPython 1.0 requires Python β₯ 2.6.5 or β₯ 3.2.1. |
|
12 | IPython 1.0 requires Python β₯ 2.6.5 or β₯ 3.2.1. | |
13 | It does not support Python 3.0, 3.1, or 2.5. |
|
13 | It does not support Python 3.0, 3.1, or 2.5. | |
14 |
|
14 | |||
15 | This is a big release. The principal milestone is the addition of :mod:`IPython.nbconvert`, |
|
15 | This is a big release. The principal milestone is the addition of :mod:`IPython.nbconvert`, | |
16 | but there has been a great deal of work improving all parts of IPython as well. |
|
16 | but there has been a great deal of work improving all parts of IPython as well. | |
17 |
|
17 | |||
18 | The previous version (0.13) was released on June 30, 2012, |
|
18 | The previous version (0.13) was released on June 30, 2012, | |
19 | and in this development cycle we had: |
|
19 | and in this development cycle we had: | |
20 |
|
20 | |||
21 | - ~12 months of work. |
|
21 | - ~12 months of work. | |
22 | - ~700 pull requests merged. |
|
22 | - ~700 pull requests merged. | |
23 | - ~600 issues closed (non-pull requests). |
|
23 | - ~600 issues closed (non-pull requests). | |
24 | - contributions from ~150 authors. |
|
24 | - contributions from ~150 authors. | |
25 | - ~4000 commits. |
|
25 | - ~4000 commits. | |
26 |
|
26 | |||
27 | The amount of work included in this release is so large that we can only cover |
|
27 | The amount of work included in this release is so large that we can only cover | |
28 | here the main highlights; please see our :ref:`detailed release statistics |
|
28 | here the main highlights; please see our :ref:`detailed release statistics | |
29 | <issues_list_100>` for links to every issue and pull request closed on GitHub |
|
29 | <issues_list_100>` for links to every issue and pull request closed on GitHub | |
30 | as well as a full list of individual contributors. |
|
30 | as well as a full list of individual contributors. | |
31 | It includes |
|
31 | It includes | |
32 |
|
32 | |||
33 | Reorganization |
|
33 | Reorganization | |
34 | -------------- |
|
34 | -------------- | |
35 |
|
35 | |||
36 | There have been two major reorganizations in IPython 1.0: |
|
36 | There have been two major reorganizations in IPython 1.0: | |
37 |
|
37 | |||
38 | - Added :mod:`IPython.kernel` for all kernel-related code. |
|
38 | - Added :mod:`IPython.kernel` for all kernel-related code. | |
39 | This means that :mod:`IPython.zmq` has been removed, |
|
39 | This means that :mod:`IPython.zmq` has been removed, | |
40 | and much of it is now in :mod:`IPython.kernel.zmq`, |
|
40 | and much of it is now in :mod:`IPython.kernel.zmq`, | |
41 | some of it being in the top-level :mod:`IPython.kernel`. |
|
41 | some of it being in the top-level :mod:`IPython.kernel`. | |
42 | - We have removed the `frontend` subpackage, |
|
42 | - We have removed the `frontend` subpackage, | |
43 | as it caused unnecessary depth. So what was :mod:`IPython.frontend.qt` |
|
43 | as it caused unnecessary depth. So what was :mod:`IPython.frontend.qt` | |
44 | is now :mod:`IPython.qt`, and so on. The one difference is that |
|
44 | is now :mod:`IPython.qt`, and so on. The one difference is that | |
45 | the notebook has been further flattened, so that |
|
45 | the notebook has been further flattened, so that | |
46 | :mod:`IPython.frontend.html.notebook` is now just `IPython.html`. |
|
46 | :mod:`IPython.frontend.html.notebook` is now just `IPython.html`. | |
47 | There is a shim module, so :mod:`IPython.frontend` is still |
|
47 | There is a shim module, so :mod:`IPython.frontend` is still | |
48 | importable in 1.0, but there will be a warning. |
|
48 | importable in 1.0, but there will be a warning. | |
49 | - The IPython sphinx directives are now installed in :mod:`IPython.sphinx`, |
|
49 | - The IPython sphinx directives are now installed in :mod:`IPython.sphinx`, | |
50 | so they can be imported by other projects. |
|
50 | so they can be imported by other projects. | |
51 |
|
51 | |||
52 |
|
52 | |||
53 | Public APIs |
|
53 | Public APIs | |
54 | ----------- |
|
54 | ----------- | |
55 |
|
55 | |||
56 | For the first time since 0.10 (sorry, everyone), |
|
56 | For the first time since 0.10 (sorry, everyone), | |
57 | there is an official public API for starting IPython: |
|
57 | there is an official public API for starting IPython: | |
58 |
|
58 | |||
59 | .. sourcecode:: python |
|
59 | .. sourcecode:: python | |
60 |
|
60 | |||
61 | from IPython import start_ipython |
|
61 | from IPython import start_ipython | |
62 | start_ipython() |
|
62 | start_ipython() | |
63 |
|
63 | |||
64 | This is what packages should use that start their own IPython session, |
|
64 | This is what packages should use that start their own IPython session, | |
65 | but don't actually want embedded IPython (most cases). |
|
65 | but don't actually want embedded IPython (most cases). | |
|
66 | :func:`IPython.embed()` is used for embedding IPython into the calling namespace, | |||
|
67 | similar to calling :func:`Pdb.set_trace`, whereas :func:`start_ipython` | |||
|
68 | will start a plain IPython session, loading config and startup files as normal. | |||
66 |
|
69 | |||
67 | We also have added: |
|
70 | We also have added: | |
68 |
|
71 | |||
69 | .. sourcecode:: python |
|
72 | .. sourcecode:: python | |
70 |
|
73 | |||
71 | from IPython import get_ipython |
|
74 | from IPython import get_ipython | |
72 |
|
75 | |||
73 |
|
76 | |||
74 | Which is a *library* function for getting the current IPython instance, |
|
77 | Which is a *library* function for getting the current IPython instance, | |
75 | and will return ``None`` if no IPython instance is running. |
|
78 | and will return ``None`` if no IPython instance is running. | |
76 | This is the official way to check whether your code is called from inside an IPython session. |
|
79 | This is the official way to check whether your code is called from inside an IPython session. | |
77 | If you want to check for IPython without unnecessarily importing IPython, |
|
80 | If you want to check for IPython without unnecessarily importing IPython, | |
78 | use this function: |
|
81 | use this function: | |
79 |
|
82 | |||
80 | .. sourcecode:: python |
|
83 | .. sourcecode:: python | |
81 |
|
84 | |||
82 | def get_ipython(): |
|
85 | def get_ipython(): | |
83 | """return IPython instance if there is one, None otherwise""" |
|
86 | """return IPython instance if there is one, None otherwise""" | |
84 | import sys |
|
87 | import sys | |
85 | if "IPython" in sys.modules: |
|
88 | if "IPython" in sys.modules: | |
86 | import IPython |
|
89 | import IPython | |
87 | return IPython.get_ipython() |
|
90 | return IPython.get_ipython() | |
88 |
|
91 | |||
89 | Core |
|
92 | Core | |
90 | ---- |
|
93 | ---- | |
91 |
|
94 | |||
92 | - The input transformation framework has been reworked. This fixes some corner |
|
95 | - The input transformation framework has been reworked. This fixes some corner | |
93 | cases, and adds more flexibility for projects which use IPython, like SymPy & |
|
96 | cases, and adds more flexibility for projects which use IPython, like SymPy & | |
94 | SAGE. For more details, see :doc:`/config/inputtransforms`. |
|
97 | SAGE. For more details, see :doc:`/config/inputtransforms`. | |
95 | - Exception types can now be displayed with a custom traceback, by defining a |
|
98 | - Exception types can now be displayed with a custom traceback, by defining a | |
96 | ``_render_traceback_()`` method which returns a list of strings, each |
|
99 | ``_render_traceback_()`` method which returns a list of strings, each | |
97 | containing one line of the traceback. |
|
100 | containing one line of the traceback. | |
98 | - A new command, ``ipython history trim`` can be used to delete everything but |
|
101 | - A new command, ``ipython history trim`` can be used to delete everything but | |
99 | the last 1000 entries in the history database. |
|
102 | the last 1000 entries in the history database. | |
100 | - ``__file__`` is defined in both config files at load time, |
|
103 | - ``__file__`` is defined in both config files at load time, | |
101 | and ``.ipy`` files executed with ``%run``. |
|
104 | and ``.ipy`` files executed with ``%run``. | |
102 | - ``%logstart`` and ``%logappend`` are no longer broken. |
|
105 | - ``%logstart`` and ``%logappend`` are no longer broken. | |
103 | - Add glob expansion for ``%run``, e.g. ``%run -g script.py *.txt``. |
|
106 | - Add glob expansion for ``%run``, e.g. ``%run -g script.py *.txt``. | |
104 | - Expand variables (``$foo``) in Cell Magic argument line. |
|
107 | - Expand variables (``$foo``) in Cell Magic argument line. | |
105 | - By default, :command:`iptest` will exclude various slow tests. |
|
108 | - By default, :command:`iptest` will exclude various slow tests. | |
106 | All tests can be run with :command:`iptest --all`. |
|
109 | All tests can be run with :command:`iptest --all`. | |
107 | - SQLite history can be disabled in the various cases that it does not behave well. |
|
110 | - SQLite history can be disabled in the various cases that it does not behave well. | |
108 | - ``%edit`` works on interactively defined variables. |
|
111 | - ``%edit`` works on interactively defined variables. | |
109 | - editor hooks have been restored from quarantine, enabling TextMate as editor, |
|
112 | - editor hooks have been restored from quarantine, enabling TextMate as editor, | |
110 | etc. |
|
113 | etc. | |
111 | - The env variable PYTHONSTARTUP is respected by IPython. |
|
114 | - The env variable PYTHONSTARTUP is respected by IPython. | |
112 | - A ``%matplotlib`` magic is added, which is like the old ``%pylab`` magic, |
|
115 | - A ``%matplotlib`` magic is added, which is like the old ``%pylab`` magic, | |
113 | but it does not import anything to the interactive namespace. |
|
116 | but it does not import anything to the interactive namespace. | |
114 | It is recommended that users switch to ``%matplotlib`` and explicit imports. |
|
117 | It is recommended that users switch to ``%matplotlib`` and explicit imports. | |
115 |
|
118 | |||
116 |
|
119 | |||
117 | Backwards incompatible changes |
|
120 | Backwards incompatible changes | |
118 | ****************************** |
|
121 | ****************************** | |
119 |
|
122 | |||
120 | - Calling :meth:`InteractiveShell.prefilter` will no longer perform static |
|
123 | - Calling :meth:`InteractiveShell.prefilter` will no longer perform static | |
121 | transformations - the processing of escaped commands such as ``%magic`` and |
|
124 | transformations - the processing of escaped commands such as ``%magic`` and | |
122 | ``!system``, and stripping input prompts from code blocks. This functionality |
|
125 | ``!system``, and stripping input prompts from code blocks. This functionality | |
123 | was duplicated in :mod:`IPython.core.inputsplitter`, and the latter version |
|
126 | was duplicated in :mod:`IPython.core.inputsplitter`, and the latter version | |
124 | was already what IPython relied on. A new API to transform input will be ready |
|
127 | was already what IPython relied on. A new API to transform input will be ready | |
125 | before release. |
|
128 | before release. | |
126 | - Functions from :mod:`IPython.lib.inputhook` to control integration with GUI |
|
129 | - Functions from :mod:`IPython.lib.inputhook` to control integration with GUI | |
127 | event loops are no longer exposed in the top level of :mod:`IPython.lib`. |
|
130 | event loops are no longer exposed in the top level of :mod:`IPython.lib`. | |
128 | Code calling these should make sure to import them from |
|
131 | Code calling these should make sure to import them from | |
129 | :mod:`IPython.lib.inputhook`. |
|
132 | :mod:`IPython.lib.inputhook`. | |
130 | - For all kernel managers, the ``sub_channel`` attribute has been renamed to |
|
133 | - For all kernel managers, the ``sub_channel`` attribute has been renamed to | |
131 | ``iopub_channel``. |
|
134 | ``iopub_channel``. | |
132 | - Users on Python versions before 2.6.6, 2.7.1 or 3.2 will now need to call |
|
135 | - Users on Python versions before 2.6.6, 2.7.1 or 3.2 will now need to call | |
133 | :func:`IPython.utils.doctestreload.doctest_reload` to make doctests run |
|
136 | :func:`IPython.utils.doctestreload.doctest_reload` to make doctests run | |
134 | correctly inside IPython. Python releases since those versions are unaffected. |
|
137 | correctly inside IPython. Python releases since those versions are unaffected. | |
135 | For details, see :ghpull:`3068` and `Python issue 8048 <http://bugs.python.org/issue8048>`_. |
|
138 | For details, see :ghpull:`3068` and `Python issue 8048 <http://bugs.python.org/issue8048>`_. | |
136 | - The ``InteractiveShell.cache_main_mod()`` method has been removed, and |
|
139 | - The ``InteractiveShell.cache_main_mod()`` method has been removed, and | |
137 | :meth:`~IPython.core.interactiveshell.InteractiveShell.new_main_mod` has a |
|
140 | :meth:`~IPython.core.interactiveshell.InteractiveShell.new_main_mod` has a | |
138 | different signature, expecting a filename where earlier versions expected |
|
141 | different signature, expecting a filename where earlier versions expected | |
139 | a namespace. See :ghpull:`3555` for details. |
|
142 | a namespace. See :ghpull:`3555` for details. | |
140 | - The short-lived plugin system has been removed. Extensions are the way to go. |
|
143 | - The short-lived plugin system has been removed. Extensions are the way to go. | |
141 |
|
144 | |||
142 |
|
145 | |||
143 | .. _nbconvert1: |
|
146 | .. _nbconvert1: | |
144 |
|
147 | |||
145 | NbConvert |
|
148 | NbConvert | |
146 | --------- |
|
149 | --------- | |
147 |
|
150 | |||
148 | The major milestone for IPython 1.0 is the addition of :mod:`IPython.nbconvert` - tools for converting |
|
151 | The major milestone for IPython 1.0 is the addition of :mod:`IPython.nbconvert` - tools for converting | |
149 | IPython notebooks to various other formats. |
|
152 | IPython notebooks to various other formats. | |
150 |
|
153 | |||
151 | .. warning:: |
|
154 | .. warning:: | |
152 |
|
155 | |||
153 | nbconvert is Ξ±-level preview code in 1.0 |
|
156 | nbconvert is Ξ±-level preview code in 1.0 | |
154 |
|
157 | |||
155 | To use nbconvert to convert various file formats:: |
|
158 | To use nbconvert to convert various file formats:: | |
156 |
|
159 | |||
157 | ipython nbconvert --format full_html *.ipynb |
|
160 | ipython nbconvert --format full_html *.ipynb | |
158 |
|
161 | |||
159 | See ``ipython nbconvert --help`` for more information. |
|
162 | See ``ipython nbconvert --help`` for more information. | |
160 | nbconvert depends on `pandoc`_ for many of the translations to and from various formats. |
|
163 | nbconvert depends on `pandoc`_ for many of the translations to and from various formats. | |
161 |
|
164 | |||
162 | .. _pandoc: http://johnmacfarlane.net/pandoc/ |
|
165 | .. _pandoc: http://johnmacfarlane.net/pandoc/ | |
163 |
|
166 | |||
164 | Notebook |
|
167 | Notebook | |
165 | -------- |
|
168 | -------- | |
166 |
|
169 | |||
167 | Major changes to the IPython Notebook in 1.0: |
|
170 | Major changes to the IPython Notebook in 1.0: | |
168 |
|
171 | |||
169 | - The notebook is now autosaved, by default at an interval of two minutes. |
|
172 | - The notebook is now autosaved, by default at an interval of two minutes. | |
170 | When you press 'save' or Ctrl-S, a *checkpoint* is made, in a hidden folder. |
|
173 | When you press 'save' or Ctrl-S, a *checkpoint* is made, in a hidden folder. | |
171 | This checkpoint can be restored, so that the autosave model is strictly safer |
|
174 | This checkpoint can be restored, so that the autosave model is strictly safer | |
172 | than traditional save. If you change nothing about your save habits, |
|
175 | than traditional save. If you change nothing about your save habits, | |
173 | you will always have a checkpoint that you have written, |
|
176 | you will always have a checkpoint that you have written, | |
174 | and an autosaved file that is kept up to date. |
|
177 | and an autosaved file that is kept up to date. | |
175 | - You can load custom javascript and CSS in the notebook by editing the files |
|
178 | - You can load custom javascript and CSS in the notebook by editing the files | |
176 | :file:`$(ipython locate profile)/static/custom/custom.{js,css}`. |
|
179 | :file:`$(ipython locate profile)/static/custom/custom.{js,css}`. | |
177 | - Add ``%%html``, ``%%svg``, ``%%javascript``, and ``%%latex`` cell magics |
|
180 | - Add ``%%html``, ``%%svg``, ``%%javascript``, and ``%%latex`` cell magics | |
178 | for writing raw output in notebook cells. |
|
181 | for writing raw output in notebook cells. | |
179 | - add a redirect handler and anchors on heading cells, so you can link |
|
182 | - add a redirect handler and anchors on heading cells, so you can link | |
180 | across notebooks, directly to heading cells in other notebooks. |
|
183 | across notebooks, directly to heading cells in other notebooks. | |
181 | - Images support width and height metadata, |
|
184 | - Images support width and height metadata, | |
182 | and thereby 2x scaling (retina support). |
|
185 | and thereby 2x scaling (retina support). | |
183 | - ``_repr_foo_`` methods can return a tuple of (data, metadata), |
|
186 | - ``_repr_foo_`` methods can return a tuple of (data, metadata), | |
184 | where metadata is a dict containing metadata about the displayed object. |
|
187 | where metadata is a dict containing metadata about the displayed object. | |
185 | This is used to set size, etc. for retina graphics. To enable retina matplotlib figures, |
|
188 | This is used to set size, etc. for retina graphics. To enable retina matplotlib figures, | |
186 | simply set ``InlineBackend.figure_format = 'retina'`` for 2x PNG figures. |
|
189 | simply set ``InlineBackend.figure_format = 'retina'`` for 2x PNG figures. | |
187 | - Add display.FileLink and FileLinks for quickly displaying HTML links to local files. |
|
190 | - Add display.FileLink and FileLinks for quickly displaying HTML links to local files. | |
188 | - Cells have metadata, which can be edited via cell toolbars. |
|
191 | - Cells have metadata, which can be edited via cell toolbars. | |
189 | This metadata can be used by external code (e.g. reveal.js or exporters), |
|
192 | This metadata can be used by external code (e.g. reveal.js or exporters), | |
190 | when examining the notebook. |
|
193 | when examining the notebook. | |
191 | - Fix an issue parsing LaTeX in markdown cells, which required users to type ``\\\``, |
|
194 | - Fix an issue parsing LaTeX in markdown cells, which required users to type ``\\\``, | |
192 | instead of ``\\``. |
|
195 | instead of ``\\``. | |
193 | - Notebook templates are rendered with Jinja instead of Tornado. |
|
196 | - Notebook templates are rendered with Jinja instead of Tornado. | |
194 | - ``%%file`` has been renamed ``%%writefile`` (``%%file``) is deprecated. |
|
197 | - ``%%file`` has been renamed ``%%writefile`` (``%%file``) is deprecated. | |
195 | - ANSI (and VT100) color parsing has been improved in both performance and |
|
198 | - ANSI (and VT100) color parsing has been improved in both performance and | |
196 | supported values. |
|
199 | supported values. | |
197 | - The static files path can be found as ``IPython.html.DEFAULT_STATIC_FILES_PATH``, |
|
200 | - The static files path can be found as ``IPython.html.DEFAULT_STATIC_FILES_PATH``, | |
198 | which may be changed by package managers. |
|
201 | which may be changed by package managers. | |
199 | - The notebook supports :func:`raw_input`, and thus also ``%debug``. |
|
202 | - The notebook supports :func:`raw_input`, and thus also ``%debug``. | |
200 | - IPython's CSS is installed in :file:`static/css/style.min.css` |
|
203 | - IPython's CSS is installed in :file:`static/css/style.min.css` | |
201 | (all style, including bootstrap), and :file:`static/css/ipython.min.css`, |
|
204 | (all style, including bootstrap), and :file:`static/css/ipython.min.css`, | |
202 | which only has IPython's own CSS. The latter file should be useful for embedding |
|
205 | which only has IPython's own CSS. The latter file should be useful for embedding | |
203 | IPython notebooks in other pages, blogs, etc. |
|
206 | IPython notebooks in other pages, blogs, etc. | |
204 | - The Print View has been removed. Users are encouraged to test :ref:`ipython |
|
207 | - The Print View has been removed. Users are encouraged to test :ref:`ipython | |
205 | nbconvert <nbconvert1>` to generate a static view. |
|
208 | nbconvert <nbconvert1>` to generate a static view. | |
206 |
|
209 | |||
207 | Javascript Components |
|
210 | Javascript Components | |
208 | ********************* |
|
211 | ********************* | |
209 |
|
212 | |||
210 | The javascript components used in the notebook have been updated significantly. |
|
213 | The javascript components used in the notebook have been updated significantly. | |
211 |
|
214 | |||
212 | - updates to jQuery (2.0) and jQueryUI (1.10) |
|
215 | - updates to jQuery (2.0) and jQueryUI (1.10) | |
213 | - Update CodeMirror to 3.14 |
|
216 | - Update CodeMirror to 3.14 | |
214 | - Twitter Bootstrap (2.3) for layout |
|
217 | - Twitter Bootstrap (2.3) for layout | |
215 | - Font-Awesome (3.1) for icons |
|
218 | - Font-Awesome (3.1) for icons | |
216 | - highlight.js (7.3) for syntax highlighting |
|
219 | - highlight.js (7.3) for syntax highlighting | |
217 | - marked (0.2.8) for markdown rendering |
|
220 | - marked (0.2.8) for markdown rendering | |
218 | - require.js (2.1) for loading javascript |
|
221 | - require.js (2.1) for loading javascript | |
219 |
|
222 | |||
220 | Some relevant changes that are results of this: |
|
223 | Some relevant changes that are results of this: | |
221 |
|
224 | |||
222 | - Markdown cells now support GitHub-flavored Markdown (GFM), |
|
225 | - Markdown cells now support GitHub-flavored Markdown (GFM), | |
223 | which includes ``\`\`\`python`` code blocks and tables. |
|
226 | which includes ``\`\`\`python`` code blocks and tables. | |
224 | - Notebook UI behaves better on more screen sizes. |
|
227 | - Notebook UI behaves better on more screen sizes. | |
225 | - Various code cell input issues have been fixed. |
|
228 | - Various code cell input issues have been fixed. | |
226 |
|
229 | |||
227 |
|
230 | |||
228 | Kernel |
|
231 | Kernel | |
229 | ------ |
|
232 | ------ | |
230 |
|
233 | |||
231 | The kernel code has been substantially reorganized. |
|
234 | The kernel code has been substantially reorganized. | |
232 |
|
235 | |||
233 | New features in the kernel: |
|
236 | New features in the kernel: | |
234 |
|
237 | |||
235 | - Kernels support ZeroMQ IPC transport, not just TCP |
|
238 | - Kernels support ZeroMQ IPC transport, not just TCP | |
236 | - The message protocol has added a top-level metadata field, |
|
239 | - The message protocol has added a top-level metadata field, | |
237 | used for information about messages. |
|
240 | used for information about messages. | |
238 | - Add a `data_pub` message that functions much like `display_pub`, |
|
241 | - Add a `data_pub` message that functions much like `display_pub`, | |
239 | but publishes raw (usually pickled) data, rather than representations. |
|
242 | but publishes raw (usually pickled) data, rather than representations. | |
240 | - Ensure that ``sys.stdout.encoding`` is defined in Kernels. |
|
243 | - Ensure that ``sys.stdout.encoding`` is defined in Kernels. | |
241 | - Stdout from forked subprocesses should be forwarded to frontends (instead of crashing). |
|
244 | - Stdout from forked subprocesses should be forwarded to frontends (instead of crashing). | |
242 |
|
245 | |||
243 | IPEP 13 |
|
246 | IPEP 13 | |
244 | ******* |
|
247 | ******* | |
245 |
|
248 | |||
246 | The KernelManager has been split into a :class:`~.KernelManager` and a :class:`~.KernelClient`. |
|
249 | The KernelManager has been split into a :class:`~.KernelManager` and a :class:`~.KernelClient`. | |
247 | The Manager owns a kernel and starts / signals / restarts it. There is always zero or one |
|
250 | The Manager owns a kernel and starts / signals / restarts it. There is always zero or one | |
248 | KernelManager per Kernel. Clients communicate with Kernels via zmq channels, |
|
251 | KernelManager per Kernel. Clients communicate with Kernels via zmq channels, | |
249 | and there can be zero-to-many Clients connected to a Kernel at any given time. |
|
252 | and there can be zero-to-many Clients connected to a Kernel at any given time. | |
250 |
|
253 | |||
251 | The KernelManager now automatically restarts the kernel when it dies, |
|
254 | The KernelManager now automatically restarts the kernel when it dies, | |
252 | rather than requiring user input at the notebook or QtConsole UI |
|
255 | rather than requiring user input at the notebook or QtConsole UI | |
253 | (which may or may not exist at restart time). |
|
256 | (which may or may not exist at restart time). | |
254 |
|
257 | |||
255 | In-process kernels |
|
258 | In-process kernels | |
256 | ****************** |
|
259 | ****************** | |
257 |
|
260 | |||
258 | The Python-language frontends, particularly the Qt console, may now communicate |
|
261 | The Python-language frontends, particularly the Qt console, may now communicate | |
259 | with in-process kernels, in addition to the traditional out-of-process |
|
262 | with in-process kernels, in addition to the traditional out-of-process | |
260 | kernels. An in-process kernel permits direct access to the kernel namespace, |
|
263 | kernels. An in-process kernel permits direct access to the kernel namespace, | |
261 | which is necessary in some applications. It should be understood, however, that |
|
264 | which is necessary in some applications. It should be understood, however, that | |
262 | the in-process kernel is not robust to bad user input and will block the main |
|
265 | the in-process kernel is not robust to bad user input and will block the main | |
263 | (GUI) thread while executing. Developers must decide on a case-by-case basis |
|
266 | (GUI) thread while executing. Developers must decide on a case-by-case basis | |
264 | whether this tradeoff is appropriate for their application. |
|
267 | whether this tradeoff is appropriate for their application. | |
265 |
|
268 | |||
266 |
|
269 | |||
267 |
|
270 | |||
268 | Parallel |
|
271 | Parallel | |
269 | -------- |
|
272 | -------- | |
270 |
|
273 | |||
271 | IPython.parallel has had some refactoring as well. |
|
274 | IPython.parallel has had some refactoring as well. | |
272 | There are many improvements and fixes, but these are the major changes: |
|
275 | There are many improvements and fixes, but these are the major changes: | |
273 |
|
276 | |||
274 | - Connections have been simplified. All ports and the serialization in use |
|
277 | - Connections have been simplified. All ports and the serialization in use | |
275 | are written to the connection file, rather than the initial two-stage system. |
|
278 | are written to the connection file, rather than the initial two-stage system. | |
276 | - Serialization has been rewritten, fixing many bugs and dramatically improving |
|
279 | - Serialization has been rewritten, fixing many bugs and dramatically improving | |
277 | performance serializing large containers. |
|
280 | performance serializing large containers. | |
278 | - Load-balancing scheduler performance with large numbers of tasks has been dramatically improved. |
|
281 | - Load-balancing scheduler performance with large numbers of tasks has been dramatically improved. | |
279 | - There should be fewer (hopefully zero) false-positives for engine failures. |
|
282 | - There should be fewer (hopefully zero) false-positives for engine failures. | |
280 | - Increased compatibility with various use cases that produced serialization / argument errors |
|
283 | - Increased compatibility with various use cases that produced serialization / argument errors | |
281 | with map, etc. |
|
284 | with map, etc. | |
282 | - The controller can attempt to resume operation if it has crashed, |
|
285 | - The controller can attempt to resume operation if it has crashed, | |
283 | by passing ``ipcontroller --restore``. |
|
286 | by passing ``ipcontroller --restore``. | |
284 | - Engines can monitor the Hub heartbeat, and shutdown if the Hub disappears for too long. |
|
287 | - Engines can monitor the Hub heartbeat, and shutdown if the Hub disappears for too long. | |
285 | - add HTCondor support in launchers |
|
288 | - add HTCondor support in launchers | |
286 |
|
289 | |||
287 |
|
290 | |||
288 | QtConsole |
|
291 | QtConsole | |
289 | --------- |
|
292 | --------- | |
290 |
|
293 | |||
291 | Various fixes, including improved performance with lots of text output, |
|
294 | Various fixes, including improved performance with lots of text output, | |
292 | and better drag and drop support. |
|
295 | and better drag and drop support. | |
293 | The initial window size of the qtconsole is now configurable via ``IPythonWidget.width`` |
|
296 | The initial window size of the qtconsole is now configurable via ``IPythonWidget.width`` | |
294 | and ``IPythonWidget.height``. |
|
297 | and ``IPythonWidget.height``. | |
295 |
|
298 |
General Comments 0
You need to be logged in to leave comments.
Login now