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1 .. _messaging:
1 .. _messaging:
2
2
3 ======================
3 ======================
4 Messaging in IPython
4 Messaging in IPython
5 ======================
5 ======================
6
6
7
7
8 Introduction
8 Introduction
9 ============
9 ============
10
10
11 This document explains the basic communications design and messaging
11 This document explains the basic communications design and messaging
12 specification for how the various IPython objects interact over a network
12 specification for how the various IPython objects interact over a network
13 transport. The current implementation uses the ZeroMQ_ library for messaging
13 transport. The current implementation uses the ZeroMQ_ library for messaging
14 within and between hosts.
14 within and between hosts.
15
15
16 .. Note::
16 .. Note::
17
17
18 This document should be considered the authoritative description of the
18 This document should be considered the authoritative description of the
19 IPython messaging protocol, and all developers are strongly encouraged to
19 IPython messaging protocol, and all developers are strongly encouraged to
20 keep it updated as the implementation evolves, so that we have a single
20 keep it updated as the implementation evolves, so that we have a single
21 common reference for all protocol details.
21 common reference for all protocol details.
22
22
23 The basic design is explained in the following diagram:
23 The basic design is explained in the following diagram:
24
24
25 .. image:: figs/frontend-kernel.png
25 .. image:: figs/frontend-kernel.png
26 :width: 450px
26 :width: 450px
27 :alt: IPython kernel/frontend messaging architecture.
27 :alt: IPython kernel/frontend messaging architecture.
28 :align: center
28 :align: center
29 :target: ../_images/frontend-kernel.png
29 :target: ../_images/frontend-kernel.png
30
30
31 A single kernel can be simultaneously connected to one or more frontends. The
31 A single kernel can be simultaneously connected to one or more frontends. The
32 kernel has three sockets that serve the following functions:
32 kernel has three sockets that serve the following functions:
33
33
34 1. stdin: this ROUTER socket is connected to all frontends, and it allows
34 1. stdin: this ROUTER socket is connected to all frontends, and it allows
35 the kernel to request input from the active frontend when :func:`raw_input` is called.
35 the kernel to request input from the active frontend when :func:`raw_input` is called.
36 The frontend that executed the code has a DEALER socket that acts as a 'virtual keyboard'
36 The frontend that executed the code has a DEALER socket that acts as a 'virtual keyboard'
37 for the kernel while this communication is happening (illustrated in the
37 for the kernel while this communication is happening (illustrated in the
38 figure by the black outline around the central keyboard). In practice,
38 figure by the black outline around the central keyboard). In practice,
39 frontends may display such kernel requests using a special input widget or
39 frontends may display such kernel requests using a special input widget or
40 otherwise indicating that the user is to type input for the kernel instead
40 otherwise indicating that the user is to type input for the kernel instead
41 of normal commands in the frontend.
41 of normal commands in the frontend.
42
42
43 2. Shell: this single ROUTER socket allows multiple incoming connections from
43 2. Shell: this single ROUTER socket allows multiple incoming connections from
44 frontends, and this is the socket where requests for code execution, object
44 frontends, and this is the socket where requests for code execution, object
45 information, prompts, etc. are made to the kernel by any frontend. The
45 information, prompts, etc. are made to the kernel by any frontend. The
46 communication on this socket is a sequence of request/reply actions from
46 communication on this socket is a sequence of request/reply actions from
47 each frontend and the kernel.
47 each frontend and the kernel.
48
48
49 3. IOPub: this socket is the 'broadcast channel' where the kernel publishes all
49 3. IOPub: this socket is the 'broadcast channel' where the kernel publishes all
50 side effects (stdout, stderr, etc.) as well as the requests coming from any
50 side effects (stdout, stderr, etc.) as well as the requests coming from any
51 client over the shell socket and its own requests on the stdin socket. There
51 client over the shell socket and its own requests on the stdin socket. There
52 are a number of actions in Python which generate side effects: :func:`print`
52 are a number of actions in Python which generate side effects: :func:`print`
53 writes to ``sys.stdout``, errors generate tracebacks, etc. Additionally, in
53 writes to ``sys.stdout``, errors generate tracebacks, etc. Additionally, in
54 a multi-client scenario, we want all frontends to be able to know what each
54 a multi-client scenario, we want all frontends to be able to know what each
55 other has sent to the kernel (this can be useful in collaborative scenarios,
55 other has sent to the kernel (this can be useful in collaborative scenarios,
56 for example). This socket allows both side effects and the information
56 for example). This socket allows both side effects and the information
57 about communications taking place with one client over the shell channel
57 about communications taking place with one client over the shell channel
58 to be made available to all clients in a uniform manner.
58 to be made available to all clients in a uniform manner.
59
59
60 All messages are tagged with enough information (details below) for clients
60 All messages are tagged with enough information (details below) for clients
61 to know which messages come from their own interaction with the kernel and
61 to know which messages come from their own interaction with the kernel and
62 which ones are from other clients, so they can display each type
62 which ones are from other clients, so they can display each type
63 appropriately.
63 appropriately.
64
64
65 The actual format of the messages allowed on each of these channels is
65 The actual format of the messages allowed on each of these channels is
66 specified below. Messages are dicts of dicts with string keys and values that
66 specified below. Messages are dicts of dicts with string keys and values that
67 are reasonably representable in JSON. Our current implementation uses JSON
67 are reasonably representable in JSON. Our current implementation uses JSON
68 explicitly as its message format, but this shouldn't be considered a permanent
68 explicitly as its message format, but this shouldn't be considered a permanent
69 feature. As we've discovered that JSON has non-trivial performance issues due
69 feature. As we've discovered that JSON has non-trivial performance issues due
70 to excessive copying, we may in the future move to a pure pickle-based raw
70 to excessive copying, we may in the future move to a pure pickle-based raw
71 message format. However, it should be possible to easily convert from the raw
71 message format. However, it should be possible to easily convert from the raw
72 objects to JSON, since we may have non-python clients (e.g. a web frontend).
72 objects to JSON, since we may have non-python clients (e.g. a web frontend).
73 As long as it's easy to make a JSON version of the objects that is a faithful
73 As long as it's easy to make a JSON version of the objects that is a faithful
74 representation of all the data, we can communicate with such clients.
74 representation of all the data, we can communicate with such clients.
75
75
76 .. Note::
76 .. Note::
77
77
78 Not all of these have yet been fully fleshed out, but the key ones are, see
78 Not all of these have yet been fully fleshed out, but the key ones are, see
79 kernel and frontend files for actual implementation details.
79 kernel and frontend files for actual implementation details.
80
80
81 General Message Format
81 General Message Format
82 ======================
82 ======================
83
83
84 A message is defined by the following four-dictionary structure::
84 A message is defined by the following four-dictionary structure::
85
85
86 {
86 {
87 # The message header contains a pair of unique identifiers for the
87 # The message header contains a pair of unique identifiers for the
88 # originating session and the actual message id, in addition to the
88 # originating session and the actual message id, in addition to the
89 # username for the process that generated the message. This is useful in
89 # username for the process that generated the message. This is useful in
90 # collaborative settings where multiple users may be interacting with the
90 # collaborative settings where multiple users may be interacting with the
91 # same kernel simultaneously, so that frontends can label the various
91 # same kernel simultaneously, so that frontends can label the various
92 # messages in a meaningful way.
92 # messages in a meaningful way.
93 'header' : {
93 'header' : {
94 'msg_id' : uuid,
94 'msg_id' : uuid,
95 'username' : str,
95 'username' : str,
96 'session' : uuid,
96 'session' : uuid,
97 # All recognized message type strings are listed below.
97 # All recognized message type strings are listed below.
98 'msg_type' : str,
98 'msg_type' : str,
99 },
99 },
100
100
101 # In a chain of messages, the header from the parent is copied so that
101 # In a chain of messages, the header from the parent is copied so that
102 # clients can track where messages come from.
102 # clients can track where messages come from.
103 'parent_header' : dict,
103 'parent_header' : dict,
104
104
105 # Any metadata associated with the message.
105 # Any metadata associated with the message.
106 'metadata' : dict,
106 'metadata' : dict,
107
107
108 # The actual content of the message must be a dict, whose structure
108 # The actual content of the message must be a dict, whose structure
109 # depends on the message type.
109 # depends on the message type.
110 'content' : dict,
110 'content' : dict,
111 }
111 }
112
112
113 The Wire Protocol
113 The Wire Protocol
114 =================
114 =================
115
115
116
116
117 This message format exists at a high level,
117 This message format exists at a high level,
118 but does not describe the actual *implementation* at the wire level in zeromq.
118 but does not describe the actual *implementation* at the wire level in zeromq.
119 The canonical implementation of the message spec is our :class:`~IPython.kernel.zmq.session.Session` class.
119 The canonical implementation of the message spec is our :class:`~IPython.kernel.zmq.session.Session` class.
120
120
121 .. note::
121 .. note::
122
122
123 This section should only be relevant to non-Python consumers of the protocol.
123 This section should only be relevant to non-Python consumers of the protocol.
124 Python consumers should simply import and use IPython's own implementation of the wire protocol
124 Python consumers should simply import and use IPython's own implementation of the wire protocol
125 in the :class:`IPython.kernel.zmq.session.Session` object.
125 in the :class:`IPython.kernel.zmq.session.Session` object.
126
126
127 Every message is serialized to a sequence of at least six blobs of bytes:
127 Every message is serialized to a sequence of at least six blobs of bytes:
128
128
129 .. sourcecode:: python
129 .. sourcecode:: python
130
130
131 [
131 [
132 b'u-u-i-d', # zmq identity(ies)
132 b'u-u-i-d', # zmq identity(ies)
133 b'<IDS|MSG>', # delimiter
133 b'<IDS|MSG>', # delimiter
134 b'baddad42', # HMAC signature
134 b'baddad42', # HMAC signature
135 b'{header}', # serialized header dict
135 b'{header}', # serialized header dict
136 b'{parent_header}', # serialized parent header dict
136 b'{parent_header}', # serialized parent header dict
137 b'{metadata}', # serialized metadata dict
137 b'{metadata}', # serialized metadata dict
138 b'{content}, # serialized content dict
138 b'{content}, # serialized content dict
139 b'blob', # extra raw data buffer(s)
139 b'blob', # extra raw data buffer(s)
140 ...
140 ...
141 ]
141 ]
142
142
143 The front of the message is the ZeroMQ routing prefix,
143 The front of the message is the ZeroMQ routing prefix,
144 which can be zero or more socket identities.
144 which can be zero or more socket identities.
145 This is every piece of the message prior to the delimiter key ``<IDS|MSG>``.
145 This is every piece of the message prior to the delimiter key ``<IDS|MSG>``.
146 In the case of IOPub, there should be just one prefix component,
146 In the case of IOPub, there should be just one prefix component,
147 which is the topic for IOPub subscribers, e.g. ``pyout``, ``display_data``.
147 which is the topic for IOPub subscribers, e.g. ``pyout``, ``display_data``.
148
148
149 .. note::
149 .. note::
150
150
151 In most cases, the IOPub topics are irrelevant and completely ignored,
151 In most cases, the IOPub topics are irrelevant and completely ignored,
152 because frontends just subscribe to all topics.
152 because frontends just subscribe to all topics.
153 The convention used in the IPython kernel is to use the msg_type as the topic,
153 The convention used in the IPython kernel is to use the msg_type as the topic,
154 and possibly extra information about the message, e.g. ``pyout`` or ``stream.stdout``
154 and possibly extra information about the message, e.g. ``pyout`` or ``stream.stdout``
155
155
156 After the delimiter is the `HMAC`_ signature of the message, used for authentication.
156 After the delimiter is the `HMAC`_ signature of the message, used for authentication.
157 If authentication is disabled, this should be an empty string.
157 If authentication is disabled, this should be an empty string.
158 By default, the hashing function used for computing these signatures is sha256.
158 By default, the hashing function used for computing these signatures is sha256.
159
159
160 .. _HMAC: http://en.wikipedia.org/wiki/HMAC
160 .. _HMAC: http://en.wikipedia.org/wiki/HMAC
161
161
162 .. note::
162 .. note::
163
163
164 To disable authentication and signature checking,
164 To disable authentication and signature checking,
165 set the `key` field of a connection file to an empty string.
165 set the `key` field of a connection file to an empty string.
166
166
167 The signature is the HMAC hex digest of the concatenation of:
167 The signature is the HMAC hex digest of the concatenation of:
168
168
169 - A shared key (typically the ``key`` field of a connection file)
169 - A shared key (typically the ``key`` field of a connection file)
170 - The serialized header dict
170 - The serialized header dict
171 - The serialized parent header dict
171 - The serialized parent header dict
172 - The serialized metadata dict
172 - The serialized metadata dict
173 - The serialized content dict
173 - The serialized content dict
174
174
175 In Python, this is implemented via:
175 In Python, this is implemented via:
176
176
177 .. sourcecode:: python
177 .. sourcecode:: python
178
178
179 # once:
179 # once:
180 digester = HMAC(key, digestmod=hashlib.sha256)
180 digester = HMAC(key, digestmod=hashlib.sha256)
181
181
182 # for each message
182 # for each message
183 d = digester.copy()
183 d = digester.copy()
184 for serialized_dict in (header, parent, metadata, content):
184 for serialized_dict in (header, parent, metadata, content):
185 d.update(serialized_dict)
185 d.update(serialized_dict)
186 signature = d.hexdigest()
186 signature = d.hexdigest()
187
187
188 After the signature is the actual message, always in four frames of bytes.
188 After the signature is the actual message, always in four frames of bytes.
189 The four dictionaries that compose a message are serialized separately,
189 The four dictionaries that compose a message are serialized separately,
190 in the order of header, parent header, metadata, and content.
190 in the order of header, parent header, metadata, and content.
191 These can be serialized by any function that turns a dict into bytes.
191 These can be serialized by any function that turns a dict into bytes.
192 The default and most common serialization is JSON, but msgpack and pickle
192 The default and most common serialization is JSON, but msgpack and pickle
193 are common alternatives.
193 are common alternatives.
194
194
195 After the serialized dicts are zero to many raw data buffers,
195 After the serialized dicts are zero to many raw data buffers,
196 which can be used by message types that support binary data (mainly apply and data_pub).
196 which can be used by message types that support binary data (mainly apply and data_pub).
197
197
198
198
199 Python functional API
199 Python functional API
200 =====================
200 =====================
201
201
202 As messages are dicts, they map naturally to a ``func(**kw)`` call form. We
202 As messages are dicts, they map naturally to a ``func(**kw)`` call form. We
203 should develop, at a few key points, functional forms of all the requests that
203 should develop, at a few key points, functional forms of all the requests that
204 take arguments in this manner and automatically construct the necessary dict
204 take arguments in this manner and automatically construct the necessary dict
205 for sending.
205 for sending.
206
206
207 In addition, the Python implementation of the message specification extends
207 In addition, the Python implementation of the message specification extends
208 messages upon deserialization to the following form for convenience::
208 messages upon deserialization to the following form for convenience::
209
209
210 {
210 {
211 'header' : dict,
211 'header' : dict,
212 # The msg's unique identifier and type are always stored in the header,
212 # The msg's unique identifier and type are always stored in the header,
213 # but the Python implementation copies them to the top level.
213 # but the Python implementation copies them to the top level.
214 'msg_id' : uuid,
214 'msg_id' : uuid,
215 'msg_type' : str,
215 'msg_type' : str,
216 'parent_header' : dict,
216 'parent_header' : dict,
217 'content' : dict,
217 'content' : dict,
218 'metadata' : dict,
218 'metadata' : dict,
219 }
219 }
220
220
221 All messages sent to or received by any IPython process should have this
221 All messages sent to or received by any IPython process should have this
222 extended structure.
222 extended structure.
223
223
224
224
225 Messages on the shell ROUTER/DEALER sockets
225 Messages on the shell ROUTER/DEALER sockets
226 ===========================================
226 ===========================================
227
227
228 .. _execute:
228 .. _execute:
229
229
230 Execute
230 Execute
231 -------
231 -------
232
232
233 This message type is used by frontends to ask the kernel to execute code on
233 This message type is used by frontends to ask the kernel to execute code on
234 behalf of the user, in a namespace reserved to the user's variables (and thus
234 behalf of the user, in a namespace reserved to the user's variables (and thus
235 separate from the kernel's own internal code and variables).
235 separate from the kernel's own internal code and variables).
236
236
237 Message type: ``execute_request``::
237 Message type: ``execute_request``::
238
238
239 content = {
239 content = {
240 # Source code to be executed by the kernel, one or more lines.
240 # Source code to be executed by the kernel, one or more lines.
241 'code' : str,
241 'code' : str,
242
242
243 # A boolean flag which, if True, signals the kernel to execute
243 # A boolean flag which, if True, signals the kernel to execute
244 # this code as quietly as possible. This means that the kernel
244 # this code as quietly as possible. This means that the kernel
245 # will compile the code with 'exec' instead of 'single' (so
245 # will compile the code with 'exec' instead of 'single' (so
246 # sys.displayhook will not fire), forces store_history to be False,
246 # sys.displayhook will not fire), forces store_history to be False,
247 # and will *not*:
247 # and will *not*:
248 # - broadcast exceptions on the PUB socket
248 # - broadcast exceptions on the PUB socket
249 # - do any logging
249 # - do any logging
250 #
250 #
251 # The default is False.
251 # The default is False.
252 'silent' : bool,
252 'silent' : bool,
253
253
254 # A boolean flag which, if True, signals the kernel to populate history
254 # A boolean flag which, if True, signals the kernel to populate history
255 # The default is True if silent is False. If silent is True, store_history
255 # The default is True if silent is False. If silent is True, store_history
256 # is forced to be False.
256 # is forced to be False.
257 'store_history' : bool,
257 'store_history' : bool,
258
258
259 # A list of variable names from the user's namespace to be retrieved.
259 # A list of variable names from the user's namespace to be retrieved.
260 # What returns is a rich representation of each variable (dict keyed by name).
260 # What returns is a rich representation of each variable (dict keyed by name).
261 # See the display_data content for the structure of the representation data.
261 # See the display_data content for the structure of the representation data.
262 'user_variables' : list,
262 'user_variables' : list,
263
263
264 # Similarly, a dict mapping names to expressions to be evaluated in the
264 # Similarly, a dict mapping names to expressions to be evaluated in the
265 # user's dict.
265 # user's dict.
266 'user_expressions' : dict,
266 'user_expressions' : dict,
267
267
268 # Some frontends (e.g. the Notebook) do not support stdin requests. If
268 # Some frontends (e.g. the Notebook) do not support stdin requests. If
269 # raw_input is called from code executed from such a frontend, a
269 # raw_input is called from code executed from such a frontend, a
270 # StdinNotImplementedError will be raised.
270 # StdinNotImplementedError will be raised.
271 'allow_stdin' : True,
271 'allow_stdin' : True,
272
272
273 }
273 }
274
274
275 The ``code`` field contains a single string (possibly multiline). The kernel
275 The ``code`` field contains a single string (possibly multiline). The kernel
276 is responsible for splitting this into one or more independent execution blocks
276 is responsible for splitting this into one or more independent execution blocks
277 and deciding whether to compile these in 'single' or 'exec' mode (see below for
277 and deciding whether to compile these in 'single' or 'exec' mode (see below for
278 detailed execution semantics).
278 detailed execution semantics).
279
279
280 The ``user_`` fields deserve a detailed explanation. In the past, IPython had
280 The ``user_`` fields deserve a detailed explanation. In the past, IPython had
281 the notion of a prompt string that allowed arbitrary code to be evaluated, and
281 the notion of a prompt string that allowed arbitrary code to be evaluated, and
282 this was put to good use by many in creating prompts that displayed system
282 this was put to good use by many in creating prompts that displayed system
283 status, path information, and even more esoteric uses like remote instrument
283 status, path information, and even more esoteric uses like remote instrument
284 status acquired over the network. But now that IPython has a clean separation
284 status acquired over the network. But now that IPython has a clean separation
285 between the kernel and the clients, the kernel has no prompt knowledge; prompts
285 between the kernel and the clients, the kernel has no prompt knowledge; prompts
286 are a frontend-side feature, and it should be even possible for different
286 are a frontend-side feature, and it should be even possible for different
287 frontends to display different prompts while interacting with the same kernel.
287 frontends to display different prompts while interacting with the same kernel.
288
288
289 The kernel now provides the ability to retrieve data from the user's namespace
289 The kernel now provides the ability to retrieve data from the user's namespace
290 after the execution of the main ``code``, thanks to two fields in the
290 after the execution of the main ``code``, thanks to two fields in the
291 ``execute_request`` message:
291 ``execute_request`` message:
292
292
293 - ``user_variables``: If only variables from the user's namespace are needed, a
293 - ``user_variables``: If only variables from the user's namespace are needed, a
294 list of variable names can be passed and a dict with these names as keys and
294 list of variable names can be passed and a dict with these names as keys and
295 their :func:`repr()` as values will be returned.
295 their :func:`repr()` as values will be returned.
296
296
297 - ``user_expressions``: For more complex expressions that require function
297 - ``user_expressions``: For more complex expressions that require function
298 evaluations, a dict can be provided with string keys and arbitrary python
298 evaluations, a dict can be provided with string keys and arbitrary python
299 expressions as values. The return message will contain also a dict with the
299 expressions as values. The return message will contain also a dict with the
300 same keys and the :func:`repr()` of the evaluated expressions as value.
300 same keys and the :func:`repr()` of the evaluated expressions as value.
301
301
302 With this information, frontends can display any status information they wish
302 With this information, frontends can display any status information they wish
303 in the form that best suits each frontend (a status line, a popup, inline for a
303 in the form that best suits each frontend (a status line, a popup, inline for a
304 terminal, etc).
304 terminal, etc).
305
305
306 .. Note::
306 .. Note::
307
307
308 In order to obtain the current execution counter for the purposes of
308 In order to obtain the current execution counter for the purposes of
309 displaying input prompts, frontends simply make an execution request with an
309 displaying input prompts, frontends simply make an execution request with an
310 empty code string and ``silent=True``.
310 empty code string and ``silent=True``.
311
311
312 Execution semantics
312 Execution semantics
313 ~~~~~~~~~~~~~~~~~~~
313 ~~~~~~~~~~~~~~~~~~~
314
314
315 When the silent flag is false, the execution of use code consists of the
315 When the silent flag is false, the execution of use code consists of the
316 following phases (in silent mode, only the ``code`` field is executed):
316 following phases (in silent mode, only the ``code`` field is executed):
317
317
318 1. Run the ``pre_runcode_hook``.
318 1. Run the ``pre_runcode_hook``.
319
319
320 2. Execute the ``code`` field, see below for details.
320 2. Execute the ``code`` field, see below for details.
321
321
322 3. If #2 succeeds, compute ``user_variables`` and ``user_expressions`` are
322 3. If #2 succeeds, compute ``user_variables`` and ``user_expressions`` are
323 computed. This ensures that any error in the latter don't harm the main
323 computed. This ensures that any error in the latter don't harm the main
324 code execution.
324 code execution.
325
325
326 4. Call any method registered with :meth:`register_post_execute`.
326 4. Call any method registered with :meth:`register_post_execute`.
327
327
328 .. warning::
328 .. warning::
329
329
330 The API for running code before/after the main code block is likely to
330 The API for running code before/after the main code block is likely to
331 change soon. Both the ``pre_runcode_hook`` and the
331 change soon. Both the ``pre_runcode_hook`` and the
332 :meth:`register_post_execute` are susceptible to modification, as we find a
332 :meth:`register_post_execute` are susceptible to modification, as we find a
333 consistent model for both.
333 consistent model for both.
334
334
335 To understand how the ``code`` field is executed, one must know that Python
335 To understand how the ``code`` field is executed, one must know that Python
336 code can be compiled in one of three modes (controlled by the ``mode`` argument
336 code can be compiled in one of three modes (controlled by the ``mode`` argument
337 to the :func:`compile` builtin):
337 to the :func:`compile` builtin):
338
338
339 *single*
339 *single*
340 Valid for a single interactive statement (though the source can contain
340 Valid for a single interactive statement (though the source can contain
341 multiple lines, such as a for loop). When compiled in this mode, the
341 multiple lines, such as a for loop). When compiled in this mode, the
342 generated bytecode contains special instructions that trigger the calling of
342 generated bytecode contains special instructions that trigger the calling of
343 :func:`sys.displayhook` for any expression in the block that returns a value.
343 :func:`sys.displayhook` for any expression in the block that returns a value.
344 This means that a single statement can actually produce multiple calls to
344 This means that a single statement can actually produce multiple calls to
345 :func:`sys.displayhook`, if for example it contains a loop where each
345 :func:`sys.displayhook`, if for example it contains a loop where each
346 iteration computes an unassigned expression would generate 10 calls::
346 iteration computes an unassigned expression would generate 10 calls::
347
347
348 for i in range(10):
348 for i in range(10):
349 i**2
349 i**2
350
350
351 *exec*
351 *exec*
352 An arbitrary amount of source code, this is how modules are compiled.
352 An arbitrary amount of source code, this is how modules are compiled.
353 :func:`sys.displayhook` is *never* implicitly called.
353 :func:`sys.displayhook` is *never* implicitly called.
354
354
355 *eval*
355 *eval*
356 A single expression that returns a value. :func:`sys.displayhook` is *never*
356 A single expression that returns a value. :func:`sys.displayhook` is *never*
357 implicitly called.
357 implicitly called.
358
358
359
359
360 The ``code`` field is split into individual blocks each of which is valid for
360 The ``code`` field is split into individual blocks each of which is valid for
361 execution in 'single' mode, and then:
361 execution in 'single' mode, and then:
362
362
363 - If there is only a single block: it is executed in 'single' mode.
363 - If there is only a single block: it is executed in 'single' mode.
364
364
365 - If there is more than one block:
365 - If there is more than one block:
366
366
367 * if the last one is a single line long, run all but the last in 'exec' mode
367 * if the last one is a single line long, run all but the last in 'exec' mode
368 and the very last one in 'single' mode. This makes it easy to type simple
368 and the very last one in 'single' mode. This makes it easy to type simple
369 expressions at the end to see computed values.
369 expressions at the end to see computed values.
370
370
371 * if the last one is no more than two lines long, run all but the last in
371 * if the last one is no more than two lines long, run all but the last in
372 'exec' mode and the very last one in 'single' mode. This makes it easy to
372 'exec' mode and the very last one in 'single' mode. This makes it easy to
373 type simple expressions at the end to see computed values. - otherwise
373 type simple expressions at the end to see computed values. - otherwise
374 (last one is also multiline), run all in 'exec' mode
374 (last one is also multiline), run all in 'exec' mode
375
375
376 * otherwise (last one is also multiline), run all in 'exec' mode as a single
376 * otherwise (last one is also multiline), run all in 'exec' mode as a single
377 unit.
377 unit.
378
378
379 Any error in retrieving the ``user_variables`` or evaluating the
379 Any error in retrieving the ``user_variables`` or evaluating the
380 ``user_expressions`` will result in a simple error message in the return fields
380 ``user_expressions`` will result in a simple error message in the return fields
381 of the form::
381 of the form::
382
382
383 [ERROR] ExceptionType: Exception message
383 [ERROR] ExceptionType: Exception message
384
384
385 The user can simply send the same variable name or expression for evaluation to
385 The user can simply send the same variable name or expression for evaluation to
386 see a regular traceback.
386 see a regular traceback.
387
387
388 Errors in any registered post_execute functions are also reported similarly,
388 Errors in any registered post_execute functions are also reported similarly,
389 and the failing function is removed from the post_execution set so that it does
389 and the failing function is removed from the post_execution set so that it does
390 not continue triggering failures.
390 not continue triggering failures.
391
391
392 Upon completion of the execution request, the kernel *always* sends a reply,
392 Upon completion of the execution request, the kernel *always* sends a reply,
393 with a status code indicating what happened and additional data depending on
393 with a status code indicating what happened and additional data depending on
394 the outcome. See :ref:`below <execution_results>` for the possible return
394 the outcome. See :ref:`below <execution_results>` for the possible return
395 codes and associated data.
395 codes and associated data.
396
396
397
397
398 Execution counter (old prompt number)
398 Execution counter (old prompt number)
399 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
399 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
400
400
401 The kernel has a single, monotonically increasing counter of all execution
401 The kernel has a single, monotonically increasing counter of all execution
402 requests that are made with ``store_history=True``. This counter is used to populate
402 requests that are made with ``store_history=True``. This counter is used to populate
403 the ``In[n]``, ``Out[n]`` and ``_n`` variables, so clients will likely want to
403 the ``In[n]``, ``Out[n]`` and ``_n`` variables, so clients will likely want to
404 display it in some form to the user, which will typically (but not necessarily)
404 display it in some form to the user, which will typically (but not necessarily)
405 be done in the prompts. The value of this counter will be returned as the
405 be done in the prompts. The value of this counter will be returned as the
406 ``execution_count`` field of all ``execute_reply`` messages.
406 ``execution_count`` field of all ``execute_reply`` messages.
407
407
408 .. _execution_results:
408 .. _execution_results:
409
409
410 Execution results
410 Execution results
411 ~~~~~~~~~~~~~~~~~
411 ~~~~~~~~~~~~~~~~~
412
412
413 Message type: ``execute_reply``::
413 Message type: ``execute_reply``::
414
414
415 content = {
415 content = {
416 # One of: 'ok' OR 'error' OR 'abort'
416 # One of: 'ok' OR 'error' OR 'abort'
417 'status' : str,
417 'status' : str,
418
418
419 # The global kernel counter that increases by one with each request that
419 # The global kernel counter that increases by one with each request that
420 # stores history. This will typically be used by clients to display
420 # stores history. This will typically be used by clients to display
421 # prompt numbers to the user. If the request did not store history, this will
421 # prompt numbers to the user. If the request did not store history, this will
422 # be the current value of the counter in the kernel.
422 # be the current value of the counter in the kernel.
423 'execution_count' : int,
423 'execution_count' : int,
424 }
424 }
425
425
426 When status is 'ok', the following extra fields are present::
426 When status is 'ok', the following extra fields are present::
427
427
428 {
428 {
429 # 'payload' will be a list of payload dicts.
429 # 'payload' will be a list of payload dicts.
430 # Each execution payload is a dict with string keys that may have been
430 # Each execution payload is a dict with string keys that may have been
431 # produced by the code being executed. It is retrieved by the kernel at
431 # produced by the code being executed. It is retrieved by the kernel at
432 # the end of the execution and sent back to the front end, which can take
432 # the end of the execution and sent back to the front end, which can take
433 # action on it as needed. See main text for further details.
433 # action on it as needed. See main text for further details.
434 'payload' : list(dict),
434 'payload' : list(dict),
435
435
436 # Results for the user_variables and user_expressions.
436 # Results for the user_variables and user_expressions.
437 'user_variables' : dict,
437 'user_variables' : dict,
438 'user_expressions' : dict,
438 'user_expressions' : dict,
439 }
439 }
440
440
441 .. admonition:: Execution payloads
441 .. admonition:: Execution payloads
442
442
443 The notion of an 'execution payload' is different from a return value of a
443 The notion of an 'execution payload' is different from a return value of a
444 given set of code, which normally is just displayed on the pyout stream
444 given set of code, which normally is just displayed on the pyout stream
445 through the PUB socket. The idea of a payload is to allow special types of
445 through the PUB socket. The idea of a payload is to allow special types of
446 code, typically magics, to populate a data container in the IPython kernel
446 code, typically magics, to populate a data container in the IPython kernel
447 that will be shipped back to the caller via this channel. The kernel
447 that will be shipped back to the caller via this channel. The kernel
448 has an API for this in the PayloadManager::
448 has an API for this in the PayloadManager::
449
449
450 ip.payload_manager.write_payload(payload_dict)
450 ip.payload_manager.write_payload(payload_dict)
451
451
452 which appends a dictionary to the list of payloads.
452 which appends a dictionary to the list of payloads.
453
453
454 The payload API is not yet stabilized,
455 and should probably not be supported by non-Python kernels at this time.
456 In such cases, the payload list should always be empty.
457
454
458
455 When status is 'error', the following extra fields are present::
459 When status is 'error', the following extra fields are present::
456
460
457 {
461 {
458 'ename' : str, # Exception name, as a string
462 'ename' : str, # Exception name, as a string
459 'evalue' : str, # Exception value, as a string
463 'evalue' : str, # Exception value, as a string
460
464
461 # The traceback will contain a list of frames, represented each as a
465 # The traceback will contain a list of frames, represented each as a
462 # string. For now we'll stick to the existing design of ultraTB, which
466 # string. For now we'll stick to the existing design of ultraTB, which
463 # controls exception level of detail statefully. But eventually we'll
467 # controls exception level of detail statefully. But eventually we'll
464 # want to grow into a model where more information is collected and
468 # want to grow into a model where more information is collected and
465 # packed into the traceback object, with clients deciding how little or
469 # packed into the traceback object, with clients deciding how little or
466 # how much of it to unpack. But for now, let's start with a simple list
470 # how much of it to unpack. But for now, let's start with a simple list
467 # of strings, since that requires only minimal changes to ultratb as
471 # of strings, since that requires only minimal changes to ultratb as
468 # written.
472 # written.
469 'traceback' : list,
473 'traceback' : list,
470 }
474 }
471
475
472
476
473 When status is 'abort', there are for now no additional data fields. This
477 When status is 'abort', there are for now no additional data fields. This
474 happens when the kernel was interrupted by a signal.
478 happens when the kernel was interrupted by a signal.
475
479
476
480
477 Object information
481 Object information
478 ------------------
482 ------------------
479
483
480 One of IPython's most used capabilities is the introspection of Python objects
484 One of IPython's most used capabilities is the introspection of Python objects
481 in the user's namespace, typically invoked via the ``?`` and ``??`` characters
485 in the user's namespace, typically invoked via the ``?`` and ``??`` characters
482 (which in reality are shorthands for the ``%pinfo`` magic). This is used often
486 (which in reality are shorthands for the ``%pinfo`` magic). This is used often
483 enough that it warrants an explicit message type, especially because frontends
487 enough that it warrants an explicit message type, especially because frontends
484 may want to get object information in response to user keystrokes (like Tab or
488 may want to get object information in response to user keystrokes (like Tab or
485 F1) besides from the user explicitly typing code like ``x??``.
489 F1) besides from the user explicitly typing code like ``x??``.
486
490
487 Message type: ``object_info_request``::
491 Message type: ``object_info_request``::
488
492
489 content = {
493 content = {
490 # The (possibly dotted) name of the object to be searched in all
494 # The (possibly dotted) name of the object to be searched in all
491 # relevant namespaces
495 # relevant namespaces
492 'oname' : str,
496 'oname' : str,
493
497
494 # The level of detail desired. The default (0) is equivalent to typing
498 # The level of detail desired. The default (0) is equivalent to typing
495 # 'x?' at the prompt, 1 is equivalent to 'x??'.
499 # 'x?' at the prompt, 1 is equivalent to 'x??'.
496 'detail_level' : int,
500 'detail_level' : int,
497 }
501 }
498
502
499 The returned information will be a dictionary with keys very similar to the
503 The returned information will be a dictionary with keys very similar to the
500 field names that IPython prints at the terminal.
504 field names that IPython prints at the terminal.
501
505
502 Message type: ``object_info_reply``::
506 Message type: ``object_info_reply``::
503
507
504 content = {
508 content = {
505 # The name the object was requested under
509 # The name the object was requested under
506 'name' : str,
510 'name' : str,
507
511
508 # Boolean flag indicating whether the named object was found or not. If
512 # Boolean flag indicating whether the named object was found or not. If
509 # it's false, all other fields will be empty.
513 # it's false, all other fields will be empty.
510 'found' : bool,
514 'found' : bool,
511
515
512 # Flags for magics and system aliases
516 # Flags for magics and system aliases
513 'ismagic' : bool,
517 'ismagic' : bool,
514 'isalias' : bool,
518 'isalias' : bool,
515
519
516 # The name of the namespace where the object was found ('builtin',
520 # The name of the namespace where the object was found ('builtin',
517 # 'magics', 'alias', 'interactive', etc.)
521 # 'magics', 'alias', 'interactive', etc.)
518 'namespace' : str,
522 'namespace' : str,
519
523
520 # The type name will be type.__name__ for normal Python objects, but it
524 # The type name will be type.__name__ for normal Python objects, but it
521 # can also be a string like 'Magic function' or 'System alias'
525 # can also be a string like 'Magic function' or 'System alias'
522 'type_name' : str,
526 'type_name' : str,
523
527
524 # The string form of the object, possibly truncated for length if
528 # The string form of the object, possibly truncated for length if
525 # detail_level is 0
529 # detail_level is 0
526 'string_form' : str,
530 'string_form' : str,
527
531
528 # For objects with a __class__ attribute this will be set
532 # For objects with a __class__ attribute this will be set
529 'base_class' : str,
533 'base_class' : str,
530
534
531 # For objects with a __len__ attribute this will be set
535 # For objects with a __len__ attribute this will be set
532 'length' : int,
536 'length' : int,
533
537
534 # If the object is a function, class or method whose file we can find,
538 # If the object is a function, class or method whose file we can find,
535 # we give its full path
539 # we give its full path
536 'file' : str,
540 'file' : str,
537
541
538 # For pure Python callable objects, we can reconstruct the object
542 # For pure Python callable objects, we can reconstruct the object
539 # definition line which provides its call signature. For convenience this
543 # definition line which provides its call signature. For convenience this
540 # is returned as a single 'definition' field, but below the raw parts that
544 # is returned as a single 'definition' field, but below the raw parts that
541 # compose it are also returned as the argspec field.
545 # compose it are also returned as the argspec field.
542 'definition' : str,
546 'definition' : str,
543
547
544 # The individual parts that together form the definition string. Clients
548 # The individual parts that together form the definition string. Clients
545 # with rich display capabilities may use this to provide a richer and more
549 # with rich display capabilities may use this to provide a richer and more
546 # precise representation of the definition line (e.g. by highlighting
550 # precise representation of the definition line (e.g. by highlighting
547 # arguments based on the user's cursor position). For non-callable
551 # arguments based on the user's cursor position). For non-callable
548 # objects, this field is empty.
552 # objects, this field is empty.
549 'argspec' : { # The names of all the arguments
553 'argspec' : { # The names of all the arguments
550 args : list,
554 args : list,
551 # The name of the varargs (*args), if any
555 # The name of the varargs (*args), if any
552 varargs : str,
556 varargs : str,
553 # The name of the varkw (**kw), if any
557 # The name of the varkw (**kw), if any
554 varkw : str,
558 varkw : str,
555 # The values (as strings) of all default arguments. Note
559 # The values (as strings) of all default arguments. Note
556 # that these must be matched *in reverse* with the 'args'
560 # that these must be matched *in reverse* with the 'args'
557 # list above, since the first positional args have no default
561 # list above, since the first positional args have no default
558 # value at all.
562 # value at all.
559 defaults : list,
563 defaults : list,
560 },
564 },
561
565
562 # For instances, provide the constructor signature (the definition of
566 # For instances, provide the constructor signature (the definition of
563 # the __init__ method):
567 # the __init__ method):
564 'init_definition' : str,
568 'init_definition' : str,
565
569
566 # Docstrings: for any object (function, method, module, package) with a
570 # Docstrings: for any object (function, method, module, package) with a
567 # docstring, we show it. But in addition, we may provide additional
571 # docstring, we show it. But in addition, we may provide additional
568 # docstrings. For example, for instances we will show the constructor
572 # docstrings. For example, for instances we will show the constructor
569 # and class docstrings as well, if available.
573 # and class docstrings as well, if available.
570 'docstring' : str,
574 'docstring' : str,
571
575
572 # For instances, provide the constructor and class docstrings
576 # For instances, provide the constructor and class docstrings
573 'init_docstring' : str,
577 'init_docstring' : str,
574 'class_docstring' : str,
578 'class_docstring' : str,
575
579
576 # If it's a callable object whose call method has a separate docstring and
580 # If it's a callable object whose call method has a separate docstring and
577 # definition line:
581 # definition line:
578 'call_def' : str,
582 'call_def' : str,
579 'call_docstring' : str,
583 'call_docstring' : str,
580
584
581 # If detail_level was 1, we also try to find the source code that
585 # If detail_level was 1, we also try to find the source code that
582 # defines the object, if possible. The string 'None' will indicate
586 # defines the object, if possible. The string 'None' will indicate
583 # that no source was found.
587 # that no source was found.
584 'source' : str,
588 'source' : str,
585 }
589 }
586
590
587
591
588 Complete
592 Complete
589 --------
593 --------
590
594
591 Message type: ``complete_request``::
595 Message type: ``complete_request``::
592
596
593 content = {
597 content = {
594 # The text to be completed, such as 'a.is'
598 # The text to be completed, such as 'a.is'
595 # this may be an empty string if the frontend does not do any lexing,
599 # this may be an empty string if the frontend does not do any lexing,
596 # in which case the kernel must figure out the completion
600 # in which case the kernel must figure out the completion
597 # based on 'line' and 'cursor_pos'.
601 # based on 'line' and 'cursor_pos'.
598 'text' : str,
602 'text' : str,
599
603
600 # The full line, such as 'print a.is'. This allows completers to
604 # The full line, such as 'print a.is'. This allows completers to
601 # make decisions that may require information about more than just the
605 # make decisions that may require information about more than just the
602 # current word.
606 # current word.
603 'line' : str,
607 'line' : str,
604
608
605 # The entire block of text where the line is. This may be useful in the
609 # The entire block of text where the line is. This may be useful in the
606 # case of multiline completions where more context may be needed. Note: if
610 # case of multiline completions where more context may be needed. Note: if
607 # in practice this field proves unnecessary, remove it to lighten the
611 # in practice this field proves unnecessary, remove it to lighten the
608 # messages.
612 # messages.
609
613
610 'block' : str or null/None,
614 'block' : str or null/None,
611
615
612 # The position of the cursor where the user hit 'TAB' on the line.
616 # The position of the cursor where the user hit 'TAB' on the line.
613 'cursor_pos' : int,
617 'cursor_pos' : int,
614 }
618 }
615
619
616 Message type: ``complete_reply``::
620 Message type: ``complete_reply``::
617
621
618 content = {
622 content = {
619 # The list of all matches to the completion request, such as
623 # The list of all matches to the completion request, such as
620 # ['a.isalnum', 'a.isalpha'] for the above example.
624 # ['a.isalnum', 'a.isalpha'] for the above example.
621 'matches' : list,
625 'matches' : list,
622
626
623 # the substring of the matched text
627 # the substring of the matched text
624 # this is typically the common prefix of the matches,
628 # this is typically the common prefix of the matches,
625 # and the text that is already in the block that would be replaced by the full completion.
629 # and the text that is already in the block that would be replaced by the full completion.
626 # This would be 'a.is' in the above example.
630 # This would be 'a.is' in the above example.
627 'text' : str,
631 'text' : str,
628
632
629 # status should be 'ok' unless an exception was raised during the request,
633 # status should be 'ok' unless an exception was raised during the request,
630 # in which case it should be 'error', along with the usual error message content
634 # in which case it should be 'error', along with the usual error message content
631 # in other messages.
635 # in other messages.
632 'status' : 'ok'
636 'status' : 'ok'
633 }
637 }
634
638
635
639
636 History
640 History
637 -------
641 -------
638
642
639 For clients to explicitly request history from a kernel. The kernel has all
643 For clients to explicitly request history from a kernel. The kernel has all
640 the actual execution history stored in a single location, so clients can
644 the actual execution history stored in a single location, so clients can
641 request it from the kernel when needed.
645 request it from the kernel when needed.
642
646
643 Message type: ``history_request``::
647 Message type: ``history_request``::
644
648
645 content = {
649 content = {
646
650
647 # If True, also return output history in the resulting dict.
651 # If True, also return output history in the resulting dict.
648 'output' : bool,
652 'output' : bool,
649
653
650 # If True, return the raw input history, else the transformed input.
654 # If True, return the raw input history, else the transformed input.
651 'raw' : bool,
655 'raw' : bool,
652
656
653 # So far, this can be 'range', 'tail' or 'search'.
657 # So far, this can be 'range', 'tail' or 'search'.
654 'hist_access_type' : str,
658 'hist_access_type' : str,
655
659
656 # If hist_access_type is 'range', get a range of input cells. session can
660 # If hist_access_type is 'range', get a range of input cells. session can
657 # be a positive session number, or a negative number to count back from
661 # be a positive session number, or a negative number to count back from
658 # the current session.
662 # the current session.
659 'session' : int,
663 'session' : int,
660 # start and stop are line numbers within that session.
664 # start and stop are line numbers within that session.
661 'start' : int,
665 'start' : int,
662 'stop' : int,
666 'stop' : int,
663
667
664 # If hist_access_type is 'tail' or 'search', get the last n cells.
668 # If hist_access_type is 'tail' or 'search', get the last n cells.
665 'n' : int,
669 'n' : int,
666
670
667 # If hist_access_type is 'search', get cells matching the specified glob
671 # If hist_access_type is 'search', get cells matching the specified glob
668 # pattern (with * and ? as wildcards).
672 # pattern (with * and ? as wildcards).
669 'pattern' : str,
673 'pattern' : str,
670
674
671 # If hist_access_type is 'search' and unique is true, do not
675 # If hist_access_type is 'search' and unique is true, do not
672 # include duplicated history. Default is false.
676 # include duplicated history. Default is false.
673 'unique' : bool,
677 'unique' : bool,
674
678
675 }
679 }
676
680
677 .. versionadded:: 4.0
681 .. versionadded:: 4.0
678 The key ``unique`` for ``history_request``.
682 The key ``unique`` for ``history_request``.
679
683
680 Message type: ``history_reply``::
684 Message type: ``history_reply``::
681
685
682 content = {
686 content = {
683 # A list of 3 tuples, either:
687 # A list of 3 tuples, either:
684 # (session, line_number, input) or
688 # (session, line_number, input) or
685 # (session, line_number, (input, output)),
689 # (session, line_number, (input, output)),
686 # depending on whether output was False or True, respectively.
690 # depending on whether output was False or True, respectively.
687 'history' : list,
691 'history' : list,
688 }
692 }
689
693
690
694
691 Connect
695 Connect
692 -------
696 -------
693
697
694 When a client connects to the request/reply socket of the kernel, it can issue
698 When a client connects to the request/reply socket of the kernel, it can issue
695 a connect request to get basic information about the kernel, such as the ports
699 a connect request to get basic information about the kernel, such as the ports
696 the other ZeroMQ sockets are listening on. This allows clients to only have
700 the other ZeroMQ sockets are listening on. This allows clients to only have
697 to know about a single port (the shell channel) to connect to a kernel.
701 to know about a single port (the shell channel) to connect to a kernel.
698
702
699 Message type: ``connect_request``::
703 Message type: ``connect_request``::
700
704
701 content = {
705 content = {
702 }
706 }
703
707
704 Message type: ``connect_reply``::
708 Message type: ``connect_reply``::
705
709
706 content = {
710 content = {
707 'shell_port' : int, # The port the shell ROUTER socket is listening on.
711 'shell_port' : int, # The port the shell ROUTER socket is listening on.
708 'iopub_port' : int, # The port the PUB socket is listening on.
712 'iopub_port' : int, # The port the PUB socket is listening on.
709 'stdin_port' : int, # The port the stdin ROUTER socket is listening on.
713 'stdin_port' : int, # The port the stdin ROUTER socket is listening on.
710 'hb_port' : int, # The port the heartbeat socket is listening on.
714 'hb_port' : int, # The port the heartbeat socket is listening on.
711 }
715 }
712
716
713
717
714 Kernel info
718 Kernel info
715 -----------
719 -----------
716
720
717 If a client needs to know information about the kernel, it can
721 If a client needs to know information about the kernel, it can
718 make a request of the kernel's information.
722 make a request of the kernel's information.
719 This message can be used to fetch core information of the
723 This message can be used to fetch core information of the
720 kernel, including language (e.g., Python), language version number and
724 kernel, including language (e.g., Python), language version number and
721 IPython version number, and the IPython message spec version number.
725 IPython version number, and the IPython message spec version number.
722
726
723 Message type: ``kernel_info_request``::
727 Message type: ``kernel_info_request``::
724
728
725 content = {
729 content = {
726 }
730 }
727
731
728 Message type: ``kernel_info_reply``::
732 Message type: ``kernel_info_reply``::
729
733
730 content = {
734 content = {
731 # Version of messaging protocol (mandatory).
735 # Version of messaging protocol (mandatory).
732 # The first integer indicates major version. It is incremented when
736 # The first integer indicates major version. It is incremented when
733 # there is any backward incompatible change.
737 # there is any backward incompatible change.
734 # The second integer indicates minor version. It is incremented when
738 # The second integer indicates minor version. It is incremented when
735 # there is any backward compatible change.
739 # there is any backward compatible change.
736 'protocol_version': [int, int],
740 'protocol_version': [int, int],
737
741
738 # IPython version number (optional).
742 # IPython version number (optional).
739 # Non-python kernel backend may not have this version number.
743 # Non-python kernel backend may not have this version number.
740 # The last component is an extra field, which may be 'dev' or
744 # The last component is an extra field, which may be 'dev' or
741 # 'rc1' in development version. It is an empty string for
745 # 'rc1' in development version. It is an empty string for
742 # released version.
746 # released version.
743 'ipython_version': [int, int, int, str],
747 'ipython_version': [int, int, int, str],
744
748
745 # Language version number (mandatory).
749 # Language version number (mandatory).
746 # It is Python version number (e.g., [2, 7, 3]) for the kernel
750 # It is Python version number (e.g., [2, 7, 3]) for the kernel
747 # included in IPython.
751 # included in IPython.
748 'language_version': [int, ...],
752 'language_version': [int, ...],
749
753
750 # Programming language in which kernel is implemented (mandatory).
754 # Programming language in which kernel is implemented (mandatory).
751 # Kernel included in IPython returns 'python'.
755 # Kernel included in IPython returns 'python'.
752 'language': str,
756 'language': str,
753 }
757 }
754
758
755
759
756 Kernel shutdown
760 Kernel shutdown
757 ---------------
761 ---------------
758
762
759 The clients can request the kernel to shut itself down; this is used in
763 The clients can request the kernel to shut itself down; this is used in
760 multiple cases:
764 multiple cases:
761
765
762 - when the user chooses to close the client application via a menu or window
766 - when the user chooses to close the client application via a menu or window
763 control.
767 control.
764 - when the user types 'exit' or 'quit' (or their uppercase magic equivalents).
768 - when the user types 'exit' or 'quit' (or their uppercase magic equivalents).
765 - when the user chooses a GUI method (like the 'Ctrl-C' shortcut in the
769 - when the user chooses a GUI method (like the 'Ctrl-C' shortcut in the
766 IPythonQt client) to force a kernel restart to get a clean kernel without
770 IPythonQt client) to force a kernel restart to get a clean kernel without
767 losing client-side state like history or inlined figures.
771 losing client-side state like history or inlined figures.
768
772
769 The client sends a shutdown request to the kernel, and once it receives the
773 The client sends a shutdown request to the kernel, and once it receives the
770 reply message (which is otherwise empty), it can assume that the kernel has
774 reply message (which is otherwise empty), it can assume that the kernel has
771 completed shutdown safely.
775 completed shutdown safely.
772
776
773 Upon their own shutdown, client applications will typically execute a last
777 Upon their own shutdown, client applications will typically execute a last
774 minute sanity check and forcefully terminate any kernel that is still alive, to
778 minute sanity check and forcefully terminate any kernel that is still alive, to
775 avoid leaving stray processes in the user's machine.
779 avoid leaving stray processes in the user's machine.
776
780
777 Message type: ``shutdown_request``::
781 Message type: ``shutdown_request``::
778
782
779 content = {
783 content = {
780 'restart' : bool # whether the shutdown is final, or precedes a restart
784 'restart' : bool # whether the shutdown is final, or precedes a restart
781 }
785 }
782
786
783 Message type: ``shutdown_reply``::
787 Message type: ``shutdown_reply``::
784
788
785 content = {
789 content = {
786 'restart' : bool # whether the shutdown is final, or precedes a restart
790 'restart' : bool # whether the shutdown is final, or precedes a restart
787 }
791 }
788
792
789 .. Note::
793 .. Note::
790
794
791 When the clients detect a dead kernel thanks to inactivity on the heartbeat
795 When the clients detect a dead kernel thanks to inactivity on the heartbeat
792 socket, they simply send a forceful process termination signal, since a dead
796 socket, they simply send a forceful process termination signal, since a dead
793 process is unlikely to respond in any useful way to messages.
797 process is unlikely to respond in any useful way to messages.
794
798
795
799
796 Messages on the PUB/SUB socket
800 Messages on the PUB/SUB socket
797 ==============================
801 ==============================
798
802
799 Streams (stdout, stderr, etc)
803 Streams (stdout, stderr, etc)
800 ------------------------------
804 ------------------------------
801
805
802 Message type: ``stream``::
806 Message type: ``stream``::
803
807
804 content = {
808 content = {
805 # The name of the stream is one of 'stdout', 'stderr'
809 # The name of the stream is one of 'stdout', 'stderr'
806 'name' : str,
810 'name' : str,
807
811
808 # The data is an arbitrary string to be written to that stream
812 # The data is an arbitrary string to be written to that stream
809 'data' : str,
813 'data' : str,
810 }
814 }
811
815
812 Display Data
816 Display Data
813 ------------
817 ------------
814
818
815 This type of message is used to bring back data that should be diplayed (text,
819 This type of message is used to bring back data that should be diplayed (text,
816 html, svg, etc.) in the frontends. This data is published to all frontends.
820 html, svg, etc.) in the frontends. This data is published to all frontends.
817 Each message can have multiple representations of the data; it is up to the
821 Each message can have multiple representations of the data; it is up to the
818 frontend to decide which to use and how. A single message should contain all
822 frontend to decide which to use and how. A single message should contain all
819 possible representations of the same information. Each representation should
823 possible representations of the same information. Each representation should
820 be a JSON'able data structure, and should be a valid MIME type.
824 be a JSON'able data structure, and should be a valid MIME type.
821
825
822 Some questions remain about this design:
826 Some questions remain about this design:
823
827
824 * Do we use this message type for pyout/displayhook? Probably not, because
828 * Do we use this message type for pyout/displayhook? Probably not, because
825 the displayhook also has to handle the Out prompt display. On the other hand
829 the displayhook also has to handle the Out prompt display. On the other hand
826 we could put that information into the metadata secion.
830 we could put that information into the metadata secion.
827
831
828 Message type: ``display_data``::
832 Message type: ``display_data``::
829
833
830 content = {
834 content = {
831
835
832 # Who create the data
836 # Who create the data
833 'source' : str,
837 'source' : str,
834
838
835 # The data dict contains key/value pairs, where the kids are MIME
839 # The data dict contains key/value pairs, where the kids are MIME
836 # types and the values are the raw data of the representation in that
840 # types and the values are the raw data of the representation in that
837 # format.
841 # format.
838 'data' : dict,
842 'data' : dict,
839
843
840 # Any metadata that describes the data
844 # Any metadata that describes the data
841 'metadata' : dict
845 'metadata' : dict
842 }
846 }
843
847
844
848
845 The ``metadata`` contains any metadata that describes the output.
849 The ``metadata`` contains any metadata that describes the output.
846 Global keys are assumed to apply to the output as a whole.
850 Global keys are assumed to apply to the output as a whole.
847 The ``metadata`` dict can also contain mime-type keys, which will be sub-dictionaries,
851 The ``metadata`` dict can also contain mime-type keys, which will be sub-dictionaries,
848 which are interpreted as applying only to output of that type.
852 which are interpreted as applying only to output of that type.
849 Third parties should put any data they write into a single dict
853 Third parties should put any data they write into a single dict
850 with a reasonably unique name to avoid conflicts.
854 with a reasonably unique name to avoid conflicts.
851
855
852 The only metadata keys currently defined in IPython are the width and height
856 The only metadata keys currently defined in IPython are the width and height
853 of images::
857 of images::
854
858
855 'metadata' : {
859 'metadata' : {
856 'image/png' : {
860 'image/png' : {
857 'width': 640,
861 'width': 640,
858 'height': 480
862 'height': 480
859 }
863 }
860 }
864 }
861
865
862
866
863 Raw Data Publication
867 Raw Data Publication
864 --------------------
868 --------------------
865
869
866 ``display_data`` lets you publish *representations* of data, such as images and html.
870 ``display_data`` lets you publish *representations* of data, such as images and html.
867 This ``data_pub`` message lets you publish *actual raw data*, sent via message buffers.
871 This ``data_pub`` message lets you publish *actual raw data*, sent via message buffers.
868
872
869 data_pub messages are constructed via the :func:`IPython.lib.datapub.publish_data` function:
873 data_pub messages are constructed via the :func:`IPython.lib.datapub.publish_data` function:
870
874
871 .. sourcecode:: python
875 .. sourcecode:: python
872
876
873 from IPython.kernel.zmq.datapub import publish_data
877 from IPython.kernel.zmq.datapub import publish_data
874 ns = dict(x=my_array)
878 ns = dict(x=my_array)
875 publish_data(ns)
879 publish_data(ns)
876
880
877
881
878 Message type: ``data_pub``::
882 Message type: ``data_pub``::
879
883
880 content = {
884 content = {
881 # the keys of the data dict, after it has been unserialized
885 # the keys of the data dict, after it has been unserialized
882 keys = ['a', 'b']
886 keys = ['a', 'b']
883 }
887 }
884 # the namespace dict will be serialized in the message buffers,
888 # the namespace dict will be serialized in the message buffers,
885 # which will have a length of at least one
889 # which will have a length of at least one
886 buffers = ['pdict', ...]
890 buffers = ['pdict', ...]
887
891
888
892
889 The interpretation of a sequence of data_pub messages for a given parent request should be
893 The interpretation of a sequence of data_pub messages for a given parent request should be
890 to update a single namespace with subsequent results.
894 to update a single namespace with subsequent results.
891
895
892 .. note::
896 .. note::
893
897
894 No frontends directly handle data_pub messages at this time.
898 No frontends directly handle data_pub messages at this time.
895 It is currently only used by the client/engines in :mod:`IPython.parallel`,
899 It is currently only used by the client/engines in :mod:`IPython.parallel`,
896 where engines may publish *data* to the Client,
900 where engines may publish *data* to the Client,
897 of which the Client can then publish *representations* via ``display_data``
901 of which the Client can then publish *representations* via ``display_data``
898 to various frontends.
902 to various frontends.
899
903
900 Python inputs
904 Python inputs
901 -------------
905 -------------
902
906
903 These messages are the re-broadcast of the ``execute_request``.
907 These messages are the re-broadcast of the ``execute_request``.
904
908
905 Message type: ``pyin``::
909 Message type: ``pyin``::
906
910
907 content = {
911 content = {
908 'code' : str, # Source code to be executed, one or more lines
912 'code' : str, # Source code to be executed, one or more lines
909
913
910 # The counter for this execution is also provided so that clients can
914 # The counter for this execution is also provided so that clients can
911 # display it, since IPython automatically creates variables called _iN
915 # display it, since IPython automatically creates variables called _iN
912 # (for input prompt In[N]).
916 # (for input prompt In[N]).
913 'execution_count' : int
917 'execution_count' : int
914 }
918 }
915
919
916 Python outputs
920 Python outputs
917 --------------
921 --------------
918
922
919 When Python produces output from code that has been compiled in with the
923 When Python produces output from code that has been compiled in with the
920 'single' flag to :func:`compile`, any expression that produces a value (such as
924 'single' flag to :func:`compile`, any expression that produces a value (such as
921 ``1+1``) is passed to ``sys.displayhook``, which is a callable that can do with
925 ``1+1``) is passed to ``sys.displayhook``, which is a callable that can do with
922 this value whatever it wants. The default behavior of ``sys.displayhook`` in
926 this value whatever it wants. The default behavior of ``sys.displayhook`` in
923 the Python interactive prompt is to print to ``sys.stdout`` the :func:`repr` of
927 the Python interactive prompt is to print to ``sys.stdout`` the :func:`repr` of
924 the value as long as it is not ``None`` (which isn't printed at all). In our
928 the value as long as it is not ``None`` (which isn't printed at all). In our
925 case, the kernel instantiates as ``sys.displayhook`` an object which has
929 case, the kernel instantiates as ``sys.displayhook`` an object which has
926 similar behavior, but which instead of printing to stdout, broadcasts these
930 similar behavior, but which instead of printing to stdout, broadcasts these
927 values as ``pyout`` messages for clients to display appropriately.
931 values as ``pyout`` messages for clients to display appropriately.
928
932
929 IPython's displayhook can handle multiple simultaneous formats depending on its
933 IPython's displayhook can handle multiple simultaneous formats depending on its
930 configuration. The default pretty-printed repr text is always given with the
934 configuration. The default pretty-printed repr text is always given with the
931 ``data`` entry in this message. Any other formats are provided in the
935 ``data`` entry in this message. Any other formats are provided in the
932 ``extra_formats`` list. Frontends are free to display any or all of these
936 ``extra_formats`` list. Frontends are free to display any or all of these
933 according to its capabilities. ``extra_formats`` list contains 3-tuples of an ID
937 according to its capabilities. ``extra_formats`` list contains 3-tuples of an ID
934 string, a type string, and the data. The ID is unique to the formatter
938 string, a type string, and the data. The ID is unique to the formatter
935 implementation that created the data. Frontends will typically ignore the ID
939 implementation that created the data. Frontends will typically ignore the ID
936 unless if it has requested a particular formatter. The type string tells the
940 unless if it has requested a particular formatter. The type string tells the
937 frontend how to interpret the data. It is often, but not always a MIME type.
941 frontend how to interpret the data. It is often, but not always a MIME type.
938 Frontends should ignore types that it does not understand. The data itself is
942 Frontends should ignore types that it does not understand. The data itself is
939 any JSON object and depends on the format. It is often, but not always a string.
943 any JSON object and depends on the format. It is often, but not always a string.
940
944
941 Message type: ``pyout``::
945 Message type: ``pyout``::
942
946
943 content = {
947 content = {
944
948
945 # The counter for this execution is also provided so that clients can
949 # The counter for this execution is also provided so that clients can
946 # display it, since IPython automatically creates variables called _N
950 # display it, since IPython automatically creates variables called _N
947 # (for prompt N).
951 # (for prompt N).
948 'execution_count' : int,
952 'execution_count' : int,
949
953
950 # The data dict contains key/value pairs, where the kids are MIME
954 # The data dict contains key/value pairs, where the kids are MIME
951 # types and the values are the raw data of the representation in that
955 # types and the values are the raw data of the representation in that
952 # format. The data dict must minimally contain the ``text/plain``
956 # format. The data dict must minimally contain the ``text/plain``
953 # MIME type which is used as a backup representation.
957 # MIME type which is used as a backup representation.
954 'data' : dict,
958 'data' : dict,
955
959
956 }
960 }
957
961
958 Python errors
962 Python errors
959 -------------
963 -------------
960
964
961 When an error occurs during code execution
965 When an error occurs during code execution
962
966
963 Message type: ``pyerr``::
967 Message type: ``pyerr``::
964
968
965 content = {
969 content = {
966 # Similar content to the execute_reply messages for the 'error' case,
970 # Similar content to the execute_reply messages for the 'error' case,
967 # except the 'status' field is omitted.
971 # except the 'status' field is omitted.
968 }
972 }
969
973
970 Kernel status
974 Kernel status
971 -------------
975 -------------
972
976
973 This message type is used by frontends to monitor the status of the kernel.
977 This message type is used by frontends to monitor the status of the kernel.
974
978
975 Message type: ``status``::
979 Message type: ``status``::
976
980
977 content = {
981 content = {
978 # When the kernel starts to execute code, it will enter the 'busy'
982 # When the kernel starts to execute code, it will enter the 'busy'
979 # state and when it finishes, it will enter the 'idle' state.
983 # state and when it finishes, it will enter the 'idle' state.
980 # The kernel will publish state 'starting' exactly once at process startup.
984 # The kernel will publish state 'starting' exactly once at process startup.
981 execution_state : ('busy', 'idle', 'starting')
985 execution_state : ('busy', 'idle', 'starting')
982 }
986 }
983
987
984
988
985 Messages on the stdin ROUTER/DEALER sockets
989 Messages on the stdin ROUTER/DEALER sockets
986 ===========================================
990 ===========================================
987
991
988 This is a socket where the request/reply pattern goes in the opposite direction:
992 This is a socket where the request/reply pattern goes in the opposite direction:
989 from the kernel to a *single* frontend, and its purpose is to allow
993 from the kernel to a *single* frontend, and its purpose is to allow
990 ``raw_input`` and similar operations that read from ``sys.stdin`` on the kernel
994 ``raw_input`` and similar operations that read from ``sys.stdin`` on the kernel
991 to be fulfilled by the client. The request should be made to the frontend that
995 to be fulfilled by the client. The request should be made to the frontend that
992 made the execution request that prompted ``raw_input`` to be called. For now we
996 made the execution request that prompted ``raw_input`` to be called. For now we
993 will keep these messages as simple as possible, since they only mean to convey
997 will keep these messages as simple as possible, since they only mean to convey
994 the ``raw_input(prompt)`` call.
998 the ``raw_input(prompt)`` call.
995
999
996 Message type: ``input_request``::
1000 Message type: ``input_request``::
997
1001
998 content = { 'prompt' : str }
1002 content = { 'prompt' : str }
999
1003
1000 Message type: ``input_reply``::
1004 Message type: ``input_reply``::
1001
1005
1002 content = { 'value' : str }
1006 content = { 'value' : str }
1003
1007
1004 .. Note::
1008 .. Note::
1005
1009
1006 We do not explicitly try to forward the raw ``sys.stdin`` object, because in
1010 We do not explicitly try to forward the raw ``sys.stdin`` object, because in
1007 practice the kernel should behave like an interactive program. When a
1011 practice the kernel should behave like an interactive program. When a
1008 program is opened on the console, the keyboard effectively takes over the
1012 program is opened on the console, the keyboard effectively takes over the
1009 ``stdin`` file descriptor, and it can't be used for raw reading anymore.
1013 ``stdin`` file descriptor, and it can't be used for raw reading anymore.
1010 Since the IPython kernel effectively behaves like a console program (albeit
1014 Since the IPython kernel effectively behaves like a console program (albeit
1011 one whose "keyboard" is actually living in a separate process and
1015 one whose "keyboard" is actually living in a separate process and
1012 transported over the zmq connection), raw ``stdin`` isn't expected to be
1016 transported over the zmq connection), raw ``stdin`` isn't expected to be
1013 available.
1017 available.
1014
1018
1015
1019
1016 Heartbeat for kernels
1020 Heartbeat for kernels
1017 =====================
1021 =====================
1018
1022
1019 Initially we had considered using messages like those above over ZMQ for a
1023 Initially we had considered using messages like those above over ZMQ for a
1020 kernel 'heartbeat' (a way to detect quickly and reliably whether a kernel is
1024 kernel 'heartbeat' (a way to detect quickly and reliably whether a kernel is
1021 alive at all, even if it may be busy executing user code). But this has the
1025 alive at all, even if it may be busy executing user code). But this has the
1022 problem that if the kernel is locked inside extension code, it wouldn't execute
1026 problem that if the kernel is locked inside extension code, it wouldn't execute
1023 the python heartbeat code. But it turns out that we can implement a basic
1027 the python heartbeat code. But it turns out that we can implement a basic
1024 heartbeat with pure ZMQ, without using any Python messaging at all.
1028 heartbeat with pure ZMQ, without using any Python messaging at all.
1025
1029
1026 The monitor sends out a single zmq message (right now, it is a str of the
1030 The monitor sends out a single zmq message (right now, it is a str of the
1027 monitor's lifetime in seconds), and gets the same message right back, prefixed
1031 monitor's lifetime in seconds), and gets the same message right back, prefixed
1028 with the zmq identity of the DEALER socket in the heartbeat process. This can be
1032 with the zmq identity of the DEALER socket in the heartbeat process. This can be
1029 a uuid, or even a full message, but there doesn't seem to be a need for packing
1033 a uuid, or even a full message, but there doesn't seem to be a need for packing
1030 up a message when the sender and receiver are the exact same Python object.
1034 up a message when the sender and receiver are the exact same Python object.
1031
1035
1032 The model is this::
1036 The model is this::
1033
1037
1034 monitor.send(str(self.lifetime)) # '1.2345678910'
1038 monitor.send(str(self.lifetime)) # '1.2345678910'
1035
1039
1036 and the monitor receives some number of messages of the form::
1040 and the monitor receives some number of messages of the form::
1037
1041
1038 ['uuid-abcd-dead-beef', '1.2345678910']
1042 ['uuid-abcd-dead-beef', '1.2345678910']
1039
1043
1040 where the first part is the zmq.IDENTITY of the heart's DEALER on the engine, and
1044 where the first part is the zmq.IDENTITY of the heart's DEALER on the engine, and
1041 the rest is the message sent by the monitor. No Python code ever has any
1045 the rest is the message sent by the monitor. No Python code ever has any
1042 access to the message between the monitor's send, and the monitor's recv.
1046 access to the message between the monitor's send, and the monitor's recv.
1043
1047
1044
1048
1045 ToDo
1049 ToDo
1046 ====
1050 ====
1047
1051
1048 Missing things include:
1052 Missing things include:
1049
1053
1050 * Important: finish thinking through the payload concept and API.
1054 * Important: finish thinking through the payload concept and API.
1051
1055
1052 * Important: ensure that we have a good solution for magics like %edit. It's
1056 * Important: ensure that we have a good solution for magics like %edit. It's
1053 likely that with the payload concept we can build a full solution, but not
1057 likely that with the payload concept we can build a full solution, but not
1054 100% clear yet.
1058 100% clear yet.
1055
1059
1056 * Finishing the details of the heartbeat protocol.
1060 * Finishing the details of the heartbeat protocol.
1057
1061
1058 * Signal handling: specify what kind of information kernel should broadcast (or
1062 * Signal handling: specify what kind of information kernel should broadcast (or
1059 not) when it receives signals.
1063 not) when it receives signals.
1060
1064
1061 .. include:: ../links.txt
1065 .. include:: ../links.txt
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