Show More
@@ -0,0 +1,70 b'' | |||
|
1 | .. _execution_semantics: | |
|
2 | ||
|
3 | Execution semantics in the IPython kernel | |
|
4 | ========================================= | |
|
5 | ||
|
6 | The execution of use code consists of the following phases: | |
|
7 | ||
|
8 | 1. Fire the ``pre_execute`` event. | |
|
9 | 2. Fire the ``pre_run_cell`` event unless silent is True. | |
|
10 | 3. Execute the ``code`` field, see below for details. | |
|
11 | 4. If execution succeeds, expressions in ``user_expressions`` are computed. | |
|
12 | This ensures that any error in the expressions don't affect the main code execution. | |
|
13 | 5. Fire the post_execute eventCall any method registered with :meth:`register_post_execute`. | |
|
14 | ||
|
15 | .. warning:: | |
|
16 | ||
|
17 | The API for running code before/after the main code block is likely to | |
|
18 | change soon. Both the ``pre_runcode_hook`` and the | |
|
19 | :meth:`register_post_execute` are susceptible to modification, as we find a | |
|
20 | consistent model for both. | |
|
21 | ||
|
22 | To understand how the ``code`` field is executed, one must know that Python | |
|
23 | code can be compiled in one of three modes (controlled by the ``mode`` argument | |
|
24 | to the :func:`compile` builtin): | |
|
25 | ||
|
26 | *single* | |
|
27 | Valid for a single interactive statement (though the source can contain | |
|
28 | multiple lines, such as a for loop). When compiled in this mode, the | |
|
29 | generated bytecode contains special instructions that trigger the calling of | |
|
30 | :func:`sys.displayhook` for any expression in the block that returns a value. | |
|
31 | This means that a single statement can actually produce multiple calls to | |
|
32 | :func:`sys.displayhook`, if for example it contains a loop where each | |
|
33 | iteration computes an unassigned expression would generate 10 calls:: | |
|
34 | ||
|
35 | for i in range(10): | |
|
36 | i**2 | |
|
37 | ||
|
38 | *exec* | |
|
39 | An arbitrary amount of source code, this is how modules are compiled. | |
|
40 | :func:`sys.displayhook` is *never* implicitly called. | |
|
41 | ||
|
42 | *eval* | |
|
43 | A single expression that returns a value. :func:`sys.displayhook` is *never* | |
|
44 | implicitly called. | |
|
45 | ||
|
46 | ||
|
47 | The ``code`` field is split into individual blocks each of which is valid for | |
|
48 | execution in 'single' mode, and then: | |
|
49 | ||
|
50 | - If there is only a single block: it is executed in 'single' mode. | |
|
51 | ||
|
52 | - If there is more than one block: | |
|
53 | ||
|
54 | * if the last one is a single line long, run all but the last in 'exec' mode | |
|
55 | and the very last one in 'single' mode. This makes it easy to type simple | |
|
56 | expressions at the end to see computed values. | |
|
57 | ||
|
58 | * if the last one is no more than two lines long, run all but the last in | |
|
59 | 'exec' mode and the very last one in 'single' mode. This makes it easy to | |
|
60 | type simple expressions at the end to see computed values. - otherwise | |
|
61 | (last one is also multiline), run all in 'exec' mode | |
|
62 | ||
|
63 | * otherwise (last one is also multiline), run all in 'exec' mode as a single | |
|
64 | unit. | |
|
65 | ||
|
66 | ||
|
67 | Errors in any registered post_execute functions are reported, | |
|
68 | and the failing function is removed from the post_execution set so that it does | |
|
69 | not continue triggering failures. | |
|
70 |
@@ -1,28 +1,29 b'' | |||
|
1 | 1 | .. _developer_guide: |
|
2 | 2 | |
|
3 | 3 | ========================= |
|
4 | 4 | IPython developer's guide |
|
5 | 5 | ========================= |
|
6 | 6 | |
|
7 | 7 | This are two categories of developer focused documentation: |
|
8 | 8 | |
|
9 | 9 | 1. Documentation for developers of *IPython itself*. |
|
10 | 10 | 2. Documentation for developers of third party tools and libraries |
|
11 | 11 | that use IPython. |
|
12 | 12 | |
|
13 | 13 | This part of our documentation only contains information in the second category. |
|
14 | 14 | |
|
15 | 15 | Developers interested in working on IPython itself should consult |
|
16 | 16 | our `developer information <https://github.com/ipython/ipython/wiki/Dev:-Index>`_ |
|
17 | 17 | on the IPython GitHub wiki. |
|
18 | 18 | |
|
19 | 19 | .. toctree:: |
|
20 | 20 | :maxdepth: 1 |
|
21 | 21 | |
|
22 | 22 | messaging |
|
23 | execution | |
|
23 | 24 | parallel_messages |
|
24 | 25 | parallel_connections |
|
25 | 26 | lexer |
|
26 | 27 | pycompat |
|
27 | 28 | config |
|
28 | 29 | inputhook_app |
This diff has been collapsed as it changes many lines, (522 lines changed) Show them Hide them | |||
@@ -1,1178 +1,1052 b'' | |||
|
1 | 1 | .. _messaging: |
|
2 | 2 | |
|
3 | 3 | ====================== |
|
4 | 4 | Messaging in IPython |
|
5 | 5 | ====================== |
|
6 | 6 | |
|
7 | 7 | |
|
8 | 8 | Versioning |
|
9 | 9 | ========== |
|
10 | 10 | |
|
11 | 11 | The IPython message specification is versioned independently of IPython. |
|
12 |
The current version of the specification is |
|
|
12 | The current version of the specification is 5.0.0. | |
|
13 | 13 | |
|
14 | 14 | |
|
15 | 15 | Introduction |
|
16 | 16 | ============ |
|
17 | 17 | |
|
18 | 18 | This document explains the basic communications design and messaging |
|
19 | 19 | specification for how the various IPython objects interact over a network |
|
20 | 20 | transport. The current implementation uses the ZeroMQ_ library for messaging |
|
21 | 21 | within and between hosts. |
|
22 | 22 | |
|
23 | 23 | .. Note:: |
|
24 | 24 | |
|
25 | 25 | This document should be considered the authoritative description of the |
|
26 | 26 | IPython messaging protocol, and all developers are strongly encouraged to |
|
27 | 27 | keep it updated as the implementation evolves, so that we have a single |
|
28 | 28 | common reference for all protocol details. |
|
29 | 29 | |
|
30 | 30 | The basic design is explained in the following diagram: |
|
31 | 31 | |
|
32 | 32 | .. image:: figs/frontend-kernel.png |
|
33 | 33 | :width: 450px |
|
34 | 34 | :alt: IPython kernel/frontend messaging architecture. |
|
35 | 35 | :align: center |
|
36 | 36 | :target: ../_images/frontend-kernel.png |
|
37 | 37 | |
|
38 | 38 | A single kernel can be simultaneously connected to one or more frontends. The |
|
39 | 39 | kernel has three sockets that serve the following functions: |
|
40 | 40 | |
|
41 | 1. stdin: this ROUTER socket is connected to all frontends, and it allows | |
|
42 | the kernel to request input from the active frontend when :func:`raw_input` is called. | |
|
43 | The frontend that executed the code has a DEALER socket that acts as a 'virtual keyboard' | |
|
44 | for the kernel while this communication is happening (illustrated in the | |
|
45 | figure by the black outline around the central keyboard). In practice, | |
|
46 | frontends may display such kernel requests using a special input widget or | |
|
47 | otherwise indicating that the user is to type input for the kernel instead | |
|
48 | of normal commands in the frontend. | |
|
49 | ||
|
50 | 2. Shell: this single ROUTER socket allows multiple incoming connections from | |
|
41 | 1. Shell: this single ROUTER socket allows multiple incoming connections from | |
|
51 | 42 | frontends, and this is the socket where requests for code execution, object |
|
52 | 43 | information, prompts, etc. are made to the kernel by any frontend. The |
|
53 | 44 | communication on this socket is a sequence of request/reply actions from |
|
54 | 45 | each frontend and the kernel. |
|
55 | 46 | |
|
56 |
|
|
|
47 | 2. IOPub: this socket is the 'broadcast channel' where the kernel publishes all | |
|
57 | 48 | side effects (stdout, stderr, etc.) as well as the requests coming from any |
|
58 | 49 | client over the shell socket and its own requests on the stdin socket. There |
|
59 | 50 | are a number of actions in Python which generate side effects: :func:`print` |
|
60 | 51 | writes to ``sys.stdout``, errors generate tracebacks, etc. Additionally, in |
|
61 | 52 | a multi-client scenario, we want all frontends to be able to know what each |
|
62 | 53 | other has sent to the kernel (this can be useful in collaborative scenarios, |
|
63 | 54 | for example). This socket allows both side effects and the information |
|
64 | 55 | about communications taking place with one client over the shell channel |
|
65 | 56 | to be made available to all clients in a uniform manner. |
|
66 | 57 | |
|
58 | 3. stdin: this ROUTER socket is connected to all frontends, and it allows | |
|
59 | the kernel to request input from the active frontend when :func:`raw_input` is called. | |
|
60 | The frontend that executed the code has a DEALER socket that acts as a 'virtual keyboard' | |
|
61 | for the kernel while this communication is happening (illustrated in the | |
|
62 | figure by the black outline around the central keyboard). In practice, | |
|
63 | frontends may display such kernel requests using a special input widget or | |
|
64 | otherwise indicating that the user is to type input for the kernel instead | |
|
65 | of normal commands in the frontend. | |
|
66 | ||
|
67 | 67 | All messages are tagged with enough information (details below) for clients |
|
68 | 68 | to know which messages come from their own interaction with the kernel and |
|
69 | 69 | which ones are from other clients, so they can display each type |
|
70 | 70 | appropriately. |
|
71 | 71 | |
|
72 | 4. Control: This channel is identical to Shell, but operates on a separate socket, | |
|
73 | to allow important messages to avoid queueing behind execution requests (e.g. shutdown or abort). | |
|
74 | ||
|
72 | 75 | The actual format of the messages allowed on each of these channels is |
|
73 | 76 | specified below. Messages are dicts of dicts with string keys and values that |
|
74 | 77 | are reasonably representable in JSON. Our current implementation uses JSON |
|
75 | 78 | explicitly as its message format, but this shouldn't be considered a permanent |
|
76 | 79 | feature. As we've discovered that JSON has non-trivial performance issues due |
|
77 | 80 | to excessive copying, we may in the future move to a pure pickle-based raw |
|
78 | 81 | message format. However, it should be possible to easily convert from the raw |
|
79 | 82 | objects to JSON, since we may have non-python clients (e.g. a web frontend). |
|
80 | 83 | As long as it's easy to make a JSON version of the objects that is a faithful |
|
81 | 84 | representation of all the data, we can communicate with such clients. |
|
82 | 85 | |
|
83 | 86 | .. Note:: |
|
84 | 87 | |
|
85 | 88 | Not all of these have yet been fully fleshed out, but the key ones are, see |
|
86 | 89 | kernel and frontend files for actual implementation details. |
|
87 | 90 | |
|
88 | 91 | General Message Format |
|
89 | 92 | ====================== |
|
90 | 93 | |
|
91 | 94 | A message is defined by the following four-dictionary structure:: |
|
92 | 95 | |
|
93 | 96 | { |
|
94 | 97 | # The message header contains a pair of unique identifiers for the |
|
95 | 98 | # originating session and the actual message id, in addition to the |
|
96 | 99 | # username for the process that generated the message. This is useful in |
|
97 | 100 | # collaborative settings where multiple users may be interacting with the |
|
98 | 101 | # same kernel simultaneously, so that frontends can label the various |
|
99 | 102 | # messages in a meaningful way. |
|
100 | 103 | 'header' : { |
|
101 | 104 | 'msg_id' : uuid, |
|
102 | 105 | 'username' : str, |
|
103 | 106 | 'session' : uuid, |
|
104 | 107 | # All recognized message type strings are listed below. |
|
105 | 108 | 'msg_type' : str, |
|
106 | 109 | # the message protocol version |
|
107 | 110 | 'version' : '5.0.0', |
|
108 | 111 | }, |
|
109 | 112 | |
|
110 | 113 | # In a chain of messages, the header from the parent is copied so that |
|
111 | 114 | # clients can track where messages come from. |
|
112 | 115 | 'parent_header' : dict, |
|
113 | 116 | |
|
114 | 117 | # Any metadata associated with the message. |
|
115 | 118 | 'metadata' : dict, |
|
116 | 119 | |
|
117 | 120 | # The actual content of the message must be a dict, whose structure |
|
118 | 121 | # depends on the message type. |
|
119 | 122 | 'content' : dict, |
|
120 | 123 | } |
|
121 | 124 | |
|
125 | .. versionchanged:: 5.0.0 | |
|
126 | ||
|
127 | ``version`` key added to the header. | |
|
128 | ||
|
122 | 129 | The Wire Protocol |
|
123 | 130 | ================= |
|
124 | 131 | |
|
125 | 132 | |
|
126 | 133 | This message format exists at a high level, |
|
127 | 134 | but does not describe the actual *implementation* at the wire level in zeromq. |
|
128 | 135 | The canonical implementation of the message spec is our :class:`~IPython.kernel.zmq.session.Session` class. |
|
129 | 136 | |
|
130 | 137 | .. note:: |
|
131 | 138 | |
|
132 | 139 | This section should only be relevant to non-Python consumers of the protocol. |
|
133 | 140 | Python consumers should simply import and use IPython's own implementation of the wire protocol |
|
134 | 141 | in the :class:`IPython.kernel.zmq.session.Session` object. |
|
135 | 142 | |
|
136 | 143 | Every message is serialized to a sequence of at least six blobs of bytes: |
|
137 | 144 | |
|
138 | 145 | .. sourcecode:: python |
|
139 | 146 | |
|
140 | 147 | [ |
|
141 | 148 | b'u-u-i-d', # zmq identity(ies) |
|
142 | 149 | b'<IDS|MSG>', # delimiter |
|
143 | 150 | b'baddad42', # HMAC signature |
|
144 | 151 | b'{header}', # serialized header dict |
|
145 | 152 | b'{parent_header}', # serialized parent header dict |
|
146 | 153 | b'{metadata}', # serialized metadata dict |
|
147 | 154 | b'{content}, # serialized content dict |
|
148 | 155 | b'blob', # extra raw data buffer(s) |
|
149 | 156 | ... |
|
150 | 157 | ] |
|
151 | 158 | |
|
152 | 159 | The front of the message is the ZeroMQ routing prefix, |
|
153 | 160 | which can be zero or more socket identities. |
|
154 | 161 | This is every piece of the message prior to the delimiter key ``<IDS|MSG>``. |
|
155 | 162 | In the case of IOPub, there should be just one prefix component, |
|
156 | 163 | which is the topic for IOPub subscribers, e.g. ``execute_result``, ``display_data``. |
|
157 | 164 | |
|
158 | 165 | .. note:: |
|
159 | 166 | |
|
160 | 167 | In most cases, the IOPub topics are irrelevant and completely ignored, |
|
161 | 168 | because frontends just subscribe to all topics. |
|
162 | 169 | The convention used in the IPython kernel is to use the msg_type as the topic, |
|
163 | 170 | and possibly extra information about the message, e.g. ``execute_result`` or ``stream.stdout`` |
|
164 | 171 | |
|
165 | 172 | After the delimiter is the `HMAC`_ signature of the message, used for authentication. |
|
166 | 173 | If authentication is disabled, this should be an empty string. |
|
167 | 174 | By default, the hashing function used for computing these signatures is sha256. |
|
168 | 175 | |
|
169 | 176 | .. _HMAC: http://en.wikipedia.org/wiki/HMAC |
|
170 | 177 | |
|
171 | 178 | .. note:: |
|
172 | 179 | |
|
173 | 180 | To disable authentication and signature checking, |
|
174 | 181 | set the `key` field of a connection file to an empty string. |
|
175 | 182 | |
|
176 | 183 | The signature is the HMAC hex digest of the concatenation of: |
|
177 | 184 | |
|
178 | 185 | - A shared key (typically the ``key`` field of a connection file) |
|
179 | 186 | - The serialized header dict |
|
180 | 187 | - The serialized parent header dict |
|
181 | 188 | - The serialized metadata dict |
|
182 | 189 | - The serialized content dict |
|
183 | 190 | |
|
184 | 191 | In Python, this is implemented via: |
|
185 | 192 | |
|
186 | 193 | .. sourcecode:: python |
|
187 | 194 | |
|
188 | 195 | # once: |
|
189 | 196 | digester = HMAC(key, digestmod=hashlib.sha256) |
|
190 | 197 | |
|
191 | 198 | # for each message |
|
192 | 199 | d = digester.copy() |
|
193 | 200 | for serialized_dict in (header, parent, metadata, content): |
|
194 | 201 | d.update(serialized_dict) |
|
195 | 202 | signature = d.hexdigest() |
|
196 | 203 | |
|
197 | 204 | After the signature is the actual message, always in four frames of bytes. |
|
198 | 205 | The four dictionaries that compose a message are serialized separately, |
|
199 | 206 | in the order of header, parent header, metadata, and content. |
|
200 | 207 | These can be serialized by any function that turns a dict into bytes. |
|
201 | 208 | The default and most common serialization is JSON, but msgpack and pickle |
|
202 | 209 | are common alternatives. |
|
203 | 210 | |
|
204 | 211 | After the serialized dicts are zero to many raw data buffers, |
|
205 | 212 | which can be used by message types that support binary data (mainly apply and data_pub). |
|
206 | 213 | |
|
207 | 214 | |
|
208 | 215 | Python functional API |
|
209 | 216 | ===================== |
|
210 | 217 | |
|
211 | 218 | As messages are dicts, they map naturally to a ``func(**kw)`` call form. We |
|
212 | 219 | should develop, at a few key points, functional forms of all the requests that |
|
213 | 220 | take arguments in this manner and automatically construct the necessary dict |
|
214 | 221 | for sending. |
|
215 | 222 | |
|
216 | 223 | In addition, the Python implementation of the message specification extends |
|
217 | 224 | messages upon deserialization to the following form for convenience:: |
|
218 | 225 | |
|
219 | 226 | { |
|
220 | 227 | 'header' : dict, |
|
221 | 228 | # The msg's unique identifier and type are always stored in the header, |
|
222 | 229 | # but the Python implementation copies them to the top level. |
|
223 | 230 | 'msg_id' : uuid, |
|
224 | 231 | 'msg_type' : str, |
|
225 | 232 | 'parent_header' : dict, |
|
226 | 233 | 'content' : dict, |
|
227 | 234 | 'metadata' : dict, |
|
228 | 235 | } |
|
229 | 236 | |
|
230 | 237 | All messages sent to or received by any IPython process should have this |
|
231 | 238 | extended structure. |
|
232 | 239 | |
|
233 | 240 | |
|
234 | 241 | Messages on the shell ROUTER/DEALER sockets |
|
235 | 242 | =========================================== |
|
236 | 243 | |
|
237 | 244 | .. _execute: |
|
238 | 245 | |
|
239 | 246 | Execute |
|
240 | 247 | ------- |
|
241 | 248 | |
|
242 | 249 | This message type is used by frontends to ask the kernel to execute code on |
|
243 | 250 | behalf of the user, in a namespace reserved to the user's variables (and thus |
|
244 | 251 | separate from the kernel's own internal code and variables). |
|
245 | 252 | |
|
246 | 253 | Message type: ``execute_request``:: |
|
247 | 254 | |
|
248 | 255 | content = { |
|
249 | 256 | # Source code to be executed by the kernel, one or more lines. |
|
250 | 257 | 'code' : str, |
|
251 | 258 | |
|
252 | 259 | # A boolean flag which, if True, signals the kernel to execute |
|
253 |
# this code as quietly as possible. |
|
|
254 | # will compile the code with 'exec' instead of 'single' (so | |
|
255 | # sys.displayhook will not fire), forces store_history to be False, | |
|
260 | # this code as quietly as possible. | |
|
261 | # silent=True forces store_history to be False, | |
|
256 | 262 | # and will *not*: |
|
257 |
# - broadcast |
|
|
258 | # - do any logging | |
|
259 | # | |
|
263 | # - broadcast output on the IOPUB channel | |
|
264 | # - have an execute_result | |
|
260 | 265 | # The default is False. |
|
261 | 266 | 'silent' : bool, |
|
262 | 267 | |
|
263 | 268 | # A boolean flag which, if True, signals the kernel to populate history |
|
264 | 269 | # The default is True if silent is False. If silent is True, store_history |
|
265 | 270 | # is forced to be False. |
|
266 | 271 | 'store_history' : bool, |
|
267 | 272 | |
|
268 |
# |
|
|
273 | # A dict mapping names to expressions to be evaluated in the | |
|
269 | 274 | # user's dict. The rich display-data representation of each will be evaluated after execution. |
|
270 | 275 | # See the display_data content for the structure of the representation data. |
|
271 | 276 | 'user_expressions' : dict, |
|
272 | 277 | |
|
273 | 278 | # Some frontends do not support stdin requests. |
|
274 | 279 | # If raw_input is called from code executed from such a frontend, |
|
275 | 280 | # a StdinNotImplementedError will be raised. |
|
276 | 281 | 'allow_stdin' : True, |
|
277 | 282 | } |
|
278 | 283 | |
|
279 | The ``code`` field contains a single string (possibly multiline). The kernel | |
|
280 | is responsible for splitting this into one or more independent execution blocks | |
|
281 | and deciding whether to compile these in 'single' or 'exec' mode (see below for | |
|
282 | detailed execution semantics). | |
|
284 | .. versionchanged:: 5.0.0 | |
|
285 | ||
|
286 | ``user_variables`` removed, because it is redundant with user_expressions. | |
|
287 | ||
|
288 | The ``code`` field contains a single string (possibly multiline) to be executed. | |
|
283 | 289 | |
|
284 |
The ``user_expressions`` field |
|
|
290 | The ``user_expressions`` field deserves a detailed explanation. In the past, IPython had | |
|
285 | 291 | the notion of a prompt string that allowed arbitrary code to be evaluated, and |
|
286 | 292 | this was put to good use by many in creating prompts that displayed system |
|
287 | 293 | status, path information, and even more esoteric uses like remote instrument |
|
288 | 294 | status acquired over the network. But now that IPython has a clean separation |
|
289 | 295 | between the kernel and the clients, the kernel has no prompt knowledge; prompts |
|
290 | 296 | are a frontend feature, and it should be even possible for different |
|
291 | 297 | frontends to display different prompts while interacting with the same kernel. |
|
292 | ||
|
293 | The kernel provides the ability to retrieve data from the user's namespace | |
|
294 | after the execution of the main ``code``, thanks to two fields in the | |
|
295 | ``execute_request`` message: | |
|
296 | ||
|
297 | - ``user_expressions``: For more complex expressions that require function | |
|
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 | |
|
300 | same keys and the rich representations of the evaluated expressions as value. | |
|
301 | ||
|
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 | |
|
304 | terminal, etc). | |
|
305 | ||
|
306 | .. Note:: | |
|
307 | ||
|
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 | |
|
310 | empty code string and ``silent=True``. | |
|
311 | ||
|
312 | Execution semantics | |
|
313 | ~~~~~~~~~~~~~~~~~~~ | |
|
314 | ||
|
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): | |
|
317 | ||
|
318 | 1. Run the ``pre_runcode_hook``. | |
|
319 | ||
|
320 | 2. Execute the ``code`` field, see below for details. | |
|
321 | ||
|
322 | 3. If #2 succeeds, expressions in ``user_expressions`` are computed. | |
|
323 | This ensures that any error in the expressions don't affect the main code execution. | |
|
324 | ||
|
325 | 4. Call any method registered with :meth:`register_post_execute`. | |
|
326 | ||
|
327 | .. warning:: | |
|
328 | ||
|
329 | The API for running code before/after the main code block is likely to | |
|
330 | change soon. Both the ``pre_runcode_hook`` and the | |
|
331 | :meth:`register_post_execute` are susceptible to modification, as we find a | |
|
332 | consistent model for both. | |
|
333 | ||
|
334 | To understand how the ``code`` field is executed, one must know that Python | |
|
335 | code can be compiled in one of three modes (controlled by the ``mode`` argument | |
|
336 | to the :func:`compile` builtin): | |
|
337 | ||
|
338 | *single* | |
|
339 | Valid for a single interactive statement (though the source can contain | |
|
340 | multiple lines, such as a for loop). When compiled in this mode, the | |
|
341 | generated bytecode contains special instructions that trigger the calling of | |
|
342 | :func:`sys.displayhook` for any expression in the block that returns a value. | |
|
343 | This means that a single statement can actually produce multiple calls to | |
|
344 | :func:`sys.displayhook`, if for example it contains a loop where each | |
|
345 | iteration computes an unassigned expression would generate 10 calls:: | |
|
346 | ||
|
347 | for i in range(10): | |
|
348 | i**2 | |
|
349 | ||
|
350 | *exec* | |
|
351 | An arbitrary amount of source code, this is how modules are compiled. | |
|
352 | :func:`sys.displayhook` is *never* implicitly called. | |
|
353 | ||
|
354 | *eval* | |
|
355 | A single expression that returns a value. :func:`sys.displayhook` is *never* | |
|
356 | implicitly called. | |
|
357 | ||
|
358 | ||
|
359 | The ``code`` field is split into individual blocks each of which is valid for | |
|
360 | execution in 'single' mode, and then: | |
|
361 | ||
|
362 | - If there is only a single block: it is executed in 'single' mode. | |
|
363 | ||
|
364 | - If there is more than one block: | |
|
365 | ||
|
366 | * if the last one is a single line long, run all but the last in 'exec' mode | |
|
367 | and the very last one in 'single' mode. This makes it easy to type simple | |
|
368 | expressions at the end to see computed values. | |
|
369 | ||
|
370 | * if the last one is no more than two lines long, run all but the last in | |
|
371 | 'exec' mode and the very last one in 'single' mode. This makes it easy to | |
|
372 | type simple expressions at the end to see computed values. - otherwise | |
|
373 | (last one is also multiline), run all in 'exec' mode | |
|
374 | ||
|
375 | * otherwise (last one is also multiline), run all in 'exec' mode as a single | |
|
376 | unit. | |
|
298 | ``user_expressions`` can be used to retrieve this information. | |
|
377 | 299 | |
|
378 | 300 | Any error in evaluating any expression in ``user_expressions`` will result in |
|
379 | 301 | only that key containing a standard error message, of the form:: |
|
380 | 302 | |
|
381 | 303 | { |
|
382 | 304 | 'status' : 'error', |
|
383 | 305 | 'ename' : 'NameError', |
|
384 | 306 | 'evalue' : 'foo', |
|
385 | 307 | 'traceback' : ... |
|
386 | 308 | } |
|
387 | 309 | |
|
388 | Errors in any registered post_execute functions are also reported, | |
|
389 | and the failing function is removed from the post_execution set so that it does | |
|
390 | not continue triggering failures. | |
|
310 | .. Note:: | |
|
311 | ||
|
312 | In order to obtain the current execution counter for the purposes of | |
|
313 | displaying input prompts, frontends may make an execution request with an | |
|
314 | empty code string and ``silent=True``. | |
|
391 | 315 | |
|
392 | 316 | Upon completion of the execution request, the kernel *always* sends a reply, |
|
393 | 317 | with a status code indicating what happened and additional data depending on |
|
394 | 318 | the outcome. See :ref:`below <execution_results>` for the possible return |
|
395 | 319 | codes and associated data. |
|
396 | 320 | |
|
321 | .. seealso:: | |
|
322 | ||
|
323 | :ref:`execution_semantics` | |
|
397 | 324 | |
|
398 | 325 | .. _execution_counter: |
|
399 | 326 | |
|
400 | 327 | Execution counter (prompt number) |
|
401 | 328 | ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
|
402 | 329 | |
|
403 |
The kernel |
|
|
404 |
requests that are made with ``store_history=True``. |
|
|
405 | the ``In[n]``, ``Out[n]`` and ``_n`` variables, so clients will likely want to | |
|
406 | display it in some form to the user, which will typically (but not necessarily) | |
|
407 | be done in the prompts. The value of this counter will be returned as the | |
|
408 | ``execution_count`` field of all ``execute_reply`` and ``pyin`` messages. | |
|
330 | The kernel should have a single, monotonically increasing counter of all execution | |
|
331 | requests that are made with ``store_history=True``. This counter is used to populate | |
|
332 | the ``In[n]`` and ``Out[n]`` prompts. The value of this counter will be returned as the | |
|
333 | ``execution_count`` field of all ``execute_reply`` and ``execute_input`` messages. | |
|
409 | 334 | |
|
410 | 335 | .. _execution_results: |
|
411 | 336 | |
|
412 | 337 | Execution results |
|
413 | 338 | ~~~~~~~~~~~~~~~~~ |
|
414 | 339 | |
|
415 | 340 | Message type: ``execute_reply``:: |
|
416 | 341 | |
|
417 | 342 | content = { |
|
418 | 343 | # One of: 'ok' OR 'error' OR 'abort' |
|
419 | 344 | 'status' : str, |
|
420 | 345 | |
|
421 | 346 | # The global kernel counter that increases by one with each request that |
|
422 | 347 | # stores history. This will typically be used by clients to display |
|
423 | 348 | # prompt numbers to the user. If the request did not store history, this will |
|
424 | 349 | # be the current value of the counter in the kernel. |
|
425 | 350 | 'execution_count' : int, |
|
426 | 351 | } |
|
427 | 352 | |
|
428 | 353 | When status is 'ok', the following extra fields are present:: |
|
429 | 354 | |
|
430 | 355 | { |
|
431 | 356 | # 'payload' will be a list of payload dicts. |
|
432 | 357 | # Each execution payload is a dict with string keys that may have been |
|
433 | 358 | # produced by the code being executed. It is retrieved by the kernel at |
|
434 | 359 | # the end of the execution and sent back to the front end, which can take |
|
435 | 360 | # action on it as needed. |
|
436 | 361 | # The only requirement of each payload dict is that it have a 'source' key, |
|
437 | 362 | # which is a string classifying the payload (e.g. 'pager'). |
|
438 | 363 | 'payload' : list(dict), |
|
439 | 364 | |
|
440 | 365 | # Results for the user_expressions. |
|
441 | 366 | 'user_expressions' : dict, |
|
442 | 367 | } |
|
443 | 368 | |
|
369 | .. versionchanged:: 5.0.0 | |
|
370 | ||
|
371 | ``user_variables`` is removed, use user_expressions instead. | |
|
372 | ||
|
444 | 373 | .. admonition:: Execution payloads |
|
445 | 374 | |
|
446 | 375 | The notion of an 'execution payload' is different from a return value of a |
|
447 | 376 | given set of code, which normally is just displayed on the execute_result stream |
|
448 | 377 | through the PUB socket. The idea of a payload is to allow special types of |
|
449 | 378 | code, typically magics, to populate a data container in the IPython kernel |
|
450 | 379 | that will be shipped back to the caller via this channel. The kernel |
|
451 | 380 | has an API for this in the PayloadManager:: |
|
452 | 381 | |
|
453 | 382 | ip.payload_manager.write_payload(payload_dict) |
|
454 | 383 | |
|
455 | 384 | which appends a dictionary to the list of payloads. |
|
456 | 385 | |
|
457 | 386 | The payload API is not yet stabilized, |
|
458 | 387 | and should probably not be supported by non-Python kernels at this time. |
|
459 | 388 | In such cases, the payload list should always be empty. |
|
460 | 389 | |
|
461 | 390 | |
|
462 | 391 | When status is 'error', the following extra fields are present:: |
|
463 | 392 | |
|
464 | 393 | { |
|
465 | 394 | 'ename' : str, # Exception name, as a string |
|
466 | 395 | 'evalue' : str, # Exception value, as a string |
|
467 | 396 | |
|
468 | 397 | # The traceback will contain a list of frames, represented each as a |
|
469 | 398 | # string. For now we'll stick to the existing design of ultraTB, which |
|
470 | 399 | # controls exception level of detail statefully. But eventually we'll |
|
471 | 400 | # want to grow into a model where more information is collected and |
|
472 | 401 | # packed into the traceback object, with clients deciding how little or |
|
473 | 402 | # how much of it to unpack. But for now, let's start with a simple list |
|
474 | 403 | # of strings, since that requires only minimal changes to ultratb as |
|
475 | 404 | # written. |
|
476 | 405 | 'traceback' : list, |
|
477 | 406 | } |
|
478 | 407 | |
|
479 | 408 | |
|
480 | 409 | When status is 'abort', there are for now no additional data fields. This |
|
481 | 410 | happens when the kernel was interrupted by a signal. |
|
482 | 411 | |
|
483 | 412 | |
|
484 | Object information | |
|
485 |
------------- |
|
|
413 | Introspection | |
|
414 | ------------- | |
|
486 | 415 | |
|
487 | One of IPython's most used capabilities is the introspection of Python objects | |
|
488 | in the user's namespace, typically invoked via the ``?`` and ``??`` characters | |
|
489 | (which in reality are shorthands for the ``%pinfo`` magic). This is used often | |
|
490 | enough that it warrants an explicit message type, especially because frontends | |
|
491 | may want to get object information in response to user keystrokes (like Tab or | |
|
492 | F1) besides from the user explicitly typing code like ``x??``. | |
|
416 | Code can be inspected to show useful information to the user. | |
|
417 | It is up to the Kernel to decide what information should be displayed, and its formatting. | |
|
493 | 418 | |
|
494 |
Message type: `` |
|
|
419 | Message type: ``inspect_request``:: | |
|
495 | 420 | |
|
496 | 421 | content = { |
|
497 | # The (possibly dotted) name of the object to be searched in all | |
|
498 | # relevant namespaces | |
|
499 |
' |
|
|
422 | # The code context in which introspection is requested | |
|
423 | # this may be up to an entire multiline cell. | |
|
424 | 'code' : str, | |
|
425 | ||
|
426 | # The cursor position within 'code' (in unicode characters) where inspection is requested | |
|
427 | 'cursor_pos' : int, | |
|
500 | 428 | |
|
501 |
# The level of detail desired. |
|
|
429 | # The level of detail desired. In IPython, the default (0) is equivalent to typing | |
|
502 | 430 | # 'x?' at the prompt, 1 is equivalent to 'x??'. |
|
503 | 'detail_level' : int, | |
|
431 | # The difference is up to kernels, but in IPython level 1 includes the source code | |
|
432 | # if available. | |
|
433 | 'detail_level' : 0 or 1, | |
|
504 | 434 | } |
|
505 | 435 | |
|
506 | The returned information will be a dictionary with keys very similar to the | |
|
507 | field names that IPython prints at the terminal. | |
|
508 | ||
|
509 | Message type: ``object_info_reply``:: | |
|
436 | .. versionchanged:: 5.0.0 | |
|
437 | ||
|
438 | ``object_info_request`` renamed to ``inspect_request``. | |
|
439 | ||
|
440 | .. versionchanged:: 5.0.0 | |
|
441 | ||
|
442 | ``name`` key replaced with ``code`` and ``cursor_pos``, | |
|
443 | moving the lexing responsibility to the kernel. | |
|
444 | ||
|
445 | The reply is a mime-bundle, like a `display_data`_ message, | |
|
446 | which should be a formatted representation of information about the context. | |
|
447 | In the notebook, this is used to show tooltips over function calls, etc. | |
|
448 | ||
|
449 | Message type: ``inspect_reply``:: | |
|
510 | 450 | |
|
511 | 451 | content = { |
|
512 | # The name the object was requested under | |
|
513 | 'name' : str, | |
|
514 | ||
|
515 | # Boolean flag indicating whether the named object was found or not. If | |
|
516 | # it's false, all other fields will be empty. | |
|
517 | 'found' : bool, | |
|
518 | ||
|
519 | # Flags for magics and system aliases | |
|
520 | 'ismagic' : bool, | |
|
521 | 'isalias' : bool, | |
|
522 | ||
|
523 | # The name of the namespace where the object was found ('builtin', | |
|
524 | # 'magics', 'alias', 'interactive', etc.) | |
|
525 | 'namespace' : str, | |
|
526 | ||
|
527 | # The type name will be type.__name__ for normal Python objects, but it | |
|
528 | # can also be a string like 'Magic function' or 'System alias' | |
|
529 | 'type_name' : str, | |
|
530 | ||
|
531 | # The string form of the object, possibly truncated for length if | |
|
532 | # detail_level is 0 | |
|
533 | 'string_form' : str, | |
|
534 | ||
|
535 | # For objects with a __class__ attribute this will be set | |
|
536 | 'base_class' : str, | |
|
537 | ||
|
538 | # For objects with a __len__ attribute this will be set | |
|
539 | 'length' : int, | |
|
540 | ||
|
541 | # If the object is a function, class or method whose file we can find, | |
|
542 | # we give its full path | |
|
543 | 'file' : str, | |
|
544 | ||
|
545 | # For pure Python callable objects, we can reconstruct the object | |
|
546 | # definition line which provides its call signature. For convenience this | |
|
547 | # is returned as a single 'definition' field, but below the raw parts that | |
|
548 | # compose it are also returned as the argspec field. | |
|
549 | 'definition' : str, | |
|
550 | ||
|
551 | # The individual parts that together form the definition string. Clients | |
|
552 | # with rich display capabilities may use this to provide a richer and more | |
|
553 | # precise representation of the definition line (e.g. by highlighting | |
|
554 | # arguments based on the user's cursor position). For non-callable | |
|
555 | # objects, this field is empty. | |
|
556 | 'argspec' : { # The names of all the arguments | |
|
557 | args : list, | |
|
558 | # The name of the varargs (*args), if any | |
|
559 | varargs : str, | |
|
560 | # The name of the varkw (**kw), if any | |
|
561 | varkw : str, | |
|
562 | # The values (as strings) of all default arguments. Note | |
|
563 | # that these must be matched *in reverse* with the 'args' | |
|
564 | # list above, since the first positional args have no default | |
|
565 | # value at all. | |
|
566 | defaults : list, | |
|
567 | }, | |
|
568 | ||
|
569 | # For instances, provide the constructor signature (the definition of | |
|
570 | # the __init__ method): | |
|
571 | 'init_definition' : str, | |
|
572 | ||
|
573 | # Docstrings: for any object (function, method, module, package) with a | |
|
574 | # docstring, we show it. But in addition, we may provide additional | |
|
575 | # docstrings. For example, for instances we will show the constructor | |
|
576 | # and class docstrings as well, if available. | |
|
577 | 'docstring' : str, | |
|
578 | ||
|
579 | # For instances, provide the constructor and class docstrings | |
|
580 | 'init_docstring' : str, | |
|
581 | 'class_docstring' : str, | |
|
582 | ||
|
583 | # If it's a callable object whose call method has a separate docstring and | |
|
584 | # definition line: | |
|
585 | 'call_def' : str, | |
|
586 | 'call_docstring' : str, | |
|
587 | ||
|
588 | # If detail_level was 1, we also try to find the source code that | |
|
589 | # defines the object, if possible. The string 'None' will indicate | |
|
590 | # that no source was found. | |
|
591 | 'source' : str, | |
|
452 | # 'ok' if the request succeeded or 'error', with error information as in all other replies. | |
|
453 | 'status' : 'ok', | |
|
454 | ||
|
455 | # data can be empty if nothing is found | |
|
456 | 'data' : dict, | |
|
457 | 'metadata' : dict, | |
|
592 | 458 | } |
|
593 | 459 | |
|
594 | ||
|
595 | Complete | |
|
596 | -------- | |
|
460 | .. versionchanged:: 5.0.0 | |
|
461 | ||
|
462 | ``object_info_reply`` renamed to ``inspect_reply``. | |
|
463 | ||
|
464 | .. versionchanged:: 5.0.0 | |
|
465 | ||
|
466 | Reply is changed from structured data to a mime bundle, allowing formatting decisions to be made by the kernel. | |
|
467 | ||
|
468 | Completion | |
|
469 | ---------- | |
|
597 | 470 | |
|
598 | 471 | Message type: ``complete_request``:: |
|
599 | 472 | |
|
600 | 473 | content = { |
|
601 | # The text to be completed, such as 'a.is' | |
|
602 | # this may be an empty string if the frontend does not do any lexing, | |
|
603 | # in which case the kernel must figure out the completion | |
|
604 | # based on 'line' and 'cursor_pos'. | |
|
605 | 'text' : str, | |
|
606 | ||
|
607 | # The full line, such as 'print a.is'. This allows completers to | |
|
608 | # make decisions that may require information about more than just the | |
|
609 | # current word. | |
|
610 | 'line' : str, | |
|
611 | ||
|
612 | # The entire block of text where the line is. This may be useful in the | |
|
613 | # case of multiline completions where more context may be needed. Note: if | |
|
614 | # in practice this field proves unnecessary, remove it to lighten the | |
|
615 | # messages. | |
|
616 | ||
|
617 | 'block' : str or null/None, | |
|
618 | ||
|
619 | # The position of the cursor where the user hit 'TAB' on the line. | |
|
474 | # The code context in which completion is requested | |
|
475 | # this may be up to an entire multiline cell, such as | |
|
476 | # 'foo = a.isal' | |
|
477 | 'code' : str, | |
|
478 | ||
|
479 | # The cursor position within 'code' (in unicode characters) where completion is requested | |
|
620 | 480 | 'cursor_pos' : int, |
|
621 | 481 | } |
|
622 | 482 | |
|
483 | .. versionchanged:: 5.0.0 | |
|
484 | ||
|
485 | ``line``, ``block``, and ``text`` keys are removed in favor of a single ``code`` for context. | |
|
486 | Lexing is up to the kernel. | |
|
487 | ||
|
488 | ||
|
623 | 489 | Message type: ``complete_reply``:: |
|
624 | 490 | |
|
625 | 491 | content = { |
|
626 | 492 | # The list of all matches to the completion request, such as |
|
627 | 493 | # ['a.isalnum', 'a.isalpha'] for the above example. |
|
628 | 494 | 'matches' : list, |
|
629 | 495 | |
|
630 | # the substring of the matched text | |
|
631 | # this is typically the common prefix of the matches, | |
|
632 | # and the text that is already in the block that would be replaced by the full completion. | |
|
633 | # This would be 'a.is' in the above example. | |
|
634 | 'matched_text' : str, | |
|
496 | # The range of text that should be replaced by the above matches when a completion is accepted. | |
|
497 | # typically cursor_end is the same as cursor_pos in the request. | |
|
498 | 'cursor_start' : int, | |
|
499 | 'cursor_end' : int, | |
|
500 | ||
|
501 | # Information that frontend plugins might use for extra display information about completions. | |
|
502 | 'metadata' : dict, | |
|
635 | 503 | |
|
636 | 504 | # status should be 'ok' unless an exception was raised during the request, |
|
637 | 505 | # in which case it should be 'error', along with the usual error message content |
|
638 | 506 | # in other messages. |
|
639 | 507 | 'status' : 'ok' |
|
640 | 508 | } |
|
641 | 509 | |
|
642 | ||
|
510 | .. versionchanged:: 5.0.0 | |
|
511 | ||
|
512 | - ``matched_text`` is removed in favor of ``cursor_start`` and ``cursor_end``. | |
|
513 | - ``metadata`` is added for extended information. | |
|
514 | ||
|
515 | ||
|
643 | 516 | History |
|
644 | 517 | ------- |
|
645 | 518 | |
|
646 | 519 | For clients to explicitly request history from a kernel. The kernel has all |
|
647 | 520 | the actual execution history stored in a single location, so clients can |
|
648 | 521 | request it from the kernel when needed. |
|
649 | 522 | |
|
650 | 523 | Message type: ``history_request``:: |
|
651 | 524 | |
|
652 | 525 | content = { |
|
653 | 526 | |
|
654 | 527 | # If True, also return output history in the resulting dict. |
|
655 | 528 | 'output' : bool, |
|
656 | 529 | |
|
657 | 530 | # If True, return the raw input history, else the transformed input. |
|
658 | 531 | 'raw' : bool, |
|
659 | 532 | |
|
660 | 533 | # So far, this can be 'range', 'tail' or 'search'. |
|
661 | 534 | 'hist_access_type' : str, |
|
662 | 535 | |
|
663 | 536 | # If hist_access_type is 'range', get a range of input cells. session can |
|
664 | 537 | # be a positive session number, or a negative number to count back from |
|
665 | 538 | # the current session. |
|
666 | 539 | 'session' : int, |
|
667 | 540 | # start and stop are line numbers within that session. |
|
668 | 541 | 'start' : int, |
|
669 | 542 | 'stop' : int, |
|
670 | 543 | |
|
671 | 544 | # If hist_access_type is 'tail' or 'search', get the last n cells. |
|
672 | 545 | 'n' : int, |
|
673 | 546 | |
|
674 | 547 | # If hist_access_type is 'search', get cells matching the specified glob |
|
675 | 548 | # pattern (with * and ? as wildcards). |
|
676 | 549 | 'pattern' : str, |
|
677 | 550 | |
|
678 | 551 | # If hist_access_type is 'search' and unique is true, do not |
|
679 | 552 | # include duplicated history. Default is false. |
|
680 | 553 | 'unique' : bool, |
|
681 | 554 | |
|
682 | 555 | } |
|
683 | 556 | |
|
684 | 557 | .. versionadded:: 4.0 |
|
685 | 558 | The key ``unique`` for ``history_request``. |
|
686 | 559 | |
|
687 | 560 | Message type: ``history_reply``:: |
|
688 | 561 | |
|
689 | 562 | content = { |
|
690 | 563 | # A list of 3 tuples, either: |
|
691 | 564 | # (session, line_number, input) or |
|
692 | 565 | # (session, line_number, (input, output)), |
|
693 | 566 | # depending on whether output was False or True, respectively. |
|
694 | 567 | 'history' : list, |
|
695 | 568 | } |
|
696 | 569 | |
|
697 | 570 | |
|
698 | 571 | Connect |
|
699 | 572 | ------- |
|
700 | 573 | |
|
701 | 574 | When a client connects to the request/reply socket of the kernel, it can issue |
|
702 | 575 | a connect request to get basic information about the kernel, such as the ports |
|
703 | 576 | the other ZeroMQ sockets are listening on. This allows clients to only have |
|
704 | 577 | to know about a single port (the shell channel) to connect to a kernel. |
|
705 | 578 | |
|
706 | 579 | Message type: ``connect_request``:: |
|
707 | 580 | |
|
708 | 581 | content = { |
|
709 | 582 | } |
|
710 | 583 | |
|
711 | 584 | Message type: ``connect_reply``:: |
|
712 | 585 | |
|
713 | 586 | content = { |
|
714 | 587 | 'shell_port' : int, # The port the shell ROUTER socket is listening on. |
|
715 | 588 | 'iopub_port' : int, # The port the PUB socket is listening on. |
|
716 | 589 | 'stdin_port' : int, # The port the stdin ROUTER socket is listening on. |
|
717 | 590 | 'hb_port' : int, # The port the heartbeat socket is listening on. |
|
718 | 591 | } |
|
719 | 592 | |
|
720 | 593 | |
|
721 | 594 | Kernel info |
|
722 | 595 | ----------- |
|
723 | 596 | |
|
724 | 597 | If a client needs to know information about the kernel, it can |
|
725 | 598 | make a request of the kernel's information. |
|
726 | 599 | This message can be used to fetch core information of the |
|
727 | 600 | kernel, including language (e.g., Python), language version number and |
|
728 | 601 | IPython version number, and the IPython message spec version number. |
|
729 | 602 | |
|
730 | 603 | Message type: ``kernel_info_request``:: |
|
731 | 604 | |
|
732 | 605 | content = { |
|
733 | 606 | } |
|
734 | 607 | |
|
735 | 608 | Message type: ``kernel_info_reply``:: |
|
736 | 609 | |
|
737 | 610 | content = { |
|
738 |
# Version of messaging protocol |
|
|
611 | # Version of messaging protocol. | |
|
739 | 612 | # The first integer indicates major version. It is incremented when |
|
740 | 613 | # there is any backward incompatible change. |
|
741 | 614 | # The second integer indicates minor version. It is incremented when |
|
742 | 615 | # there is any backward compatible change. |
|
743 | 616 | 'protocol_version': 'X.Y.Z', |
|
744 | 617 | |
|
745 | # IPython version number (optional). | |
|
746 | # Non-python kernel backend may not have this version number. | |
|
747 | # could be '2.0.0-dev' for development version | |
|
748 | 'ipython_version': 'X.Y.Z', | |
|
618 | # The kernel implementation name | |
|
619 | # (e.g. 'ipython' for the IPython kernel) | |
|
620 | 'implementation': str, | |
|
621 | ||
|
622 | # Implementation version number. | |
|
623 | # The version number of the kernel's implementation | |
|
624 | # (e.g. IPython.__version__ for the IPython kernel) | |
|
625 | 'implementation_version': 'X.Y.Z', | |
|
749 | 626 | |
|
750 | # Language version number (mandatory). | |
|
627 | # Programming language in which kernel is implemented. | |
|
628 | # Kernel included in IPython returns 'python'. | |
|
629 | 'language': str, | |
|
630 | ||
|
631 | # Language version number. | |
|
751 | 632 | # It is Python version number (e.g., '2.7.3') for the kernel |
|
752 | 633 | # included in IPython. |
|
753 | 634 | 'language_version': 'X.Y.Z', |
|
754 | 635 | |
|
755 | # Programming language in which kernel is implemented (mandatory). | |
|
756 | # Kernel included in IPython returns 'python'. | |
|
757 |
' |
|
|
636 | # A banner of information about the kernel, | |
|
637 | # which may be desplayed in console environments. | |
|
638 | 'banner' : str, | |
|
758 | 639 | } |
|
759 | 640 | |
|
760 | .. versionchanged:: 5.0 | |
|
641 | .. versionchanged:: 5.0.0 | |
|
642 | ||
|
643 | Versions changed from lists of integers to strings. | |
|
644 | ||
|
645 | .. versionchanged:: 5.0.0 | |
|
646 | ||
|
647 | ``ipython_version`` is removed. | |
|
761 | 648 | |
|
762 | In protocol version 4.0, versions were given as lists of numbers, | |
|
763 | not version strings. | |
|
649 | .. versionchanged:: 5.0.0 | |
|
650 | ||
|
651 | ``implementation``, ``implementation_version``, and ``banner`` keys are added. | |
|
764 | 652 | |
|
765 | 653 | |
|
766 | 654 | Kernel shutdown |
|
767 | 655 | --------------- |
|
768 | 656 | |
|
769 | 657 | The clients can request the kernel to shut itself down; this is used in |
|
770 | 658 | multiple cases: |
|
771 | 659 | |
|
772 | 660 | - when the user chooses to close the client application via a menu or window |
|
773 | 661 | control. |
|
774 | 662 | - when the user types 'exit' or 'quit' (or their uppercase magic equivalents). |
|
775 | 663 | - when the user chooses a GUI method (like the 'Ctrl-C' shortcut in the |
|
776 | 664 | IPythonQt client) to force a kernel restart to get a clean kernel without |
|
777 | 665 | losing client-side state like history or inlined figures. |
|
778 | 666 | |
|
779 | 667 | The client sends a shutdown request to the kernel, and once it receives the |
|
780 | 668 | reply message (which is otherwise empty), it can assume that the kernel has |
|
781 | 669 | completed shutdown safely. |
|
782 | 670 | |
|
783 | 671 | Upon their own shutdown, client applications will typically execute a last |
|
784 | 672 | minute sanity check and forcefully terminate any kernel that is still alive, to |
|
785 | 673 | avoid leaving stray processes in the user's machine. |
|
786 | 674 | |
|
787 | 675 | Message type: ``shutdown_request``:: |
|
788 | 676 | |
|
789 | 677 | content = { |
|
790 | 678 | 'restart' : bool # whether the shutdown is final, or precedes a restart |
|
791 | 679 | } |
|
792 | 680 | |
|
793 | 681 | Message type: ``shutdown_reply``:: |
|
794 | 682 | |
|
795 | 683 | content = { |
|
796 | 684 | 'restart' : bool # whether the shutdown is final, or precedes a restart |
|
797 | 685 | } |
|
798 | 686 | |
|
799 | 687 | .. Note:: |
|
800 | 688 | |
|
801 | 689 | When the clients detect a dead kernel thanks to inactivity on the heartbeat |
|
802 | 690 | socket, they simply send a forceful process termination signal, since a dead |
|
803 | 691 | process is unlikely to respond in any useful way to messages. |
|
804 | 692 | |
|
805 | 693 | |
|
806 | 694 | Messages on the PUB/SUB socket |
|
807 | 695 | ============================== |
|
808 | 696 | |
|
809 | 697 | Streams (stdout, stderr, etc) |
|
810 | 698 | ------------------------------ |
|
811 | 699 | |
|
812 | 700 | Message type: ``stream``:: |
|
813 | 701 | |
|
814 | 702 | content = { |
|
815 | 703 | # The name of the stream is one of 'stdout', 'stderr' |
|
816 | 704 | 'name' : str, |
|
817 | 705 | |
|
818 | 706 | # The data is an arbitrary string to be written to that stream |
|
819 | 707 | 'data' : str, |
|
820 | 708 | } |
|
821 | 709 | |
|
822 | 710 | Display Data |
|
823 | 711 | ------------ |
|
824 | 712 | |
|
825 | 713 | This type of message is used to bring back data that should be displayed (text, |
|
826 | 714 | html, svg, etc.) in the frontends. This data is published to all frontends. |
|
827 | 715 | Each message can have multiple representations of the data; it is up to the |
|
828 | 716 | frontend to decide which to use and how. A single message should contain all |
|
829 | 717 | possible representations of the same information. Each representation should |
|
830 | 718 | be a JSON'able data structure, and should be a valid MIME type. |
|
831 | 719 | |
|
832 | 720 | Some questions remain about this design: |
|
833 | 721 | |
|
834 | 722 | * Do we use this message type for execute_result/displayhook? Probably not, because |
|
835 | 723 | the displayhook also has to handle the Out prompt display. On the other hand |
|
836 | we could put that information into the metadata secion. | |
|
724 | we could put that information into the metadata section. | |
|
725 | ||
|
726 | .. _display_data: | |
|
837 | 727 | |
|
838 | 728 | Message type: ``display_data``:: |
|
839 | 729 | |
|
840 | 730 | content = { |
|
841 | 731 | |
|
842 | 732 | # Who create the data |
|
843 | 733 | 'source' : str, |
|
844 | 734 | |
|
845 | 735 | # The data dict contains key/value pairs, where the keys are MIME |
|
846 | 736 | # types and the values are the raw data of the representation in that |
|
847 | 737 | # format. |
|
848 | 738 | 'data' : dict, |
|
849 | 739 | |
|
850 | 740 | # Any metadata that describes the data |
|
851 | 741 | 'metadata' : dict |
|
852 | 742 | } |
|
853 | 743 | |
|
854 | 744 | |
|
855 | 745 | The ``metadata`` contains any metadata that describes the output. |
|
856 | 746 | Global keys are assumed to apply to the output as a whole. |
|
857 | 747 | The ``metadata`` dict can also contain mime-type keys, which will be sub-dictionaries, |
|
858 | 748 | which are interpreted as applying only to output of that type. |
|
859 | 749 | Third parties should put any data they write into a single dict |
|
860 | 750 | with a reasonably unique name to avoid conflicts. |
|
861 | 751 | |
|
862 | 752 | The only metadata keys currently defined in IPython are the width and height |
|
863 | 753 | of images:: |
|
864 | 754 | |
|
865 |
|
|
|
755 | metadata = { | |
|
866 | 756 | 'image/png' : { |
|
867 | 757 | 'width': 640, |
|
868 | 758 | 'height': 480 |
|
869 | 759 | } |
|
870 | 760 | } |
|
871 | 761 | |
|
872 | 762 | |
|
763 | .. versionchanged:: 5.0.0 | |
|
764 | ||
|
765 | `application/json` data should be unpacked JSON data, | |
|
766 | not double-serialized as a JSON string. | |
|
767 | ||
|
768 | ||
|
873 | 769 | Raw Data Publication |
|
874 | 770 | -------------------- |
|
875 | 771 | |
|
876 | 772 | ``display_data`` lets you publish *representations* of data, such as images and html. |
|
877 | 773 | This ``data_pub`` message lets you publish *actual raw data*, sent via message buffers. |
|
878 | 774 | |
|
879 | 775 | data_pub messages are constructed via the :func:`IPython.lib.datapub.publish_data` function: |
|
880 | 776 | |
|
881 | 777 | .. sourcecode:: python |
|
882 | 778 | |
|
883 | 779 | from IPython.kernel.zmq.datapub import publish_data |
|
884 | 780 | ns = dict(x=my_array) |
|
885 | 781 | publish_data(ns) |
|
886 | 782 | |
|
887 | 783 | |
|
888 | 784 | Message type: ``data_pub``:: |
|
889 | 785 | |
|
890 | 786 | content = { |
|
891 | 787 | # the keys of the data dict, after it has been unserialized |
|
892 |
|
|
|
788 | 'keys' : ['a', 'b'] | |
|
893 | 789 | } |
|
894 | 790 | # the namespace dict will be serialized in the message buffers, |
|
895 | 791 | # which will have a length of at least one |
|
896 | buffers = ['pdict', ...] | |
|
792 | buffers = [b'pdict', ...] | |
|
897 | 793 | |
|
898 | 794 | |
|
899 | 795 | The interpretation of a sequence of data_pub messages for a given parent request should be |
|
900 | 796 | to update a single namespace with subsequent results. |
|
901 | 797 | |
|
902 | 798 | .. note:: |
|
903 | 799 | |
|
904 | 800 | No frontends directly handle data_pub messages at this time. |
|
905 | 801 | It is currently only used by the client/engines in :mod:`IPython.parallel`, |
|
906 | 802 | where engines may publish *data* to the Client, |
|
907 | 803 | of which the Client can then publish *representations* via ``display_data`` |
|
908 | 804 | to various frontends. |
|
909 | 805 | |
|
910 |
|
|
|
911 |
----------- |
|
|
806 | Code inputs | |
|
807 | ----------- | |
|
912 | 808 | |
|
913 | 809 | To let all frontends know what code is being executed at any given time, these |
|
914 | 810 | messages contain a re-broadcast of the ``code`` portion of an |
|
915 | 811 | :ref:`execute_request <execute>`, along with the :ref:`execution_count |
|
916 | 812 | <execution_counter>`. |
|
917 | 813 | |
|
918 |
Message type: `` |
|
|
814 | Message type: ``execute_input``:: | |
|
919 | 815 | |
|
920 | 816 | content = { |
|
921 | 817 | 'code' : str, # Source code to be executed, one or more lines |
|
922 | 818 | |
|
923 | 819 | # The counter for this execution is also provided so that clients can |
|
924 | 820 | # display it, since IPython automatically creates variables called _iN |
|
925 | 821 | # (for input prompt In[N]). |
|
926 | 822 | 'execution_count' : int |
|
927 | 823 | } |
|
928 | 824 | |
|
929 | Python outputs | |
|
930 | -------------- | |
|
825 | .. versionchanged:: 5.0.0 | |
|
826 | ||
|
827 | ``pyin`` is renamed to ``execute_input``. | |
|
828 | ||
|
931 | 829 | |
|
932 | When Python produces output from code that has been compiled in with the | |
|
933 | 'single' flag to :func:`compile`, any expression that produces a value (such as | |
|
934 | ``1+1``) is passed to ``sys.displayhook``, which is a callable that can do with | |
|
935 | this value whatever it wants. The default behavior of ``sys.displayhook`` in | |
|
936 | the Python interactive prompt is to print to ``sys.stdout`` the :func:`repr` of | |
|
937 | the value as long as it is not ``None`` (which isn't printed at all). In our | |
|
938 | case, the kernel instantiates as ``sys.displayhook`` an object which has | |
|
939 | similar behavior, but which instead of printing to stdout, broadcasts these | |
|
940 | values as ``execute_result`` messages for clients to display appropriately. | |
|
941 | ||
|
942 | IPython's displayhook can handle multiple simultaneous formats depending on its | |
|
943 | configuration. The default pretty-printed repr text is always given with the | |
|
944 | ``data`` entry in this message. Any other formats are provided in the | |
|
945 | ``extra_formats`` list. Frontends are free to display any or all of these | |
|
946 | according to its capabilities. ``extra_formats`` list contains 3-tuples of an ID | |
|
947 | string, a type string, and the data. The ID is unique to the formatter | |
|
948 | implementation that created the data. Frontends will typically ignore the ID | |
|
949 | unless if it has requested a particular formatter. The type string tells the | |
|
950 | frontend how to interpret the data. It is often, but not always a MIME type. | |
|
951 | Frontends should ignore types that it does not understand. The data itself is | |
|
830 | Execution results | |
|
831 | ----------------- | |
|
832 | ||
|
833 | Results of an execution are published as an ``execute_result``. | |
|
834 | These are identical to `display_data`_ messages, with the addition of an ``execution_count`` key. | |
|
835 | ||
|
836 | Results can have multiple simultaneous formats depending on its | |
|
837 | configuration. A plain text representation should always be provided | |
|
838 | in the ``text/plain`` mime-type. Frontends are free to display any or all of these | |
|
839 | according to its capabilities. | |
|
840 | Frontends should ignore mime-types they do not understand. The data itself is | |
|
952 | 841 | any JSON object and depends on the format. It is often, but not always a string. |
|
953 | 842 | |
|
954 | 843 | Message type: ``execute_result``:: |
|
955 | 844 | |
|
956 | 845 | content = { |
|
957 | 846 | |
|
958 | 847 | # The counter for this execution is also provided so that clients can |
|
959 | 848 | # display it, since IPython automatically creates variables called _N |
|
960 | 849 | # (for prompt N). |
|
961 | 850 | 'execution_count' : int, |
|
962 | ||
|
851 | ||
|
963 | 852 | # data and metadata are identical to a display_data message. |
|
964 | 853 | # the object being displayed is that passed to the display hook, |
|
965 | 854 | # i.e. the *result* of the execution. |
|
966 | 855 | 'data' : dict, |
|
967 | 856 | 'metadata' : dict, |
|
968 | 857 | } |
|
969 | ||
|
970 |
|
|
|
971 | ------------- | |
|
858 | ||
|
859 | Execution errors | |
|
860 | ---------------- | |
|
972 | 861 | |
|
973 | 862 | When an error occurs during code execution |
|
974 | 863 | |
|
975 | 864 | Message type: ``error``:: |
|
976 | 865 | |
|
977 | 866 | content = { |
|
978 | 867 | # Similar content to the execute_reply messages for the 'error' case, |
|
979 | 868 | # except the 'status' field is omitted. |
|
980 | 869 | } |
|
981 | 870 | |
|
871 | .. versionchanged:: 5.0.0 | |
|
872 | ||
|
873 | ``pyerr`` renamed to ``error`` | |
|
874 | ||
|
982 | 875 | Kernel status |
|
983 | 876 | ------------- |
|
984 | 877 | |
|
985 | 878 | This message type is used by frontends to monitor the status of the kernel. |
|
986 | 879 | |
|
987 | 880 | Message type: ``status``:: |
|
988 | 881 | |
|
989 | 882 | content = { |
|
990 | 883 | # When the kernel starts to execute code, it will enter the 'busy' |
|
991 | 884 | # state and when it finishes, it will enter the 'idle' state. |
|
992 | 885 | # The kernel will publish state 'starting' exactly once at process startup. |
|
993 | 886 | execution_state : ('busy', 'idle', 'starting') |
|
994 | 887 | } |
|
995 | 888 | |
|
996 | 889 | Clear output |
|
997 | 890 | ------------ |
|
998 | 891 | |
|
999 | 892 | This message type is used to clear the output that is visible on the frontend. |
|
1000 | 893 | |
|
1001 | 894 | Message type: ``clear_output``:: |
|
1002 | 895 | |
|
1003 | 896 | content = { |
|
1004 | 897 | |
|
1005 | 898 | # Wait to clear the output until new output is available. Clears the |
|
1006 | 899 | # existing output immediately before the new output is displayed. |
|
1007 | 900 | # Useful for creating simple animations with minimal flickering. |
|
1008 | 901 | 'wait' : bool, |
|
1009 | 902 | } |
|
1010 | 903 | |
|
1011 | 904 | .. versionchanged:: 4.1 |
|
1012 | 905 | |
|
1013 |
|
|
|
1014 |
and |
|
|
906 | ``stdout``, ``stderr``, and ``display`` boolean keys for selective clearing are removed, | |
|
907 | and ``wait`` is added. | |
|
1015 | 908 | The selective clearing keys are ignored in v4 and the default behavior remains the same, |
|
1016 | 909 | so v4 clear_output messages will be safely handled by a v4.1 frontend. |
|
1017 | 910 | |
|
1018 | 911 | |
|
1019 | 912 | Messages on the stdin ROUTER/DEALER sockets |
|
1020 | 913 | =========================================== |
|
1021 | 914 | |
|
1022 | 915 | This is a socket where the request/reply pattern goes in the opposite direction: |
|
1023 | 916 | from the kernel to a *single* frontend, and its purpose is to allow |
|
1024 | 917 | ``raw_input`` and similar operations that read from ``sys.stdin`` on the kernel |
|
1025 | 918 | to be fulfilled by the client. The request should be made to the frontend that |
|
1026 | 919 | made the execution request that prompted ``raw_input`` to be called. For now we |
|
1027 | 920 | will keep these messages as simple as possible, since they only mean to convey |
|
1028 | 921 | the ``raw_input(prompt)`` call. |
|
1029 | 922 | |
|
1030 | 923 | Message type: ``input_request``:: |
|
1031 | 924 | |
|
1032 | content = { 'prompt' : str, 'password' : bool } | |
|
925 | content = { | |
|
926 | # the text to show at the prompt | |
|
927 | 'prompt' : str, | |
|
928 | # Is the request for a password? | |
|
929 | # If so, the frontend shouldn't echo input. | |
|
930 | 'password' : bool | |
|
931 | } | |
|
1033 | 932 |
|
|
1034 | 933 | Message type: ``input_reply``:: |
|
1035 | 934 | |
|
1036 | 935 | content = { 'value' : str } |
|
1037 | 936 | |
|
1038 | 937 | |
|
1039 | 938 | When ``password`` is True, the frontend should not echo the input as it is entered. |
|
1040 | 939 | |
|
1041 | .. versionchanged:: 5.0 | |
|
940 | .. versionchanged:: 5.0.0 | |
|
1042 | 941 | |
|
1043 |
``password`` key added |
|
|
942 | ``password`` key added. | |
|
1044 | 943 | |
|
1045 | 944 | .. note:: |
|
1046 | 945 | |
|
1047 | 946 | The stdin socket of the client is required to have the same zmq IDENTITY |
|
1048 | 947 | as the client's shell socket. |
|
1049 | 948 | Because of this, the ``input_request`` must be sent with the same IDENTITY |
|
1050 | 949 | routing prefix as the ``execute_reply`` in order for the frontend to receive |
|
1051 | 950 | the message. |
|
1052 | 951 | |
|
1053 | 952 | .. note:: |
|
1054 | 953 | |
|
1055 | 954 | We do not explicitly try to forward the raw ``sys.stdin`` object, because in |
|
1056 | 955 | practice the kernel should behave like an interactive program. When a |
|
1057 | 956 | program is opened on the console, the keyboard effectively takes over the |
|
1058 | 957 | ``stdin`` file descriptor, and it can't be used for raw reading anymore. |
|
1059 | 958 | Since the IPython kernel effectively behaves like a console program (albeit |
|
1060 | 959 | one whose "keyboard" is actually living in a separate process and |
|
1061 | 960 | transported over the zmq connection), raw ``stdin`` isn't expected to be |
|
1062 | 961 | available. |
|
1063 | 962 | |
|
1064 | ||
|
963 | ||
|
1065 | 964 | Heartbeat for kernels |
|
1066 | 965 | ===================== |
|
1067 | 966 | |
|
1068 | Initially we had considered using messages like those above over ZMQ for a | |
|
1069 | kernel 'heartbeat' (a way to detect quickly and reliably whether a kernel is | |
|
1070 | alive at all, even if it may be busy executing user code). But this has the | |
|
1071 | problem that if the kernel is locked inside extension code, it wouldn't execute | |
|
1072 | the python heartbeat code. But it turns out that we can implement a basic | |
|
1073 | heartbeat with pure ZMQ, without using any Python messaging at all. | |
|
1074 | ||
|
1075 | The monitor sends out a single zmq message (right now, it is a str of the | |
|
1076 | monitor's lifetime in seconds), and gets the same message right back, prefixed | |
|
1077 | with the zmq identity of the DEALER socket in the heartbeat process. This can be | |
|
1078 | a uuid, or even a full message, but there doesn't seem to be a need for packing | |
|
1079 | up a message when the sender and receiver are the exact same Python object. | |
|
1080 | ||
|
1081 | The model is this:: | |
|
967 | Clients send ping messages on a REQ socket, which are echoed right back | |
|
968 | from the Kernel's REP socket. These are simple bytestrings, not full JSON messages described above. | |
|
1082 | 969 | |
|
1083 | monitor.send(str(self.lifetime)) # '1.2345678910' | |
|
1084 | ||
|
1085 | and the monitor receives some number of messages of the form:: | |
|
1086 | ||
|
1087 | ['uuid-abcd-dead-beef', '1.2345678910'] | |
|
1088 | ||
|
1089 | where the first part is the zmq.IDENTITY of the heart's DEALER on the engine, and | |
|
1090 | the rest is the message sent by the monitor. No Python code ever has any | |
|
1091 | access to the message between the monitor's send, and the monitor's recv. | |
|
1092 | 970 | |
|
1093 | 971 | Custom Messages |
|
1094 | 972 | =============== |
|
1095 | 973 | |
|
1096 | 974 | .. versionadded:: 4.1 |
|
1097 | 975 | |
|
1098 | 976 | IPython 2.0 (msgspec v4.1) adds a messaging system for developers to add their own objects with Frontend |
|
1099 | 977 | and Kernel-side components, and allow them to communicate with each other. |
|
1100 | 978 | To do this, IPython adds a notion of a ``Comm``, which exists on both sides, |
|
1101 | 979 | and can communicate in either direction. |
|
1102 | 980 | |
|
1103 | 981 | These messages are fully symmetrical - both the Kernel and the Frontend can send each message, |
|
1104 | 982 | and no messages expect a reply. |
|
1105 | 983 | The Kernel listens for these messages on the Shell channel, |
|
1106 | 984 | and the Frontend listens for them on the IOPub channel. |
|
1107 | 985 | |
|
1108 | 986 | Opening a Comm |
|
1109 | 987 | -------------- |
|
1110 | 988 | |
|
1111 | 989 | Opening a Comm produces a ``comm_open`` message, to be sent to the other side:: |
|
1112 | 990 | |
|
1113 | 991 | { |
|
1114 | 992 | 'comm_id' : 'u-u-i-d', |
|
1115 | 993 | 'target_name' : 'my_comm', |
|
1116 | 994 | 'data' : {} |
|
1117 | 995 | } |
|
1118 | 996 | |
|
1119 | 997 | Every Comm has an ID and a target name. |
|
1120 | 998 | The code handling the message on the receiving side is responsible for maintaining a mapping |
|
1121 | 999 | of target_name keys to constructors. |
|
1122 | 1000 | After a ``comm_open`` message has been sent, |
|
1123 | 1001 | there should be a corresponding Comm instance on both sides. |
|
1124 | 1002 | The ``data`` key is always a dict and can be any extra JSON information used in initialization of the comm. |
|
1125 | 1003 | |
|
1126 | 1004 | If the ``target_name`` key is not found on the receiving side, |
|
1127 | 1005 | then it should immediately reply with a ``comm_close`` message to avoid an inconsistent state. |
|
1128 | 1006 | |
|
1129 | 1007 | Comm Messages |
|
1130 | 1008 | ------------- |
|
1131 | 1009 | |
|
1132 | 1010 | Comm messages are one-way communications to update comm state, |
|
1133 | 1011 | used for synchronizing widget state, or simply requesting actions of a comm's counterpart. |
|
1134 | 1012 | |
|
1135 | 1013 | Essentially, each comm pair defines their own message specification implemented inside the ``data`` dict. |
|
1136 | 1014 | |
|
1137 | 1015 | There are no expected replies (of course, one side can send another ``comm_msg`` in reply). |
|
1138 | 1016 | |
|
1139 | 1017 | Message type: ``comm_msg``:: |
|
1140 | 1018 | |
|
1141 | 1019 | { |
|
1142 | 1020 | 'comm_id' : 'u-u-i-d', |
|
1143 | 1021 | 'data' : {} |
|
1144 | 1022 | } |
|
1145 | 1023 | |
|
1146 | 1024 | Tearing Down Comms |
|
1147 | 1025 | ------------------ |
|
1148 | 1026 | |
|
1149 | 1027 | Since comms live on both sides, when a comm is destroyed the other side must be notified. |
|
1150 | 1028 | This is done with a ``comm_close`` message. |
|
1151 | 1029 | |
|
1152 | 1030 | Message type: ``comm_close``:: |
|
1153 | 1031 | |
|
1154 | 1032 | { |
|
1155 | 1033 | 'comm_id' : 'u-u-i-d', |
|
1156 | 1034 | 'data' : {} |
|
1157 | 1035 | } |
|
1158 | 1036 | |
|
1159 | 1037 | Output Side Effects |
|
1160 | 1038 | ------------------- |
|
1161 | 1039 | |
|
1162 | 1040 | Since comm messages can execute arbitrary user code, |
|
1163 | 1041 | handlers should set the parent header and publish status busy / idle, |
|
1164 | 1042 | just like an execute request. |
|
1165 | 1043 | |
|
1166 | 1044 | |
|
1167 | ToDo | |
|
1168 | ==== | |
|
1045 | To Do | |
|
1046 | ===== | |
|
1169 | 1047 | |
|
1170 | 1048 | Missing things include: |
|
1171 | 1049 | |
|
1172 | 1050 | * Important: finish thinking through the payload concept and API. |
|
1173 | 1051 | |
|
1174 | * Important: ensure that we have a good solution for magics like %edit. It's | |
|
1175 | likely that with the payload concept we can build a full solution, but not | |
|
1176 | 100% clear yet. | |
|
1177 | ||
|
1178 | 1052 | .. include:: ../links.txt |
General Comments 0
You need to be logged in to leave comments.
Login now