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