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1 | .. _autoawait: |
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1 | .. _autoawait: | |
2 |
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2 | |||
3 | Asynchronous in REPL: Autoawait |
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3 | Asynchronous in REPL: Autoawait | |
4 | =============================== |
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4 | =============================== | |
5 |
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5 | |||
6 | .. note:: |
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6 | .. note:: | |
7 |
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7 | |||
8 | This feature is experimental and behavior can change between python and |
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8 | This feature is experimental and behavior can change between python and | |
9 | IPython version without prior deprecation. |
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9 | IPython version without prior deprecation. | |
10 |
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10 | |||
11 | Starting with IPython 7.0, and when user Python 3.6 and above, IPython offer the |
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11 | Starting with IPython 7.0, and when user Python 3.6 and above, IPython offer the | |
12 | ability to run asynchronous code from the REPL. Constructs which are |
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12 | ability to run asynchronous code from the REPL. Constructs which are | |
13 | :exc:`SyntaxError` s in the Python REPL can be used seamlessly in IPython. |
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13 | :exc:`SyntaxError` s in the Python REPL can be used seamlessly in IPython. | |
14 |
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14 | |||
15 | The example given here are for terminal IPython, running async code in a |
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15 | The example given here are for terminal IPython, running async code in a | |
16 |
notebook interface or any other frontend using the Jupyter protocol |
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16 | notebook interface or any other frontend using the Jupyter protocol need to | |
17 |
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17 | IPykernel version 5.0 or above. The details of how async code runs in | |
18 | IPykernel will differ between IPython, IPykernel and their versions. |
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18 | IPykernel will differ between IPython, IPykernel and their versions. | |
19 |
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19 | |||
20 | When a supported library is used, IPython will automatically allow Futures and |
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20 | When a supported library is used, IPython will automatically allow Futures and | |
21 | Coroutines in the REPL to be ``await`` ed. This will happen if an :ref:`await |
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21 | Coroutines in the REPL to be ``await`` ed. This will happen if an :ref:`await | |
22 | <await>` (or any other async constructs like async-with, async-for) is use at |
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22 | <await>` (or any other async constructs like async-with, async-for) is use at | |
23 | top level scope, or if any structure valid only in `async def |
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23 | top level scope, or if any structure valid only in `async def | |
24 | <https://docs.python.org/3/reference/compound_stmts.html#async-def>`_ function |
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24 | <https://docs.python.org/3/reference/compound_stmts.html#async-def>`_ function | |
25 | context are present. For example, the following being a syntax error in the |
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25 | context are present. For example, the following being a syntax error in the | |
26 | Python REPL:: |
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26 | Python REPL:: | |
27 |
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27 | |||
28 | Python 3.6.0 |
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28 | Python 3.6.0 | |
29 | [GCC 4.2.1] |
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29 | [GCC 4.2.1] | |
30 | Type "help", "copyright", "credits" or "license" for more information. |
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30 | Type "help", "copyright", "credits" or "license" for more information. | |
31 | >>> import aiohttp |
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31 | >>> import aiohttp | |
32 | >>> result = aiohttp.get('https://api.github.com') |
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32 | >>> result = aiohttp.get('https://api.github.com') | |
33 | >>> response = await result |
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33 | >>> response = await result | |
34 | File "<stdin>", line 1 |
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34 | File "<stdin>", line 1 | |
35 | response = await result |
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35 | response = await result | |
36 | ^ |
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36 | ^ | |
37 | SyntaxError: invalid syntax |
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37 | SyntaxError: invalid syntax | |
38 |
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38 | |||
39 | Should behave as expected in the IPython REPL:: |
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39 | Should behave as expected in the IPython REPL:: | |
40 |
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40 | |||
41 | Python 3.6.0 |
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41 | Python 3.6.0 | |
42 | Type 'copyright', 'credits' or 'license' for more information |
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42 | Type 'copyright', 'credits' or 'license' for more information | |
43 | IPython 7.0.0 -- An enhanced Interactive Python. Type '?' for help. |
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43 | IPython 7.0.0 -- An enhanced Interactive Python. Type '?' for help. | |
44 |
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44 | |||
45 | In [1]: import aiohttp |
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45 | In [1]: import aiohttp | |
46 | ...: result = aiohttp.get('https://api.github.com') |
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46 | ...: result = aiohttp.get('https://api.github.com') | |
47 |
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47 | |||
48 | In [2]: response = await result |
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48 | In [2]: response = await result | |
49 | <pause for a few 100s ms> |
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49 | <pause for a few 100s ms> | |
50 |
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50 | |||
51 | In [3]: await response.json() |
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51 | In [3]: await response.json() | |
52 | Out[3]: |
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52 | Out[3]: | |
53 | {'authorizations_url': 'https://api.github.com/authorizations', |
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53 | {'authorizations_url': 'https://api.github.com/authorizations', | |
54 | 'code_search_url': 'https://api.github.com/search/code?q={query}...', |
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54 | 'code_search_url': 'https://api.github.com/search/code?q={query}...', | |
55 | ... |
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55 | ... | |
56 | } |
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56 | } | |
57 |
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57 | |||
58 |
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58 | |||
59 | You can use the ``c.InteractiveShell.autoawait`` configuration option and set it |
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59 | You can use the ``c.InteractiveShell.autoawait`` configuration option and set it | |
60 | to :any:`False` to deactivate automatic wrapping of asynchronous code. You can also |
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60 | to :any:`False` to deactivate automatic wrapping of asynchronous code. You can also | |
61 | use the :magic:`%autoawait` magic to toggle the behavior at runtime:: |
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61 | use the :magic:`%autoawait` magic to toggle the behavior at runtime:: | |
62 |
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62 | |||
63 | In [1]: %autoawait False |
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63 | In [1]: %autoawait False | |
64 |
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64 | |||
65 | In [2]: %autoawait |
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65 | In [2]: %autoawait | |
66 | IPython autoawait is `Off`, and set to use `asyncio` |
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66 | IPython autoawait is `Off`, and set to use `asyncio` | |
67 |
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67 | |||
68 |
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68 | |||
69 |
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69 | |||
70 | By default IPython will assume integration with Python's provided |
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70 | By default IPython will assume integration with Python's provided | |
71 | :mod:`asyncio`, but integration with other libraries is provided. In particular |
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71 | :mod:`asyncio`, but integration with other libraries is provided. In particular | |
72 | we provide experimental integration with the ``curio`` and ``trio`` library. |
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72 | we provide experimental integration with the ``curio`` and ``trio`` library. | |
73 |
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73 | |||
74 | You can switch current integration by using the |
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74 | You can switch current integration by using the | |
75 | ``c.InteractiveShell.loop_runner`` option or the ``autoawait <name |
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75 | ``c.InteractiveShell.loop_runner`` option or the ``autoawait <name | |
76 | integration>`` magic. |
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76 | integration>`` magic. | |
77 |
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77 | |||
78 | For example:: |
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78 | For example:: | |
79 |
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79 | |||
80 | In [1]: %autoawait trio |
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80 | In [1]: %autoawait trio | |
81 |
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81 | |||
82 | In [2]: import trio |
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82 | In [2]: import trio | |
83 |
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83 | |||
84 | In [3]: async def child(i): |
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84 | In [3]: async def child(i): | |
85 | ...: print(" child %s goes to sleep"%i) |
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85 | ...: print(" child %s goes to sleep"%i) | |
86 | ...: await trio.sleep(2) |
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86 | ...: await trio.sleep(2) | |
87 | ...: print(" child %s wakes up"%i) |
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87 | ...: print(" child %s wakes up"%i) | |
88 |
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88 | |||
89 | In [4]: print('parent start') |
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89 | In [4]: print('parent start') | |
90 | ...: async with trio.open_nursery() as n: |
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90 | ...: async with trio.open_nursery() as n: | |
91 | ...: for i in range(5): |
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91 | ...: for i in range(5): | |
92 | ...: n.spawn(child, i) |
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92 | ...: n.spawn(child, i) | |
93 | ...: print('parent end') |
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93 | ...: print('parent end') | |
94 | parent start |
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94 | parent start | |
95 | child 2 goes to sleep |
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95 | child 2 goes to sleep | |
96 | child 0 goes to sleep |
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96 | child 0 goes to sleep | |
97 | child 3 goes to sleep |
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97 | child 3 goes to sleep | |
98 | child 1 goes to sleep |
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98 | child 1 goes to sleep | |
99 | child 4 goes to sleep |
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99 | child 4 goes to sleep | |
100 | <about 2 seconds pause> |
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100 | <about 2 seconds pause> | |
101 | child 2 wakes up |
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101 | child 2 wakes up | |
102 | child 1 wakes up |
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102 | child 1 wakes up | |
103 | child 0 wakes up |
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103 | child 0 wakes up | |
104 | child 3 wakes up |
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104 | child 3 wakes up | |
105 | child 4 wakes up |
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105 | child 4 wakes up | |
106 | parent end |
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106 | parent end | |
107 |
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107 | |||
108 |
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108 | |||
109 | In the above example, ``async with`` at top level scope is a syntax error in |
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109 | In the above example, ``async with`` at top level scope is a syntax error in | |
110 | Python. |
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110 | Python. | |
111 |
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111 | |||
112 | Using this mode can have unexpected consequences if used in interaction with |
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112 | Using this mode can have unexpected consequences if used in interaction with | |
113 | other features of IPython and various registered extensions. In particular if you |
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113 | other features of IPython and various registered extensions. In particular if you | |
114 | are a direct or indirect user of the AST transformers, these may not apply to |
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114 | are a direct or indirect user of the AST transformers, these may not apply to | |
115 | your code. |
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115 | your code. | |
116 |
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116 | |||
117 | When using command line IPython, the default loop (or runner) does not process |
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117 | When using command line IPython, the default loop (or runner) does not process | |
118 | in the background, so top level asynchronous code must finish for the REPL to |
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118 | in the background, so top level asynchronous code must finish for the REPL to | |
119 | allow you to enter more code. As with usual Python semantic, the awaitables are |
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119 | allow you to enter more code. As with usual Python semantic, the awaitables are | |
120 | started only when awaited for the first time. That is to say, in first example, |
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120 | started only when awaited for the first time. That is to say, in first example, | |
121 | no network request is done between ``In[1]`` and ``In[2]``. |
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121 | no network request is done between ``In[1]`` and ``In[2]``. | |
122 |
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122 | |||
123 |
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123 | |||
124 | Effects on IPython.embed() |
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124 | Effects on IPython.embed() | |
125 | ========================== |
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125 | ========================== | |
126 |
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126 | |||
127 | IPython core being asynchronous, the use of ``IPython.embed()`` will now require |
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127 | IPython core being asynchronous, the use of ``IPython.embed()`` will now require | |
128 | a loop to run. By default IPython will use a fake coroutine runner which should |
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128 | a loop to run. By default IPython will use a fake coroutine runner which should | |
129 | allow ``IPython.embed()`` to be nested. Though this will prevent usage of the |
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129 | allow ``IPython.embed()`` to be nested. Though this will prevent usage of the | |
130 | ``autoawait`` feature when using IPython embed. |
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130 | ``autoawait`` feature when using IPython embed. | |
131 |
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131 | |||
132 | You can set explicitly a coroutine runner for ``embed()`` if you desire to run |
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132 | You can set explicitly a coroutine runner for ``embed()`` if you desire to run | |
133 | asynchronous code, the exact behavior is though undefined. |
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133 | asynchronous code, the exact behavior is though undefined. | |
134 |
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134 | |||
135 | Effects on Magics |
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135 | Effects on Magics | |
136 | ================= |
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136 | ================= | |
137 |
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137 | |||
138 | A couple of magics (``%%timeit``, ``%timeit``, ``%%time``, ``%%prun``) have not |
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138 | A couple of magics (``%%timeit``, ``%timeit``, ``%%time``, ``%%prun``) have not | |
139 | yet been updated to work with asynchronous code and will raise syntax errors |
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139 | yet been updated to work with asynchronous code and will raise syntax errors | |
140 | when trying to use top-level ``await``. We welcome any contribution to help fix |
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140 | when trying to use top-level ``await``. We welcome any contribution to help fix | |
141 | those, and extra cases we haven't caught yet. We hope for better support in Cor |
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141 | those, and extra cases we haven't caught yet. We hope for better support in Cor | |
142 | Python for top-level Async code. |
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142 | Python for top-level Async code. | |
143 |
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143 | |||
144 | Internals |
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144 | Internals | |
145 | ========= |
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145 | ========= | |
146 |
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146 | |||
147 | As running asynchronous code is not supported in interactive REPL (as of Python |
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147 | As running asynchronous code is not supported in interactive REPL (as of Python | |
148 | 3.7) we have to rely to a number of complex workaround and heuristic to allow |
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148 | 3.7) we have to rely to a number of complex workaround and heuristic to allow | |
149 | this to happen. It is interesting to understand how this works in order to |
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149 | this to happen. It is interesting to understand how this works in order to | |
150 | comprehend potential bugs, or provide a custom runner. |
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150 | comprehend potential bugs, or provide a custom runner. | |
151 |
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151 | |||
152 | Among the many approaches that are at our disposition, we find only one that |
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152 | Among the many approaches that are at our disposition, we find only one that | |
153 | suited out need. Under the hood we use the code object from a async-def function |
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153 | suited out need. Under the hood we use the code object from a async-def function | |
154 | and run it in global namespace after modifying it to not create a new |
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154 | and run it in global namespace after modifying it to not create a new | |
155 | ``locals()`` scope:: |
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155 | ``locals()`` scope:: | |
156 |
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156 | |||
157 | async def inner_async(): |
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157 | async def inner_async(): | |
158 | locals().update(**global_namespace) |
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158 | locals().update(**global_namespace) | |
159 | # |
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159 | # | |
160 | # here is user code |
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160 | # here is user code | |
161 | # |
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161 | # | |
162 | return last_user_statement |
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162 | return last_user_statement | |
163 | codeobj = modify(inner_async.__code__) |
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163 | codeobj = modify(inner_async.__code__) | |
164 | coroutine = eval(codeobj, user_ns) |
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164 | coroutine = eval(codeobj, user_ns) | |
165 | display(loop_runner(coroutine)) |
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165 | display(loop_runner(coroutine)) | |
166 |
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166 | |||
167 |
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167 | |||
168 |
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168 | |||
169 | The first thing you'll notice is that unlike classical ``exec``, there is only |
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169 | The first thing you'll notice is that unlike classical ``exec``, there is only | |
170 | one namespace. Second, user code runs in a function scope, and not a module |
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170 | one namespace. Second, user code runs in a function scope, and not a module | |
171 | scope. |
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171 | scope. | |
172 |
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172 | |||
173 | On top of the above there are significant modification to the AST of |
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173 | On top of the above there are significant modification to the AST of | |
174 | ``function``, and ``loop_runner`` can be arbitrary complex. So there is a |
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174 | ``function``, and ``loop_runner`` can be arbitrary complex. So there is a | |
175 | significant overhead to this kind of code. |
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175 | significant overhead to this kind of code. | |
176 |
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176 | |||
177 | By default the generated coroutine function will be consumed by Asyncio's |
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177 | By default the generated coroutine function will be consumed by Asyncio's | |
178 | ``loop_runner = asyncio.get_evenloop().run_until_complete()`` method if |
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178 | ``loop_runner = asyncio.get_evenloop().run_until_complete()`` method if | |
179 | ``async`` mode is deemed necessary, otherwise the coroutine will just be |
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179 | ``async`` mode is deemed necessary, otherwise the coroutine will just be | |
180 | exhausted in a simple runner. It is though possible to change the default |
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180 | exhausted in a simple runner. It is though possible to change the default | |
181 | runner. |
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181 | runner. | |
182 |
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182 | |||
183 | A loop runner is a *synchronous* function responsible from running a coroutine |
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183 | A loop runner is a *synchronous* function responsible from running a coroutine | |
184 | object. |
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184 | object. | |
185 |
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185 | |||
186 | The runner is responsible from ensuring that ``coroutine`` run to completion, |
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186 | The runner is responsible from ensuring that ``coroutine`` run to completion, | |
187 | and should return the result of executing the coroutine. Let's write a |
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187 | and should return the result of executing the coroutine. Let's write a | |
188 | runner for ``trio`` that print a message when used as an exercise, ``trio`` is |
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188 | runner for ``trio`` that print a message when used as an exercise, ``trio`` is | |
189 | special as it usually prefer to run a function object and make a coroutine by |
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189 | special as it usually prefer to run a function object and make a coroutine by | |
190 | itself, we can get around this limitation by wrapping it in an async-def without |
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190 | itself, we can get around this limitation by wrapping it in an async-def without | |
191 | parameters and passing this value to ``trio``:: |
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191 | parameters and passing this value to ``trio``:: | |
192 |
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192 | |||
193 |
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193 | |||
194 | In [1]: import trio |
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194 | In [1]: import trio | |
195 | ...: from types import CoroutineType |
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195 | ...: from types import CoroutineType | |
196 | ...: |
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196 | ...: | |
197 | ...: def trio_runner(coro:CoroutineType): |
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197 | ...: def trio_runner(coro:CoroutineType): | |
198 | ...: print('running asynchronous code') |
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198 | ...: print('running asynchronous code') | |
199 | ...: async def corowrap(coro): |
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199 | ...: async def corowrap(coro): | |
200 | ...: return await coro |
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200 | ...: return await coro | |
201 | ...: return trio.run(corowrap, coro) |
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201 | ...: return trio.run(corowrap, coro) | |
202 |
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202 | |||
203 | We can set it up by passing it to ``%autoawait``:: |
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203 | We can set it up by passing it to ``%autoawait``:: | |
204 |
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204 | |||
205 | In [2]: %autoawait trio_runner |
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205 | In [2]: %autoawait trio_runner | |
206 |
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206 | |||
207 | In [3]: async def async_hello(name): |
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207 | In [3]: async def async_hello(name): | |
208 | ...: await trio.sleep(1) |
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208 | ...: await trio.sleep(1) | |
209 | ...: print(f'Hello {name} world !') |
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209 | ...: print(f'Hello {name} world !') | |
210 | ...: await trio.sleep(1) |
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210 | ...: await trio.sleep(1) | |
211 |
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211 | |||
212 | In [4]: await async_hello('async') |
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212 | In [4]: await async_hello('async') | |
213 | running asynchronous code |
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213 | running asynchronous code | |
214 | Hello async world ! |
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214 | Hello async world ! | |
215 |
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215 | |||
216 |
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216 | |||
217 | Asynchronous programming in python (and in particular in the REPL) is still a |
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217 | Asynchronous programming in python (and in particular in the REPL) is still a | |
218 | relatively young subject. We expect some code to not behave as you expect, so |
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218 | relatively young subject. We expect some code to not behave as you expect, so | |
219 | feel free to contribute improvements to this codebase and give us feedback. |
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219 | feel free to contribute improvements to this codebase and give us feedback. | |
220 |
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220 | |||
221 | We invite you to thoroughly test this feature and report any unexpected behavior |
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221 | We invite you to thoroughly test this feature and report any unexpected behavior | |
222 | as well as propose any improvement. |
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222 | as well as propose any improvement. | |
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223 | ||||
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224 | Using Autoawait in a notebook (IPykernel) | |||
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225 | ========================================= | |||
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226 | ||||
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227 | Update ipykernel to version 5.0 or greater:: | |||
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228 | ||||
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229 | pip install ipykernel ipython --upgrade | |||
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230 | # or | |||
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231 | conda install ipykernel ipython --upgrade | |||
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232 | ||||
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233 | This should automatically enable ``autoawait`` integration. Unlike terminal | |||
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234 | IPython all code run on ``asynio`` eventloop, so creating a loop by hand will | |||
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235 | not work, including with magics like ``%run`` or other framework that create | |||
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236 | the eventloop themselves. In case like this you can try to use projects like | |||
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237 | `nest_asyncio <https://github.com/erdewit/nest_asyncio>`_ and see discussion like `this one | |||
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238 | <https://github.com/jupyter/notebook/issues/3397#issuecomment-419386811>`_ | |||
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239 | ||||
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240 | Difference between terminal IPython and IPykernel | |||
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241 | ================================================= | |||
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242 | ||||
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243 | The exact asynchronous code running behavior can varies between Terminal | |||
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244 | IPython and IPykernel. The root cause of this behavior is due to IPykernel | |||
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245 | having a _persistent_ ``asyncio`` loop running, while Terminal IPython start | |||
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246 | and stop a loop for each code block. This can lead to surprising behavior in | |||
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247 | some case if you are used to manipulate asyncio loop yourself, see for example | |||
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248 | :ghissue:`11303` for a longer discussion but here are some of the astonishing | |||
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249 | cases. | |||
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250 | ||||
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251 | This behavior is an implementation detail, and should not be relied upon. It | |||
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252 | can change without warnings in future versions of IPython. | |||
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253 | ||||
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254 | In terminal IPython a loop is started for each code blocks only if there is top | |||
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255 | level async code:: | |||
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256 | ||||
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257 | $ ipython | |||
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258 | In [1]: import asyncio | |||
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259 | ...: asyncio.get_event_loop() | |||
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260 | Out[1]: <_UnixSelectorEventLoop running=False closed=False debug=False> | |||
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261 | ||||
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262 | In [2]: | |||
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263 | ||||
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264 | In [2]: import asyncio | |||
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265 | ...: await asyncio.sleep(0) | |||
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266 | ...: asyncio.get_event_loop() | |||
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267 | Out[2]: <_UnixSelectorEventLoop running=True closed=False debug=False> | |||
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268 | ||||
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269 | See that ``running`` is ``True`` only in the case were we ``await sleep()`` | |||
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270 | ||||
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271 | In a Notebook, with ipykernel the asyncio eventloop is always running:: | |||
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272 | ||||
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273 | $ jupyter notebook | |||
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274 | In [1]: import asyncio | |||
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275 | ...: loop1 = asyncio.get_event_loop() | |||
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276 | ...: loop1 | |||
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277 | Out[1]: <_UnixSelectorEventLoop running=True closed=False debug=False> | |||
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278 | ||||
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279 | In [2]: loop2 = asyncio.get_event_loop() | |||
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280 | ...: loop2 | |||
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281 | Out[2]: <_UnixSelectorEventLoop running=True closed=False debug=False> | |||
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282 | ||||
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283 | In [3]: loop1 is loop2 | |||
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284 | Out[3]: True | |||
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285 | ||||
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286 | In Terminal IPython background task are only processed while the foreground | |||
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287 | task is running, and IIF the foreground task is async:: | |||
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288 | ||||
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289 | $ ipython | |||
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290 | In [1]: import asyncio | |||
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291 | ...: | |||
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292 | ...: async def repeat(msg, n): | |||
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293 | ...: for i in range(n): | |||
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294 | ...: print(f"{msg} {i}") | |||
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295 | ...: await asyncio.sleep(1) | |||
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296 | ...: return f"{msg} done" | |||
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297 | ...: | |||
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298 | ...: asyncio.ensure_future(repeat("background", 10)) | |||
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299 | Out[1]: <Task pending coro=<repeat() running at <ipython-input-1-02d0ef250fe7>:3>> | |||
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300 | ||||
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301 | In [2]: await asyncio.sleep(3) | |||
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302 | background 0 | |||
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303 | background 1 | |||
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304 | background 2 | |||
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305 | background 3 | |||
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306 | ||||
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307 | In [3]: import time | |||
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308 | ...: time.sleep(5) | |||
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309 | ||||
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310 | In [4]: await asyncio.sleep(3) | |||
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311 | background 4 | |||
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312 | background 5 | |||
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313 | background 6 | |||
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314 | ||||
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315 | In a Notebook, QtConsole, or any other frontend using IPykernel, background | |||
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316 | task should behave as expected. |
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