1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143
|
# session_info
`session_info` outputs version information for modules loaded in the current session,
Python, the OS, and the CPU. It is designed as a minimum measure to increase
reproducibility and provides similar information as `sessionInfo` and
`devtools::session_info` in R.
## Motivation
`session_info` is particularly useful when conducting exploratory data analysis in
Jupyter notebooks. Listing the version numbers of all loaded modules after
importing them is a simple way to ensure a minimum level of reproducibility
while requiring little additional effort. This practice is useful both when
revisiting notebooks and when sharing them with colleagues. `session_info` is meant to
complement more robust practices such as frozen virtual environments,
containers, and binder.
## Installation
`session_info` can be installed via `pip install session_info`. It does not depend on a package
manager to find version numbers since it fetches them from the module's version
string. Its only dependency is `stdlib_list`, which is used to distinguish
between standard library and third party modules.
## Usage
`session_info` can be used from a script like so:
```python
import math
import natsort
import pandas
import session_info
session_info.show()
```
Output:
```
Session information:
-----
natsort 7.1.1
pandas 1.2.2
session_info 1.0.0
-----
IPython 7.23.0
jupyter_client 6.1.12
jupyter_core 4.7.1
-----
Python 3.9.2 | packaged by conda-forge | (default, Feb 21 2021, 05:02:46) [GCC 9.3.0]
Linux-5.11.13-arch1-1-x86_64-with-glibc2.33
-----
Session information updated at 2021-05-06 09:59
```
The default behavior is to only output modules not in the standard library,
which is why the `math` module is omitted above (it can be included by
specifying `std_lib=True`). To include not only the explicitly imported
modules, but also any dependencies they import internally, specify `dependencies=True`.
When `session_info` is invoked from a Jupyter Notebook,
the output is concealed in `<details>` tags
and will only show when clicked.
Since this saves visual real estate,
any modules imported indirectly as dependencies
will be included by default
and it looks like this:
<details>
<summary>Click to view session information</summary>
<pre>
-----
natsort 7.1.1
pandas 1.2.2
session_info 1.0.0
-----
</pre>
<details>
<summary>Click to view modules imported as dependencies</summary>
<pre>
backcall 0.2.0
cython_runtime NA
dateutil 2.8.1
decorator 5.0.7
ipykernel 5.5.3
ipython_genutils 0.2.0
jedi 0.18.0
numpy 1.20.2
parso 0.8.2
pexpect 4.8.0
pickleshare 0.7.5
prompt_toolkit 3.0.18
ptyprocess 0.7.0
pygments 2.8.1
pytz 2021.1
six 1.15.0
storemagic NA
tornado 6.1
traitlets 5.0.5
wcwidth 0.2.5
zmq 22.0.3
</pre>
</details>
<pre>
-----
IPython 7.23.0
jupyter_client 6.1.12
jupyter_core 4.7.1
-----
Python 3.9.2 | packaged by conda-forge | (default, Feb 21 2021, 05:02:46) [GCC 9.3.0]
Linux-5.11.13-arch1-1-x86_64-with-glibc2.33
-----
Session information updated at 2021-05-06 09:59
</pre>
</details>
If you prefer to show the session information without the HTML tags,
you can use `session_info.show(html=False)` in the notebook
to get the same output as in the first example above.
`session_info` can also write the module dependencies
to a `requirements.txt` file,
which is compatible with `pip install -r /path/to/requirements.txt`.
[View the docstring for complete parameter information](https://gitlab.com/joelostblom/session_info/-/blob/master/sinfo/main.py#L73-118).
## Background
`session_info` started as minor modifications of `py_session`, and as it grew it
became convenient to create a new package. `session_info` was built with the help of
information provided in stackoverflow answers and existing similar packages,
including
- https://github.com/fbrundu/py_session
- https://github.com/jrjohansson/version_information
- https://github.com/rasbt/watermark
- https://stackoverflow.com/a/4858123/2166823
- https://stackoverflow.com/a/40690954/2166823
- https://stackoverflow.com/a/52187331/2166823
|