tomlparse is a Python library and command-line tool that allows you to use TOML configuration files in conjunction with the argparse module. It provides a simple and convenient way to handle your python projects, leveraging the strengths of both TOML and argparse.
You can install the library using pip
pip install tomlparse
Using tomlparse is straightforward and requires only a few extra steps compared to using argparse alone.
You first define your configuration options in a TOML file. TOML files are highly flexible and include a lot of native types. Have look here for an extensive list. TOML files usually come in the following form:
# This is a very basic TOML file
foo = 10
bar = "hello"
At the core of this module is the TOML ArgumentParser, a simple wrapper of the original argparse module. To use the TOML arguments for our project, we we would create an ArgumentParser
as usual:
import tomlparse
parser = tomlparse.ArgumentParser()
parser.add_argument("--foo", type=int, default=0)
parser.add_argument("--bar", type=str, default="")
parser.parse_args()
This is just a simple example with two arguments. But for larger projects with many hyperparameters, the number of arguments can quickly grow, and the TOML file provides an easy way to collect and store different hyperparameter configurations. Every TOML ArgumentParser has a config
argument defined that we can pass using the following command-line syntax:
python experiment.py --config "example.toml"
This will replace the default values from the ArgumentParser with the TOML values.
TOML files have the ability to separate arguments into different sections (called tables
), which are represented by nested dictionaries:
# This is a TOML File
# Parameters without a prededing [] are not part of a table (called root-table)
foo = 10
bar = "hello"
# These arguments are part of the table [general]
[general]
foo = 20
# These arguments are part of the table [root]
[root]
bar = "hey"
If we would load this TOML file as usual this would return a dict {"foo": 10, "bar": "hello", "general": {"foo": 20}, "root" : {"bar": "hey"}}
. Note that foo
and bar
are overloaded and defined twice. To specify the values we wish to take each TOML ArgumentParser has two arguments defined:
table
root-table
We can use these directly from the command-line:
python experiment.py --config "example.toml" --table "general"
Here the root-table
is not defined. In this case the arguments at the top of the file without a table are taken and parsing would return the following dict {"foo": 20, "bar": "hello"}
. Note that table
arguments override arguments from the root-table
.
We can also specify the root-table:
python experiment.py --config "example.toml" --table "general" --root-table "root"
which would return the following dict {"foo: 20", "bar": "hey"}
and override the arguments from the top of the TOML file.
In general, we have the following hierarchy of arguments:
This means that we can also override arguments in the TOML file from the command-line:
python experiment.py --config "example.toml" --table "general" --foo 100
Please have a look at the contribution guidlines in Contributing.rst
.
Repository initiated with fpgmaas/cookiecutter-poetry.