caryan / paranormal

A declarative, parameter-parsing library that provides multiple parsing interfaces (YAML, command line, and JSON)

paranormal

A declarative, parameter-parsing library that provides multiple parsing interfaces (YAML, command line, and JSON) for loading parameters.

Python Install:

Just install from PyPi using pip install paranormal.

Running unit tests

Unit tests can be executed by running pytest from top folder of the repository.

Using the Library

The following code samples show how this library is meant to be used.

Subclass Params

from paranormal.parameter_interface import *
from paranormal.params import *

class FrequencySweep(Params):
    """
    A frequency sweep measurement
    """
    freqs = SpanArangeParam(help='A list of frequencies to scan as [center, width, num]',
                            default=[1, 2, 100], unit='GHz')
    power = FloatParam(help='Power to transmit', default=-20, unit='dBm')
    pulse_samples = IntParam(help='Samples in the pulse', default=100)
    averages = IntParam(help='Number of sweeps to average over', default=10)
    is_test = BoolParam(help='Is this just a test', default=False)

Reading From the Command Line

parser = to_argparse(FrequencySweep)
# argparse will grab the command line arguments
# Ex command line: '--freqs 1 10 200 --power -40 --pulse_samples 200 --is_test'
args = parser.parse_args()
sweep_params = from_parsed_args(FrequencySweep, params_namespace=args)[0]

# even_simpler
sweep_params = create_parser_and_parse_args(FrequencySweep)

Setting and getting parameters

print(sweep_params.freqs)  # prints a numpy array of size (200,)
sweep_params.freqs = [1, 1, 50]
print(sweep_params.freqs)  # prints a numpy array of size (50,)
print(sweep_params.is_test)  # prints True

JSON and YAML serialization

import json
import yaml  # pyyaml

d = to_json_serializable_dict(sweep_params)
s = json.dumps(d)
sweep_params = from_json_serializable_dict(json.loads(s))


to_yaml_file(sweep_params, 'test_params.yaml')
sweep_params = from_yaml_file('test_params.yaml')

Nested Params

class MultipleFreqSweeps(Params):
    sweep_1 = FrequencySweep(freqs=[0, 1, 100])
    sweep_2 = FrequencySweep(freqs=[1, 2, 100])