kedro.io.JSONLocalDataSet¶
-
class
kedro.io.JSONLocalDataSet(filepath, load_args=None, save_args=None, version=None)[source]¶ Bases:
kedro.io.core.AbstractVersionedDataSetJSONLocalDataSetencodes data as json and saves it to a local file or reads in and decodes an existing json file. The encoding/decoding functionality is provided by Python’sjsonlibrary.Example:
from kedro.io import JSONLocalDataSet my_dict = { 'a_string': 'Hello, World!', 'a_list': [1, 2, 3] } data_set = JSONLocalDataSet(filepath="test.json") data_set.save(my_dict) reloaded = data_set.load() assert my_dict == reloaded
Attributes
JSONLocalDataSet.DEFAULT_LOAD_ARGSJSONLocalDataSet.DEFAULT_SAVE_ARGSMethods
JSONLocalDataSet.__init__(filepath[, …])Creates a new instance of JSONLocalDataSetpointing to a concrete filepath.JSONLocalDataSet.exists()Checks whether a data set’s output already exists by calling the provided _exists() method. JSONLocalDataSet.from_config(name, config[, …])Create a data set instance using the configuration provided. JSONLocalDataSet.get_last_load_version()Versioned datasets should override this property to return last loaded version JSONLocalDataSet.get_last_save_version()Versioned datasets should override this property to return last saved version. JSONLocalDataSet.load()Loads data by delegation to the provided load method. JSONLocalDataSet.release()Release any cached data. JSONLocalDataSet.save(data)Saves data by delegation to the provided save method. -
DEFAULT_LOAD_ARGS= {}¶
-
DEFAULT_SAVE_ARGS= {'indent': 4}¶
-
__init__(filepath, load_args=None, save_args=None, version=None)[source]¶ Creates a new instance of
JSONLocalDataSetpointing to a concrete filepath.Parameters: - filepath (
str) – path to a local json file. - load_args (
Optional[Dict[str,Any]]) – Arguments passed on to`json.load. See https://docs.python.org/3/library/json.html for details. All defaults are preserved. - save_args (
Optional[Dict[str,Any]]) – Arguments passed on to`json.dump. See https://docs.python.org/3/library/json.html for details. All defaults are preserved. - version (
Optional[Version]) – If specified, should be an instance ofkedro.io.core.Version. If itsloadattribute is None, the latest version will be loaded. If itssaveattribute is None, save version will be autogenerated.
Return type: None- filepath (
-
exists()¶ Checks whether a data set’s output already exists by calling the provided _exists() method.
Return type: boolReturns: Flag indicating whether the output already exists. Raises: DataSetError– when underlying exists method raises error.
-
classmethod
from_config(name, config, load_version=None, save_version=None)¶ Create a data set instance using the configuration provided.
Parameters: - name (
str) – Data set name. - config (
Dict[str,Any]) – Data set config dictionary. - load_version (
Optional[str]) – Version string to be used forloadoperation if the data set is versioned. Has no effect on the data set if versioning was not enabled. - save_version (
Optional[str]) – Version string to be used forsaveoperation if the data set is versioned. Has no effect on the data set if versioning was not enabled.
Return type: AbstractDataSetReturns: An instance of an
AbstractDataSetsubclass.Raises: DataSetError– When the function fails to create the data set from its config.- name (
-
get_last_load_version()¶ Versioned datasets should override this property to return last loaded version
Return type: Optional[str]
-
get_last_save_version()¶ Versioned datasets should override this property to return last saved version.
Return type: Optional[str]
-
load()¶ Loads data by delegation to the provided load method.
Return type: AnyReturns: Data returned by the provided load method. Raises: DataSetError– When underlying load method raises error.
-
release()¶ Release any cached data.
Raises: DataSetError– when underlying exists method raises error.Return type: None
-
save(data)¶ Saves data by delegation to the provided save method.
Parameters: data ( Any) – the value to be saved by provided save method.Raises: DataSetError– when underlying save method raises error.Return type: None
-