data_formats Namespace Reference

Functions
def	_dicts_to_orm_objects (model, data)
def	_objects_to_dicts (data)
def	_to_array_of_dicts (data)
def	_to_datatables (data)
def	apply_function (data, function, key)
def	objects_to_dicts (script)
def	query (script)
def	to_array_of_dicts (script)
def	to_datatables (script)
def	to_sql_query (data)

Detailed Description

This file holds decorator functions that can rearrange data returned from data sources.
They should be used to decorate the method that holds the script that is being passed to the framework.

Note: may also contain a decorator that can wrap a class around a function that contains a script (future development).

Function Documentation

_dicts_to_orm_objects()

def data_formats._dicts_to_orm_objects (   model,   data  )

private

Definition at line 102 of file data_formats.py.

References isotrackApplyRegressor.model, and isotrackApplyRegressor.range.

Referenced by models.generate(), and data_formats_tests.data_formats_tests.test_dicts_to_orm_objects().

def _dicts_to_orm_objects(model, data):
    if data.__class__.__name__ in ["json_list", "json_dict", "json_basic"]:
        data = data.data()
    new_data = [model(data[n]) for n in range(0, len(data))]
    return new_data

_objects_to_dicts()

def data_formats._objects_to_dicts (   data )

private

Definition at line 96 of file data_formats.py.

References isotrackApplyRegressor.range.

Referenced by data_sources.json_list.as_table(), objects_to_dicts(), data_formats_tests.data_formats_tests.test_dicts_to_orm_objects(), and data_formats_tests.data_formats_tests.test_orm_objects_to_dicts().

def _objects_to_dicts(data):
    if data.__class__.__name__ in ["json_list", "json_dict", "json_basic"]:
        data = data.data()
    new_data = [data[n].as_dicts() for n in range(0, len(data))]
    return json_data_node.make(new_data)

_to_array_of_dicts()

def data_formats._to_array_of_dicts (   data )

private

Definition at line 59 of file data_formats.py.

References data, genParticles_cff.map, str, and reco.zip().

Referenced by to_array_of_dicts().

def _to_array_of_dicts(data):
    # check to see if the user has returned a data source, instead of a json data node
    if not(data.__class__.__name__ in ["json_list", "json_dict", "json_basic"]):
        data = json_data_node.make(data)
    headers = data.get("headers").data()
    data_list = data.get("data").data()
    def unicode_to_str(string):
        return str(string) if type(string) == str else string
    headers = list(map(unicode_to_str, headers))
    def row_to_dict(row):
        row = list(map(unicode_to_str, row))
        return dict(list(zip(headers, row)))
    array_of_dicts = list(map(row_to_dict, data_list))
    return json_data_node.make(array_of_dicts)

_to_datatables()

def data_formats._to_datatables (   data )

private

Definition at line 74 of file data_formats.py.

References data, relativeConstraints.keys, genParticles_cff.map, isotrackApplyRegressor.range, str, and contentValuesCheck.values.

def _to_datatables(data):
    headers = list(map(str, list(data.get(0).data().keys())))
    new_data = []
    for n in range(0, len(data.data())):
        new_data.append([str(entry) if type(entry) == str else entry for entry in list(data.get(n).data().values())])
    return json_data_node.make({
        "headers" : headers,
        "data" : new_data
    })

apply_function()

def data_formats.apply_function	(		data,
			function,
			key
	)

Definition at line 88 of file data_formats.py.

References HiBiasedCentrality_cfi.function, and isotrackApplyRegressor.range.

def apply_function(data, function, key):
    data = data.data()
    def apply_function_to_key(row):
        row[key] = function(row[key])
        return row
    new_data = [apply_function_to_key(data[n]) for n in range(0, len(data))]
    return json_data_node(new_data)

objects_to_dicts()

def data_formats.objects_to_dicts

(

script

)

Definition at line 48 of file data_formats.py.

References _objects_to_dicts(), submitPVResolutionJobs.script, and str.

def objects_to_dicts(script):
    def new_script(self, connection):
        try:
            data = script(self, connection)
            return _objects_to_dicts(data)
        except (KeyError, TypeError) as e:
            raise Exception("The data you gave wasn't in the correct format: %s" % str(e))
    return new_script

# functions used in decorators

query()

def data_formats.query

(

script

)

Definition at line 39 of file data_formats.py.

References submitPVResolutionJobs.script, and str.

def query(script):
    def new_script(self, connection):
        try:
            data = script(self, connection)
            return _to_sql_query(data)
        except (KeyError, TypeError) as e:
            raise Exception("The data you gave wasn't in the correct format: %s" % str(e))
    return new_script

to_array_of_dicts()

def data_formats.to_array_of_dicts

(

script

)

Definition at line 17 of file data_formats.py.

References _to_array_of_dicts(), submitPVResolutionJobs.script, and str.

def to_array_of_dicts(script):
    def new_script(self, connection):
        try:
            data = script(self, connection)
            array_of_dicts = _to_array_of_dicts(data)
            return json_data_node.make(array_of_dicts)
        except (KeyError, TypeError) as e:
            raise Exception("The data you gave wasn't in the correct format: %s" % str(e))
    return new_script

# convert {{header:value}, ..., {header:value}} to {headers:[], data:[[]]}

to_datatables()

def data_formats.to_datatables

(

script

)

Definition at line 28 of file data_formats.py.

References ALPAKA_ACCELERATOR_NAMESPACE::caPixelDoublets.if(), submitPVResolutionJobs.script, and str.

def to_datatables(script):
    def new_script(self, connection):
        try:
            data = script(self, connection)
            if(type(data) == list):
                data = _json_data_node.make(data)
            return to_datatables(data)
        except (KeyError, TypeError) as e:
            raise Exception("The data you gave wasn't in the correct format: %s" % str(e))
    return new_script

to_sql_query()

def data_formats.to_sql_query

(

data

)

Definition at line 84 of file data_formats.py.

def to_sql_query(data):
    return data.to_sql()

# apply function to specific column of data, assuming data

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