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a/src/azure_data_factory_testing_framework/functions/functions_conversion_implementation.py b/src/azure_data_factory_testing_framework/functions/functions_conversion_implementation.py index c46049b2..9b000e9c 100644 --- a/src/azure_data_factory_testing_framework/functions/functions_conversion_implementation.py +++ b/src/azure_data_factory_testing_framework/functions/functions_conversion_implementation.py @@ -1,13 +1,163 @@ -from typing import Any +import base64 as base64_lib +import json as json_lib +from typing import Any, Union +from urllib.parse import quote, unquote +import xmltodict +from lxml import etree -def coalesce(args: list) -> Any: # noqa: ANN401 - return next((arg for arg in args if arg is not None), None) +def array(value: str) -> list: + """Return an array from a single specified input. For multiple inputs, see createArray().""" + return [value] -def json(argument: Any) -> Any: # noqa: ANN401 - return argument +def base64(value: str) -> str: + """Return the base64-encoded version for a string.""" + return base64_lib.b64encode(value.encode("utf-8")).decode("utf-8") -def string(input_str: Any) -> str: # noqa: ANN401 - return input_str + +def base64_to_binary(value: str) -> str: + """Return the binary version for a base64-encoded string.""" + bytes_value = value.encode("utf-8") + return "".join(f"{byte:08b}" for byte in bytes_value) + + +def base64_to_string(value: str) -> str: + """Return the string version for a base64-encoded string, effectively decoding the base64 string. + + Use this function rather than decodeBase64(). Although both functions work the same way, base64ToString() is preferred. + """ + return base64_lib.b64decode(value).decode("utf-8") + + +def binary(value: str) -> str: + """Return the binary version for a string.""" + bytes_value = value.encode("utf-8") + return "".join(f"{byte:08b}" for byte in bytes_value) + + +def bool_(value: Any) -> bool: # noqa: ANN401 + """Return the Boolean version for a value.""" + return bool(value) + + +def coalesce(*objects: Any) -> Any: # noqa: ANN401 + """Return the first non-null value from one or more parameters. + + Empty strings, empty arrays, and empty objects are not null. + """ + for obj in objects: + if obj is not None: + return obj + + return None + + +def create_array(*objects: Any) -> list: # noqa: ANN401 + """Return an array from multiple inputs. For single input arrays, see array().""" + return list(objects) + + +def data_uri(value: str) -> str: + """Return a data uniform resource identifier (URI) for a string.""" + return f"data:text/plain;charset=utf-8;base64,{base64_lib.b64encode(value.encode('utf-8')).decode('utf-8')}" + + +def data_uri_to_binary(value: str) -> str: + """Return the binary version for a data uniform resource identifier (URI). + + Use this function rather than decodeDataUri(). Although both functions work the same way, dataUriBinary() is preferred. + """ + return base64_to_binary(value) + + +def data_uri_to_string(value: str) -> str: + """Return the string version for a data uniform resource identifier (URI).""" + base64_str = value.split(",")[1] + return base64_to_string(base64_str) + + +def decode_base64(value: str) -> str: + """Return the string version for a base64-encoded string, effectively decoding the base64 string. + + Consider using base64ToString() rather than decodeBase64(). Although both functions work the same way, base64ToString() is preferred. + """ + return base64_lib.b64decode(value).decode("utf-8") + + +def decode_data_uri(value: str) -> str: + """Return the binary version for a data uniform resource identifier (URI). + + Consider using dataUriToBinary(), rather than decodeDataUri(). Although both functions work the same way, dataUriToBinary() is preferred. + """ + return base64_to_binary(value) + + +def decode_uri_component(value: str) -> str: + """Return a string that replaces escape characters with decoded versions.""" + return unquote(value) + + +def encode_uri_component(value: str) -> str: + """Return a string that replaces special characters with escaped versions.""" + return quote(value, safe="~()*!.'", encoding="utf-8") + + +def float_(value: Any) -> float: # noqa: ANN401 + """Convert a string version for a floating-point number to an actual floating point number.""" + return float(value) + + +def int_(value: Any) -> int: # noqa: ANN401 + """Return the integer version for a string.""" + return int(value) + + +def json(value: Union[str, etree.ElementBase]) -> Any: # noqa: ANN401 + """Return the object version for a JSON string.""" + if isinstance(value, etree.ElementBase): + elem_str = etree.tostring(value, encoding="utf-8", short_empty_elements=False).decode("utf-8") + obj = xmltodict.parse(elem_str) + return obj + + # TODO: we do not support objects yet (e.g., list, dict, complex objects) thus flatten to string + # return json_lib.loads(value) + return value + + +def string(value: Any) -> str: # noqa: ANN401 + """Return the string version for a value.""" + if isinstance(value, dict): + return json_lib.dumps(value) + + return str(value) + + +def uri_component(value: str) -> str: + """Return a string that replaces special characters with escaped versions.""" + return quote(value, safe="~()*!.'", encoding="utf-8") + + +def uri_component_to_binary(value: str) -> str: + """Return the binary version for a URI component.""" + return base64_to_binary(f'"{value}"') + + +def uri_component_to_string(value: str) -> str: + """Return the string version for a URI component.""" + return unquote(value) + + +def xml(value: str) -> etree.ElementBase: + """Return the object version for an XML string.""" + # TODO: xml support is not sufficient yet + # we do not match the expression language of Fabric/ADF yet + return etree.fromstring(value) + + +def xpath(value: etree.ElementBase, expression: str) -> list[etree.ElementBase]: + """Return the object version for an XML string.""" + # TODO: xpath support is not sufficient yet + # we do not match the expression language of Fabric/ADF yet + return value.xpath(expression) diff --git a/src/azure_data_factory_testing_framework/functions/functions_repository.py b/src/azure_data_factory_testing_framework/functions/functions_repository.py index 9031bbbf..9de1fa27 100644 --- a/src/azure_data_factory_testing_framework/functions/functions_repository.py +++ b/src/azure_data_factory_testing_framework/functions/functions_repository.py @@ -10,25 +10,90 @@ class FunctionsRepository: functions: Dict[str, Callable] = { + "add": None, + "addDays": None, + "addHours": None, + "addMinutes": None, + "addSeconds": None, + "addToTime": None, + "and": logical_functions.and_, + "array": conversion_functions.array, + "base64": conversion_functions.base64, + "base64ToBinary": conversion_functions.base64_to_binary, + "base64ToString": conversion_functions.base64_to_string, + "binary": conversion_functions.binary, + "bool": conversion_functions.bool_, + "coalesce": conversion_functions.coalesce, "concat": string_functions.concat, - "trim": string_functions.trim, - "equals": logical_functions.equals, - "json": conversion_functions.json, "contains": collection_functions.contains, - "replace": string_functions.replace, - "string": conversion_functions.string, - "union": collection_functions.union, - "coalesce": conversion_functions.coalesce, - "or": logical_functions.or_, - "utcnow": date_functions.utcnow, - "ticks": date_functions.ticks, - "sub": math_functions.sub, + "convertFromUtc": None, + "convertTimeZone": None, + "convertToUtc": None, + "createArray": conversion_functions.create_array, + "dataUri": conversion_functions.data_uri, + "dataUriToBinary": conversion_functions.data_uri_to_binary, + "dataUriToString": conversion_functions.data_uri_to_string, + "dayOfMonth": None, + "dayOfWeek": None, + "dayOfYear": None, + "decodeBase64": conversion_functions.decode_base64, + "decodeDataUri": conversion_functions.decode_data_uri, + "decodeUriComponent": conversion_functions.decode_uri_component, "div": math_functions.div, + "encodeUriComponent": conversion_functions.encode_uri_component, + "empty": collection_functions.empty, + "endsWith": string_functions.ends_with, + "equals": logical_functions.equals, + "first": collection_functions.first, + "float": conversion_functions.float_, + "formatDataTime": None, + "getFutureTime": None, + "getPastTime": None, + "greater": logical_functions.greater, "greaterOrEquals": logical_functions.greater_or_equals, + "guid": string_functions.guid, + "if": logical_functions.if_, + "indexOf": string_functions.index_of, + "int": conversion_functions.int_, + "json": conversion_functions.json, + "intersection": collection_functions.intersection, + "join": collection_functions.join, + "last": collection_functions.last, + "lastIndexOf": string_functions.last_index_of, + "length": collection_functions.length, + "less": logical_functions.less, "lessOrEquals": logical_functions.less_or_equals, + "max": None, + "min": None, + "mod": None, + "mul": None, "not": logical_functions.not_, - "empty": collection_functions.empty, + "or": logical_functions.or_, + "rand": None, + "range": None, + "replace": string_functions.replace, + "skip": collection_functions.skip, "split": string_functions.split, + "startOfDay": None, + "startOfHour": None, + "startOfMonth": None, + "startsWith": string_functions.starts_with, + "string": conversion_functions.string, + "sub": math_functions.sub, + "substring": string_functions.substring, + "substractFromTime": None, + "take": collection_functions.take, + "ticks": date_functions.ticks, + "toLower": string_functions.to_lower, + "toUpper": string_functions.to_upper, + "trim": string_functions.trim, + "union": collection_functions.union, + "uriComponent": conversion_functions.uri_component, + "uriComponentToBinary": conversion_functions.uri_component_to_binary, + "uriComponentToString": conversion_functions.uri_component_to_string, + "utcNow": date_functions.utcnow, + "xml": conversion_functions.xml, + "xpath": conversion_functions.xpath, } @staticmethod diff --git a/tests/unit/functions/test_functions_conversion_functions.py b/tests/unit/functions/test_functions_conversion_functions.py new file mode 100644 index 00000000..8f745183 --- /dev/null +++ b/tests/unit/functions/test_functions_conversion_functions.py @@ -0,0 +1,460 @@ +from typing import Any, Union + +import azure_data_factory_testing_framework.functions.functions_conversion_implementation as conversion_functions +import pytest +from lxml import etree +from pytest import param + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("hello", ["hello"]), + ], +) +def test_array(value: str, expected: list) -> None: + # Act + actual = conversion_functions.array(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("hello", "aGVsbG8="), + ], +) +def test_base64(value: str, expected: str) -> None: + # Act + actual = conversion_functions.base64(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("aGVsbG8=", "0110000101000111010101100111001101100010010001110011100000111101"), + ], +) +def test_base64_to_binary(value: str, expected: bytes) -> None: + # Act + actual = conversion_functions.base64_to_binary(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("aGVsbG8=", "hello"), + ], +) +def test_base64_to_string(value: str, expected: str) -> None: + # Act + actual = conversion_functions.base64_to_string(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("hello", "0110100001100101011011000110110001101111"), + ], +) +def test_binary(value: str, expected: str) -> None: + # Act + actual = conversion_functions.binary(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param(1, True), + param(0, False), + ], +) +def test_bool(value: Any, expected: bool) -> None: # noqa: ANN401 + # Act + actual = conversion_functions.bool_(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["objects", "expected"], + [ + param([None, True, False], True), + param([None, "hello", "world"], "hello"), + param([None, None, None], None), + ], +) +def test_coalesce(objects: list[Any], expected: Any) -> None: # noqa: ANN401 + # Act + actual = conversion_functions.coalesce(*objects) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["objects", "expected"], + [ + param(["h", "e", "l", "l", "o"], ["h", "e", "l", "l", "o"]), + ], +) +def test_create_array(objects: list[Any], expected: Any) -> None: # noqa: ANN401 + # Act + actual = conversion_functions.create_array(*objects) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("hello", "data:text/plain;charset=utf-8;base64,aGVsbG8="), + ], +) +def test_data_uri(value: str, expected: str) -> None: + # Act + actual = conversion_functions.data_uri(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param( + "data:text/plain;charset=utf-8;base64,aGVsbG8=", + ( + "01100100011000010111010001100001001110100111010001100101011110000111010000101111011100000" + "1101100011000010110100101101110001110110110001101101000011000010111001001110011011001010111" + "0100001111010111010101110100011001100010110100111000001110110110001001100001011100110110010" + "10011011000110100001011000110000101000111010101100111001101100010010001110011100000111101" + ), + ), + ], +) +def test_data_uri_to_binary(value: str, expected: str) -> None: + # Act + actual = conversion_functions.data_uri_to_binary(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("data:text/plain;charset=utf-8;base64,aGVsbG8=", "hello"), + ], +) +def test_data_uri_to_string(value: str, expected: str) -> None: + # Act + actual = conversion_functions.data_uri_to_string(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("aGVsbG8=", "hello"), + ], +) +def test_decode_base64(value: str, expected: str) -> None: + # Act + actual = conversion_functions.decode_base64(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param( + "data:text/plain;charset=utf-8;base64,aGVsbG8=", + ( + "01100100011000010111010001100001001110100111010001100101011110000111010000101111011100000" + "1101100011000010110100101101110001110110110001101101000011000010111001001110011011001010111" + "0100001111010111010101110100011001100010110100111000001110110110001001100001011100110110010" + "10011011000110100001011000110000101000111010101100111001101100010010001110011100000111101" + ), + ), + ], +) +def test_decode_data_uri(value: str, expected: str) -> None: + # Act + actual = conversion_functions.decode_data_uri(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("http%3A%2F%2Fcontoso.com", "http://contoso.com"), + ], +) +def test_decode_uri_component(value: str, expected: str) -> None: + # Act + actual = conversion_functions.decode_uri_component(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("http://contoso.com", "http%3A%2F%2Fcontoso.com"), + ], +) +def test_encode_uri_component(value: str, expected: str) -> None: + # Act + actual = conversion_functions.encode_uri_component(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("10.333", 10.333), + ], +) +def test_float(value: str, expected: float) -> None: + # Act + actual = conversion_functions.float_(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("10", 10), + ], +) +def test_int(value: str, expected: int) -> None: + # Act + actual = conversion_functions.int_(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param( + "[1, 2, 3]", + [1, 2, 3], + marks=pytest.mark.xfail( + reason="TODO: json to array conversion not supported as we do not support complex types" + ), + ), + param( + '{"fullName": "Sophia Owen"}', + {"fullName": "Sophia Owen"}, + marks=pytest.mark.xfail( + reason="TODO: json to object conversion not supported as we do not support complex types" + ), + ), + param( + etree.fromstring( + ' ' + "Sophia Owen Engineer " + ), + { + "?xml": {"@version": "1.0"}, + "root": {"person": [{"@id": "1", "name": "Sophia Owen", "occupation": "Engineer"}]}, + }, + marks=pytest.mark.xfail(reason="TODO: xml to json conversion implementation does not fully match yet"), + ), + ], +) +def test_json(value: Union[str, etree.fromstring], expected: object) -> None: + # TODO: really unclear how we handle json objects (as no 'json' type exists in python) + # Act + actual = conversion_functions.json(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param(10, "10"), + param( + {"name": "Sophie Owen"}, + '{ \\"name\\": \\"Sophie Owen\\" }', + marks=pytest.mark.xfail(reason="TODO: objects to string do not match yet"), + ), + ], +) +def test_string(value: Any, expected: str) -> None: # noqa: ANN401 + # Act + actual = conversion_functions.string(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("http://contoso.com", "http%3A%2F%2Fcontoso.com"), + ], +) +def test_uri_component(value: str, expected: str) -> None: + # Act + actual = conversion_functions.uri_component(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param( + "http%3A%2F%2Fcontoso.com", + ( + "001000100110100001110100011101000111000000100101001100" + "11010000010010010100110010010001100010010100110010010001" + "10011000110110111101101110011101000110111101110011011011" + "110010111001100011011011110110110100100010" + ), + ), + ], +) +def test_uri_component_to_binary(value: str, expected: str) -> None: + # Act + actual = conversion_functions.uri_component_to_binary(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param("http%3A%2F%2Fcontoso.com", "http://contoso.com"), + ], +) +def test_uri_component_to_string(value: str, expected: str) -> None: + # Act + actual = conversion_functions.uri_component_to_string(value) + + # Assert + assert actual == expected + + +@pytest.mark.parametrize( + ["value", "expected"], + [ + param( + ' ' + "Sophia Owen Engineer ", + etree.fromstring( + ( + ' ' + "Sophia Owen Engineer " + ) + ), + ), + ], +) +def test_xml(value: object, expected: etree.Element) -> None: + # Act + actual = conversion_functions.xml(value) + + # Assert + assert etree.tostring(actual) == etree.tostring(expected) + + +@pytest.mark.parametrize( + ["xml", "xpath", "expected"], + [ + param( + etree.fromstring( + ' Sophia Owen Engineer ' + ), + "root/person/name", + "Sophia Owen", + marks=pytest.mark.xfail( + reason="TODO: xpath implementation does work yet due to different xml capabilities" + ), + ), + param( + etree.fromstring( + ( + ' ' + " 1 Apple " + " 2 Orange " + " 3 Banana " + "" + ) + ), + "sum(/produce/item/count)", + 6.0, # TODO: this is a float, yet expressions return something else + ), + param( + etree.fromstring( + (' Paris ') + ), + '/*[name()="file"]/*[name()="location"]', + 'Paris', + marks=pytest.mark.xfail( + reason="TODO: xpath implementation does work yet due to different xml capabilities" + ), + ), + param( + etree.fromstring( + (' Paris ') + ), + '/*[local-name()="file" and namespace-uri()="http://contoso.com"]/*[local-name()="location"]', + 'Paris', + marks=pytest.mark.xfail( + reason="TODO: xpath implementation does work yet due to different xml capabilities" + ), + ), + param( + etree.fromstring( + (' Paris ') + ), + '/*[local-name()="file"]/*[local-name()="location"]', + 'string(/*[name()="file"]/*[name()="location"])', + marks=pytest.mark.xfail( + reason="TODO: xpath implementation does work yet due to different xml capabilities" + ), + ), + ], +) +def test_xpath(xml: etree.Element, xpath: str, expected: Union[object, list]) -> None: + # Act + actual = conversion_functions.xpath(xml, xpath) + + # Assert + assert actual == expected