def test_parse_kfp_component_file_no_inputs():
    # Define the appropriate reader for a filesystem-type component definition
    kfp_supported_file_types = [".yaml"]
    reader = FilesystemComponentCatalogConnector(kfp_supported_file_types)

    # Read contents of given path
    path = _get_resource_path("kfp_test_operator_no_inputs.yaml")
    catalog_entry_data = {"path": path}

    # Construct a catalog instance
    catalog_type = "local-file-catalog"
    catalog_instance = ComponentCatalogMetadata(schema_name=catalog_type,
                                                metadata={
                                                    "categories": ["Test"],
                                                    "runtime_type":
                                                    RUNTIME_PROCESSOR.name
                                                })

    # Build the catalog entry data structures required for parsing
    entry_data = reader.get_entry_data(catalog_entry_data, {})
    catalog_entry = CatalogEntry(entry_data, catalog_entry_data,
                                 catalog_instance, ["path"])

    # Parse the component entry
    parser = KfpComponentParser.create_instance(platform=RUNTIME_PROCESSOR)
    component = parser.parse(catalog_entry)[0]
    properties_json = ComponentCache.to_canvas_properties(component)

    # Properties JSON should only include the two parameters common to every
    # component:'label' and 'component_source', the component description if
    # exists (which it does for this component), and the output parameter for
    # this component
    num_common_params = 4
    assert len(
        properties_json["current_parameters"].keys()) == num_common_params
    assert len(properties_json["parameters"]) == num_common_params
    assert len(
        properties_json["uihints"]["parameter_info"]) == num_common_params

    # Total number of groups includes one for each parameter,
    # plus one for the output group header,
    # plus 1 for the component_source header
    num_groups = num_common_params + 2
    assert len(properties_json["uihints"]["group_info"][0]
               ["group_info"]) == num_groups

    # Ensure that template still renders the two common parameters correctly
    assert properties_json["current_parameters"]["label"] == ""

    component_source = json.dumps({
        "catalog_type":
        catalog_type,
        "component_ref":
        catalog_entry.entry_reference
    })
    assert properties_json["current_parameters"][
        "component_source"] == component_source
    def parse(self, catalog_entry: CatalogEntry) -> Optional[List[Component]]:
        components: List[Component] = []

        definition = catalog_entry.entry_data.definition
        if not definition:
            return None

        entry_reference = catalog_entry.entry_reference

        # Parse the component definition for all defined Operator classes
        try:
            parsed_class_nodes = self._parse_all_classes(definition)
            num_operator_classes = len(parsed_class_nodes)
        except Exception as e:
            self.log.error(
                f"Content associated with identifier '{entry_reference}' could not be parsed: {e}. Skipping..."
            )
            return None

        for component_class, content in parsed_class_nodes.items():
            if not content.get("init_function"):
                # Without the init function, class can't be parsed for properties
                self.log.warning(
                    f"Operator '{component_class}' associated with identifier '{entry_reference}' "
                    f"does not have an __init__ function. Skipping...")
                continue

            # Assign component name and unique id
            component_id = catalog_entry.id
            if num_operator_classes > 1:
                # This file contains more than one operator and id must be adjusted
                # to include the Operator class name as well
                component_id += f":{component_class}"

            # Get the properties for this Operator class
            try:
                component_properties: List[
                    ComponentParameter] = self._parse_properties_from_init(
                        **content)
            except Exception as e:
                self.log.error(
                    f"Properties of operator '{component_class}' associated with identifier '{entry_reference}' "
                    f"could not be parsed: {e}. Skipping...")
                continue

            component = catalog_entry.get_component(
                id=component_id,
                name=component_class,
                description=DEFAULT_DESCRIPTION,
                properties=component_properties,
                file_extension=self._file_types[0],
            )

            components.append(component)

        return components
def test_parse_kfp_component_url():
    # Define the appropriate reader for a URL-type component definition
    kfp_supported_file_types = [".yaml"]
    reader = UrlComponentCatalogConnector(kfp_supported_file_types)

    # Read contents of given path
    url = "https://raw.githubusercontent.com/kubeflow/pipelines/1.4.1/components/notebooks/Run_notebook_using_papermill/component.yaml"  # noqa: E501
    catalog_entry_data = {"url": url}

    # Construct a catalog instance
    catalog_type = "url-catalog"
    catalog_instance = ComponentCatalogMetadata(schema_name=catalog_type,
                                                metadata={
                                                    "categories": ["Test"],
                                                    "runtime_type":
                                                    RUNTIME_PROCESSOR.name
                                                })

    # Build the catalog entry data structures required for parsing
    entry_data = reader.get_entry_data(catalog_entry_data, {})
    catalog_entry = CatalogEntry(entry_data, catalog_entry_data,
                                 catalog_instance, ["url"])

    # Parse the component entry
    parser = KfpComponentParser.create_instance(platform=RUNTIME_PROCESSOR)
    component = parser.parse(catalog_entry)[0]
    properties_json = ComponentCache.to_canvas_properties(component)

    # Ensure component parameters are prefixed (and system parameters are not) and all hold correct values
    assert properties_json["current_parameters"]["label"] == ""

    component_source = json.dumps({
        "catalog_type":
        catalog_type,
        "component_ref":
        catalog_entry.entry_reference
    })
    assert properties_json["current_parameters"][
        "component_source"] == component_source
    assert properties_json["current_parameters"][
        "elyra_notebook"] == "None"  # Default value for type `inputpath`
    assert properties_json["current_parameters"]["elyra_parameters"] == {
        "StringControl": "{}",
        "activeControl": "StringControl",
    }
    assert properties_json["current_parameters"][
        "elyra_packages_to_install"] == {
            "StringControl": "[]",
            "activeControl": "StringControl",
        }
    assert properties_json["current_parameters"]["elyra_input_data"] == {
        "StringControl": "",
        "activeControl": "StringControl",
    }
def test_parse_airflow_component_url():
    # Define the appropriate reader for a URL-type component definition
    airflow_supported_file_types = [".py"]
    reader = UrlComponentCatalogConnector(airflow_supported_file_types)

    # Read contents of given path
    url = "https://raw.githubusercontent.com/apache/airflow/1.10.15/airflow/operators/bash_operator.py"  # noqa: E501
    catalog_entry_data = {"url": url}

    # Construct a catalog instance
    catalog_type = "url-catalog"
    catalog_instance = ComponentCatalogMetadata(schema_name=catalog_type,
                                                metadata={
                                                    "categories": ["Test"],
                                                    "runtime_type":
                                                    RUNTIME_PROCESSOR.name
                                                })

    # Build the catalog entry data structures required for parsing
    entry_data = reader.get_entry_data(catalog_entry_data, {})
    catalog_entry = CatalogEntry(entry_data, catalog_entry_data,
                                 catalog_instance, ["url"])

    # Parse the component entry
    parser = ComponentParser.create_instance(platform=RUNTIME_PROCESSOR)
    component = parser.parse(catalog_entry)[0]
    properties_json = ComponentCache.to_canvas_properties(component)

    # Ensure component parameters are prefixed, and system parameters are not, and hold correct values
    assert properties_json["current_parameters"]["label"] == ""

    # Helper method to retrieve the requested parameter value from the dictionary
    def get_parameter(param_name):
        property_dict = properties_json["current_parameters"][param_name]
        return property_dict[property_dict["activeControl"]]

    component_source = json.dumps({
        "catalog_type":
        catalog_type,
        "component_ref":
        catalog_entry.entry_reference
    })
    assert properties_json["current_parameters"][
        "component_source"] == component_source
    assert get_parameter("elyra_bash_command") == ""
    assert get_parameter("elyra_xcom_push") is True
    assert get_parameter("elyra_env") == "{}"  # {}
    assert get_parameter("elyra_output_encoding") == "utf-8"
async def test_parse_components_invalid_yaml(caplog):
    # Get resource path and read definition (by-pass catalog reader functionality)
    path = _get_resource_path("kfp_test_invalid_component.yaml")
    with open(path, "r") as f:
        definition = f.read()

    # Manually construct catalog_entry_data object and catalog instance
    catalog_entry_data = {"path": path}
    catalog_type = "local-file-catalog"
    catalog_instance = ComponentCatalogMetadata(schema_name=catalog_type,
                                                metadata={
                                                    "categories": ["Test"],
                                                    "runtime_type":
                                                    RUNTIME_PROCESSOR.name
                                                })

    # Build the catalog entry data structures required for parsing
    entry_data = EntryData(definition=definition)
    catalog_entry = CatalogEntry(entry_data, catalog_entry_data,
                                 catalog_instance, ["path"])

    # Parse the component entry
    parser = KfpComponentParser.create_instance(platform=RUNTIME_PROCESSOR)
    component = parser.parse(catalog_entry)

    # Failed YAML schema validation returns None
    assert component is None

    # Assert validation error is captured appropriately in log
    assert "Invalid format of YAML definition for component" in caplog.text
    assert "Failed validating 'type'" in caplog.text
    assert "On instance['inputs'][0]['name']:\n    2" in caplog.text

    caplog.clear()

    # Modify file to get expected error in YAML safe_load
    new_definition = "key with no mapping\n" + definition
    catalog_entry.entry_data.definition = new_definition

    # Re-parse with new definition content
    component = parser.parse(catalog_entry)

    # Failed YAML safe_load returns None
    assert component is None

    # Assert load error is captured appropriately in log
    assert "Could not load YAML definition for component" in caplog.text
    assert "mapping values are not allowed here" in caplog.text
示例#6
0
    def parse(self, catalog_entry: CatalogEntry) -> Optional[List[Component]]:
        # Get YAML object from component definition
        component_yaml = self._read_component_yaml(catalog_entry)
        if not component_yaml:
            return None

        # Assign component_id and description
        description = ""
        if component_yaml.get("description"):
            # Remove whitespace characters and replace with spaces
            description = " ".join(component_yaml.get("description").split())

        component_properties = self._parse_properties(component_yaml)

        component = catalog_entry.get_component(
            id=catalog_entry.id,
            name=component_yaml.get("name"),
            description=description,
            properties=component_properties,
            file_extension=self._file_types[0],
        )

        return [component]
def test_parse_airflow_component_file():
    # Define the appropriate reader for a filesystem-type component definition
    airflow_supported_file_types = [".py"]
    reader = FilesystemComponentCatalogConnector(airflow_supported_file_types)

    # Read contents of given path
    path = _get_resource_path("airflow_test_operator.py")
    catalog_entry_data = {"path": path}

    # Construct a catalog instance
    catalog_type = "local-file-catalog"
    catalog_instance = ComponentCatalogMetadata(schema_name=catalog_type,
                                                metadata={
                                                    "categories": ["Test"],
                                                    "runtime_type":
                                                    RUNTIME_PROCESSOR.name
                                                })

    # Build the catalog entry data structures required for parsing
    entry_data = reader.get_entry_data(catalog_entry_data, {})
    catalog_entry = CatalogEntry(entry_data, catalog_entry_data,
                                 catalog_instance, ["path"])

    # Parse the component entry
    parser = ComponentParser.create_instance(platform=RUNTIME_PROCESSOR)
    components = parser.parse(catalog_entry)
    assert len(
        components
    ) == 3  # TestOperator, DeriveFromTestOperator, and DeriveFromImportedOperator

    # Split components list into its constituent operators
    components = sorted(components, key=lambda component: component.id)
    import_test_op, derive_test_op, test_op = components[0], components[
        1], components[2]

    # Helper method to retrieve the requested parameter value from the dictionary
    def get_parameter_value(param_name):
        property_dict = properties_json["current_parameters"][param_name]
        return property_dict[property_dict["activeControl"]]

    # Helper method to retrieve the requested parameter info from the dictionary
    def get_parameter_format(param_name, control_id="StringControl"):
        param_info = None
        for prop_info in properties_json["uihints"]["parameter_info"]:
            if prop_info.get("parameter_ref") == param_name:
                param_info = prop_info["data"]["controls"][control_id][
                    "format"]
                break

        return param_info

    # Helper method to retrieve the requested parameter description from the dictionary
    def get_parameter_description(param_name):
        param_desc = None
        for prop_info in properties_json["uihints"]["parameter_info"]:
            if prop_info.get("parameter_ref") == param_name:
                param_desc = prop_info["description"]["default"]
                break

        return param_desc

    # Helper method to retrieve whether the requested parameter is required
    def get_parameter_required(param_name):
        param_info = None
        for prop_info in properties_json["uihints"]["parameter_info"]:
            if prop_info.get("parameter_ref") == param_name:
                param_info = prop_info["data"]["required"]
                break

        return param_info

    # Retrieve properties for TestOperator
    # Test Operator does not include type hints for the init function args
    properties_json = ComponentCache.to_canvas_properties(test_op)

    # Ensure system parameters are not prefixed and hold correct values
    assert properties_json["current_parameters"]["label"] == ""

    component_source = json.dumps({
        "catalog_type":
        catalog_type,
        "component_ref":
        catalog_entry.entry_reference
    })
    assert properties_json["current_parameters"][
        "component_source"] == component_source

    # Ensure component parameters are prefixed with 'elyra_' and values are as expected
    assert get_parameter_value("elyra_str_no_default") == ""
    assert get_parameter_value("elyra_str_default") == "default"
    assert get_parameter_value("elyra_str_empty") == ""
    assert get_parameter_value("elyra_str_not_in_docstring") == ""

    assert get_parameter_value("elyra_bool_no_default") is False
    assert get_parameter_value("elyra_bool_default_false") is False
    assert get_parameter_value("elyra_bool_default_true") is True
    assert get_parameter_value("elyra_bool_not_in_docstring") is False

    assert get_parameter_value("elyra_int_no_default") == 0
    assert get_parameter_value("elyra_int_default_zero") == 0
    assert get_parameter_value("elyra_int_default_non_zero") == 2
    assert get_parameter_value("elyra_int_not_in_docstring") == 3

    assert get_parameter_value("elyra_dict_default_is_none") == "{}"  # {}
    assert get_parameter_value("elyra_list_default_is_none") == "[]"  # []

    # Ensure that type information is inferred correctly for properties that
    # define 'unusual' types, such as 'a dictionary of lists'
    assert get_parameter_format("elyra_unusual_type_dict") == "dictionary"
    assert get_parameter_format("elyra_unusual_type_list") == "list"

    # Ensure that type information falls back to string if no type hint present
    # and no ':type: <type info>' phrase found in docstring
    assert get_parameter_format("elyra_fallback_type") == "string"

    # Ensure component parameters are marked as required in the correct circumstances
    # (parameter is required if there is no default value provided or if a type hint
    # does not include 'Optional[...]')
    assert get_parameter_required("elyra_str_no_default") is True
    assert get_parameter_required("elyra_str_default") is False
    assert get_parameter_required("elyra_str_empty") is False

    # Ensure descriptions are rendered properly with type hint in parentheses
    assert (get_parameter_description("elyra_unusual_type_dict") ==
            "a dictionary parameter with the "
            "phrase 'list' in type description "
            "(type: a dictionary of arrays)")
    assert (get_parameter_description("elyra_unusual_type_list") ==
            "a list parameter with the phrase "
            "'string' in type description "
            "(type: a list of strings)")
    assert get_parameter_description("elyra_fallback_type") == "(type: str)"

    # Ensure that a long description with line wrapping and a backslash escape has rendered
    # (and hence did not raise an error during json.loads in the properties API request)
    parsed_description = """a string parameter with a very long description
        that wraps lines and also has an escaped underscore in it, as shown here: (\_)  # noqa W605"""
    modified_description = parsed_description.replace(
        "\n", " ") + " (type: str)"  # modify desc acc. to parser rules
    assert get_parameter_description(
        "elyra_long_description_property") == modified_description

    # Retrieve properties for DeriveFromTestOperator
    # DeriveFromTestOperator includes type hints for all init arguments
    properties_json = ComponentCache.to_canvas_properties(derive_test_op)

    # Ensure default values are parsed correct in the case where type hints are present
    assert get_parameter_value("elyra_str_default") == "default"
    assert get_parameter_value("elyra_bool_default") is True
    assert get_parameter_value("elyra_int_default") == 2

    # Ensure component parameters are prefixed with 'elyra_' and types are as expected
    # in the case when a type hint is provided (and regardless of whether or not the
    # parameter type is included in the docstring)
    assert get_parameter_format("elyra_str_no_default") == "string"
    assert get_parameter_format("elyra_str_default") == "string"
    assert get_parameter_format("elyra_str_optional_default") == "string"
    assert get_parameter_format("elyra_str_not_in_docstring") == "string"

    assert get_parameter_format("elyra_bool_no_default",
                                "BooleanControl") == "boolean"
    assert get_parameter_format("elyra_bool_default",
                                "BooleanControl") == "boolean"
    assert get_parameter_format("elyra_bool_not_in_docstring",
                                "BooleanControl") == "boolean"

    assert get_parameter_format("elyra_int_no_default",
                                "NumberControl") == "number"
    assert get_parameter_format("elyra_int_default",
                                "NumberControl") == "number"
    assert get_parameter_format("elyra_int_not_in_docstring",
                                "NumberControl") == "number"

    assert get_parameter_format("elyra_list_optional_default") == "list"

    # Ensure component parameters are marked as required in the correct circumstances
    assert get_parameter_required("elyra_str_no_default") is True
    assert get_parameter_required("elyra_str_default") is False
    assert get_parameter_required("elyra_str_optional_default") is False
    assert get_parameter_required("elyra_str_not_in_docstring") is True

    # Retrieve properties for DeriveFromImportedOperator
    # DeriveFromImportedOperator includes type hints for  dictionary and
    # list values to test the more complex parsing required in this case
    properties_json = ComponentCache.to_canvas_properties(import_test_op)

    # Ensure component parameters are prefixed with 'elyra_' and types are as expected
    assert get_parameter_format("elyra_dict_no_default") == "dictionary"
    assert get_parameter_format(
        "elyra_dict_optional_no_default") == "dictionary"
    assert get_parameter_format("elyra_nested_dict_default") == "dictionary"
    assert get_parameter_format("elyra_dict_not_in_docstring") == "dictionary"

    assert get_parameter_format("elyra_list_no_default") == "list"
    assert get_parameter_format("elyra_list_optional_no_default") == "list"
    assert get_parameter_format("elyra_list_default") == "list"
    assert get_parameter_format("elyra_list_optional_default") == "list"
    assert get_parameter_format("elyra_list_not_in_docstring") == "list"

    assert get_parameter_value("elyra_dict_no_default") == "{}"
    assert get_parameter_value("elyra_list_no_default") == "[]"
async def test_parse_components_additional_metatypes():
    # Define the appropriate reader for a URL-type component definition
    kfp_supported_file_types = [".yaml"]
    reader = UrlComponentCatalogConnector(kfp_supported_file_types)

    # Read contents of given path
    url = "https://raw.githubusercontent.com/kubeflow/pipelines/1.4.1/components/keras/Train_classifier/from_CSV/component.yaml"  # noqa: E501
    catalog_entry_data = {"url": url}

    # Construct a catalog instance
    catalog_type = "url-catalog"
    catalog_instance = ComponentCatalogMetadata(schema_name=catalog_type,
                                                metadata={
                                                    "categories": ["Test"],
                                                    "runtime_type":
                                                    RUNTIME_PROCESSOR.name
                                                })

    # Build the catalog entry data structures required for parsing
    entry_data = reader.get_entry_data(catalog_entry_data, {})
    catalog_entry = CatalogEntry(entry_data, catalog_entry_data,
                                 catalog_instance, ["url"])

    # Parse the component entry
    parser = KfpComponentParser()
    component = parser.parse(catalog_entry)[0]
    properties_json = ComponentCache.to_canvas_properties(component)

    # Ensure component parameters are prefixed (and system parameters are not) and all hold correct values
    assert properties_json["current_parameters"]["label"] == ""

    component_source = json.dumps({
        "catalog_type":
        catalog_type,
        "component_ref":
        catalog_entry.entry_reference
    })
    assert properties_json["current_parameters"][
        "component_source"] == component_source
    assert properties_json["current_parameters"][
        "elyra_training_features"] == "None"  # inputPath
    assert properties_json["current_parameters"][
        "elyra_training_labels"] == "None"  # inputPath
    assert properties_json["current_parameters"][
        "elyra_network_json"] == "None"  # inputPath
    assert properties_json["current_parameters"]["elyra_loss_name"] == {
        "StringControl": "categorical_crossentropy",
        "activeControl": "StringControl",
    }
    assert properties_json["current_parameters"]["elyra_num_classes"] == {
        "NumberControl": 0,
        "activeControl": "NumberControl",
    }
    assert properties_json["current_parameters"]["elyra_optimizer"] == {
        "StringControl": "rmsprop",
        "activeControl": "StringControl",
    }
    assert properties_json["current_parameters"]["elyra_optimizer_config"] == {
        "StringControl": "",
        "activeControl": "StringControl",
    }
    assert properties_json["current_parameters"]["elyra_learning_rate"] == {
        "NumberControl": 0.01,
        "activeControl": "NumberControl",
    }
    assert properties_json["current_parameters"]["elyra_num_epochs"] == {
        "NumberControl": 100,
        "activeControl": "NumberControl",
    }
    assert properties_json["current_parameters"]["elyra_batch_size"] == {
        "NumberControl": 32,
        "activeControl": "NumberControl",
    }
    assert properties_json["current_parameters"]["elyra_metrics"] == {
        "StringControl": "['accuracy']",
        "activeControl": "StringControl",
    }
    assert properties_json["current_parameters"]["elyra_random_seed"] == {
        "NumberControl": 0,
        "activeControl": "NumberControl",
    }
def test_parse_kfp_component_file():
    # Define the appropriate reader for a filesystem-type component definition
    kfp_supported_file_types = [".yaml"]
    reader = FilesystemComponentCatalogConnector(kfp_supported_file_types)

    # Read contents of given path
    path = _get_resource_path("kfp_test_operator.yaml")
    catalog_entry_data = {"path": path}

    # Construct a catalog instance
    catalog_type = "local-file-catalog"
    catalog_instance = ComponentCatalogMetadata(schema_name=catalog_type,
                                                metadata={
                                                    "categories": ["Test"],
                                                    "runtime_type":
                                                    RUNTIME_PROCESSOR.name
                                                })

    # Build the catalog entry data structures required for parsing
    entry_data = reader.get_entry_data(catalog_entry_data, {})
    catalog_entry = CatalogEntry(entry_data, catalog_entry_data,
                                 catalog_instance, ["path"])

    # Parse the component entry
    parser = KfpComponentParser.create_instance(platform=RUNTIME_PROCESSOR)
    component = parser.parse(catalog_entry)[0]
    properties_json = ComponentCache.to_canvas_properties(component)

    # Ensure description is rendered even with an unescaped character
    description = 'This component description contains an unescaped " character'
    assert properties_json["current_parameters"][
        "component_description"] == description

    # Ensure component parameters are prefixed (and system parameters are not) and all hold correct values
    assert properties_json["current_parameters"]["label"] == ""

    component_source = json.dumps({
        "catalog_type":
        catalog_type,
        "component_ref":
        catalog_entry.entry_reference
    })
    assert properties_json["current_parameters"][
        "component_source"] == component_source
    assert properties_json["current_parameters"][
        "elyra_test_string_no_default"] == {
            "StringControl": "",
            "activeControl": "StringControl",
        }

    assert properties_json["current_parameters"][
        "elyra_test_string_default_value"] == {
            "StringControl": "default",
            "activeControl": "StringControl",
        }
    assert properties_json["current_parameters"][
        "elyra_test_string_default_empty"] == {
            "StringControl": "",
            "activeControl": "StringControl",
        }

    assert properties_json["current_parameters"][
        "elyra_test_bool_default"] == {
            "BooleanControl": False,
            "activeControl": "BooleanControl",
        }
    assert properties_json["current_parameters"]["elyra_test_bool_false"] == {
        "BooleanControl": False,
        "activeControl": "BooleanControl",
    }
    assert properties_json["current_parameters"]["elyra_test_bool_true"] == {
        "BooleanControl": True,
        "activeControl": "BooleanControl",
    }

    assert properties_json["current_parameters"]["elyra_test_int_default"] == {
        "NumberControl": 0,
        "activeControl": "NumberControl",
    }
    assert properties_json["current_parameters"]["elyra_test_int_zero"] == {
        "NumberControl": 0,
        "activeControl": "NumberControl",
    }
    assert properties_json["current_parameters"][
        "elyra_test_int_non_zero"] == {
            "NumberControl": 1,
            "activeControl": "NumberControl",
        }

    assert properties_json["current_parameters"][
        "elyra_test_float_default"] == {
            "NumberControl": 0.0,
            "activeControl": "NumberControl",
        }
    assert properties_json["current_parameters"]["elyra_test_float_zero"] == {
        "NumberControl": 0.0,
        "activeControl": "NumberControl",
    }
    assert properties_json["current_parameters"][
        "elyra_test_float_non_zero"] == {
            "NumberControl": 1.0,
            "activeControl": "NumberControl",
        }

    assert properties_json["current_parameters"][
        "elyra_test_dict_default"] == {
            "StringControl": "{}",
            "activeControl": "StringControl",
        }  # {}
    assert properties_json["current_parameters"][
        "elyra_test_list_default"] == {
            "StringControl": "[]",
            "activeControl": "StringControl",
        }  # []

    # Ensure that the 'required' attribute was set correctly. KFP components default to required
    # unless explicitly marked otherwise in component YAML.
    required_property = next(
        prop for prop in properties_json["uihints"]["parameter_info"]
        if prop.get("parameter_ref") == "elyra_test_required_property")
    assert required_property["data"]["required"] is True

    optional_property = next(
        prop for prop in properties_json["uihints"]["parameter_info"]
        if prop.get("parameter_ref") == "elyra_test_optional_property")
    assert optional_property["data"]["required"] is False

    default_required_property = next(
        prop for prop in properties_json["uihints"]["parameter_info"]
        if prop.get("parameter_ref") == "elyra_test_required_property_default")
    assert default_required_property["data"]["required"] is True

    # Ensure that type information is inferred correctly
    unusual_dict_property = next(
        prop for prop in properties_json["uihints"]["parameter_info"]
        if prop.get("parameter_ref") == "elyra_test_unusual_type_dict")
    assert unusual_dict_property["data"]["controls"]["StringControl"][
        "format"] == "dictionary"

    unusual_list_property = next(
        prop for prop in properties_json["uihints"]["parameter_info"]
        if prop.get("parameter_ref") == "elyra_test_unusual_type_list")
    assert unusual_list_property["data"]["controls"]["StringControl"][
        "format"] == "list"

    unusual_string_property = next(
        prop for prop in properties_json["uihints"]["parameter_info"]
        if prop.get("parameter_ref") == "elyra_test_unusual_type_string")
    assert unusual_string_property["data"]["controls"]["StringControl"][
        "format"] == "string"

    file_property = next(
        prop for prop in properties_json["uihints"]["parameter_info"]
        if prop.get("parameter_ref") == "elyra_test_unusual_type_file")
    assert file_property["data"]["format"] == "inputpath"

    no_type_property = next(
        prop for prop in properties_json["uihints"]["parameter_info"]
        if prop.get("parameter_ref") == "elyra_test_unusual_type_notgiven")
    assert no_type_property["data"]["controls"]["StringControl"][
        "format"] == "string"

    # Ensure descriptions are rendered properly with type hint in parentheses
    assert (unusual_dict_property["description"]["default"] ==
            "The test command description "
            "(type: Dictionary of arrays)")
    assert unusual_list_property["description"][
        "default"] == "The test command description (type: An array)"
    assert unusual_string_property["description"][
        "default"] == "The test command description (type: A string)"
    assert (
        file_property["description"]["default"] ==
        "The test command description"
    )  # No data type info is included in parentheses for inputPath variables
    assert no_type_property["description"][
        "default"] == "The test command description (type: string)"