mlm_insights package¶
Subpackages¶
- mlm_insights.builder package
- Subpackages
- Submodules
- mlm_insights.builder.builder_component module
- mlm_insights.builder.insights_builder module
InsightsBuilder
InsightsBuilder.build()
InsightsBuilder.with_data_frame()
InsightsBuilder.with_engine()
InsightsBuilder.with_input_schema()
InsightsBuilder.with_input_schema_using_dataset()
InsightsBuilder.with_metrics()
InsightsBuilder.with_post_processors()
InsightsBuilder.with_reader()
InsightsBuilder.with_reference_profile()
InsightsBuilder.with_tags()
InsightsBuilder.with_test_config()
InsightsBuilder.with_transformers()
- mlm_insights.builder.schema_helper module
SchemaHelper
SchemaHelper.are_prediction_target_types_same()
SchemaHelper.get_categorical_features()
SchemaHelper.get_prediction_features()
SchemaHelper.get_prediction_score_feature()
SchemaHelper.get_prediction_types()
SchemaHelper.get_quantitative_features()
SchemaHelper.get_target_features()
SchemaHelper.get_target_types()
SchemaHelper.has_prediction_score_column()
SchemaHelper.is_not_binary_or_multiclass()
SchemaHelper.is_valid_classification_types()
SchemaHelper.is_valid_regression_types()
SchemaHelper.to_insights_schema()
map_to_name()
- Module contents
- mlm_insights.config_reader package
- mlm_insights.config_writer package
- mlm_insights.constants package
- mlm_insights.core package
- Subpackages
- mlm_insights.core.binning package
- mlm_insights.core.common package
- mlm_insights.core.constants package
- mlm_insights.core.data_sources package
- Subpackages
- Submodules
- mlm_insights.core.data_sources.data_source module
- mlm_insights.core.data_sources.file_url_data_source module
- mlm_insights.core.data_sources.local_date_prefix_data_source module
- mlm_insights.core.data_sources.local_file_data_source module
- mlm_insights.core.data_sources.oci_date_prefix_data_source module
- mlm_insights.core.data_sources.oci_object_storage_data_source module
- mlm_insights.core.data_sources.oci_object_storage_file_search_data_source module
- Module contents
- mlm_insights.core.drift_algorithms package
- Submodules
- mlm_insights.core.drift_algorithms.chi_square module
- mlm_insights.core.drift_algorithms.drift_algorithm_result module
- mlm_insights.core.drift_algorithms.jensen_shannon module
- mlm_insights.core.drift_algorithms.kolmogorov_smirnov_test module
- mlm_insights.core.drift_algorithms.kullback_leibler_divergence module
- mlm_insights.core.drift_algorithms.population_stability_index module
- mlm_insights.core.drift_algorithms.utils module
- Module contents
- mlm_insights.core.exceptions package
- Submodules
- mlm_insights.core.exceptions.component_deserialize_exception module
- mlm_insights.core.exceptions.feature_mismatch_exception module
- mlm_insights.core.exceptions.invalid_input_query_error module
- mlm_insights.core.exceptions.invalid_parameter_exception module
- mlm_insights.core.exceptions.invalid_target_prediction_exception module
- mlm_insights.core.exceptions.metric_merge_exception module
- mlm_insights.core.exceptions.missing_required_parameter_exception module
- mlm_insights.core.exceptions.nested_json_reader_exception module
- mlm_insights.core.exceptions.post_processor_exception module
- mlm_insights.core.exceptions.profile_read_exception module
- Module contents
- mlm_insights.core.execution_engine package
- mlm_insights.core.factory package
- mlm_insights.core.features package
- mlm_insights.core.interfaces package
- mlm_insights.core.metrics package
- Subpackages
- Submodules
- mlm_insights.core.metrics.count module
- mlm_insights.core.metrics.dataset_metric_registry module
- mlm_insights.core.metrics.dataset_summary module
- mlm_insights.core.metrics.distinct_count module
- mlm_insights.core.metrics.duplicate_count module
- mlm_insights.core.metrics.framework_metrics_enum module
- mlm_insights.core.metrics.frequency_distribution module
- mlm_insights.core.metrics.iqr module
- mlm_insights.core.metrics.is_constant_feature module
- mlm_insights.core.metrics.is_negative module
- mlm_insights.core.metrics.is_non_zero module
- mlm_insights.core.metrics.is_positive module
- mlm_insights.core.metrics.is_quasi_constant_feature module
- mlm_insights.core.metrics.kurtosis module
- mlm_insights.core.metrics.max module
- mlm_insights.core.metrics.mean module
- mlm_insights.core.metrics.metric_metadata module
- mlm_insights.core.metrics.metric_registry module
- mlm_insights.core.metrics.metric_result module
- mlm_insights.core.metrics.min module
- mlm_insights.core.metrics.mode module
- mlm_insights.core.metrics.percentiles module
- mlm_insights.core.metrics.performance_metrics_utils module
- mlm_insights.core.metrics.probablity_distribution module
- mlm_insights.core.metrics.quartiles module
- mlm_insights.core.metrics.range module
- mlm_insights.core.metrics.rows_count module
- mlm_insights.core.metrics.serializer module
- mlm_insights.core.metrics.skewness module
- mlm_insights.core.metrics.standard_deviation module
- mlm_insights.core.metrics.sum module
- mlm_insights.core.metrics.top_k_frequent_elements module
- mlm_insights.core.metrics.type_metric module
- mlm_insights.core.metrics.variance module
- Module contents
- mlm_insights.core.post_processors package
- Subpackages
- Submodules
- mlm_insights.core.post_processors.local_writer_post_processor module
- mlm_insights.core.post_processors.object_storage_writer_post_processor module
- mlm_insights.core.post_processors.oci_monitoring_post_processor module
- mlm_insights.core.post_processors.post_processor_request module
- mlm_insights.core.post_processors.post_processor_result module
- Module contents
- mlm_insights.core.profile_readers package
- mlm_insights.core.profiles package
- mlm_insights.core.proto_py package
- mlm_insights.core.queries package
- mlm_insights.core.readers package
- mlm_insights.core.schema package
- mlm_insights.core.sdcs package
- mlm_insights.core.sfcs package
- Subpackages
- Submodules
- mlm_insights.core.sfcs.cpc_sfc module
- mlm_insights.core.sfcs.descriptive_statistics_sfc module
- mlm_insights.core.sfcs.distinct_count_sfc module
- mlm_insights.core.sfcs.framework_sfc module
- mlm_insights.core.sfcs.frequent_items_sfc module
- mlm_insights.core.sfcs.quantiles_sfc module
- mlm_insights.core.sfcs.sfc_merge_exception module
- mlm_insights.core.sfcs.sfc_registry module
- Module contents
- mlm_insights.core.transformers package
- mlm_insights.core.utils package
- Module contents
- Subpackages
- mlm_insights.mlm_dask package
- mlm_insights.mlm_native package
- mlm_insights.mlm_spark package
- mlm_insights.tests package
- Subpackages
- Submodules
- mlm_insights.tests.constants module
- mlm_insights.tests.framework_tests_enum module
FrameworkTestsEnum
FrameworkTestsEnum.TestDeviation
FrameworkTestsEnum.TestEqual
FrameworkTestsEnum.TestGreaterThan
FrameworkTestsEnum.TestIsBetween
FrameworkTestsEnum.TestIsComplete
FrameworkTestsEnum.TestIsMatchingInferenceType
FrameworkTestsEnum.TestIsNegative
FrameworkTestsEnum.TestIsNonZero
FrameworkTestsEnum.TestIsPositive
FrameworkTestsEnum.TestLessThan
FrameworkTestsEnum.TestStringEquals
- mlm_insights.tests.profile_source module
- mlm_insights.tests.test_result module
- mlm_insights.tests.test_results module
- mlm_insights.tests.test_summary module
- mlm_insights.tests.test_validation_result module
- Module contents
- mlm_insights.utils package
- mlm_insights.workflow package
- Subpackages
- Submodules
- mlm_insights.workflow.component_config module
- mlm_insights.workflow.insights_fugue_workflow module
- mlm_insights.workflow.workflow_request module
- Module contents
Module contents¶
- mlm_insights.enable_default_logging(formatter: str = '%(asctime)s - %(levelname)s - %(filename)s - %(funcName)s() - %(lineno)s - %(message)s', log_level: int = 20) None ¶