mlm_insights package

Subpackages

• mlm_insights.builder package
  • Subpackages
    • mlm_insights.builder.runner package
      • Submodules
      • mlm_insights.builder.runner.post_processor_runner module
      • mlm_insights.builder.runner.runner module
  • Submodules
  • mlm_insights.builder.builder_component module
    • EngineDetail
      • EngineDetail.engine_client
      • EngineDetail.engine_name
    • MetricDetail
      • MetricDetail.dataset_metrics
      • MetricDetail.univariate_metric
    • RunResult
      • RunResult.post_processor_run_result
      • RunResult.profile
      • RunResult.test_results
    • TestConfig
      • TestConfig.tests
      • TestConfig.user_defined_tags
  • 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.core package
  • Subpackages
    • mlm_insights.core.data_sources package
      • Submodules
      • mlm_insights.core.data_sources.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.features package
      • Submodules
      • mlm_insights.core.features.feature module
    • mlm_insights.core.interfaces package
      • Submodules
      • mlm_insights.core.interfaces.serializable module
    • 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_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.min module
      • mlm_insights.core.metrics.mode 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
    • 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.post_processor_request module
      • mlm_insights.core.post_processors.post_processor_result module
      • mlm_insights.core.post_processors.oci_monitoring_post_processor module
    • mlm_insights.core.profiles package
      • Submodules
      • mlm_insights.core.profiles.profile module
      • mlm_insights.core.profiles.tags module
    • mlm_insights.core.readers package
      • Subpackages
    • mlm_insights.core.sdcs package
      • Subpackages
      • Submodules
      • mlm_insights.core.sdcs.confusion_matrix_component module
      • mlm_insights.core.sdcs.framework_sdc module
      • mlm_insights.core.sdcs.multi_threshold_confusion_matrix module
      • mlm_insights.core.sdcs.sdc_registry module
      • mlm_insights.core.sdcs.cpc_sdc module
    • 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
      • Subpackages
      • Submodules
      • mlm_insights.core.transformers.conditional_feature_transformer module
      • mlm_insights.core.transformers.expression_evaluator module
    • mlm_insights.core.utils package
      • Subpackages
      • Submodules
      • mlm_insights.core.utils.feature_component module
      • mlm_insights.core.utils.hash module
      • mlm_insights.core.utils.klasses module
      • mlm_insights.core.utils.common_utils module
    • mlm_insights.core.profile_readers package
      • Subpackages
      • Submodules
      • mlm_insights.core.profile_readers.local_profile_reader module
      • mlm_insights.core.profile_readers.oci_object_storage_profile_reader module
      • mlm_insights.core.profile_readers.profile_reader_result module
      • Module contents
• mlm_insights.mlm_dask package
  • Subpackages
    • mlm_insights.mlm_dask.execution_engine package
      • Submodules
      • mlm_insights.mlm_dask.execution_engine.dask_engine module
    • mlm_insights.mlm_dask.interfaces package
      • Submodules
      • mlm_insights.mlm_dask.interfaces.dask_data_reader module
      • Module contents
    • mlm_insights.mlm_dask.readers package
      • Submodules
      • mlm_insights.mlm_dask.readers.csv_dask_data_readers module
      • mlm_insights.mlm_dask.readers.jsonl_dask_data_readers module
      • mlm_insights.mlm_dask.readers.nested_json_dask_data_reader module
      • Module contents
    • mlm_insights.mlm_dask.schema package
      • Submodules
      • mlm_insights.mlm_dask.schema.dask_schema_provider module
      • Module contents
  • Module contents
• mlm_insights.mlm_native package
  • Subpackages
    • mlm_insights.mlm_native.exceptions package
      • Module contents
    • mlm_insights.mlm_native.execution_engine package
      • Submodules
      • mlm_insights.mlm_native.execution_engine.native_engine module
      • Module contents
    • mlm_insights.mlm_native.interfaces package
      • Submodules
      • mlm_insights.mlm_native.interfaces.native_data_reader module
      • Module contents
    • mlm_insights.mlm_native.readers package
      • Submodules
      • mlm_insights.mlm_native.readers.csv_native_data_reader module
      • mlm_insights.mlm_native.readers.jsonl_native_data_reader module
      • mlm_insights.mlm_native.readers.nested_json_native_data_reader module
      • Module contents
    • mlm_insights.mlm_native.schema package
      • Submodules
      • mlm_insights.mlm_native.schema.native_schema_provider module
      • Module contents
  • Module contents
• mlm_insights.tests package
  • Subpackages
    • mlm_insights.tests.exceptions package
      • Submodules
      • mlm_insights.tests.exceptions.errors module
      • mlm_insights.tests.exceptions.test_builder_exception module
      • Module contents
    • mlm_insights.tests.selectors package
      • Subpackages
      • Submodules
      • mlm_insights.tests.selectors.dataset_metric_selector module
      • mlm_insights.tests.selectors.feature_metric_selector module
      • mlm_insights.tests.selectors.selector_result module
      • mlm_insights.tests.selectors.selector_validation_result module
      • Module contents
    • mlm_insights.tests.test_builder package
      • Submodules
      • mlm_insights.tests.test_builder.test_builder module
      • Module contents
    • mlm_insights.tests.test_context package
      • Subpackages
      • Submodules
      • mlm_insights.tests.test_context.profile_test_context module
      • Module contents
    • mlm_insights.tests.test_runner package
      • Submodules
      • mlm_insights.tests.test_runner.test_runner module
      • Module contents
    • mlm_insights.tests.test_suites package
      • Module contents
    • mlm_insights.tests.test_types package
      • Subpackages
      • Module contents
  • Submodules
  • mlm_insights.tests.constants module
    • GroupByKey
      • GroupByKey.FEATURE_TAG_KEY
      • GroupByKey.TEST_STATUS_KEY
      • GroupByKey.TEST_TYPE_TAG_KEY
  • 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
    • ProfileSource
      • ProfileSource.CURRENT
      • ProfileSource.REFERENCE
  • mlm_insights.tests.test_result module
    • TestAssertionInfo
      • TestAssertionInfo.actual
      • TestAssertionInfo.expected
    • TestError
      • TestError.description
      • TestError.has_error
    • TestResult
      • TestResult.description
      • TestResult.error
      • TestResult.name
      • TestResult.status
      • TestResult.system_tags
      • TestResult.test_assertion_info
      • TestResult.test_config
      • TestResult.to_dict()
      • TestResult.user_defined_tags
    • TestStatus
      • TestStatus.ERROR
      • TestStatus.FAILED
      • TestStatus.PASSED
      • TestStatus.get_status()
  • mlm_insights.tests.test_results module
    • TestResults
      • TestResults.group_tests_by()
      • TestResults.test_results
      • TestResults.test_summary
      • TestResults.to_json()
      • TestResults.user_defined_tags
  • mlm_insights.tests.test_summary module
    • TestSummary
      • TestSummary.error_test
      • TestSummary.failed_tests
      • TestSummary.passed_tests
      • TestSummary.total_tests
  • mlm_insights.tests.test_validation_result module
    • TestValidationResult
      • TestValidationResult.errors
      • TestValidationResult.is_valid()
      • TestValidationResult.valid
    • TestValidationResults
      • TestValidationResults.add_validation_result()
      • TestValidationResults.get_results()
      • TestValidationResults.has_errors()
      • TestValidationResults.validation_results
  • Module contents