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HTSConstants Clase

  • Referencia

Conjuntos usados por ejecuciones de series temporales jerárquicas de AutoML.

Herencia
builtins.object
HTSConstants

Constructor

HTSConstants()

Atributos

ACTUAL_COLUMN 

ACTUAL_COLUMN = 'automl_actual'

AGGREGATION_METHODS 

AGGREGATION_METHODS = {'average_historical_proportions', 'proportions_of_historical_average'}

ALLOCATION_METHOD 

ALLOCATION_METHOD = '--allocation-method'

APPEND_HEADER_PRS 

APPEND_HEADER_PRS = '--append_row_dataframe_header'

AVERAGE_HISTORICAL_PROPORTIONS 

AVERAGE_HISTORICAL_PROPORTIONS = 'average_historical_proportions'

BLOB_PATH 

BLOB_PATH = '--filedataset-blob-dir'

COLLECT_SUMMARY_JSON_AGG_FILE 

COLLECT_SUMMARY_JSON_AGG_FILE = 'aggregated_file'

COLLECT_SUMMARY_JSON_ORIGIN_FILE 

COLLECT_SUMMARY_JSON_ORIGIN_FILE = 'origin_files'

COLLECT_SUMMARY_JSON_SUMMARY 

COLLECT_SUMMARY_JSON_SUMMARY = 'summary'

COLUMN_VOCABULARY_DICT 

COLUMN_VOCABULARY_DICT = 'column_vocabulary_dict'

DEFAULT_ARG_VALUE 

DEFAULT_ARG_VALUE = '__DEFAULT_ARG_VALUE'

ENABLE_EVENT_LOGGER 

ENABLE_EVENT_LOGGER = '--enable-event-logger'

ENGINEERED_EXPLANATION 

ENGINEERED_EXPLANATION = '--enable-engineered-explanation'

EXPLANATIONS_ENGINEERED_FEATURES 

EXPLANATIONS_ENGINEERED_FEATURES = 'engineered'

EXPLANATIONS_RAW_FEATURES 

EXPLANATIONS_RAW_FEATURES = 'raw'

EXPLANATION_DIR 

EXPLANATION_DIR = '--explanation-dir'

FORECAST_LEVEL 

FORECAST_LEVEL = '--forecast-level'

FORECAST_MODE 

FORECAST_MODE = '--forecast-mode'

FORECAST_ORIGIN_COLUMN 

FORECAST_ORIGIN_COLUMN = 'automl_forecast_origin'

FORECAST_QUANTILES 

FORECAST_QUANTILES = '--forecast-quantiles'

FORECAST_STEP 

FORECAST_STEP = '--forecast-step'

GRAPH_JSON_FILE 

GRAPH_JSON_FILE = 'hts_graph.json'

HIERARCHY 

HIERARCHY = 'hierarchy_column_names'

HIERARCHY_PARAMETERS 

HIERARCHY_PARAMETERS = {'hierarchy_column_names', 'hierarchy_training_level'}

HTS_ARGUMENTS_PARSE_KWARGS_DICT 

HTS_ARGUMENTS_PARSE_KWARGS_DICT = {'--forecast-quantiles': {'nargs': '*', 'type': <class 'float'>}, '--forecast-step': {'type': <class 'int'>}}

HTS_COUNT_VECTORIZER_MAX_FEATURES 

HTS_COUNT_VECTORIZER_MAX_FEATURES = 5

HTS_CROSS_TIME_AGG_CSV 

HTS_CROSS_TIME_AGG_CSV = 'hts_cross_time_agg.csv'

HTS_CROSS_TIME_PROPORTION 

HTS_CROSS_TIME_PROPORTION = '_hts_cross_time_proportion'

HTS_CROSS_TIME_SUM 

HTS_CROSS_TIME_SUM = '_hts_cross_time_sum'

HTS_DIR_EXPLANATIONS 

HTS_DIR_EXPLANATIONS = 'explanations'

HTS_ENDTIME 

HTS_ENDTIME = '_hts_endtime'

HTS_EXPLANATIONS_OUT 

HTS_EXPLANATIONS_OUT = 'training_explanations'

HTS_FILE_DATASET_COLLECT_SUMMARY 

HTS_FILE_DATASET_COLLECT_SUMMARY = 'dataset_collect_summary.json'

HTS_FILE_EXPLANATION_INFO_JSON 

HTS_FILE_EXPLANATION_INFO_JSON = 'explanation_info.json'

HTS_FILE_NODE_COLUMNS_INFO_JSON 

HTS_FILE_NODE_COLUMNS_INFO_JSON = 'node_columns_info.json'

HTS_FILE_POSTFIX_ENG_COL_INFO_JSON 

HTS_FILE_POSTFIX_ENG_COL_INFO_JSON = '_engineered_col_info.json'

HTS_FILE_POSTFIX_EXPLANATION_INFO_JSON 

HTS_FILE_POSTFIX_EXPLANATION_INFO_JSON = '_explanation_info.json'

HTS_FILE_POSTFIX_METADATA_CSV 

HTS_FILE_POSTFIX_METADATA_CSV = '_metadata.csv'

HTS_FILE_POSTFIX_NODE_COLUMNS_INFO_JSON 

HTS_FILE_POSTFIX_NODE_COLUMNS_INFO_JSON = '_node_columns_info.json'

HTS_FILE_POSTFIX_RUN_INFO_JSON 

HTS_FILE_POSTFIX_RUN_INFO_JSON = '_run_info.json'

HTS_FILE_PREDICTIONS 

HTS_FILE_PREDICTIONS = 'allocated_predictions.csv'

HTS_FILE_PRED_RESULTS 

HTS_FILE_PRED_RESULTS = 'prediction_results.json'

HTS_FILE_PRED_RESULTS_POSTFIX 

HTS_FILE_PRED_RESULTS_POSTFIX = '_results.json'

HTS_FILE_PROPORTIONS_METADATA_JSON 

HTS_FILE_PROPORTIONS_METADATA_JSON = 'metadata.json'

HTS_FILE_RAW_PREDICTIONS 

HTS_FILE_RAW_PREDICTIONS = 'raw_predictions.csv'

HTS_FILE_RUN_INFO_JSON 

HTS_FILE_RUN_INFO_JSON = 'run_info.json'

HTS_FREQUENCY 

HTS_FREQUENCY = '_hts_freq'

HTS_GRAPH 

HTS_GRAPH = '--hts-graph'

HTS_HIERARCHY_SUM 

HTS_HIERARCHY_SUM = '_hts_hierarchy_sum'

HTS_INPUT 

HTS_INPUT = 'hts_raw'

HTS_OUTPUT_ARGUMENTS_DICT 

HTS_OUTPUT_ARGUMENTS_DICT = {'--allocation-method': 'allocation_method', '--enable-engineered-explanation': 'engineered_explanation', '--enable-event-logger': 'enable_event_logger', '--explanation-dir': 'explanation_dir', '--filedataset-blob-dir': 'filedataset_blob_dir', '--forecast-level': 'forecast_level', '--forecast-mode': 'forecast_mode', '--forecast-quantiles': 'forecast_quantiles', '--forecast-step': 'forecast_step', '--hts-graph': 'hts_graph', '--input-medatadata': 'input_metadata', '--input-name': 'input_data_name', '--nodes-count': 'nodes_count', '--output-path': 'output_path', '--partitioned-dataset-name': 'partitioned_dataset_name', '--pipeline-scenario': 'pipeline_scenario', '--raw-forecasts': 'raw_forecasts', '--training-runid': 'training_run_id'}

HTS_OUTPUT_PARTITIONED 

HTS_OUTPUT_PARTITIONED = 'tabular_dataset_partition'

HTS_PROPERTIES_INFERENCE 

HTS_PROPERTIES_INFERENCE = 'inference'

HTS_PROPERTIES_PARTITIONED_TABULAR_DATASET_NAME 

HTS_PROPERTIES_PARTITIONED_TABULAR_DATASET_NAME = 'partitioned_tabular_dataset'

HTS_PROPERTIES_RUN_TYPE 

HTS_PROPERTIES_RUN_TYPE = 'hts_run_type'

HTS_PROPERTIES_SETTINGS 

HTS_PROPERTIES_SETTINGS = 'hts_settings'

HTS_PROPERTIES_TRAINING 

HTS_PROPERTIES_TRAINING = 'training'

HTS_PROPERTIES_TRAINING_RUN_ID 

HTS_PROPERTIES_TRAINING_RUN_ID = 'hts_training_run_id'

HTS_ROOT_NODE_LEVEL 

HTS_ROOT_NODE_LEVEL = 'AUTOML_TOP_LEVEL'

HTS_ROOT_NODE_NAME 

HTS_ROOT_NODE_NAME = 'AUTOML_TOP_NODE'

HTS_SCRIPTS_SCENARIO_ARG_DICT 

HTS_SCRIPTS_SCENARIO_ARG_DICT = {'automl-training': ['--output-path', '--input-medatadata', '--hts-graph', '--enable-engineered-explanation', '--nodes-count', '--enable-event-logger'], 'data-aggregation-and-validation': ['--output-path', '--filedataset-blob-dir', '--hts-graph', '--nodes-count', '--enable-event-logger'], 'dataset-partition': ['--partitioned-dataset-name', '--training-runid', '--enable-event-logger', '--input-name', '--pipeline-scenario'], 'dataset-partition-inference': ['--partitioned-dataset-name', '--training-runid', '--nodes-count', '--enable-event-logger', '--input-name', '--pipeline-scenario'], 'forecast-allocation': ['--forecast-level', '--forecast-quantiles', '--allocation-method', '--training-runid', '--output-path', '--raw-forecasts', '--enable-event-logger'], 'forecast-explanation-allocation': ['--explanation-dir', '--hts-graph', '--enable-engineered-explanation', '--output-path', '--enable-event-logger'], 'forecast-parallel': ['--training-runid', '--output-path', '--forecast-mode', '--forecast-step', '--forecast-quantiles', '--enable-event-logger'], 'hierarchy-builder': ['--output-path', '--filedataset-blob-dir', '--enable-event-logger', '--input-name'], 'proportions-calculation': ['--input-medatadata', '--hts-graph', '--enable-event-logger']}

HTS_STARTTIME 

HTS_STARTTIME = '_hts_starttime'

HTS_TAG_TRAINING_RUN_ID 

HTS_TAG_TRAINING_RUN_ID = 'hts_training_run'

HTS_TRAINING_METADATA 

HTS_TRAINING_METADATA = 'automl_training'

INPUT_DATA_NAME 

INPUT_DATA_NAME = '--input-name'

JSON_VERSION 

JSON_VERSION = 'version'

LOGGING_PIPELINE_ID 

LOGGING_PIPELINE_ID = 'pipeline_run_id'

LOGGING_REGION 

LOGGING_REGION = 'region'

LOGGING_RUN_ID 

LOGGING_RUN_ID = 'script_run_id'

LOGGING_RUN_SUBTYPE 

LOGGING_RUN_SUBTYPE = 'run_subtype'

LOGGING_RUN_TYPE 

LOGGING_RUN_TYPE = 'run_type'

LOGGING_SCRIPT_SESSION_ID 

LOGGING_SCRIPT_SESSION_ID = 'script_session_id'

LOGGING_SUBSCRIPTION_ID 

LOGGING_SUBSCRIPTION_ID = 'subscription_id'

METADATA_INPUT 

METADATA_INPUT = '--input-medatadata'

METADATA_JSON_METADATA 

METADATA_JSON_METADATA = 'metadata'

MODEL_TAG_AUTOML 

MODEL_TAG_AUTOML = 'AutoML'

MODEL_TAG_HASH 

MODEL_TAG_HASH = 'Hash'

MODEL_TAG_HIERARCHY 

MODEL_TAG_HIERARCHY = 'Hierarchy'

MODEL_TAG_MODEL_TYPE 

MODEL_TAG_MODEL_TYPE = 'ModelType'

MODEL_TAG_RUN_ID 

MODEL_TAG_RUN_ID = 'RunId'

MODEL_TAG_STEP_RUN_ID 

MODEL_TAG_STEP_RUN_ID = 'StepRunId'

NODES_COUNT 

NODES_COUNT = '--nodes-count'

NODE_ID 

NODE_ID = 'node_id'

OUTPUT_PATH 

OUTPUT_PATH = '--output-path'

PARTITIONED_DATASET_NAME 

PARTITIONED_DATASET_NAME = '--partitioned-dataset-name'

PIPELINE_SCENARIO 

PIPELINE_SCENARIO = '--pipeline-scenario'

PREDICTION_COLUMN 

PREDICTION_COLUMN = 'automl_prediction'

PROPORTIONS_OF_HISTORICAL_AVERAGE 

PROPORTIONS_OF_HISTORICAL_AVERAGE = 'proportions_of_historical_average'

RAW_FORECASTS 

RAW_FORECASTS = '--raw-forecasts'

RUN_INFO_AUTOML_RUN_ID 

RUN_INFO_AUTOML_RUN_ID = 'run_id'

RUN_INFO_FAILED_REASON 

RUN_INFO_FAILED_REASON = 'failed_reason'

RUN_INFO_STATUS 

RUN_INFO_STATUS = 'status'

RUN_PROPERTIES_DATA_TAGS 

RUN_PROPERTIES_DATA_TAGS = 'hts_data_tags'

RUN_PROPERTIES_HTS_HIERARCHY 

RUN_PROPERTIES_HTS_HIERARCHY = 'hts_hierarchy'

RUN_PROPERTIES_INPUT_FILE 

RUN_PROPERTIES_INPUT_FILE = 'many_models_input_file'

RUN_PROPERTIES_MANY_MODELS_RUN 

RUN_PROPERTIES_MANY_MODELS_RUN = 'many_models_run'

RUN_TYPE 

RUN_TYPE = 'hierarchy-timeseries'

SETTINGS_FILE 

SETTINGS_FILE = 'automl_settings.json'

STEP_ALLOCATION 

STEP_ALLOCATION = 'forecast-allocation'

STEP_AUTOML_TRAINING 

STEP_AUTOML_TRAINING = 'automl-training'

STEP_DATASET_PARTITION 

STEP_DATASET_PARTITION = 'dataset-partition'

STEP_DATASET_PARTITION_INF 

STEP_DATASET_PARTITION_INF = 'dataset-partition-inference'

STEP_DATA_AGGREGATION 

STEP_DATA_AGGREGATION = 'data-aggregation-and-validation'

STEP_DATA_AGGREGATION_FILEDATASET 

STEP_DATA_AGGREGATION_FILEDATASET = 'data-aggregation-filedataset'

STEP_EXPLAIN_ALLOCATION 

STEP_EXPLAIN_ALLOCATION = 'forecast-explanation-allocation'

STEP_FORECAST 

STEP_FORECAST = 'forecast-parallel'

STEP_HIERARCHY_BUILDER 

STEP_HIERARCHY_BUILDER = 'hierarchy-builder'

STEP_PROPORTIONS_CALCULATION 

STEP_PROPORTIONS_CALCULATION = 'proportions-calculation'

TRAINING_LEVEL 

TRAINING_LEVEL = 'hierarchy_training_level'

TRAINING_RUN_ID 

TRAINING_RUN_ID = '--training-runid'