`mlair.configuration.defaults`¶

Module Contents¶

Functions¶

get_defaults()

Return all default parameters set in defaults.py

Attributes¶

`__author__`
`__date__`
`DEFAULT_STATIONS`
`DEFAULT_VAR_ALL_DICT`
`DEFAULT_STATION_TYPE`
`DEFAULT_VARIABLES`
`DEFAULT_START`
`DEFAULT_END`
`DEFAULT_WINDOW_HISTORY_SIZE`
`DEFAULT_OVERWRITE_LOCAL_DATA`
`DEFAULT_OVERWRITE_LAZY_DATA`
`DEFAULT_HPC_LOGIN_LIST`
`DEFAULT_HPC_HOST_LIST`
`DEFAULT_CREATE_NEW_MODEL`
`DEFAULT_TRAIN_MODEL`
`DEFAULT_FRACTION_OF_TRAINING`
`DEFAULT_EXTREME_VALUES`
`DEFAULT_EXTREMES_ON_RIGHT_TAIL_ONLY`
`DEFAULT_PERMUTE_DATA`
`DEFAULT_BATCH_SIZE`
`DEFAULT_EPOCHS`
`DEFAULT_EARLY_STOPPING_EPOCHS`
`DEFAULT_RESTORE_BEST_MODEL_WEIGHTS`
`DEFAULT_TARGET_VAR`
`DEFAULT_TARGET_DIM`
`DEFAULT_WINDOW_LEAD_TIME`
`DEFAULT_WINDOW_DIM`
`DEFAULT_TIME_DIM`
`DEFAULT_ITER_DIM`
`DEFAULT_DIMENSIONS`
`DEFAULT_INTERPOLATION_METHOD`
`DEFAULT_INTERPOLATION_LIMIT`
`DEFAULT_TRAIN_START`
`DEFAULT_TRAIN_END`
`DEFAULT_TRAIN_MIN_LENGTH`
`DEFAULT_VAL_START`
`DEFAULT_VAL_END`
`DEFAULT_VAL_MIN_LENGTH`
`DEFAULT_TEST_START`
`DEFAULT_TEST_END`
`DEFAULT_TEST_MIN_LENGTH`
`DEFAULT_TRAIN_VAL_MIN_LENGTH`
`DEFAULT_USE_ALL_STATIONS_ON_ALL_DATA_SETS`
`DEFAULT_COMPETITORS`
`DEFAULT_DO_UNCERTAINTY_ESTIMATE`
`DEFAULT_UNCERTAINTY_ESTIMATE_BLOCK_LENGTH`
`DEFAULT_UNCERTAINTY_ESTIMATE_EVALUATE_COMPETITORS`
`DEFAULT_UNCERTAINTY_ESTIMATE_N_BOOTS`
`DEFAULT_DO_BIAS_FREE_EVALUATION`
`DEFAULT_EVALUATE_FEATURE_IMPORTANCE`
`DEFAULT_FEATURE_IMPORTANCE_CREATE_NEW_BOOTSTRAPS`
`DEFAULT_FEATURE_IMPORTANCE_N_BOOTS`
`DEFAULT_FEATURE_IMPORTANCE_BOOTSTRAP_TYPE`
`DEFAULT_FEATURE_IMPORTANCE_BOOTSTRAP_METHOD`
`DEFAULT_PLOT_LIST`
`DEFAULT_SAMPLING`
`DEFAULT_DATA_ORIGIN`
`DEFAULT_USE_MULTIPROCESSING`
`DEFAULT_USE_MULTIPROCESSING_ON_DEBUG`
`DEFAULT_MAX_NUMBER_MULTIPROCESSING`
`DEFAULT_CREATE_SNAPSHOT`

mlair.configuration.defaults.__author__ = Lukas Leufen¶

mlair.configuration.defaults.__date__ = 2020-06-25¶

mlair.configuration.defaults.DEFAULT_STATIONS = ['DEBW107', 'DEBY081', 'DEBW013', 'DEBW076', 'DEBW087']¶

mlair.configuration.defaults.DEFAULT_VAR_ALL_DICT¶

mlair.configuration.defaults.DEFAULT_STATION_TYPE = background¶

mlair.configuration.defaults.DEFAULT_VARIABLES¶

mlair.configuration.defaults.DEFAULT_START = 1997-01-01¶

mlair.configuration.defaults.DEFAULT_END = 2017-12-31¶

mlair.configuration.defaults.DEFAULT_WINDOW_HISTORY_SIZE = 13¶

mlair.configuration.defaults.DEFAULT_OVERWRITE_LOCAL_DATA = False¶

mlair.configuration.defaults.DEFAULT_OVERWRITE_LAZY_DATA = False¶

mlair.configuration.defaults.DEFAULT_HPC_LOGIN_LIST = ['ju', 'hdfmll']¶

mlair.configuration.defaults.DEFAULT_HPC_HOST_LIST = ['jw', 'hdfmlc']¶

mlair.configuration.defaults.DEFAULT_CREATE_NEW_MODEL = True¶

mlair.configuration.defaults.DEFAULT_TRAIN_MODEL = True¶

mlair.configuration.defaults.DEFAULT_FRACTION_OF_TRAINING = 0.8¶

mlair.configuration.defaults.DEFAULT_EXTREME_VALUES¶

mlair.configuration.defaults.DEFAULT_EXTREMES_ON_RIGHT_TAIL_ONLY = False¶

mlair.configuration.defaults.DEFAULT_PERMUTE_DATA = False¶

mlair.configuration.defaults.DEFAULT_BATCH_SIZE¶

mlair.configuration.defaults.DEFAULT_EPOCHS = 20¶

mlair.configuration.defaults.DEFAULT_EARLY_STOPPING_EPOCHS¶

mlair.configuration.defaults.DEFAULT_RESTORE_BEST_MODEL_WEIGHTS = True¶

mlair.configuration.defaults.DEFAULT_TARGET_VAR = o3¶

mlair.configuration.defaults.DEFAULT_TARGET_DIM = variables¶

mlair.configuration.defaults.DEFAULT_WINDOW_LEAD_TIME = 3¶

mlair.configuration.defaults.DEFAULT_WINDOW_DIM = window¶

mlair.configuration.defaults.DEFAULT_TIME_DIM = datetime¶

mlair.configuration.defaults.DEFAULT_ITER_DIM = Stations¶

mlair.configuration.defaults.DEFAULT_DIMENSIONS¶

mlair.configuration.defaults.DEFAULT_INTERPOLATION_METHOD = linear¶

mlair.configuration.defaults.DEFAULT_INTERPOLATION_LIMIT = 1¶

mlair.configuration.defaults.DEFAULT_TRAIN_START = 1997-01-01¶

mlair.configuration.defaults.DEFAULT_TRAIN_END = 2007-12-31¶

mlair.configuration.defaults.DEFAULT_TRAIN_MIN_LENGTH = 90¶

mlair.configuration.defaults.DEFAULT_VAL_START = 2008-01-01¶

mlair.configuration.defaults.DEFAULT_VAL_END = 2009-12-31¶

mlair.configuration.defaults.DEFAULT_VAL_MIN_LENGTH = 90¶

mlair.configuration.defaults.DEFAULT_TEST_START = 2010-01-01¶

mlair.configuration.defaults.DEFAULT_TEST_END = 2017-12-31¶

mlair.configuration.defaults.DEFAULT_TEST_MIN_LENGTH = 90¶

mlair.configuration.defaults.DEFAULT_TRAIN_VAL_MIN_LENGTH = 180¶

mlair.configuration.defaults.DEFAULT_USE_ALL_STATIONS_ON_ALL_DATA_SETS = True¶

mlair.configuration.defaults.DEFAULT_COMPETITORS = ['ols', 'persi']¶

mlair.configuration.defaults.DEFAULT_DO_UNCERTAINTY_ESTIMATE = True¶

mlair.configuration.defaults.DEFAULT_UNCERTAINTY_ESTIMATE_BLOCK_LENGTH = 1m¶

mlair.configuration.defaults.DEFAULT_UNCERTAINTY_ESTIMATE_EVALUATE_COMPETITORS = True¶

mlair.configuration.defaults.DEFAULT_UNCERTAINTY_ESTIMATE_N_BOOTS = 1000¶

mlair.configuration.defaults.DEFAULT_DO_BIAS_FREE_EVALUATION = True¶

mlair.configuration.defaults.DEFAULT_EVALUATE_FEATURE_IMPORTANCE = True¶

mlair.configuration.defaults.DEFAULT_FEATURE_IMPORTANCE_CREATE_NEW_BOOTSTRAPS = False¶

mlair.configuration.defaults.DEFAULT_FEATURE_IMPORTANCE_N_BOOTS = 20¶

mlair.configuration.defaults.DEFAULT_FEATURE_IMPORTANCE_BOOTSTRAP_TYPE = singleinput¶

mlair.configuration.defaults.DEFAULT_FEATURE_IMPORTANCE_BOOTSTRAP_METHOD = shuffle¶

mlair.configuration.defaults.DEFAULT_PLOT_LIST = ['PlotMonthlySummary', 'PlotStationMap', 'PlotClimatologicalSkillScore', 'PlotTimeSeries',...¶

mlair.configuration.defaults.DEFAULT_SAMPLING = daily¶

mlair.configuration.defaults.DEFAULT_DATA_ORIGIN¶

mlair.configuration.defaults.DEFAULT_USE_MULTIPROCESSING = True¶

mlair.configuration.defaults.DEFAULT_USE_MULTIPROCESSING_ON_DEBUG = False¶

mlair.configuration.defaults.DEFAULT_MAX_NUMBER_MULTIPROCESSING = 16¶

mlair.configuration.defaults.DEFAULT_CREATE_SNAPSHOT = False¶

mlair.configuration.defaults.get_defaults()¶: Return all default parameters set in defaults.py

mlair.configuration.defaults¶

Module Contents¶

Functions¶

Attributes¶

`mlair.configuration.defaults`¶