:py:mod:`mlair.configuration.defaults`
======================================

.. py:module:: mlair.configuration.defaults


Module Contents
---------------


Functions
~~~~~~~~~

.. autoapisummary::

   mlair.configuration.defaults.get_defaults



Attributes
~~~~~~~~~~

.. autoapisummary::

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


.. py:data:: __author__
   :annotation: = Lukas Leufen

   

.. py:data:: __date__
   :annotation: = 2020-06-25

   

.. py:data:: DEFAULT_STATIONS
   :annotation: = ['DEBW107', 'DEBY081', 'DEBW013', 'DEBW076', 'DEBW087']

   

.. py:data:: DEFAULT_VAR_ALL_DICT
   

   

.. py:data:: DEFAULT_STATION_TYPE
   :annotation: = background

   

.. py:data:: DEFAULT_VARIABLES
   

   

.. py:data:: DEFAULT_START
   :annotation: = 1997-01-01

   

.. py:data:: DEFAULT_END
   :annotation: = 2017-12-31

   

.. py:data:: DEFAULT_WINDOW_HISTORY_SIZE
   :annotation: = 13

   

.. py:data:: DEFAULT_OVERWRITE_LOCAL_DATA
   :annotation: = False

   

.. py:data:: DEFAULT_OVERWRITE_LAZY_DATA
   :annotation: = False

   

.. py:data:: DEFAULT_HPC_LOGIN_LIST
   :annotation: = ['ju', 'hdfmll']

   

.. py:data:: DEFAULT_HPC_HOST_LIST
   :annotation: = ['jw', 'hdfmlc']

   

.. py:data:: DEFAULT_CREATE_NEW_MODEL
   :annotation: = True

   

.. py:data:: DEFAULT_TRAIN_MODEL
   :annotation: = True

   

.. py:data:: DEFAULT_FRACTION_OF_TRAINING
   :annotation: = 0.8

   

.. py:data:: DEFAULT_EXTREME_VALUES
   

   

.. py:data:: DEFAULT_EXTREMES_ON_RIGHT_TAIL_ONLY
   :annotation: = False

   

.. py:data:: DEFAULT_PERMUTE_DATA
   :annotation: = False

   

.. py:data:: DEFAULT_BATCH_SIZE
   

   

.. py:data:: DEFAULT_EPOCHS
   :annotation: = 20

   

.. py:data:: DEFAULT_EARLY_STOPPING_EPOCHS
   

   

.. py:data:: DEFAULT_RESTORE_BEST_MODEL_WEIGHTS
   :annotation: = True

   

.. py:data:: DEFAULT_TARGET_VAR
   :annotation: = o3

   

.. py:data:: DEFAULT_TARGET_DIM
   :annotation: = variables

   

.. py:data:: DEFAULT_WINDOW_LEAD_TIME
   :annotation: = 3

   

.. py:data:: DEFAULT_WINDOW_DIM
   :annotation: = window

   

.. py:data:: DEFAULT_TIME_DIM
   :annotation: = datetime

   

.. py:data:: DEFAULT_ITER_DIM
   :annotation: = Stations

   

.. py:data:: DEFAULT_DIMENSIONS
   

   

.. py:data:: DEFAULT_INTERPOLATION_METHOD
   :annotation: = linear

   

.. py:data:: DEFAULT_INTERPOLATION_LIMIT
   :annotation: = 1

   

.. py:data:: DEFAULT_TRAIN_START
   :annotation: = 1997-01-01

   

.. py:data:: DEFAULT_TRAIN_END
   :annotation: = 2007-12-31

   

.. py:data:: DEFAULT_TRAIN_MIN_LENGTH
   :annotation: = 90

   

.. py:data:: DEFAULT_VAL_START
   :annotation: = 2008-01-01

   

.. py:data:: DEFAULT_VAL_END
   :annotation: = 2009-12-31

   

.. py:data:: DEFAULT_VAL_MIN_LENGTH
   :annotation: = 90

   

.. py:data:: DEFAULT_TEST_START
   :annotation: = 2010-01-01

   

.. py:data:: DEFAULT_TEST_END
   :annotation: = 2017-12-31

   

.. py:data:: DEFAULT_TEST_MIN_LENGTH
   :annotation: = 90

   

.. py:data:: DEFAULT_TRAIN_VAL_MIN_LENGTH
   :annotation: = 180

   

.. py:data:: DEFAULT_USE_ALL_STATIONS_ON_ALL_DATA_SETS
   :annotation: = True

   

.. py:data:: DEFAULT_COMPETITORS
   :annotation: = ['ols', 'persi']

   

.. py:data:: DEFAULT_DO_UNCERTAINTY_ESTIMATE
   :annotation: = True

   

.. py:data:: DEFAULT_UNCERTAINTY_ESTIMATE_BLOCK_LENGTH
   :annotation: = 1m

   

.. py:data:: DEFAULT_UNCERTAINTY_ESTIMATE_EVALUATE_COMPETITORS
   :annotation: = True

   

.. py:data:: DEFAULT_UNCERTAINTY_ESTIMATE_N_BOOTS
   :annotation: = 1000

   

.. py:data:: DEFAULT_DO_BIAS_FREE_EVALUATION
   :annotation: = True

   

.. py:data:: DEFAULT_EVALUATE_FEATURE_IMPORTANCE
   :annotation: = True

   

.. py:data:: DEFAULT_FEATURE_IMPORTANCE_CREATE_NEW_BOOTSTRAPS
   :annotation: = False

   

.. py:data:: DEFAULT_FEATURE_IMPORTANCE_N_BOOTS
   :annotation: = 20

   

.. py:data:: DEFAULT_FEATURE_IMPORTANCE_BOOTSTRAP_TYPE
   :annotation: = singleinput

   

.. py:data:: DEFAULT_FEATURE_IMPORTANCE_BOOTSTRAP_METHOD
   :annotation: = shuffle

   

.. py:data:: DEFAULT_PLOT_LIST
   :annotation: = ['PlotMonthlySummary', 'PlotStationMap', 'PlotClimatologicalSkillScore', 'PlotTimeSeries',...

   

.. py:data:: DEFAULT_SAMPLING
   :annotation: = daily

   

.. py:data:: DEFAULT_DATA_ORIGIN
   

   

.. py:data:: DEFAULT_USE_MULTIPROCESSING
   :annotation: = True

   

.. py:data:: DEFAULT_USE_MULTIPROCESSING_ON_DEBUG
   :annotation: = False

   

.. py:data:: DEFAULT_MAX_NUMBER_MULTIPROCESSING
   :annotation: = 16

   

.. py:data:: DEFAULT_CREATE_SNAPSHOT
   :annotation: = False

   

.. py:function:: get_defaults()

   Return all default parameters set in defaults.py