Enums

class fireflyai.enums.CVStrategy

An enumeration.

AVERAGE_MODELS = 'average_models'

LAST_MODEL = 'last_model'

class fireflyai.enums.Estimator

An enumeration.

ADABOOST = 'adaboost'

ALL_ANOMALY = <function Estimator.ALL_ANOMALY>

ALL_CLASSIFICATION = <function Estimator.ALL_CLASSIFICATION>

ALL_CLASSIFICATION_TIMESERIES = <function Estimator.ALL_CLASSIFICATION_TIMESERIES>

ALL_MULTIVARIATE_TIMESERIES = <function Estimator.ALL_MULTIVARIATE_TIMESERIES>

ALL_REGRESSION = <function Estimator.ALL_REGRESSION>

ALL_REGRESSION_TIMESERIES = <function Estimator.ALL_REGRESSION_TIMESERIES>

ANOMALY_GMM = 'anomaly_gmm'

ANOMALY_HIST = 'anomaly_hist'

ANOMALY_ISOF = 'anomaly_isof'

ARIMA = 'arima'

AVERAGE_ESTIMATOR = 'average_estimator'

BART = 'bart'

BAYESIAN_RIDGE = 'bayesian_ridge'

BERNOULLI_NB = 'bernoulli_nb'

CAT_BOOST = 'cat_boost'

COMPLEMENT_NB = 'complement_nb'

DECISION_TREE = 'decision_tree'

ELASTIC_NET = 'elastic_net'

EXPONENTIAL_SMOOTHING = 'exponential_smoothing'

EXTRA_TREES = 'extra_trees'

GAUSSIAN_NB = 'gaussian_nb'

GAUSSIAN_PROCESS = 'gaussian_process'

GRADIENT_BOOSTING = 'gradient_boosting'

K_NEAREST_NEIGHBORS = 'k_nearest_neighbors'

LARS = 'lars'

LDA = 'lda'

LIBLINEAR_SVC = 'liblinear_svc'

LIBLINEAR_SVR = 'liblinear_svr'

LIBSVM_SVC = 'libsvm_svc'

LIBSVM_SVR = 'libsvm_svr'

LIGHT_GRADIENT_BOOSTING = 'light_gradient_boosting'

LOGREG = 'logreg'

MULTINOMIAL_NB = 'multinomial_nb'

NN_KERAS_SEQUENTIAL = 'nn_keras_sequential'

PASSIVE_AGGRESSIVE = 'passive_aggressive'

PROJ_LOGIT = 'proj_logit'

QDA = 'qda'

RANDOM_FOREST = 'random_forest'

RANSAC = 'ransac'

RIDGE_CLASSIFICATION = 'ridge_classification'

RIDGE_REGRESSION = 'ridge_regression'

SGD = 'sgd'

XGRADIENT_BOOSTING = 'xgradient_boosting'

class fireflyai.enums.FeatureType

An enumeration.

CATEGORICAL = 'categorical'

DATETIME = 'datetime'

NUMERICAL = 'numerical'

TEXT = 'text'

class fireflyai.enums.InterpretabilityLevel

An enumeration.

EXPLAINABLE = 2

PRECISE = 0

class fireflyai.enums.Pipeline

An enumeration.

ALL_ANOMALY = <function Pipeline.ALL_ANOMALY>

ALL_CLASSIFICATION = <function Pipeline.ALL_CLASSIFICATION>

ALL_CLASSIFICATION_TIMESERIES = <function Pipeline.ALL_CLASSIFICATION_TIMESERIES>

ALL_MULTIVARIATE_TIMESERIES = <function Pipeline.ALL_MULTIVARIATE_TIMESERIES>

ALL_REGRESSION = <function Pipeline.ALL_REGRESSION>

ALL_REGRESSION_TIMESERIES = <function Pipeline.ALL_REGRESSION_TIMESERIES>

AUTO_SAMPLE_GENERATION = 'auto_sample_generation'

BALANCING = 'balancing'

DATA_CLEANING_POST_IMPUTATION = 'data_cleaning_post_imputation'

DATA_CLEANING_PRE_IMPUTATION = 'data_cleaning_pre_imputation'

ESTIMATOR = 'estimator'

FEATURE_EMBEDDING = 'feature_embedding'

FEATURE_ENGINEERING = 'feature_engineering'

FEATURE_SELECTION = 'feature_selection'

FEATURE_STACKING = 'feature_stacking'

IMPUTATION = 'imputation'

TEXT_PREPROCESSING = 'text_preprocessing'

TIME_SERIES_AUTO_FEATURES = 'time_series_auto_features'

class fireflyai.enums.ProblemType

An enumeration.

ANOMALY_DETECTION = 'anomaly_detection'

CLASSIFICATION = 'classification'

REGRESSION = 'regression'

TIMESERIES_ANOMALY_DETECTION = 'anomaly_timeseries'

TIMESERIES_CLASSIFICATION = 'classification_timeseries'

TIMESERIES_REGRESSION = 'regression_timeseries'

class fireflyai.enums.SplittingStrategy

An enumeration.

ALL_ANOMALY = <function SplittingStrategy.ALL_ANOMALY>

ALL_CLASSIFICATION = <function SplittingStrategy.ALL_CLASSIFICATION>

ALL_CLASSIFICATION_TIMESERIES = <function SplittingStrategy.ALL_CLASSIFICATION_TIMESERIES>

ALL_MULTIVARIATE_TIMESERIES = <function SplittingStrategy.ALL_MULTIVARIATE_TIMESERIES>

ALL_REGRESSION = <function SplittingStrategy.ALL_REGRESSION>

ALL_REGRESSION_TIMESERIES = <function SplittingStrategy.ALL_REGRESSION_TIMESERIES>

SHUFFLED = 'shuffled'

STRATIFIED = 'stratified'

TIME_ORDER = 'time_order'

class fireflyai.enums.TargetMetric

An enumeration.

ACCURACY = 'accuracy'

ALL_ANOMALY = <function TargetMetric.ALL_ANOMALY>

ALL_CLASSIFICATION = <function TargetMetric.ALL_CLASSIFICATION>

ALL_CLASSIFICATION_TIMESERIES = <function TargetMetric.ALL_CLASSIFICATION_TIMESERIES>

ALL_MULTIVARIATE_TIMESERIES = <function TargetMetric.ALL_MULTIVARIATE_TIMESERIES>

ALL_REGRESSION = <function TargetMetric.ALL_REGRESSION>

ALL_REGRESSION_TIMESERIES = <function TargetMetric.ALL_REGRESSION_TIMESERIES>

AUC = 'auc'

COST_METRIC = 'cost_metric'

F1 = 'f1'

F2 = 'f2'

JACCARD = 'jaccard'

LOG_LOSS = 'log_loss'

MAE = 'mae'

MAE_DISCRETE = 'mae_discrete'

MAPE = 'mape'

MEDIAN_AE = 'median_ae'

MSE = 'mse'

NORMALIZED_GINI = 'normalized_gini'

NORMALIZED_MAE = 'normalized_mae'

NORMALIZED_MSE = 'normalized_mse'

NORMALIZED_MUTUAL_INFO = 'normalized_mutual_info'

NORMALIZED_RMSE = 'normalized_rmse'

R1 = 'r1'

R2 = 'r2'

RECALL_MACRO = 'recall_macro'

RMSE = 'rmse'

RMSLE = 'rmsle'

RMSPE = 'rmspe'

SIGNED_SUM = 'signed_sum'

class fireflyai.enums.ValidationStrategy

An enumeration.

CROSS_VALIDATION = 'cv'

HOLDOUT = 'holdout'