abacusai.api_class.enums
Module Contents
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- class abacusai.api_class.enums.ApiEnum
Bases:
enum.Enum
Generic enumeration.
Derive from this class to define new enumerations.
- __eq__(other)
Return self==value.
- __hash__()
Return hash(self).
- class abacusai.api_class.enums.ProblemType
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- AI_AGENT = 'ai_agent'
- ANOMALY_DETECTION = 'anomaly_new'
- ANOMALY_OUTLIERS = 'anomaly'
- EVENT_ANOMALY = 'event_anomaly'
- CLUSTERING = 'clustering'
- CLUSTERING_TIMESERIES = 'clustering_timeseries'
- CUMULATIVE_FORECASTING = 'cumulative_forecasting'
- NAMED_ENTITY_EXTRACTION = 'nlp_ner'
- NATURAL_LANGUAGE_SEARCH = 'nlp_search'
- CHAT_LLM = 'chat_llm'
- SENTENCE_BOUNDARY_DETECTION = 'nlp_sentence_boundary_detection'
- SENTIMENT_DETECTION = 'nlp_sentiment'
- DOCUMENT_CLASSIFICATION = 'nlp_classification'
- DOCUMENT_SUMMARIZATION = 'nlp_summarization'
- DOCUMENT_VISUALIZATION = 'nlp_document_visualization'
- PERSONALIZATION = 'personalization'
- PREDICTIVE_MODELING = 'regression'
- FORECASTING = 'forecasting'
- CUSTOM_TRAINED_MODEL = 'plug_and_play'
- CUSTOM_ALGORITHM = 'trainable_plug_and_play'
- FEATURE_STORE = 'feature_store'
- IMAGE_CLASSIFICATION = 'vision_classification'
- OBJECT_DETECTION = 'vision_object_detection'
- IMAGE_VALUE_PREDICTION = 'vision_regression'
- MODEL_MONITORING = 'model_monitoring'
- LANGUAGE_DETECTION = 'language_detection'
- OPTIMIZATION = 'optimization'
- PRETRAINED_MODELS = 'pretrained'
- THEME_ANALYSIS = 'theme_analysis'
- class abacusai.api_class.enums.RegressionObjective
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- AUC = 'auc'
- ACCURACY = 'acc'
- LOG_LOSS = 'log_loss'
- PRECISION = 'precision'
- RECALL = 'recall'
- F1_SCORE = 'fscore'
- MAE = 'mae'
- MAPE = 'mape'
- WAPE = 'wape'
- RMSE = 'rmse'
- R_SQUARED_COEFFICIENT_OF_DETERMINATION = 'r^2'
- class abacusai.api_class.enums.RegressionTreeHPOMode
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- RAPID = ('rapid',)
- THOROUGH = 'thorough'
- class abacusai.api_class.enums.RegressionAugmentationStrategy
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- SMOTE = 'smote'
- RESAMPLE = 'resample'
- class abacusai.api_class.enums.RegressionTargetTransform
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- LOG = 'log'
- QUANTILE = 'quantile'
- YEO_JOHNSON = 'yeo-johnson'
- BOX_COX = 'box-cox'
- class abacusai.api_class.enums.RegressionTypeOfSplit
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- RANDOM = 'Random Sampling'
- TIMESTAMP_BASED = 'Timestamp Based'
- ROW_INDICATOR_BASED = 'Row Indicator Based'
- class abacusai.api_class.enums.RegressionTimeSplitMethod
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- TEST_SPLIT_PERCENTAGE_BASED = 'Test Split Percentage Based'
- TEST_START_TIMESTAMP_BASED = 'Test Start Timestamp Based'
- class abacusai.api_class.enums.RegressionLossFunction
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- HUBER = 'Huber'
- MSE = 'Mean Squared Error'
- MAE = 'Mean Absolute Error'
- MAPE = 'Mean Absolute Percentage Error'
- MSLE = 'Mean Squared Logarithmic Error'
- TWEEDIE = 'Tweedie'
- CROSS_ENTROPY = 'Cross Entropy'
- FOCAL_CROSS_ENTROPY = 'Focal Cross Entropy'
- AUTOMATIC = 'Automatic'
- CUSTOM = 'Custom'
- class abacusai.api_class.enums.ExplainerType
Bases:
enum.Enum
Generic enumeration.
Derive from this class to define new enumerations.
- KERNEL_EXPLAINER = 'KERNEL_EXPLAINER'
- LIME_EXPLAINER = 'LIME_EXPLAINER'
- TREE_EXPLAINER = 'TREE_EXPLAINER'
- EBM_EXPLAINER = 'EBM_EXPLAINER'
- class abacusai.api_class.enums.SamplingMethodType
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- N_SAMPLING = 'N_SAMPLING'
- PERCENT_SAMPLING = 'PERCENT_SAMPLING'
- class abacusai.api_class.enums.MergeMode
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- LAST_N = 'LAST_N'
- TIME_WINDOW = 'TIME_WINDOW'
- class abacusai.api_class.enums.FillLogic
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- AVERAGE = 'average'
- MAX = 'max'
- MEDIAN = 'median'
- MIN = 'min'
- CUSTOM = 'custom'
- BACKFILL = 'bfill'
- FORWARDFILL = 'ffill'
- LINEAR = 'linear'
- NEAREST = 'nearest'
- class abacusai.api_class.enums.BatchSize
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- BATCH_8 = 8
- BATCH_16 = 16
- BATCH_32 = 32
- BATCH_64 = 64
- BATCH_128 = 128
- BATCH_256 = 256
- BATCH_384 = 384
- BATCH_512 = 512
- BATCH_740 = 740
- BATCH_1024 = 1024
- class abacusai.api_class.enums.HolidayCalendars
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- AU = 'AU'
- UK = 'UK'
- US = 'US'
- class abacusai.api_class.enums.ExperimentationMode
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- RAPID = 'rapid'
- THOROUGH = 'thorough'
- class abacusai.api_class.enums.PersonalizationTrainingMode
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- EXPERIMENTAL = 'EXP'
- PRODUCTION = 'PROD'
- class abacusai.api_class.enums.PersonalizationObjective
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- NDCG = 'ndcg'
- NDCG_5 = 'ndcg@5'
- NDCG_10 = 'ndcg@10'
- MAP = 'map'
- MAP_5 = 'map@5'
- MAP_10 = 'map@10'
- MRR = 'mrr'
- PERSONALIZATION = 'personalization@10'
- COVERAGE = 'coverage'
- class abacusai.api_class.enums.ForecastingObjective
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- ACCURACY = 'w_c_accuracy'
- WAPE = 'wape'
- MAPE = 'mape'
- CMAPE = 'cmape'
- RMSE = 'rmse'
- CV = 'coefficient_of_variation'
- BIAS = 'bias'
- SRMSE = 'srmse'
- class abacusai.api_class.enums.ForecastingFrequency
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- HOURLY = '1H'
- DAILY = '1D'
- WEEKLY_SUNDAY_START = '1W'
- WEEKLY_MONDAY_START = 'W-MON'
- WEEKLY_SATURDAY_START = 'W-SAT'
- MONTH_START = 'MS'
- MONTH_END = '1M'
- QUARTER_START = 'QS'
- QUARTER_END = '1Q'
- YEARLY = '1Y'
- class abacusai.api_class.enums.ForecastingDataSplitType
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- AUTO = 'Automatic Time Based'
- TIMESTAMP = 'Timestamp Based'
- ITEM = 'Item Based'
- PREDICTION_LENGTH = 'Force Prediction Length'
- class abacusai.api_class.enums.ForecastingLossFunction
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- CUSTOM = 'Custom'
- MEAN_ABSOLUTE_ERROR = 'mae'
- NORMALIZED_MEAN_ABSOLUTE_ERROR = 'nmae'
- PEAKS_MEAN_ABSOLUTE_ERROR = 'peaks_mae'
- MEAN_ABSOLUTE_PERCENTAGE_ERROR = 'stable_mape'
- POINTWISE_ACCURACY = 'accuracy'
- ROOT_MEAN_SQUARE_ERROR = 'rmse'
- NORMALIZED_ROOT_MEAN_SQUARE_ERROR = 'nrmse'
- ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR = 'asymmetric_mape'
- STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR = 'stable_standardized_mape_with_cmape'
- GAUSSIAN = 'mle_gaussian_local'
- GAUSSIAN_FULL_COVARIANCE = 'mle_gaussfullcov'
- GUASSIAN_EXPONENTIAL = 'mle_gaussexp'
- MIX_GAUSSIANS = 'mle_gaussmix'
- WEIBULL = 'mle_weibull'
- NEGATIVE_BINOMIAL = 'mle_negbinom'
- LOG_ROOT_MEAN_SQUARE_ERROR = 'log_rmse'
- class abacusai.api_class.enums.ForecastingLocalScaling
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- ZSCORE = 'zscore'
- SLIDING_ZSCORE = 'sliding_zscore'
- LAST_POINT = 'lastpoint'
- MIN_MAX = 'minmax'
- MIN_STD = 'minstd'
- ROBUST = 'robust'
- ITEM = 'item'
- class abacusai.api_class.enums.ForecastingFillMethod
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- BACK = 'BACK'
- MIDDLE = 'MIDDLE'
- FUTURE = 'FUTURE'
- class abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- DIRECT = 'direct'
- QUADRATIC = 'quadratic'
- ANCESTRAL_SIMULATION = 'simulation'
- class abacusai.api_class.enums.NERObjective
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- LOG_LOSS = 'log_loss'
- AUC = 'auc'
- PRECISION = 'precision'
- RECALL = 'recall'
- ANNOTATIONS_PRECISION = 'annotations_precision'
- ANNOTATIONS_RECALL = 'annotations_recall'
- class abacusai.api_class.enums.NERModelType
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- PRETRAINED_BERT = 'pretrained_bert'
- PRETRAINED_ROBERTA_27 = 'pretrained_roberta_27'
- PRETRAINED_ROBERTA_43 = 'pretrained_roberta_43'
- PRETRAINED_MULTILINGUAL = 'pretrained_multilingual'
- LEARNED = 'learned'
- class abacusai.api_class.enums.NLPDocumentFormat
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- AUTO = 'auto'
- TEXT = 'text'
- DOC = 'doc'
- TOKENS = 'tokens'
- class abacusai.api_class.enums.SentimentType
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- VALENCE = 'valence'
- EMOTION = 'emotion'
- class abacusai.api_class.enums.ClusteringImputationMethod
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- AUTOMATIC = 'Automatic'
- ZEROS = 'Zeros'
- INTERPOLATE = 'Interpolate'
- class abacusai.api_class.enums.ConnectorType
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- FILE = 'FILE'
- DATABASE = 'DATABASE'
- STREAMING = 'STREAMING'
- APPLICATION = 'APPLICATION'
- class abacusai.api_class.enums.PythonFunctionArgumentType
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- FEATURE_GROUP = 'FEATURE_GROUP'
- INTEGER = 'INTEGER'
- STRING = 'STRING'
- BOOLEAN = 'BOOLEAN'
- FLOAT = 'FLOAT'
- JSON = 'JSON'
- LIST = 'LIST'
- DATASET_ID = 'DATASET_ID'
- MODEL_ID = 'MODEL_ID'
- FEATURE_GROUP_ID = 'FEATURE_GROUP_ID'
- MONITOR_ID = 'MONITOR_ID'
- BATCH_PREDICTION_ID = 'BATCH_PREDICTION_ID'
- DEPLOYMENT_ID = 'DEPLOYMENT_ID'
- class abacusai.api_class.enums.PythonFunctionOutputArgumentType
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- NTEGER = 'INTEGER'
- STRING = 'STRING'
- BOOLEAN = 'BOOLEAN'
- FLOAT = 'FLOAT'
- JSON = 'JSON'
- LIST = 'LIST'
- DATASET_ID = 'DATASET_ID'
- MODEL_ID = 'MODEL_ID'
- FEATURE_GROUP_ID = 'FEATURE_GROUP_ID'
- MONITOR_ID = 'MONITOR_ID'
- BATCH_PREDICTION_ID = 'BATCH_PREDICTION_ID'
- DEPLOYMENT_ID = 'DEPLOYMENT_ID'
- ANY = 'ANY'
- class abacusai.api_class.enums.VectorStoreTextEncoder
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- E5 = 'E5'
- OPENAI = 'OPENAI'
- SENTENCE_BERT = 'SENTENCE_BERT'
- E5_SMALL = 'E5_SMALL'
- class abacusai.api_class.enums.LLMName
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- OPENAI_GPT4 = 'OPENAI_GPT4'
- OPENAI_GPT3_5 = 'OPENAI_GPT3_5'
- OPENAI_GPT3_5_SHORT = 'OPENAI_GPT3_5_SHORT'
- CLAUDE_V2 = 'CLAUDE_V2'
- ABACUS_GIRAFFE = 'ABACUS_GIRAFFE'
- ABACUS_LLAMA2_QA = 'ABACUS_LLAMA2_QA'
- ABACUS_LLAMA2_CODE = 'ABACUS_LLAMA2_CODE'
- LLAMA2_CHAT = 'LLAMA2_CHAT'
- PALM = 'PALM'
- PALM_TEXT = 'PALM_TEXT'
- class abacusai.api_class.enums.MonitorAlertType
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- ACCURACY_BELOW_THRESHOLD = 'AccuracyBelowThreshold'
- FEATURE_DRIFT = 'FeatureDrift'
- DATA_INTEGRITY_VIOLATIONS = 'DataIntegrityViolations'
- BIAS_VIOLATIONS = 'BiasViolations'
- class abacusai.api_class.enums.FeatureDriftType
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- KL = 'kl'
- KS = 'ks'
- WS = 'ws'
- JS = 'js'
- class abacusai.api_class.enums.DataIntegrityViolationType
Bases:
ApiEnum
Generic enumeration.
Derive from this class to define new enumerations.
- NULL_VIOLATIONS = 'null_violations'
- TYPE_MISMATCH_VIOLATIONS = 'type_mismatch_violations'
- RANGE_VIOLATIONS = 'range_violations'
- CATEGORICAL_RANGE_VIOLATION = 'categorical_range_violations'
- TOTAL_VIOLATIONS = 'total_violations'