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hastic-server/analytics/models/model.py

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Split out models from detectors #98 (#101) * Create abstract model class * Move detectors/*_detector -> models/*_model * Update Model class * Change detectors to models and move fields to self.state * Use models instead of detectors in PatternDetector * Update inits in detectors/ and models/ * Add types to resolve_model_by_pattern * Add types to abstract Model class
6 years ago
from abc import ABC, abstractmethod
from pandas import DataFrame
analytics: detector class + more types + remove Model.(save/load)
6 years ago
Split out models from detectors #98 (#101) * Create abstract model class * Move detectors/*_detector -> models/*_model * Update Model class * Change detectors to models and move fields to self.state * Use models instead of detectors in PatternDetector * Update inits in detectors/ and models/ * Add types to resolve_model_by_pattern * Add types to abstract Model class
6 years ago
class Model(ABC):
@abstractmethod
Analytic unit cache start #117 (#120)
6 years ago
def fit(self, dataframe: DataFrame, segments: list, cache: dict) -> dict:
Split out models from detectors #98 (#101) * Create abstract model class * Move detectors/*_detector -> models/*_model * Update Model class * Change detectors to models and move fields to self.state * Use models instead of detectors in PatternDetector * Update inits in detectors/ and models/ * Add types to resolve_model_by_pattern * Add types to abstract Model class
6 years ago
pass
@abstractmethod
Analytic unit cache start #117 (#120)
6 years ago
def predict(self, dataframe: DataFrame, cache: dict) -> dict:
Split out models from detectors #98 (#101) * Create abstract model class * Move detectors/*_detector -> models/*_model * Update Model class * Change detectors to models and move fields to self.state * Use models instead of detectors in PatternDetector * Update inits in detectors/ and models/ * Add types to resolve_model_by_pattern * Add types to abstract Model class
6 years ago
pass