@modelx/modelx
Version:
Construct AI & ML models with JSON using Typescript & Tensorflow
161 lines (160 loc) • 4.85 kB
TypeScript
import * as ModelXDataTypes from '@modelx/data/src/DataSet';
import { DateTime, DateTimeJSOptions, DateObject } from 'luxon';
export declare enum Dimensions {
YEARLY = "yearly",
WEEKLY = "weekly",
MONTHLY = "monthly",
HOURLY = "hourly",
DAILY = "daily",
MINUTELY = "minutely",
SECONDLY = "secondly"
}
export declare enum BooleanAnswer {
UNKNOWN = -1,
FALSE = 0,
TRUE = 1
}
export interface ParsedDate extends DateObject {
hour?: number;
minute?: number;
week?: number;
ordinal_day?: number;
days_in_month?: number;
weekend?: boolean;
quarter_hour?: number;
}
export declare type Entity = {
[index: string]: any;
};
export declare type LuxonDateTimeAndFormat = {
date: DateTime;
format: string;
};
export declare function getLuxonDateTime(options: {
time_zone?: string;
dateObject: Date | string;
dateFormat?: string;
}): LuxonDateTimeAndFormat;
export declare type TrainingProgressUpdate = {
completion_percentage: number;
loss: number;
epoch: number;
logs: {
loss: number;
};
status: string;
defaultLog?: boolean;
};
export declare function training_on_progress({ completion_percentage, loss, epoch, status, logs, defaultLog }: TrainingProgressUpdate): void;
export declare type TrainingProgressCallback = ({ completion_percentage, loss, epoch, status, logs }: TrainingProgressUpdate) => void;
export declare const mockDates: {
year: number;
month: number;
day: number;
hour: number;
minute: number;
second: number;
week: number;
weekday: number;
quarter_hour: number;
oridinalday: number;
}[];
export declare function getPartialHour(minute: number): number;
export declare function getQuarterHour(parsedDate: ParsedDate): number;
export declare function getParsedDate(date: Date, options?: DateTimeJSOptions): ParsedDate;
export declare function getLocalParsedDate({ date, time_zone, dimension, }: {
date: Date;
time_zone: string;
dimension: Dimensions;
}): {
year: number;
month: number;
day: number;
hour: number;
minute: number;
second: number;
days_in_month: number;
ordinal_day: number;
week: number;
weekday: number;
weekend: boolean;
origin_time_zone: string;
start_origin_date_string: string;
start_gmt_date_string: string;
end_origin_date_string: string;
end_gmt_date_string: string;
};
export declare const prettyTimeStringOutputFormat = "ccc, dd LLL yyyy TTT";
export declare const timeProperty: {
[Dimensions.MONTHLY]: string;
[Dimensions.WEEKLY]: string;
[Dimensions.DAILY]: string;
[Dimensions.HOURLY]: string;
};
export declare const durationToDimensionProperty: {
'years': Dimensions;
'weeks': Dimensions;
'months': Dimensions;
'days': Dimensions;
'hours': Dimensions;
};
export declare const featureTimeProperty: {
weekly: string;
monthly: string;
hourly: string;
daily: string;
};
export declare const dateTimeProperty: {
weekly: string;
monthly: string;
hourly: string;
daily: string;
};
export declare const performanceValues: {
monthly: number;
weekly: number;
daily: number;
hourly: number;
};
export declare const ISOOptions: {
includeOffset: boolean;
suppressMilliseconds: boolean;
};
export declare const monthNumbers: any[];
export declare const weekNumbers: any[];
export declare const dayNumbers: any[];
export declare const quarterhourNumbers: any[];
export declare const ordinalDayNumbers: any[];
export declare const hourNumbers: any[];
export declare const minuteNumbers: any[];
export declare const secondNumbers: any[];
export declare const mockDateObject: {
year: number;
month: number;
day: number;
hour: number;
minute: number;
second: number;
week: number;
weekday: number;
quarter_hour: number;
oridinalday: number;
};
export declare const dimensionDurations: string[];
export declare const flattenDelimiter = "+=+";
export declare function getOpenHour(options?: {}): BooleanAnswer;
export declare function getIsOutlier(this: {
data: ModelXDataTypes.Data;
datum: ModelXDataTypes.Datum;
}, { outlier_property, }?: {
outlier_property?: string;
}): BooleanAnswer;
export declare function addMockDataToDataSet(DataSet: ModelXDataTypes.DataSet, { mockEncodedData, includeConstants, }: {
mockEncodedData?: ModelXDataTypes.Data;
includeConstants?: boolean;
}): ModelXDataTypes.DataSet;
export declare function removeMockDataFromDataSet(DataSet: ModelXDataTypes.DataSet, { mockEncodedData, includeConstants, }: {
mockEncodedData?: ModelXDataTypes.Data;
includeConstants?: boolean;
}): ModelXDataTypes.DataSet;
export declare function removeEvaluationData(evaluation: ModelXDataTypes.Datum): ModelXDataTypes.Datum;