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@modelx/modelx

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Construct AI & ML models with JSON using Typescript & Tensorflow

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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: { monthly: string; weekly: string; daily: string; 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;